diff --git "a/teleco_churn.csv" "b/teleco_churn.csv" new file mode 100644--- /dev/null +++ "b/teleco_churn.csv" @@ -0,0 +1,7044 @@ +tenure,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,InternetService,TechSupport,OnlineSecurity,SeniorCitizen,Churn +1,Month-to-month,Yes,Electronic check,29.85,29.85,DSL,No,No,0,No +34,One year,No,Mailed check,56.95,1889.5,DSL,No,Yes,0,No +2,Month-to-month,Yes,Mailed check,53.85,108.15,DSL,No,Yes,0,Yes +45,One year,No,Bank transfer (automatic),42.3,1840.75,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,70.7,151.65,Fiber optic,No,No,0,Yes +8,Month-to-month,Yes,Electronic check,99.65,820.5,Fiber optic,No,No,0,Yes +22,Month-to-month,Yes,Credit card (automatic),89.1,1949.4,Fiber optic,No,No,0,No +10,Month-to-month,No,Mailed check,29.75,301.9,DSL,No,Yes,0,No +28,Month-to-month,Yes,Electronic check,104.8,3046.05,Fiber optic,Yes,No,0,Yes +62,One year,No,Bank transfer (automatic),56.15,3487.95,DSL,No,Yes,0,No +13,Month-to-month,Yes,Mailed check,49.95,587.45,DSL,No,Yes,0,No +16,Two year,No,Credit card (automatic),18.95,326.8,No,No internet service,No internet service,0,No +58,One year,No,Credit card (automatic),100.35,5681.1,Fiber optic,No,No,0,No +49,Month-to-month,Yes,Bank transfer (automatic),103.7,5036.3,Fiber optic,No,No,0,Yes +25,Month-to-month,Yes,Electronic check,105.5,2686.05,Fiber optic,Yes,Yes,0,No +69,Two year,No,Credit card (automatic),113.25,7895.15,Fiber optic,Yes,Yes,0,No +52,One year,No,Mailed check,20.65,1022.95,No,No internet service,No internet service,0,No +71,Two year,No,Bank transfer (automatic),106.7,7382.25,Fiber optic,No,Yes,0,No +10,Month-to-month,No,Credit card (automatic),55.2,528.35,DSL,Yes,No,0,Yes +21,Month-to-month,Yes,Electronic check,90.05,1862.9,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,39.65,39.65,DSL,No,No,1,Yes +12,One year,No,Bank transfer (automatic),19.8,202.25,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.15,20.15,No,No internet service,No internet service,0,Yes +58,Two year,Yes,Credit card (automatic),59.9,3505.1,DSL,Yes,No,0,No +49,Month-to-month,No,Credit card (automatic),59.6,2970.3,DSL,Yes,Yes,0,No +30,Month-to-month,Yes,Bank transfer (automatic),55.3,1530.6,DSL,No,Yes,0,No +47,Month-to-month,Yes,Electronic check,99.35,4749.15,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,30.2,30.2,DSL,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),90.25,6369.45,DSL,Yes,Yes,0,No +17,Month-to-month,Yes,Mailed check,64.7,1093.1,DSL,No,No,0,Yes +71,Two year,Yes,Credit card (automatic),96.35,6766.95,Fiber optic,Yes,Yes,1,No +2,Month-to-month,Yes,Credit card (automatic),95.5,181.65,Fiber optic,No,No,1,No +27,One year,No,Mailed check,66.15,1874.45,DSL,Yes,Yes,0,No +1,Month-to-month,No,Bank transfer (automatic),20.2,20.2,No,No internet service,No internet service,0,No +1,Month-to-month,No,Bank transfer (automatic),45.25,45.25,DSL,No,No,1,No +72,Two year,No,Bank transfer (automatic),99.9,7251.7,Fiber optic,Yes,Yes,0,No +5,Month-to-month,Yes,Electronic check,69.7,316.9,Fiber optic,No,No,0,Yes +46,Month-to-month,Yes,Credit card (automatic),74.8,3548.3,Fiber optic,No,No,0,No +34,Month-to-month,Yes,Electronic check,106.35,3549.25,Fiber optic,No,No,0,Yes +11,Month-to-month,Yes,Bank transfer (automatic),97.85,1105.4,Fiber optic,No,No,0,Yes +10,One year,No,Mailed check,49.55,475.7,DSL,No,No,0,No +70,Two year,Yes,Credit card (automatic),69.2,4872.35,DSL,No,Yes,0,No +17,One year,No,Mailed check,20.75,418.25,No,No internet service,No internet service,0,No +63,Two year,Yes,Credit card (automatic),79.85,4861.45,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Electronic check,76.2,981.45,DSL,Yes,Yes,0,No +49,Month-to-month,Yes,Electronic check,84.5,3906.7,Fiber optic,No,No,0,No +2,Month-to-month,No,Mailed check,49.25,97,DSL,No,No,0,No +2,Month-to-month,Yes,Electronic check,80.65,144.15,Fiber optic,No,No,0,Yes +52,Two year,Yes,Credit card (automatic),79.75,4217.8,DSL,Yes,Yes,0,No +69,Two year,Yes,Credit card (automatic),64.15,4254.1,DSL,Yes,Yes,0,No +43,Month-to-month,Yes,Electronic check,90.25,3838.75,Fiber optic,No,No,1,No +15,Month-to-month,Yes,Credit card (automatic),99.1,1426.4,Fiber optic,No,Yes,0,Yes +25,Month-to-month,Yes,Credit card (automatic),69.5,1752.65,DSL,Yes,Yes,1,No +8,Month-to-month,Yes,Credit card (automatic),80.65,633.3,Fiber optic,No,No,1,Yes +60,One year,Yes,Credit card (automatic),74.85,4456.35,DSL,Yes,Yes,1,No +18,Month-to-month,Yes,Electronic check,95.45,1752.55,Fiber optic,No,No,1,Yes +63,One year,Yes,Credit card (automatic),99.65,6311.2,Fiber optic,No,Yes,0,No +66,One year,Yes,Electronic check,108.45,7076.35,Fiber optic,Yes,No,1,No +34,Two year,No,Credit card (automatic),24.95,894.3,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),107.5,7853.7,Fiber optic,Yes,No,0,No +47,Month-to-month,Yes,Electronic check,100.5,4707.1,Fiber optic,No,No,0,No +60,Month-to-month,Yes,Bank transfer (automatic),89.9,5450.7,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),42.1,2962,DSL,No,Yes,0,No +18,One year,Yes,Credit card (automatic),54.4,957.1,DSL,Yes,No,0,No +9,Month-to-month,No,Electronic check,94.4,857.25,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,75.3,244.1,DSL,Yes,No,0,No +47,One year,Yes,Electronic check,78.9,3650.35,Fiber optic,No,No,0,No +31,Two year,No,Mailed check,79.2,2497.2,DSL,Yes,No,0,No +50,Two year,No,Bank transfer (automatic),20.15,930.9,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Mailed check,79.85,887.35,Fiber optic,No,Yes,0,No +1,Month-to-month,No,Mailed check,49.05,49.05,DSL,Yes,No,0,No +52,One year,Yes,Electronic check,20.4,1090.65,No,No internet service,No internet service,0,No +64,Two year,Yes,Bank transfer (automatic),111.6,7099,Fiber optic,Yes,Yes,1,No +62,Two year,Yes,Bank transfer (automatic),24.25,1424.6,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Bank transfer (automatic),64.5,177.4,DSL,Yes,Yes,0,No +56,One year,No,Electronic check,110.5,6139.5,Fiber optic,No,Yes,1,No +46,One year,No,Credit card (automatic),55.65,2688.85,DSL,No,No,0,No +8,Month-to-month,No,Mailed check,54.65,482.25,DSL,No,Yes,0,No +30,Month-to-month,Yes,Electronic check,74.75,2111.3,DSL,No,Yes,1,No +45,One year,Yes,Credit card (automatic),25.9,1216.6,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,79.35,79.35,Fiber optic,No,No,0,Yes +11,Month-to-month,No,Electronic check,50.55,565.35,DSL,No,Yes,0,No +7,Month-to-month,Yes,Bank transfer (automatic),75.15,496.9,Fiber optic,No,No,0,Yes +42,Month-to-month,Yes,Bank transfer (automatic),103.8,4327.5,Fiber optic,Yes,No,0,No +49,Two year,Yes,Bank transfer (automatic),20.15,973.35,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Credit card (automatic),99.3,918.75,Fiber optic,No,No,0,No +35,One year,Yes,Bank transfer (automatic),62.15,2215.45,DSL,No,Yes,0,No +48,Two year,No,Bank transfer (automatic),20.65,1057,No,No internet service,No internet service,0,No +46,Two year,Yes,Mailed check,19.95,927.1,No,No internet service,No internet service,0,No +29,Month-to-month,No,Mailed check,33.75,1009.25,DSL,No,No,0,No +30,Month-to-month,No,Bank transfer (automatic),82.05,2570.2,Fiber optic,No,No,0,No +1,Month-to-month,No,Electronic check,74.7,74.7,Fiber optic,Yes,No,1,No +66,Two year,Yes,Mailed check,84,5714.25,DSL,Yes,Yes,0,No +65,Month-to-month,Yes,Credit card (automatic),111.05,7107,Fiber optic,No,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),100.9,7459.05,Fiber optic,No,No,0,No +12,Month-to-month,Yes,Electronic check,78.95,927.35,Fiber optic,No,Yes,0,Yes +71,One year,Yes,Credit card (automatic),66.85,4748.7,DSL,Yes,Yes,0,No +5,Month-to-month,No,Mailed check,21.05,113.85,No,No internet service,No internet service,0,Yes +52,Two year,No,Bank transfer (automatic),21,1107.2,No,No internet service,No internet service,0,No +25,Month-to-month,Yes,Electronic check,98.5,2514.5,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Mailed check,20.2,20.2,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,19.45,19.45,No,No internet service,No internet service,0,No +38,One year,No,Bank transfer (automatic),95,3605.6,Fiber optic,Yes,No,0,No +66,One year,No,Bank transfer (automatic),45.55,3027.25,DSL,No,No,1,No +68,Two year,Yes,Bank transfer (automatic),110,7611.85,Fiber optic,Yes,No,0,Yes +5,Month-to-month,No,Mailed check,24.3,100.2,DSL,No,No,0,No +72,One year,Yes,Electronic check,104.15,7303.05,Fiber optic,No,Yes,0,No +32,One year,No,Mailed check,30.15,927.65,DSL,No,Yes,0,No +43,One year,No,Mailed check,94.35,3921.3,Fiber optic,No,No,0,No +72,Two year,No,Credit card (automatic),19.4,1363.25,No,No internet service,No internet service,0,No +55,Month-to-month,Yes,Electronic check,96.75,5238.9,Fiber optic,No,Yes,0,Yes +52,One year,No,Credit card (automatic),57.95,3042.25,DSL,Yes,Yes,0,No +43,Month-to-month,Yes,Electronic check,91.65,3954.1,Fiber optic,No,No,0,No +37,Month-to-month,Yes,Electronic check,76.5,2868.15,Fiber optic,No,No,1,Yes +64,Two year,Yes,Electronic check,54.6,3423.5,DSL,Yes,No,0,No +3,Month-to-month,No,Electronic check,89.85,248.4,Fiber optic,No,Yes,0,No +36,Two year,No,Bank transfer (automatic),31.05,1126.35,DSL,No,Yes,0,No +10,Month-to-month,Yes,Electronic check,100.25,1064.65,Fiber optic,No,Yes,0,Yes +41,Two year,No,Mailed check,20.65,835.15,No,No internet service,No internet service,0,No +27,Month-to-month,Yes,Credit card (automatic),85.2,2151.6,Fiber optic,Yes,No,0,No +56,One year,Yes,Credit card (automatic),99.8,5515.45,Fiber optic,No,No,0,No +6,Month-to-month,No,Mailed check,20.7,112.75,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,74.4,229.55,Fiber optic,No,No,0,Yes +7,Month-to-month,No,Mailed check,50.7,350.35,DSL,No,Yes,0,No +4,Month-to-month,No,Mailed check,20.85,62.9,No,No internet service,No internet service,0,No +33,Two year,Yes,Electronic check,88.95,3027.65,Fiber optic,Yes,Yes,0,No +27,Month-to-month,Yes,Electronic check,78.05,2135.5,Fiber optic,No,No,1,Yes +72,Two year,Yes,Bank transfer (automatic),23.55,1723.95,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,19.75,19.75,No,No internet service,No internet service,0,No +71,One year,Yes,Electronic check,56.45,3985.35,DSL,No,Yes,1,No +13,Month-to-month,Yes,Electronic check,85.95,1215.65,Fiber optic,No,No,0,No +25,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,DSL,No,Yes,0,Yes +67,Two year,No,Bank transfer (automatic),50.55,3260.1,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,35.45,35.45,DSL,No,No,0,Yes +2,Month-to-month,No,Electronic check,44.35,81.25,DSL,No,No,0,Yes +43,Two year,Yes,Credit card (automatic),25.7,1188.2,No,No internet service,No internet service,0,No +23,Month-to-month,Yes,Bank transfer (automatic),75,1778.5,Fiber optic,No,Yes,0,No +64,Two year,No,Mailed check,20.2,1277.75,No,No internet service,No internet service,0,No +57,Two year,Yes,Mailed check,19.6,1170.55,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,70.45,70.45,Fiber optic,No,No,1,Yes +72,Two year,Yes,Credit card (automatic),88.05,6425.65,DSL,Yes,Yes,1,No +8,Month-to-month,No,Electronic check,71.15,563.65,DSL,Yes,Yes,0,Yes +61,Two year,Yes,Bank transfer (automatic),101.05,5971.25,Fiber optic,No,No,0,No +64,One year,Yes,Credit card (automatic),84.3,5289.05,Fiber optic,No,Yes,0,No +71,Two year,No,Bank transfer (automatic),23.95,1756.2,No,No internet service,No internet service,1,No +65,Two year,Yes,Credit card (automatic),99.05,6416.7,Fiber optic,Yes,Yes,0,No +3,One year,No,Mailed check,19.6,61.35,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,45.65,45.65,DSL,No,No,0,Yes +30,One year,No,Credit card (automatic),64.5,1929.95,DSL,No,No,0,No +15,Month-to-month,Yes,Mailed check,69.5,1071.4,DSL,Yes,No,0,No +8,Month-to-month,Yes,Electronic check,68.55,564.35,DSL,Yes,No,0,No +7,Month-to-month,No,Mailed check,95,655.5,Fiber optic,No,No,0,Yes +70,One year,Yes,Credit card (automatic),108.15,7930.55,Fiber optic,No,Yes,0,No +62,Two year,No,Electronic check,86.1,5215.25,DSL,Yes,Yes,0,No +6,Month-to-month,No,Mailed check,19.7,113.5,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Bank transfer (automatic),80.9,1152.8,Fiber optic,No,No,0,No +22,Month-to-month,Yes,Bank transfer (automatic),84.15,1821.95,Fiber optic,No,No,0,No +22,One year,No,Mailed check,20.15,419.9,No,No internet service,No internet service,0,No +16,Two year,No,Mailed check,64.25,1024,DSL,No,Yes,0,No +10,Two year,No,Bank transfer (automatic),25.7,251.6,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Electronic check,56,764.55,DSL,No,Yes,0,No +20,Month-to-month,No,Electronic check,82.4,1592.35,Fiber optic,No,Yes,0,Yes +2,Month-to-month,Yes,Electronic check,69.7,135.2,Fiber optic,No,No,0,No +53,Two year,Yes,Bank transfer (automatic),73.9,3958.25,DSL,Yes,No,0,No +11,One year,No,Mailed check,20.6,233.9,No,No internet service,No internet service,0,No +69,Two year,No,Mailed check,19.9,1363.45,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Bank transfer (automatic),70.9,273,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),89.05,6254.45,DSL,Yes,Yes,0,No +58,Month-to-month,Yes,Electronic check,45.3,2651.2,DSL,No,No,1,Yes +16,Month-to-month,No,Electronic check,20.4,321.4,No,No internet service,No internet service,0,No +43,One year,Yes,Bank transfer (automatic),84.25,3539.25,Fiber optic,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,104.4,242.8,Fiber optic,Yes,No,0,Yes +14,Two year,No,Mailed check,81.95,1181.75,DSL,Yes,No,0,No +53,One year,Yes,Bank transfer (automatic),94.85,5000.2,Fiber optic,No,No,0,Yes +32,One year,No,Bank transfer (automatic),20.55,654.55,No,No internet service,No internet service,0,No +34,Month-to-month,No,Electronic check,24.7,780.2,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Mailed check,74.45,1145.7,Fiber optic,No,No,1,Yes +7,Month-to-month,No,Bank transfer (automatic),76.45,503.6,Fiber optic,No,Yes,1,Yes +15,Month-to-month,Yes,Bank transfer (automatic),105.35,1559.25,Fiber optic,No,No,0,No +61,One year,Yes,Credit card (automatic),20.55,1252,No,No internet service,No internet service,0,No +1,Month-to-month,No,Bank transfer (automatic),29.95,29.95,DSL,No,No,0,Yes +1,Month-to-month,No,Mailed check,45.3,45.3,DSL,No,No,0,No +8,Month-to-month,No,Bank transfer (automatic),84.5,662.65,Fiber optic,No,No,0,Yes +33,One year,No,Credit card (automatic),74.75,2453.3,DSL,No,Yes,0,No +13,Month-to-month,Yes,Electronic check,79.25,1111.65,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,24.8,24.8,DSL,No,No,0,Yes +20,Month-to-month,Yes,Mailed check,51.8,1023.85,DSL,No,No,0,No +3,Month-to-month,No,Electronic check,30.4,82.15,DSL,Yes,No,0,No +13,One year,No,Electronic check,19.65,244.8,No,No internet service,No internet service,0,No +40,Month-to-month,No,Credit card (automatic),56.6,2379.1,DSL,No,No,0,No +43,One year,Yes,Credit card (automatic),71.9,3173.35,DSL,Yes,Yes,0,No +6,Month-to-month,Yes,Electronic check,91,531,Fiber optic,No,No,0,Yes +69,Two year,No,Bank transfer (automatic),19.75,1375.4,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),109.7,8129.3,Fiber optic,No,Yes,0,No +59,Two year,No,Credit card (automatic),19.3,1192.7,No,No internet service,No internet service,0,No +20,Month-to-month,Yes,Electronic check,96.55,1901.65,Fiber optic,Yes,Yes,0,No +24,Two year,Yes,Bank transfer (automatic),24.1,587.4,No,No internet service,No internet service,0,No +59,Month-to-month,Yes,Electronic check,111.35,6519.75,Fiber optic,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),112.25,8041.65,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,20.75,20.75,No,No internet service,No internet service,0,No +27,One year,Yes,Credit card (automatic),101.9,2681.15,Fiber optic,Yes,Yes,0,No +14,Month-to-month,Yes,Credit card (automatic),80.05,1112.3,Fiber optic,Yes,No,0,No +71,Two year,No,Electronic check,105.55,7405.5,Fiber optic,No,Yes,0,No +13,Month-to-month,Yes,Credit card (automatic),78.3,1033.95,Fiber optic,No,No,0,No +44,Month-to-month,No,Credit card (automatic),68.85,2958.95,Fiber optic,No,No,0,No +33,One year,Yes,Bank transfer (automatic),79.95,2684.85,Fiber optic,Yes,No,0,No +72,Two year,Yes,Credit card (automatic),55.45,4179.2,DSL,Yes,Yes,0,No +1,Month-to-month,No,Electronic check,79.9,79.9,Fiber optic,No,No,0,Yes +19,Month-to-month,Yes,Electronic check,106.6,1934.45,Fiber optic,Yes,Yes,0,Yes +64,One year,Yes,Credit card (automatic),102.45,6654.1,Fiber optic,Yes,No,0,No +2,Month-to-month,Yes,Credit card (automatic),46,84.5,DSL,No,No,0,Yes +1,Month-to-month,No,Electronic check,25.25,25.25,DSL,No,No,0,No +61,Two year,No,Mailed check,19.75,1124.2,No,No internet service,No internet service,0,No +29,One year,No,Electronic check,20,540.05,No,No internet service,No internet service,0,No +23,Month-to-month,No,Electronic check,86.8,1975.85,Fiber optic,No,No,1,No +57,Month-to-month,Yes,Bank transfer (automatic),58.75,3437.45,DSL,No,Yes,0,No +72,Two year,No,Credit card (automatic),45.25,3139.8,DSL,Yes,Yes,0,No +66,Two year,Yes,Bank transfer (automatic),56.6,3789.2,DSL,Yes,Yes,0,No +65,Two year,Yes,Bank transfer (automatic),84.2,5324.5,DSL,Yes,No,0,No +8,Month-to-month,Yes,Bank transfer (automatic),80,624.6,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Electronic check,70.15,268.35,Fiber optic,No,No,0,Yes +71,Two year,No,Bank transfer (automatic),24.75,1836.9,No,No internet service,No internet service,0,No +1,One year,Yes,Electronic check,20.2,20.2,No,No internet service,No internet service,0,No +4,Month-to-month,No,Mailed check,50.05,179.35,DSL,Yes,No,0,Yes +12,One year,Yes,Bank transfer (automatic),19.35,219.35,No,No internet service,No internet service,0,No +24,One year,Yes,Mailed check,50.6,1288.75,DSL,No,Yes,0,No +31,One year,Yes,Mailed check,81.15,2545.75,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,55.2,55.2,DSL,No,No,0,Yes +30,Month-to-month,Yes,Credit card (automatic),89.9,2723.15,Fiber optic,Yes,No,0,No +47,Two year,Yes,Credit card (automatic),85.3,4107.25,DSL,Yes,Yes,0,No +54,Two year,Yes,Credit card (automatic),108,5760.65,Fiber optic,Yes,Yes,0,No +50,Month-to-month,Yes,Credit card (automatic),93.5,4747.5,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,84.6,84.6,Fiber optic,No,Yes,0,Yes +72,Two year,No,Credit card (automatic),20.25,1566.9,No,No internet service,No internet service,0,No +29,Month-to-month,No,Electronic check,25.15,702,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Mailed check,54.4,114.1,DSL,No,No,0,Yes +10,Two year,Yes,Mailed check,29.6,299.05,DSL,Yes,No,0,No +18,Month-to-month,Yes,Electronic check,73.15,1305.95,Fiber optic,No,No,0,No +11,Month-to-month,Yes,Electronic check,95,1120.3,Fiber optic,No,No,1,Yes +16,Two year,No,Mailed check,19.75,284.35,No,No internet service,No internet service,0,No +72,Two year,No,Bank transfer (automatic),86.6,6350.5,DSL,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),109.2,7878.3,Fiber optic,Yes,No,0,No +41,One year,Yes,Credit card (automatic),74.7,3187.65,DSL,Yes,Yes,0,No +65,Month-to-month,No,Electronic check,94.4,6126.15,Fiber optic,No,Yes,1,No +13,Month-to-month,Yes,Electronic check,54.8,731.3,DSL,No,No,1,No +4,Month-to-month,No,Electronic check,75.35,273.4,Fiber optic,No,Yes,1,No +41,One year,No,Mailed check,65,2531.8,DSL,No,No,0,No +15,Month-to-month,Yes,Electronic check,74.4,1074.3,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Mailed check,48.55,48.55,DSL,No,Yes,0,Yes +42,One year,Yes,Electronic check,99,4298.45,Fiber optic,No,Yes,0,No +51,One year,Yes,Electronic check,93.5,4619.55,Fiber optic,No,Yes,0,No +2,Month-to-month,No,Electronic check,70.4,147.15,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,40.2,40.2,DSL,No,No,1,Yes +32,One year,No,Credit card (automatic),83.7,2633.3,DSL,Yes,No,0,No +10,Month-to-month,Yes,Mailed check,19.85,193.05,No,No internet service,No internet service,0,No +67,Two year,Yes,Electronic check,59.55,4103.9,DSL,Yes,No,0,No +61,Two year,No,Credit card (automatic),115.1,7008.15,Fiber optic,Yes,Yes,0,No +50,One year,No,Credit card (automatic),114.35,5791.1,Fiber optic,Yes,Yes,0,No +2,Month-to-month,Yes,Credit card (automatic),44.6,80.55,DSL,No,No,0,Yes +29,Month-to-month,Yes,Electronic check,45,1228.65,DSL,No,Yes,1,No +3,Month-to-month,Yes,Electronic check,41.15,132.2,DSL,No,No,1,Yes +13,Month-to-month,Yes,Electronic check,106.9,1364.3,Fiber optic,No,No,1,Yes +57,Month-to-month,Yes,Electronic check,89.85,4925.35,Fiber optic,No,No,1,No +31,Two year,Yes,Bank transfer (automatic),49.85,1520.1,DSL,Yes,Yes,0,No +45,One year,No,Mailed check,113.3,5032.25,Fiber optic,Yes,Yes,0,No +61,Two year,No,Mailed check,88.1,5526.75,DSL,Yes,Yes,0,No +50,Two year,No,Bank transfer (automatic),24.9,1195.25,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Mailed check,105,2007.25,Fiber optic,Yes,Yes,1,No +59,Two year,No,Mailed check,19.35,1099.6,No,No internet service,No internet service,0,Yes +71,Two year,Yes,Credit card (automatic),24.25,1732.95,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Electronic check,94.45,1511.2,Fiber optic,Yes,No,1,Yes +57,Two year,Yes,Electronic check,59.75,3450.15,DSL,Yes,Yes,0,No +1,Month-to-month,No,Bank transfer (automatic),24.8,24.8,DSL,No,No,0,Yes +20,Month-to-month,No,Electronic check,107.05,2172.05,Fiber optic,Yes,No,1,No +1,Month-to-month,No,Mailed check,70.6,70.6,Fiber optic,No,No,0,Yes +5,Month-to-month,Yes,Electronic check,85.4,401.1,Fiber optic,Yes,No,0,Yes +52,Month-to-month,Yes,Electronic check,105.05,5624.85,Fiber optic,No,No,0,Yes +21,Month-to-month,Yes,Bank transfer (automatic),64.95,1339.8,DSL,No,Yes,1,No +14,Month-to-month,Yes,Electronic check,55,771.95,DSL,Yes,No,0,No +5,Month-to-month,No,Bank transfer (automatic),50.55,244.75,DSL,No,No,0,No +6,Month-to-month,No,Mailed check,55.15,322.9,DSL,No,Yes,0,No +10,Month-to-month,No,Electronic check,51.2,498.25,DSL,No,No,0,No +1,Month-to-month,No,Mailed check,25.4,25.4,No,No internet service,No internet service,0,No +68,Month-to-month,No,Mailed check,54.45,3687.75,DSL,No,Yes,0,No +18,Month-to-month,No,Mailed check,95.15,1779.95,Fiber optic,No,No,0,Yes +22,One year,Yes,Credit card (automatic),76,1783.6,Fiber optic,No,No,0,No +20,Month-to-month,Yes,Electronic check,44.35,927.15,DSL,No,No,0,No +1,Month-to-month,No,Electronic check,70,70,Fiber optic,No,No,0,Yes +8,Month-to-month,Yes,Electronic check,74.5,606.55,Fiber optic,No,No,1,Yes +10,Month-to-month,Yes,Credit card (automatic),44.85,435.4,DSL,No,No,0,Yes +24,Month-to-month,Yes,Electronic check,76.1,1712.7,Fiber optic,No,No,1,Yes +35,One year,No,Mailed check,61.2,2021.2,DSL,No,Yes,0,No +23,One year,No,Mailed check,86.8,1940.8,Fiber optic,Yes,No,0,No +6,Month-to-month,Yes,Electronic check,89.35,567.8,Fiber optic,No,No,1,No +12,Month-to-month,No,Mailed check,19.7,220.35,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.25,20.25,No,No internet service,No internet service,0,No +71,Two year,No,Electronic check,76.05,5436.45,Fiber optic,No,No,0,No +35,Month-to-month,Yes,Electronic check,100.8,3437.5,Fiber optic,No,No,1,No +40,Month-to-month,Yes,Electronic check,74.55,3015.75,DSL,No,No,0,No +1,Month-to-month,Yes,Mailed check,73.6,73.6,Fiber optic,No,Yes,0,Yes +23,One year,Yes,Bank transfer (automatic),64.9,1509.8,DSL,No,No,0,No +4,Month-to-month,Yes,Electronic check,95.45,396.1,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Electronic check,90.4,356.65,Fiber optic,Yes,No,0,No +68,Two year,No,Credit card (automatic),60.3,4109,DSL,Yes,No,0,No +38,Month-to-month,Yes,Mailed check,81.85,3141.7,Fiber optic,No,No,0,No +52,Two year,No,Mailed check,24.8,1229.1,No,No internet service,No internet service,0,No +32,Month-to-month,Yes,Electronic check,74.9,2303.35,Fiber optic,No,No,1,Yes +29,Two year,No,Mailed check,75.55,2054.4,DSL,Yes,No,0,No +38,Month-to-month,No,Electronic check,101.15,3741.85,Fiber optic,No,No,1,No +48,One year,Yes,Credit card (automatic),78.75,3682.45,DSL,No,Yes,0,No +1,Month-to-month,Yes,Bank transfer (automatic),19.25,19.25,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Electronic check,89.05,1886.25,Fiber optic,Yes,Yes,0,No +43,Two year,No,Credit card (automatic),115.05,4895.1,Fiber optic,Yes,Yes,0,No +5,Month-to-month,Yes,Electronic check,69.35,341.6,Fiber optic,No,No,1,No +5,Month-to-month,Yes,Electronic check,80.6,415.55,Fiber optic,No,No,0,Yes +51,One year,No,Credit card (automatic),110.05,5686.4,Fiber optic,Yes,Yes,0,No +71,Two year,Yes,Credit card (automatic),19.9,1355.1,No,No internet service,No internet service,0,No +38,One year,No,Credit card (automatic),80.3,3058.65,DSL,Yes,Yes,0,Yes +24,Month-to-month,Yes,Electronic check,93.15,2231.05,Fiber optic,No,No,1,Yes +35,Month-to-month,Yes,Credit card (automatic),91.5,3236.35,Fiber optic,Yes,No,0,No +54,One year,No,Bank transfer (automatic),82.45,4350.1,DSL,Yes,Yes,1,Yes +72,Two year,Yes,Electronic check,60,4264,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,44.8,44.8,DSL,No,No,0,No +9,One year,No,Mailed check,48.6,422.3,DSL,No,Yes,0,No +69,Two year,Yes,Bank transfer (automatic),60.05,4176.7,DSL,Yes,Yes,0,No +52,Month-to-month,Yes,Credit card (automatic),102.7,5138.1,Fiber optic,Yes,No,0,No +11,Month-to-month,Yes,Electronic check,82.9,880.05,Fiber optic,Yes,No,1,No +2,Month-to-month,Yes,Electronic check,70.35,139.05,Fiber optic,No,No,1,Yes +28,Month-to-month,Yes,Electronic check,35.9,973.65,DSL,No,No,1,No +17,Month-to-month,Yes,Credit card (automatic),82.65,1470.05,Fiber optic,No,No,1,No +35,Two year,Yes,Mailed check,19.85,739.35,No,No internet service,No internet service,0,No +8,One year,Yes,Mailed check,19.2,161.95,No,No internet service,No internet service,0,No +46,One year,Yes,Credit card (automatic),94.9,4422.95,Fiber optic,No,No,0,No +7,Month-to-month,Yes,Electronic check,73.85,511.25,Fiber optic,No,No,0,Yes +2,Month-to-month,No,Mailed check,80.6,155.8,Fiber optic,No,No,0,Yes +68,One year,Yes,Bank transfer (automatic),75.8,5293.95,DSL,Yes,No,0,Yes +43,Two year,Yes,Electronic check,104.6,4759.85,Fiber optic,No,No,0,Yes +68,Two year,Yes,Electronic check,88.15,6148.45,DSL,Yes,Yes,0,No +36,Month-to-month,Yes,Credit card (automatic),94.8,3565.65,Fiber optic,No,No,0,No +63,Month-to-month,Yes,Electronic check,103.4,6603,Fiber optic,No,No,0,Yes +32,Month-to-month,No,Bank transfer (automatic),54.65,1830.1,DSL,Yes,No,1,No +71,Two year,No,Credit card (automatic),85.75,6223.8,DSL,Yes,Yes,0,No +66,Month-to-month,Yes,Bank transfer (automatic),67.45,4508.65,DSL,No,Yes,0,No +63,One year,No,Mailed check,20.5,1328.15,No,No internet service,No internet service,0,No +41,One year,Yes,Credit card (automatic),20.25,865,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,72.1,72.1,Fiber optic,No,No,1,No +2,Month-to-month,Yes,Electronic check,90.4,168.2,Fiber optic,No,No,0,Yes +70,Two year,No,Bank transfer (automatic),19.45,1303.5,No,No internet service,No internet service,0,No +23,Month-to-month,Yes,Electronic check,44.95,996.85,DSL,No,No,0,No +64,One year,No,Bank transfer (automatic),97,6430.9,Fiber optic,No,Yes,1,No +37,Two year,Yes,Credit card (automatic),62.8,2278.75,DSL,Yes,Yes,0,No +17,One year,No,Mailed check,44.6,681.4,DSL,No,No,0,No +7,Month-to-month,Yes,Electronic check,89.15,574.35,Fiber optic,No,No,1,No +4,Month-to-month,Yes,Bank transfer (automatic),84.8,371.9,Fiber optic,No,No,0,Yes +21,Month-to-month,Yes,Electronic check,41.9,840.1,DSL,No,Yes,1,Yes +10,Month-to-month,Yes,Bank transfer (automatic),80.25,846,Fiber optic,No,No,0,Yes +16,Month-to-month,Yes,Electronic check,54.1,889,DSL,No,Yes,1,No +64,Two year,Yes,Electronic check,105.25,6823.4,Fiber optic,Yes,No,0,No +27,Month-to-month,No,Credit card (automatic),30.75,805.1,DSL,No,Yes,1,Yes +42,One year,No,Electronic check,97.1,4016.75,Fiber optic,No,Yes,0,No +5,Month-to-month,No,Mailed check,20.2,83.75,No,No internet service,No internet service,0,No +41,Two year,Yes,Bank transfer (automatic),98.8,3959.15,Fiber optic,Yes,No,0,No +58,One year,No,Credit card (automatic),50.3,2878.55,DSL,No,No,0,No +47,Two year,Yes,Mailed check,20.55,945.7,No,No internet service,No internet service,0,No +18,Month-to-month,Yes,Bank transfer (automatic),75.9,1373.05,Fiber optic,Yes,No,0,No +5,Month-to-month,No,Bank transfer (automatic),96.5,492.55,Fiber optic,No,No,0,Yes +23,Month-to-month,Yes,Bank transfer (automatic),59.95,1406,DSL,No,Yes,0,No +1,Month-to-month,No,Mailed check,19.15,19.15,No,No internet service,No internet service,0,No +71,One year,Yes,Credit card (automatic),98.65,6962.85,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),112.6,8126.65,Fiber optic,Yes,Yes,0,No +33,One year,No,Mailed check,20.6,690.25,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,85.65,181.5,Fiber optic,No,No,0,Yes +24,Two year,No,Mailed check,35.75,830.8,DSL,Yes,Yes,0,No +56,One year,Yes,Credit card (automatic),99.75,5608.4,Fiber optic,Yes,No,0,No +37,Month-to-month,Yes,Credit card (automatic),96.1,3646.8,Fiber optic,No,No,0,No +43,One year,No,Credit card (automatic),85.1,3662.25,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,25.35,25.35,DSL,No,No,0,No +25,Month-to-month,Yes,Bank transfer (automatic),104.95,2566.5,Fiber optic,Yes,No,0,Yes +61,Two year,No,Electronic check,89.65,5308.7,DSL,Yes,Yes,0,No +17,One year,No,Electronic check,86.75,1410.25,Fiber optic,Yes,No,0,No +41,One year,Yes,Bank transfer (automatic),86.2,3339.05,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,50.65,50.65,DSL,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),64.8,4732.35,DSL,Yes,Yes,1,No +1,Month-to-month,Yes,Credit card (automatic),90.85,90.85,Fiber optic,No,No,0,Yes +48,Two year,Yes,Bank transfer (automatic),108.1,5067.45,Fiber optic,No,No,0,No +11,Month-to-month,No,Mailed check,19.95,214.75,No,No internet service,No internet service,1,Yes +55,Month-to-month,Yes,Electronic check,85.45,4874.7,Fiber optic,No,No,1,Yes +42,One year,Yes,Electronic check,54.75,2348.45,DSL,Yes,Yes,0,No +44,Month-to-month,Yes,Mailed check,90.4,4063,Fiber optic,No,No,0,No +1,Month-to-month,No,Electronic check,44,44,DSL,No,No,0,No +27,Month-to-month,Yes,Bank transfer (automatic),95.6,2595.25,Fiber optic,No,No,0,No +27,Month-to-month,Yes,Bank transfer (automatic),84.8,2309.55,DSL,Yes,No,1,No +2,Month-to-month,Yes,Electronic check,44.3,89.3,DSL,No,No,1,No +19,Month-to-month,No,Mailed check,19.9,367.55,No,No internet service,No internet service,0,No +42,Month-to-month,Yes,Electronic check,95.05,3944.5,Fiber optic,No,No,1,No +66,Two year,Yes,Credit card (automatic),90.05,5965.95,DSL,Yes,Yes,0,No +33,Month-to-month,Yes,Bank transfer (automatic),109.9,3694.7,Fiber optic,Yes,Yes,1,No +34,Month-to-month,Yes,Credit card (automatic),73.95,2524.45,Fiber optic,No,No,0,Yes +33,Month-to-month,Yes,Electronic check,54.6,1803.7,DSL,Yes,No,1,No +23,One year,No,Mailed check,20.05,415.1,No,No internet service,No internet service,0,No +32,One year,No,Bank transfer (automatic),19.75,624.15,No,No internet service,No internet service,0,No +11,One year,No,Credit card (automatic),20.05,237.7,No,No internet service,No internet service,0,No +69,Month-to-month,Yes,Credit card (automatic),99.45,7007.6,Fiber optic,No,No,0,Yes +68,One year,No,Bank transfer (automatic),55.9,3848.8,DSL,Yes,Yes,0,No +20,Two year,Yes,Mailed check,19.7,419.4,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),19.8,1468.75,No,No internet service,No internet service,0,No +60,One year,Yes,Bank transfer (automatic),95.4,5812,Fiber optic,No,Yes,0,No +32,Month-to-month,Yes,Mailed check,93.95,2861.45,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Mailed check,19.9,19.9,No,No internet service,No internet service,0,Yes +1,Month-to-month,Yes,Mailed check,19.6,19.6,No,No internet service,No internet service,0,Yes +3,Month-to-month,Yes,Electronic check,81.35,233.7,Fiber optic,No,No,1,Yes +46,One year,Yes,Bank transfer (automatic),24.45,1066.15,No,No internet service,No internet service,0,No +29,Month-to-month,Yes,Electronic check,74.95,2149.05,Fiber optic,No,No,0,No +51,Month-to-month,Yes,Electronic check,87.35,4473,Fiber optic,Yes,No,0,No +48,Month-to-month,Yes,Bank transfer (automatic),70.65,3545.05,Fiber optic,No,No,1,No +16,Month-to-month,No,Bank transfer (automatic),73.25,1195.75,Fiber optic,No,No,0,No +70,Two year,Yes,Bank transfer (automatic),98.7,6858.9,Fiber optic,Yes,No,0,No +40,Two year,Yes,Mailed check,24.8,1024.7,No,No internet service,No internet service,0,No +22,Month-to-month,No,Electronic check,83.3,1845.9,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Bank transfer (automatic),75.3,75.3,Fiber optic,No,No,1,Yes +5,Month-to-month,Yes,Mailed check,24.3,132.25,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Bank transfer (automatic),69.85,515.45,Fiber optic,No,No,0,No +29,One year,No,Credit card (automatic),100.55,2830.45,Fiber optic,Yes,No,0,No +44,One year,No,Mailed check,25.7,1110.5,No,No internet service,No internet service,0,No +10,Month-to-month,No,Bank transfer (automatic),40.7,449.3,DSL,No,Yes,0,No +55,Month-to-month,No,Bank transfer (automatic),51.65,2838.55,DSL,No,No,1,No +52,One year,Yes,Bank transfer (automatic),105.1,5376.4,Fiber optic,No,No,1,No +10,Month-to-month,No,Electronic check,85.95,858.6,Fiber optic,No,No,0,No +18,Month-to-month,Yes,Bank transfer (automatic),75.6,1395.05,Fiber optic,No,No,0,No +68,One year,No,Bank transfer (automatic),58.25,3975.7,DSL,Yes,Yes,0,No +61,Month-to-month,Yes,Mailed check,19.4,1182.55,No,No internet service,No internet service,0,Yes +72,Two year,Yes,Credit card (automatic),65.2,4784.45,DSL,Yes,Yes,0,No +2,Month-to-month,No,Electronic check,53.45,119.5,DSL,No,Yes,0,No +12,Month-to-month,Yes,Bank transfer (automatic),45.4,518.9,DSL,No,No,0,Yes +41,Two year,Yes,Electronic check,19.75,899.45,No,No internet service,No internet service,0,No +26,Month-to-month,Yes,Credit card (automatic),44.45,1183.8,DSL,Yes,No,0,No +36,One year,No,Bank transfer (automatic),20.85,720.05,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),114.05,8468.2,Fiber optic,Yes,Yes,0,No +35,Month-to-month,Yes,Bank transfer (automatic),89.85,3161.2,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,55.05,55.05,DSL,Yes,No,0,No +16,Month-to-month,Yes,Electronic check,112.95,1882.55,Fiber optic,Yes,Yes,0,No +49,Month-to-month,No,Credit card (automatic),101.55,5070.4,Fiber optic,No,Yes,1,No +54,One year,Yes,Mailed check,114.65,6049.5,Fiber optic,Yes,Yes,0,No +18,Month-to-month,No,Electronic check,64.8,1166.7,DSL,No,Yes,0,No +36,Month-to-month,No,Electronic check,80.4,2937.65,Fiber optic,No,No,0,No +60,Month-to-month,Yes,Electronic check,105.9,6396.45,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,69.55,69.55,Fiber optic,No,No,0,Yes +52,Two year,Yes,Bank transfer (automatic),25.05,1270.25,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Electronic check,94.75,759.55,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),105.5,7611.55,Fiber optic,Yes,Yes,0,No +64,One year,No,Mailed check,24.7,1642.75,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Mailed check,69.75,1545.4,DSL,Yes,Yes,1,No +60,Month-to-month,Yes,Bank transfer (automatic),60.2,3582.4,DSL,Yes,No,0,No +28,Month-to-month,Yes,Electronic check,81.05,2227.1,Fiber optic,No,No,0,Yes +61,Two year,No,Mailed check,24.4,1417.9,No,No internet service,No internet service,0,No +24,Month-to-month,Yes,Electronic check,104.15,2494.65,Fiber optic,No,No,0,No +28,One year,No,Bank transfer (automatic),92.9,2768.35,Fiber optic,Yes,No,0,No +30,Two year,No,Bank transfer (automatic),80.8,2369.3,DSL,Yes,No,0,No +2,Month-to-month,No,Mailed check,20,38,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,75.1,75.1,Fiber optic,No,No,0,No +6,Month-to-month,No,Mailed check,19.65,100.9,No,No internet service,No internet service,0,No +24,Month-to-month,Yes,Bank transfer (automatic),69.45,1614.05,DSL,No,No,0,No +4,Month-to-month,No,Electronic check,101.15,385.9,Fiber optic,No,No,0,Yes +7,Month-to-month,Yes,Electronic check,99.8,673.25,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),116.05,8404.9,Fiber optic,Yes,Yes,1,No +70,Two year,Yes,Mailed check,40.05,2799.75,DSL,Yes,No,0,No +64,Two year,No,Electronic check,102.1,6538.45,Fiber optic,Yes,No,1,No +72,One year,Yes,Electronic check,89.7,6588.95,Fiber optic,No,No,0,No +44,Two year,No,Mailed check,19.9,868.1,No,No internet service,No internet service,0,No +13,Month-to-month,No,Electronic check,55.95,734.35,DSL,No,No,0,Yes +17,One year,No,Mailed check,20.65,330.6,No,No internet service,No internet service,1,No +1,Month-to-month,Yes,Electronic check,55,55,DSL,No,No,0,Yes +9,Month-to-month,Yes,Mailed check,70.05,564.4,DSL,No,No,0,No +24,Month-to-month,No,Mailed check,53.6,1315.35,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,74.7,74.7,Fiber optic,No,No,0,Yes +24,Month-to-month,Yes,Electronic check,80.25,1861.5,Fiber optic,No,No,0,Yes +35,Month-to-month,Yes,Electronic check,76.05,2747.2,DSL,Yes,No,1,No +7,Month-to-month,Yes,Electronic check,75.7,554.05,DSL,Yes,Yes,0,No +5,Month-to-month,Yes,Electronic check,96.1,453.4,Fiber optic,Yes,No,0,Yes +15,Month-to-month,No,Bank transfer (automatic),69,994.8,Fiber optic,No,No,0,Yes +11,Two year,No,Mailed check,19.65,225.75,No,No internet service,No internet service,0,No +48,Month-to-month,Yes,Bank transfer (automatic),45.3,2145,DSL,No,Yes,0,Yes +20,Month-to-month,Yes,Electronic check,81.45,1671.6,Fiber optic,No,No,1,No +72,One year,Yes,Bank transfer (automatic),108.5,8003.8,Fiber optic,Yes,No,0,No +8,Month-to-month,Yes,Electronic check,83.55,680.05,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),84.5,6130.85,Fiber optic,No,No,0,No +15,Month-to-month,Yes,Electronic check,100.15,1415,Fiber optic,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),88.6,6201.95,DSL,Yes,No,0,No +0,Two year,Yes,Bank transfer (automatic),52.55, ,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,74.35,74.35,Fiber optic,No,No,0,Yes +63,Two year,Yes,Bank transfer (automatic),104.8,6597.25,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,59,114.15,DSL,No,No,0,No +2,Month-to-month,Yes,Electronic check,74.4,139.4,Fiber optic,No,Yes,0,Yes +61,One year,No,Bank transfer (automatic),64.05,3902.6,DSL,No,No,1,No +1,Month-to-month,No,Mailed check,20.4,20.4,No,No internet service,No internet service,0,No +22,One year,Yes,Bank transfer (automatic),43.75,903.6,DSL,No,No,0,Yes +28,Month-to-month,No,Mailed check,60.9,1785.65,DSL,Yes,Yes,0,No +70,Two year,No,Bank transfer (automatic),19.8,1397.65,No,No internet service,No internet service,0,No +5,Month-to-month,No,Electronic check,28.45,131.05,DSL,No,No,1,Yes +12,Month-to-month,Yes,Bank transfer (automatic),99.7,1238.45,Fiber optic,No,Yes,0,Yes +34,One year,No,Credit card (automatic),116.25,3899.05,Fiber optic,Yes,Yes,0,No +71,Two year,Yes,Credit card (automatic),80.7,5676,Fiber optic,No,Yes,1,No +70,One year,No,Bank transfer (automatic),65.2,4543.15,DSL,No,Yes,0,No +52,Month-to-month,Yes,Bank transfer (automatic),84.05,4326.8,Fiber optic,Yes,Yes,0,No +69,Two year,Yes,Credit card (automatic),79.45,5502.55,DSL,Yes,Yes,0,No +20,Month-to-month,Yes,Electronic check,94.1,1782.4,Fiber optic,No,No,1,Yes +11,Month-to-month,Yes,Mailed check,78,851.8,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,94.2,167.5,Fiber optic,Yes,No,0,Yes +6,Month-to-month,Yes,Electronic check,80.5,502.85,Fiber optic,Yes,No,0,Yes +1,Month-to-month,No,Mailed check,19.85,19.85,No,No internet service,No internet service,0,No +20,One year,No,Credit card (automatic),94.3,1818.3,Fiber optic,Yes,Yes,1,No +61,Month-to-month,Yes,Electronic check,106.45,6300.15,Fiber optic,No,Yes,0,No +5,Month-to-month,Yes,Electronic check,74.35,334.8,Fiber optic,No,No,1,Yes +56,Month-to-month,Yes,Bank transfer (automatic),105.45,5916.95,Fiber optic,Yes,No,0,No +30,Month-to-month,Yes,Credit card (automatic),95,2852.4,Fiber optic,Yes,Yes,0,No +40,Month-to-month,No,Bank transfer (automatic),104.8,4131.95,Fiber optic,Yes,No,0,Yes +28,One year,No,Mailed check,54.3,1546.3,DSL,Yes,Yes,0,No +5,Month-to-month,No,Electronic check,70.05,302.6,Fiber optic,No,No,1,No +27,Month-to-month,Yes,Bank transfer (automatic),75.2,1929.35,Fiber optic,No,Yes,1,Yes +12,Month-to-month,No,Credit card (automatic),20.05,265.45,No,No internet service,No internet service,0,No +67,One year,Yes,Electronic check,105.4,6989.45,Fiber optic,No,No,0,No +29,Month-to-month,Yes,Electronic check,51.6,1442,DSL,No,No,1,No +55,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,Fiber optic,No,No,0,No +23,Month-to-month,No,Bank transfer (automatic),75.6,1758.6,Fiber optic,No,No,0,Yes +34,Month-to-month,Yes,Electronic check,100.05,3480,Fiber optic,No,No,0,Yes +52,One year,No,Electronic check,91.25,4738.3,Fiber optic,No,Yes,0,No +72,Two year,Yes,Credit card (automatic),115.75,8399.15,Fiber optic,Yes,Yes,1,No +58,One year,Yes,Credit card (automatic),94.7,5430.35,Fiber optic,Yes,No,0,No +35,Two year,No,Mailed check,19.6,686.95,No,No internet service,No internet service,0,No +56,Two year,Yes,Bank transfer (automatic),99.9,5706.3,Fiber optic,Yes,No,1,No +24,Two year,Yes,Credit card (automatic),21.1,490.65,No,No internet service,No internet service,0,No +70,Two year,No,Credit card (automatic),20.05,1360.25,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,79.95,174.45,Fiber optic,No,No,0,No +68,One year,Yes,Credit card (automatic),107.15,7379.8,Fiber optic,Yes,No,1,No +1,Month-to-month,Yes,Electronic check,85,85,Fiber optic,No,No,0,Yes +12,Month-to-month,Yes,Electronic check,89.55,1021.75,Fiber optic,No,No,0,No +63,Month-to-month,Yes,Bank transfer (automatic),81.55,5029.05,Fiber optic,No,No,0,No +33,One year,Yes,Mailed check,58.45,1955.4,DSL,No,Yes,0,No +69,One year,Yes,Credit card (automatic),95.65,6744.2,Fiber optic,No,No,0,No +60,Two year,Yes,Bank transfer (automatic),80.6,4946.7,DSL,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),113.1,8248.5,Fiber optic,Yes,Yes,0,No +11,Month-to-month,Yes,Mailed check,58.95,601.6,DSL,No,No,0,No +1,Month-to-month,No,Mailed check,19.55,19.55,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Bank transfer (automatic),86.05,834.1,Fiber optic,No,No,0,Yes +13,Month-to-month,Yes,Credit card (automatic),45.55,597,DSL,Yes,Yes,0,Yes +34,One year,Yes,Bank transfer (automatic),78.95,2647.2,Fiber optic,No,No,0,No +39,Month-to-month,Yes,Mailed check,86.3,3266,Fiber optic,No,No,0,Yes +65,One year,Yes,Bank transfer (automatic),105.05,6744.25,Fiber optic,Yes,No,0,No +50,One year,Yes,Bank transfer (automatic),101.9,5265.5,Fiber optic,No,Yes,1,No +15,Month-to-month,No,Mailed check,19.75,311.6,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),110.3,7966.9,Fiber optic,No,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),115.6,8220.4,Fiber optic,Yes,Yes,0,No +55,Two year,No,Bank transfer (automatic),19.35,1153.25,No,No internet service,No internet service,0,No +23,Two year,Yes,Credit card (automatic),25.6,514.75,No,No internet service,No internet service,0,No +32,Month-to-month,Yes,Bank transfer (automatic),80.35,2596.15,Fiber optic,No,No,0,Yes +56,One year,Yes,Bank transfer (automatic),68.75,3808,DSL,No,Yes,0,No +1,Month-to-month,No,Bank transfer (automatic),19.9,19.9,No,No internet service,No internet service,0,No +38,One year,No,Mailed check,70.6,2708.2,DSL,Yes,Yes,0,No +11,Month-to-month,No,Electronic check,70.2,760.05,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,49.3,49.3,DSL,Yes,No,0,No +56,One year,Yes,Electronic check,107.25,6033.3,Fiber optic,Yes,No,0,No +3,Month-to-month,Yes,Mailed check,23.6,89.05,No,No internet service,No internet service,0,No +7,Month-to-month,No,Credit card (automatic),69.7,516.15,DSL,No,Yes,0,No +59,Two year,Yes,Credit card (automatic),99.5,5861.75,Fiber optic,No,No,0,No +7,Month-to-month,No,Bank transfer (automatic),64.3,445.95,DSL,Yes,No,0,No +71,Two year,Yes,Credit card (automatic),70.85,4973.4,DSL,Yes,Yes,0,No +15,One year,No,Electronic check,101.9,1667.25,Fiber optic,Yes,Yes,0,No +71,Two year,No,Credit card (automatic),73.5,5357.75,DSL,Yes,Yes,0,No +35,Month-to-month,Yes,Electronic check,100.25,3527.6,Fiber optic,No,No,0,Yes +11,One year,Yes,Credit card (automatic),40.4,422.6,DSL,Yes,No,0,No +60,Two year,Yes,Credit card (automatic),19.25,1103.25,No,No internet service,No internet service,0,No +47,Two year,No,Bank transfer (automatic),59.6,2754,DSL,Yes,No,1,No +11,One year,No,Credit card (automatic),64.9,697.25,DSL,Yes,No,0,No +56,One year,No,Credit card (automatic),100.3,5614.45,Fiber optic,No,No,0,Yes +28,Month-to-month,Yes,Electronic check,110.85,3204.4,Fiber optic,Yes,No,1,No +61,Two year,Yes,Mailed check,81.05,4747.65,DSL,Yes,Yes,0,No +31,One year,No,Bank transfer (automatic),98.05,3082.1,Fiber optic,No,Yes,0,No +9,Month-to-month,Yes,Electronic check,70.5,597.9,Fiber optic,No,No,0,No +35,Month-to-month,Yes,Electronic check,94.55,3365.4,Fiber optic,No,Yes,1,No +2,Month-to-month,Yes,Mailed check,19.65,38.8,No,No internet service,No internet service,0,No +12,Month-to-month,No,Mailed check,19,233.55,No,No internet service,No internet service,0,Yes +1,Month-to-month,No,Mailed check,75.3,75.3,Fiber optic,No,Yes,0,Yes +4,Month-to-month,Yes,Electronic check,89.2,346.2,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Mailed check,19,19,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Mailed check,20,61.7,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,85.7,85.7,Fiber optic,No,No,1,Yes +52,Two year,Yes,Credit card (automatic),63.25,3342.45,DSL,No,Yes,0,No +5,One year,No,Mailed check,20.1,85.1,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,99.15,7422.1,Fiber optic,No,Yes,0,No +71,Two year,No,Electronic check,90.4,6668.05,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),111.9,8071.05,Fiber optic,Yes,Yes,0,No +46,One year,No,Electronic check,24.9,1174.8,No,No internet service,No internet service,0,No +63,Two year,No,Credit card (automatic),83.5,5435,DSL,No,Yes,0,No +30,Month-to-month,Yes,Credit card (automatic),84.3,2438.6,Fiber optic,No,Yes,0,No +1,Month-to-month,No,Mailed check,45.6,45.6,DSL,No,No,0,No +12,Month-to-month,Yes,Mailed check,61.65,713.75,DSL,Yes,Yes,0,Yes +16,Two year,No,Mailed check,54.85,916.15,DSL,Yes,Yes,0,No +4,Month-to-month,No,Mailed check,65.55,237.2,DSL,Yes,No,0,No +51,One year,Yes,Credit card (automatic),90.35,4614.55,Fiber optic,No,No,0,No +65,Two year,Yes,Credit card (automatic),20.4,1414.45,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Credit card (automatic),74.55,1170.5,Fiber optic,Yes,No,0,No +2,One year,No,Mailed check,19.95,47.7,No,No internet service,No internet service,0,No +66,One year,Yes,Bank transfer (automatic),74.25,4859.25,Fiber optic,No,No,0,No +46,Two year,No,Electronic check,108.65,4903.2,Fiber optic,Yes,No,0,No +32,One year,Yes,Bank transfer (automatic),109.55,3608,Fiber optic,Yes,Yes,0,No +72,Two year,No,Credit card (automatic),86.65,6094.25,DSL,Yes,Yes,0,No +38,Two year,No,Credit card (automatic),81,3084.9,DSL,Yes,Yes,0,No +51,One year,No,Credit card (automatic),47.85,2356.75,DSL,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),114.55,8306.05,Fiber optic,Yes,Yes,0,No +65,Month-to-month,No,Bank transfer (automatic),105.25,6786.4,Fiber optic,No,Yes,1,Yes +9,Month-to-month,Yes,Electronic check,29.95,248.95,DSL,No,No,0,Yes +9,Month-to-month,No,Mailed check,65,663.05,DSL,Yes,Yes,0,Yes +66,Two year,No,Mailed check,20.55,1357.1,No,No internet service,No internet service,0,No +44,One year,Yes,Credit card (automatic),109.8,4860.35,Fiber optic,No,Yes,1,No +50,Two year,No,Bank transfer (automatic),69.5,3418.2,DSL,Yes,No,0,No +15,Month-to-month,No,Mailed check,48.85,631.4,DSL,No,No,0,No +8,Month-to-month,Yes,Credit card (automatic),25.25,186.3,DSL,No,No,0,No +66,One year,Yes,Credit card (automatic),102.85,6976.75,Fiber optic,Yes,No,1,No +57,Month-to-month,Yes,Bank transfer (automatic),87.55,4884.85,Fiber optic,Yes,Yes,0,No +7,Month-to-month,Yes,Bank transfer (automatic),78.55,522.95,Fiber optic,No,No,0,No +10,Month-to-month,Yes,Bank transfer (automatic),34.55,362.6,DSL,No,No,1,No +62,One year,Yes,Electronic check,92.05,5755.8,Fiber optic,No,Yes,0,No +40,One year,Yes,Electronic check,85.05,3355.65,Fiber optic,No,No,0,No +20,Two year,No,Mailed check,19.7,406.95,No,No internet service,No internet service,0,No +7,Month-to-month,No,Bank transfer (automatic),20,137.6,No,No internet service,No internet service,0,Yes +25,Month-to-month,Yes,Electronic check,95.15,2395.7,Fiber optic,Yes,No,0,No +23,Month-to-month,No,Electronic check,84.25,1968.1,Fiber optic,No,No,0,No +66,One year,No,Credit card (automatic),104.6,6819.45,Fiber optic,No,No,1,No +72,Two year,No,Electronic check,111.65,7943.45,Fiber optic,Yes,No,1,No +49,Month-to-month,No,Credit card (automatic),90.05,4547.25,Fiber optic,No,No,1,Yes +43,Month-to-month,Yes,Bank transfer (automatic),110.75,4687.9,Fiber optic,Yes,No,1,Yes +46,Month-to-month,No,Bank transfer (automatic),55,2473.95,DSL,No,Yes,0,No +72,Two year,No,Credit card (automatic),89.85,6562.9,DSL,Yes,Yes,0,No +10,One year,No,Mailed check,20.35,176.3,No,No internet service,No internet service,0,No +40,One year,Yes,Bank transfer (automatic),54.55,2236.2,DSL,Yes,Yes,0,No +65,Month-to-month,Yes,Electronic check,105.5,6985.65,Fiber optic,No,No,0,Yes +31,Two year,No,Bank transfer (automatic),99.45,3109.9,Fiber optic,Yes,No,0,No +68,Two year,No,Credit card (automatic),70.9,4911.35,DSL,Yes,Yes,0,No +56,One year,Yes,Bank transfer (automatic),104.55,5794.65,Fiber optic,No,Yes,1,Yes +10,Month-to-month,Yes,Electronic check,85.25,855.3,Fiber optic,No,No,0,Yes +68,Two year,No,Bank transfer (automatic),25.4,1620.2,No,No internet service,No internet service,0,No +43,Month-to-month,No,Electronic check,56.15,2499.3,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,89.55,89.55,Fiber optic,No,No,0,Yes +49,One year,Yes,Bank transfer (automatic),89.85,4287.2,Fiber optic,No,No,1,No +15,Month-to-month,Yes,Electronic check,25.25,394.85,No,No internet service,No internet service,0,No +20,Month-to-month,Yes,Electronic check,94.55,1899.65,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Mailed check,45.7,45.7,DSL,No,No,0,Yes +50,One year,Yes,Electronic check,69.65,3442.15,DSL,Yes,No,0,No +2,Month-to-month,No,Electronic check,89.5,161.5,Fiber optic,No,No,1,Yes +24,Month-to-month,No,Credit card (automatic),70,1732.6,Fiber optic,No,No,1,No +3,Month-to-month,Yes,Bank transfer (automatic),69.55,222.3,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,74.6,74.6,Fiber optic,No,No,0,Yes +35,Two year,No,Mailed check,20.1,655.3,No,No internet service,No internet service,0,No +17,Month-to-month,No,Mailed check,24.8,475.25,No,No internet service,No internet service,0,No +8,Month-to-month,No,Electronic check,19.65,164.3,No,No internet service,No internet service,1,Yes +10,Month-to-month,Yes,Credit card (automatic),95.1,865.1,Fiber optic,Yes,No,0,No +68,Two year,Yes,Credit card (automatic),88.85,6132.7,DSL,Yes,Yes,0,No +45,One year,No,Bank transfer (automatic),78.8,3597.5,DSL,No,Yes,0,No +2,One year,No,Mailed check,19.85,35.9,No,No internet service,No internet service,0,Yes +37,Month-to-month,No,Bank transfer (automatic),20.35,697.65,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Mailed check,24.25,96.05,DSL,No,No,0,Yes +10,Month-to-month,No,Mailed check,45.25,428.7,DSL,No,No,0,No +1,Month-to-month,No,Mailed check,20.05,20.05,No,No internet service,No internet service,0,No +65,Two year,Yes,Mailed check,69.55,4459.15,DSL,No,Yes,0,No +57,Two year,No,Bank transfer (automatic),19.5,1167.6,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Mailed check,74.75,238.1,Fiber optic,No,No,0,No +2,Month-to-month,No,Electronic check,69.65,145.15,Fiber optic,No,No,0,Yes +49,Month-to-month,Yes,Bank transfer (automatic),30.2,1453.1,DSL,No,No,0,No +4,Month-to-month,No,Mailed check,45.65,191.05,DSL,No,No,0,Yes +70,Two year,No,Bank transfer (automatic),57.8,4039.3,DSL,Yes,No,0,No +53,One year,Yes,Bank transfer (automatic),19.85,1039.45,No,No internet service,No internet service,0,No +53,Two year,No,Credit card (automatic),25.55,1336.1,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,75.05,75.05,Fiber optic,No,No,0,Yes +22,Month-to-month,Yes,Credit card (automatic),24.85,493.4,No,No internet service,No internet service,0,No +52,Month-to-month,Yes,Electronic check,49.15,2550.9,DSL,No,No,1,Yes +65,Two year,Yes,Electronic check,110.35,7246.15,Fiber optic,Yes,Yes,1,No +48,One year,No,Bank transfer (automatic),24.55,1203.95,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,34.7,62.25,DSL,No,No,0,Yes +3,Month-to-month,No,Mailed check,107.95,313.6,Fiber optic,No,No,0,No +45,Month-to-month,No,Bank transfer (automatic),81.4,3775.85,Fiber optic,No,No,0,No +1,Month-to-month,No,Electronic check,80,80,Fiber optic,No,No,0,Yes +61,Two year,Yes,Bank transfer (automatic),73.8,4616.05,DSL,Yes,No,0,No +3,Month-to-month,Yes,Credit card (automatic),64.4,195.65,DSL,Yes,Yes,0,No +40,One year,Yes,Credit card (automatic),103.75,4188.4,Fiber optic,Yes,No,1,No +1,Month-to-month,No,Mailed check,71.1,71.1,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,49.9,49.9,DSL,Yes,No,0,No +51,One year,Yes,Bank transfer (automatic),24.6,1266.4,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,49.25,91.1,DSL,No,Yes,1,Yes +52,One year,No,Mailed check,30.1,1623.4,DSL,No,No,0,No +51,Month-to-month,No,Bank transfer (automatic),83.4,4149.45,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Mailed check,20.45,20.45,No,No internet service,No internet service,0,No +31,One year,Yes,Bank transfer (automatic),75.25,2344.5,DSL,Yes,Yes,0,No +47,One year,No,Credit card (automatic),20.55,1013.05,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Credit card (automatic),75.1,270.7,Fiber optic,No,No,0,Yes +22,One year,Yes,Mailed check,20.05,417,No,No internet service,No internet service,1,No +1,Month-to-month,Yes,Mailed check,20.65,20.65,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),85.15,6316.2,DSL,Yes,No,0,No +3,Month-to-month,Yes,Electronic check,50.15,168.15,DSL,No,No,0,Yes +47,One year,Yes,Bank transfer (automatic),84.95,4018.05,Fiber optic,No,No,1,No +72,Two year,Yes,Credit card (automatic),66.5,4811.6,DSL,Yes,Yes,0,No +66,Two year,Yes,Bank transfer (automatic),63.3,4189.7,DSL,No,No,0,No +35,Month-to-month,No,Electronic check,83.15,2848.45,Fiber optic,No,No,0,No +29,Month-to-month,Yes,Electronic check,84.9,2516.2,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Mailed check,20.55,33.6,No,No internet service,No internet service,0,No +4,Month-to-month,No,Mailed check,49.25,208.45,DSL,No,No,0,No +25,Month-to-month,Yes,Bank transfer (automatic),79.85,2015.35,Fiber optic,No,Yes,0,Yes +65,Two year,Yes,Mailed check,59.6,3739.8,DSL,Yes,Yes,0,No +27,One year,Yes,Bank transfer (automatic),104.65,2964,Fiber optic,Yes,No,1,No +29,Month-to-month,Yes,Credit card (automatic),75.3,2263.4,Fiber optic,No,No,0,No +29,Month-to-month,No,Credit card (automatic),80.1,2211.8,DSL,No,No,0,No +1,Month-to-month,No,Mailed check,19.55,19.55,No,No internet service,No internet service,0,Yes +20,Month-to-month,Yes,Mailed check,81,1683.7,Fiber optic,Yes,No,0,No +58,Two year,Yes,Credit card (automatic),24.7,1519,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Mailed check,86,1164.05,Fiber optic,Yes,Yes,0,No +72,Two year,No,Mailed check,25.4,1710.9,No,No internet service,No internet service,0,No +46,Month-to-month,Yes,Credit card (automatic),89.15,4245.55,Fiber optic,No,Yes,0,No +71,Two year,No,Bank transfer (automatic),58.25,4145.9,DSL,Yes,No,0,No +32,Month-to-month,Yes,Bank transfer (automatic),85.65,2664.3,Fiber optic,No,No,0,No +26,Month-to-month,Yes,Credit card (automatic),50.35,1277.5,DSL,No,No,0,No +68,Month-to-month,Yes,Credit card (automatic),80.35,5589.3,Fiber optic,No,No,1,No +2,One year,No,Mailed check,20.2,34.75,No,No internet service,No internet service,0,No +61,Two year,No,Credit card (automatic),20.55,1305.95,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,85.95,381.3,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,45.35,141.5,DSL,No,No,0,Yes +33,Month-to-month,Yes,Electronic check,94.5,3105.55,Fiber optic,No,No,1,Yes +9,Month-to-month,Yes,Mailed check,21.25,204.55,No,No internet service,No internet service,1,No +22,Two year,No,Mailed check,26.25,605.9,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,80.85,356.1,Fiber optic,No,No,0,No +30,Month-to-month,No,Credit card (automatic),91.7,2758.15,Fiber optic,No,Yes,1,Yes +65,Two year,Yes,Credit card (automatic),74.2,4805.65,DSL,Yes,No,0,No +45,Month-to-month,Yes,Electronic check,87.25,3941.7,Fiber optic,Yes,No,0,Yes +5,Month-to-month,No,Mailed check,20.35,92.75,No,No internet service,No internet service,0,No +25,Month-to-month,Yes,Electronic check,75.5,1901.05,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),79.05,5730.7,Fiber optic,No,Yes,0,No +27,Month-to-month,No,Bank transfer (automatic),90.15,2423.4,Fiber optic,No,No,0,No +32,Month-to-month,No,Credit card (automatic),50.6,1653.45,DSL,No,No,0,No +30,One year,No,Credit card (automatic),110.45,3327.05,Fiber optic,Yes,No,0,No +70,Two year,No,Credit card (automatic),101,7085.5,Fiber optic,Yes,Yes,0,No +42,Month-to-month,Yes,Bank transfer (automatic),79.35,3344.1,Fiber optic,No,No,1,No +72,Two year,Yes,Bank transfer (automatic),89.85,6697.35,DSL,Yes,Yes,1,No +47,Two year,Yes,Mailed check,65,2879.9,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,80.45,137.1,Fiber optic,No,Yes,0,No +10,Month-to-month,No,Electronic check,98.55,1008.55,Fiber optic,No,Yes,0,Yes +61,Two year,Yes,Mailed check,24.1,1551.6,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Credit card (automatic),44.05,202.15,DSL,No,No,0,No +72,Two year,Yes,Credit card (automatic),110.8,7882.25,Fiber optic,Yes,No,1,No +72,Two year,Yes,Bank transfer (automatic),114.95,8196.4,Fiber optic,Yes,Yes,1,No +3,Month-to-month,No,Mailed check,75.05,202.9,Fiber optic,No,No,1,No +48,Two year,No,Mailed check,19.25,855.1,No,No internet service,No internet service,0,No +63,One year,Yes,Credit card (automatic),90.05,5817,Fiber optic,Yes,No,0,No +27,Month-to-month,Yes,Mailed check,56.7,1652.95,DSL,No,Yes,0,No +70,Two year,Yes,Credit card (automatic),80.15,5600.15,DSL,No,Yes,0,No +7,Month-to-month,Yes,Credit card (automatic),71.35,515.75,DSL,Yes,Yes,0,No +0,Two year,No,Mailed check,20.25, ,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,90.35,190.5,Fiber optic,No,Yes,0,No +20,Month-to-month,Yes,Electronic check,98.55,1842.8,Fiber optic,No,No,1,Yes +66,Two year,No,Bank transfer (automatic),19.7,1253.8,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,19.85,57.2,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Bank transfer (automatic),85.9,1269.55,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),90.35,6563.4,Fiber optic,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,20.8,20.8,No,No internet service,No internet service,0,No +22,Month-to-month,No,Electronic check,89.25,1907.85,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,70.3,208.85,Fiber optic,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),66.85,4758.8,DSL,Yes,Yes,0,No +65,Two year,No,Mailed check,19.9,1292.6,No,No internet service,No internet service,0,No +11,Month-to-month,Yes,Mailed check,35.8,363.15,DSL,No,No,0,No +22,Month-to-month,Yes,Mailed check,78.85,1600.25,Fiber optic,No,No,0,No +14,One year,No,Bank transfer (automatic),20.4,275.7,No,No internet service,No internet service,0,No +41,Month-to-month,Yes,Electronic check,74.25,3089.1,Fiber optic,Yes,No,0,No +17,One year,No,Mailed check,64.8,1175.6,DSL,No,Yes,0,No +11,Month-to-month,Yes,Credit card (automatic),20.45,237.3,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Electronic check,93.35,1444.65,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,19.9,19.9,No,No internet service,No internet service,0,Yes +5,Month-to-month,Yes,Mailed check,88.9,454.15,Fiber optic,No,Yes,0,Yes +33,One year,Yes,Electronic check,95.8,3036.75,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),110.65,8065.65,Fiber optic,No,Yes,0,No +3,Month-to-month,No,Mailed check,40.3,92.5,DSL,No,No,0,No +2,Month-to-month,Yes,Electronic check,82,184.65,Fiber optic,No,No,0,Yes +59,One year,Yes,Credit card (automatic),107,6152.3,Fiber optic,Yes,Yes,0,No +2,Month-to-month,No,Electronic check,45.35,89.5,DSL,No,No,0,Yes +71,Two year,Yes,Credit card (automatic),73.35,5154.5,DSL,Yes,No,0,No +5,Month-to-month,No,Mailed check,44.8,220.45,DSL,No,No,0,No +27,Month-to-month,Yes,Credit card (automatic),54.75,1510.3,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,52.2,52.2,DSL,Yes,No,0,Yes +63,One year,Yes,Bank transfer (automatic),40.6,2588.95,DSL,Yes,Yes,0,No +46,One year,Yes,Electronic check,110,4874.8,Fiber optic,No,Yes,1,Yes +72,Two year,No,Bank transfer (automatic),55.3,3983.6,DSL,No,Yes,0,No +34,Month-to-month,Yes,Bank transfer (automatic),60.85,2003.6,DSL,Yes,Yes,0,No +24,One year,No,Electronic check,78.4,1832.4,DSL,No,Yes,0,No +72,Two year,No,Bank transfer (automatic),69.65,4908.25,DSL,Yes,Yes,0,No +60,Two year,No,Credit card (automatic),59.85,3590.2,DSL,Yes,Yes,0,No +68,One year,Yes,Credit card (automatic),76.9,5023,DSL,No,Yes,0,No +8,Two year,Yes,Mailed check,19.85,146.6,No,No internet service,No internet service,0,No +34,Two year,No,Credit card (automatic),67.65,2339.3,DSL,Yes,Yes,0,No +6,Month-to-month,No,Credit card (automatic),45,298.7,DSL,No,No,0,No +2,Month-to-month,Yes,Mailed check,64.2,143.65,DSL,Yes,No,0,No +31,One year,No,Credit card (automatic),81.7,2548.65,Fiber optic,Yes,No,0,No +20,Month-to-month,Yes,Bank transfer (automatic),25.55,507.4,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,20,20,No,No internet service,No internet service,0,No +62,One year,Yes,Electronic check,96.75,6125.4,Fiber optic,No,No,0,Yes +70,Two year,Yes,Credit card (automatic),75.65,5411.4,Fiber optic,No,No,1,No +10,Month-to-month,Yes,Electronic check,98.5,1058.25,Fiber optic,Yes,No,0,Yes +39,Two year,Yes,Mailed check,23.8,903.8,No,No internet service,No internet service,0,No +46,Two year,Yes,Credit card (automatic),64.2,3009.5,DSL,Yes,No,0,No +6,Month-to-month,Yes,Electronic check,85.35,489.45,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),76.8,5468.45,DSL,No,No,0,No +18,Month-to-month,No,Credit card (automatic),55.2,1058.1,DSL,Yes,No,0,No +71,Two year,Yes,Credit card (automatic),108.55,7616,Fiber optic,Yes,Yes,0,No +40,Month-to-month,Yes,Electronic check,101.3,4113.1,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,69.55,69.55,Fiber optic,No,No,0,Yes +58,One year,Yes,Bank transfer (automatic),103.25,6017.65,Fiber optic,No,No,0,Yes +70,Two year,Yes,Credit card (automatic),104,7250.15,Fiber optic,Yes,Yes,0,Yes +42,Two year,No,Electronic check,25.25,1108.2,No,No internet service,No internet service,0,No +34,One year,No,Bank transfer (automatic),30.4,938.65,DSL,No,Yes,0,No +5,Month-to-month,No,Bank transfer (automatic),20.05,94.15,No,No internet service,No internet service,1,No +25,Month-to-month,Yes,Mailed check,84.6,2088.05,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Mailed check,86.2,178.7,Fiber optic,No,No,0,Yes +55,One year,Yes,Bank transfer (automatic),103.7,5656.75,Fiber optic,Yes,No,0,No +21,Month-to-month,Yes,Electronic check,111.2,2317.1,Fiber optic,Yes,No,0,Yes +70,Two year,Yes,Credit card (automatic),88,5986.45,Fiber optic,Yes,Yes,0,No +61,Month-to-month,Yes,Electronic check,106.35,6751.35,Fiber optic,Yes,No,0,No +43,Two year,Yes,Credit card (automatic),79.15,3566.6,DSL,Yes,Yes,0,No +47,One year,Yes,Electronic check,103.1,4889.3,Fiber optic,No,No,0,No +5,Month-to-month,Yes,Credit card (automatic),63.95,318.1,DSL,Yes,No,0,No +62,Two year,Yes,Credit card (automatic),25.8,1563.95,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Fiber optic,No,No,0,Yes +7,Month-to-month,Yes,Bank transfer (automatic),95.6,644.35,Fiber optic,No,No,1,Yes +14,Month-to-month,No,Mailed check,25.55,372.45,No,No internet service,No internet service,0,No +60,One year,No,Electronic check,90.95,5453.4,Fiber optic,No,No,0,Yes +34,Month-to-month,Yes,Electronic check,44.85,1442.6,DSL,Yes,No,0,No +50,One year,No,Electronic check,108.55,5610.7,Fiber optic,Yes,Yes,0,Yes +38,Two year,No,Credit card (automatic),25.05,963.95,No,No internet service,No internet service,0,No +70,One year,No,Credit card (automatic),74.1,5222.3,DSL,Yes,Yes,0,No +37,Month-to-month,Yes,Electronic check,88.8,3340.55,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Electronic check,78.85,292.8,Fiber optic,No,No,1,Yes +60,Month-to-month,Yes,Electronic check,93.25,5774.55,Fiber optic,No,Yes,1,No +62,One year,No,Credit card (automatic),71.4,4487.3,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,44.4,44.4,DSL,No,No,0,Yes +36,Month-to-month,Yes,Credit card (automatic),79.2,2854.95,DSL,Yes,Yes,0,No +44,Two year,No,Credit card (automatic),20.4,905.55,No,No internet service,No internet service,0,No +55,One year,Yes,Electronic check,100,5509.3,Fiber optic,No,No,1,Yes +72,Two year,Yes,Credit card (automatic),105,7589.8,Fiber optic,No,Yes,0,No +12,One year,No,Bank transfer (automatic),19.8,229.6,No,No internet service,No internet service,0,Yes +13,Month-to-month,Yes,Bank transfer (automatic),30.85,394.1,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,89.9,89.9,Fiber optic,No,No,0,Yes +15,One year,No,Mailed check,20.55,295.95,No,No internet service,No internet service,0,No +65,Two year,Yes,Bank transfer (automatic),84.85,5459.2,DSL,Yes,Yes,0,No +12,One year,No,Credit card (automatic),33.15,444.75,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),92,6782.15,DSL,Yes,Yes,0,No +72,Two year,No,Credit card (automatic),89.8,6510.45,DSL,Yes,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),115.8,8476.5,Fiber optic,Yes,Yes,0,No +52,Two year,Yes,Mailed check,85.15,4461.85,DSL,Yes,Yes,0,No +2,Month-to-month,No,Mailed check,24.85,62,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,64.35,352.65,DSL,Yes,Yes,0,No +68,Two year,No,Credit card (automatic),20.5,1424.9,No,No internet service,No internet service,0,No +62,One year,Yes,Electronic check,100.15,6413.65,Fiber optic,No,No,0,Yes +72,Two year,No,Credit card (automatic),86.05,6309.65,DSL,Yes,Yes,0,No +1,Month-to-month,No,Electronic check,50.8,50.8,DSL,No,No,0,Yes +66,One year,No,Electronic check,89,5898.6,Fiber optic,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),64.8,4719.75,DSL,Yes,Yes,0,No +26,One year,No,Credit card (automatic),19.8,457.3,No,No internet service,No internet service,0,No +64,Two year,No,Bank transfer (automatic),93.4,5822.3,Fiber optic,No,Yes,0,No +20,Month-to-month,Yes,Electronic check,73.65,1463.5,Fiber optic,No,No,1,Yes +3,Month-to-month,Yes,Electronic check,95.1,307.4,Fiber optic,No,No,0,Yes +22,Month-to-month,Yes,Credit card (automatic),94.65,2104.55,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Mailed check,80.6,319.15,Fiber optic,Yes,No,0,Yes +62,Two year,Yes,Bank transfer (automatic),39,2337.45,DSL,Yes,No,0,No +5,Month-to-month,Yes,Mailed check,20.5,104.3,No,No internet service,No internet service,0,No +59,One year,No,Electronic check,85.55,5084.65,Fiber optic,No,No,0,Yes +3,Two year,Yes,Mailed check,26.4,121.25,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),98.2,7015.9,Fiber optic,Yes,Yes,0,No +57,One year,Yes,Credit card (automatic),97.55,5598,Fiber optic,No,No,0,No +66,Two year,No,Credit card (automatic),19.95,1269.1,No,No internet service,No internet service,0,No +60,Month-to-month,Yes,Electronic check,50.8,3027.4,DSL,No,No,0,Yes +45,Two year,No,Bank transfer (automatic),99.7,4634.35,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Credit card (automatic),34.8,113.95,DSL,No,No,0,No +15,Month-to-month,No,Electronic check,105.1,1582.75,Fiber optic,Yes,Yes,0,Yes +51,One year,No,Bank transfer (automatic),60.15,3077,DSL,Yes,Yes,0,No +60,One year,No,Electronic check,64.75,4039.5,DSL,Yes,Yes,0,No +33,Month-to-month,Yes,Bank transfer (automatic),54.65,1665.2,DSL,No,No,0,No +10,Month-to-month,Yes,Electronic check,110.1,1043.3,Fiber optic,Yes,Yes,0,Yes +26,One year,No,Credit card (automatic),19.3,504.2,No,No internet service,No internet service,1,No +6,Month-to-month,No,Electronic check,83.9,497.55,Fiber optic,No,No,0,Yes +67,One year,Yes,Electronic check,111.25,7511.65,Fiber optic,Yes,Yes,0,No +49,One year,Yes,Credit card (automatic),35.8,1782,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,20.05,20.05,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,84.35,609.65,Fiber optic,No,No,1,No +27,One year,Yes,Bank transfer (automatic),110.5,2857.6,Fiber optic,No,Yes,1,No +37,One year,No,Credit card (automatic),91.2,3247.55,Fiber optic,No,No,0,No +63,Month-to-month,Yes,Electronic check,100.55,6215.35,Fiber optic,No,Yes,0,Yes +31,Month-to-month,No,Electronic check,89.3,2823,Fiber optic,Yes,Yes,0,No +50,Month-to-month,Yes,Bank transfer (automatic),103.85,5017.9,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Credit card (automatic),81.1,2619.25,Fiber optic,No,No,1,No +1,Month-to-month,No,Electronic check,24.6,24.6,DSL,No,No,0,Yes +63,One year,Yes,Credit card (automatic),81.2,4965.1,Fiber optic,Yes,No,0,No +30,Month-to-month,Yes,Credit card (automatic),94.3,2679.7,Fiber optic,No,Yes,0,No +71,Two year,Yes,Bank transfer (automatic),116.1,8310.55,Fiber optic,Yes,Yes,0,No +53,Two year,No,Electronic check,105.55,5682.25,Fiber optic,No,No,0,No +12,Month-to-month,Yes,Bank transfer (automatic),98.9,1120.95,Fiber optic,Yes,Yes,0,Yes +50,Month-to-month,Yes,Credit card (automatic),94.4,4914.9,Fiber optic,No,Yes,0,No +2,Month-to-month,No,Mailed check,19.5,27.55,No,No internet service,No internet service,0,No +9,Month-to-month,No,Credit card (automatic),98.3,923.5,Fiber optic,No,No,0,Yes +17,Month-to-month,No,Electronic check,93.85,1625.65,Fiber optic,No,Yes,0,Yes +56,One year,Yes,Credit card (automatic),105.6,6068.65,Fiber optic,No,Yes,0,No +67,Two year,No,Credit card (automatic),81.35,5398.6,DSL,No,Yes,0,No +9,Month-to-month,Yes,Electronic check,100.5,918.6,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Electronic check,56.4,234.85,DSL,No,No,0,No +19,One year,Yes,Bank transfer (automatic),65.35,1231.85,DSL,Yes,No,0,No +8,Month-to-month,No,Mailed check,19.95,170.9,No,No internet service,No internet service,0,No +71,Two year,Yes,Electronic check,111.25,7984.15,Fiber optic,Yes,No,0,No +10,Month-to-month,Yes,Electronic check,72.85,688.65,Fiber optic,No,No,1,Yes +15,Month-to-month,No,Credit card (automatic),89,1288.3,Fiber optic,No,No,1,No +72,One year,Yes,Bank transfer (automatic),106.1,7848.5,Fiber optic,No,Yes,0,No +12,One year,No,Credit card (automatic),20.05,267,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),25.2,1798.9,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,73.55,73.55,Fiber optic,No,No,1,Yes +23,Month-to-month,Yes,Bank transfer (automatic),75.4,1643.55,Fiber optic,No,Yes,1,No +72,Two year,Yes,Bank transfer (automatic),65.55,4807.45,DSL,Yes,Yes,0,No +26,Month-to-month,Yes,Electronic check,80.7,2193,Fiber optic,No,No,0,No +21,One year,Yes,Mailed check,104.55,2239.4,Fiber optic,Yes,No,0,No +60,One year,No,Bank transfer (automatic),24.15,1505.9,No,No internet service,No internet service,0,No +12,Month-to-month,No,Mailed check,20.45,255.35,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Electronic check,75.4,1189.4,Fiber optic,No,No,0,No +63,One year,Yes,Credit card (automatic),79.7,4786.15,DSL,No,Yes,0,No +22,Month-to-month,No,Electronic check,81.7,1820.9,Fiber optic,No,Yes,1,No +32,Month-to-month,No,Bank transfer (automatic),76.3,2404.15,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,79.4,205.05,Fiber optic,No,No,1,Yes +13,Month-to-month,Yes,Electronic check,81.15,952.3,Fiber optic,No,No,0,Yes +68,Two year,Yes,Credit card (automatic),103.75,7039.45,Fiber optic,Yes,No,0,No +30,One year,No,Electronic check,86.45,2538.05,Fiber optic,No,No,0,No +16,Month-to-month,No,Bank transfer (automatic),75.1,1212.85,Fiber optic,No,No,0,No +33,Two year,No,Bank transfer (automatic),80.6,2651.1,Fiber optic,Yes,No,0,No +72,Two year,No,Credit card (automatic),19.3,1304.8,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,84.6,360.1,Fiber optic,No,No,1,Yes +12,One year,Yes,Mailed check,33.6,435.45,DSL,Yes,Yes,0,No +4,Month-to-month,Yes,Electronic check,83.25,308.05,Fiber optic,No,No,1,No +0,Two year,No,Mailed check,80.85, ,DSL,No,Yes,0,No +6,Month-to-month,Yes,Electronic check,79.05,434.5,Fiber optic,No,Yes,0,Yes +65,One year,Yes,Credit card (automatic),108.05,7118.9,Fiber optic,Yes,No,0,No +15,Month-to-month,No,Mailed check,19.9,320.45,No,No internet service,No internet service,0,No +24,One year,No,Bank transfer (automatic),21.05,531.55,No,No internet service,No internet service,0,No +13,Month-to-month,No,Electronic check,30.15,382.2,DSL,No,No,0,No +24,Month-to-month,Yes,Credit card (automatic),79.85,2001,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),65.5,4919.7,DSL,Yes,Yes,0,No +54,Month-to-month,Yes,Bank transfer (automatic),104.1,5645.8,Fiber optic,No,Yes,0,No +3,Month-to-month,No,Bank transfer (automatic),74.4,215.8,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Mailed check,20.5,77.6,No,No internet service,No internet service,0,No +32,Month-to-month,Yes,Mailed check,91.35,2896.55,Fiber optic,No,No,1,No +35,Month-to-month,Yes,Electronic check,99.05,3395.8,Fiber optic,No,No,1,Yes +35,Two year,No,Bank transfer (automatic),20.5,759.35,No,No internet service,No internet service,0,No +2,Month-to-month,No,Mailed check,44.95,85.15,DSL,No,No,1,Yes +8,Month-to-month,No,Electronic check,75.6,535.55,Fiber optic,No,No,0,No +22,Month-to-month,No,Mailed check,55.1,1253.15,DSL,Yes,Yes,0,No +15,Month-to-month,No,Electronic check,58.95,955.15,DSL,Yes,Yes,0,No +22,Month-to-month,Yes,Electronic check,95.1,2162.6,Fiber optic,No,No,0,No +1,Month-to-month,No,Credit card (automatic),44.7,44.7,DSL,No,No,0,Yes +71,Two year,No,Bank transfer (automatic),25.45,1813.35,No,No internet service,No internet service,0,No +4,Month-to-month,No,Electronic check,56.75,245.15,DSL,No,Yes,0,No +25,Month-to-month,No,Bank transfer (automatic),81.75,2028.8,DSL,Yes,Yes,0,No +32,Month-to-month,Yes,Electronic check,86.1,2723.75,Fiber optic,No,No,0,No +7,Month-to-month,No,Bank transfer (automatic),29.8,220.45,DSL,No,Yes,1,No +17,One year,Yes,Mailed check,20.5,365.8,No,No internet service,No internet service,0,No +8,Month-to-month,No,Bank transfer (automatic),60.9,551.95,DSL,No,Yes,1,No +56,Two year,No,Bank transfer (automatic),73.25,4054.2,DSL,Yes,Yes,1,No +1,Month-to-month,Yes,Mailed check,45.7,45.7,DSL,No,No,0,Yes +8,Month-to-month,No,Credit card (automatic),100.3,832.35,Fiber optic,Yes,Yes,1,Yes +7,Month-to-month,No,Electronic check,19.25,112.3,No,No internet service,No internet service,0,Yes +3,Month-to-month,No,Mailed check,20.85,60.65,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),77.35,5550.1,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,96,174.8,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,90.55,90.55,Fiber optic,No,No,0,Yes +49,Month-to-month,Yes,Bank transfer (automatic),93.85,4733.1,Fiber optic,No,Yes,0,No +58,Two year,No,Bank transfer (automatic),70.1,4048.95,DSL,Yes,No,0,No +44,Month-to-month,Yes,Electronic check,30.35,1359.7,DSL,No,No,1,Yes +59,Two year,Yes,Credit card (automatic),75.95,4542.35,DSL,Yes,No,0,No +71,Two year,Yes,Electronic check,108.05,7532.15,Fiber optic,Yes,Yes,0,Yes +1,Month-to-month,Yes,Electronic check,69.9,69.9,Fiber optic,No,No,0,Yes +11,Month-to-month,No,Electronic check,75.25,888.65,Fiber optic,No,No,0,No +62,One year,Yes,Electronic check,103.75,6383.35,Fiber optic,No,No,1,Yes +35,One year,Yes,Bank transfer (automatic),54.95,1916,DSL,Yes,Yes,0,No +20,Month-to-month,Yes,Bank transfer (automatic),19.5,413,No,No internet service,No internet service,0,No +40,Two year,No,Mailed check,19.6,808.95,No,No internet service,No internet service,0,No +39,One year,Yes,Electronic check,47.85,1886.4,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,86.6,86.6,Fiber optic,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),23.75,1679.25,No,No internet service,No internet service,0,No +33,Month-to-month,Yes,Bank transfer (automatic),80.6,2656.5,Fiber optic,No,No,1,Yes +12,Month-to-month,No,Bank transfer (automatic),43.8,540.95,DSL,No,No,0,No +1,Month-to-month,No,Bank transfer (automatic),19.75,19.75,No,No internet service,No internet service,0,No +27,Month-to-month,No,Mailed check,19.15,537.35,No,No internet service,No internet service,0,No +34,One year,No,Credit card (automatic),19.6,678.8,No,No internet service,No internet service,0,No +56,Two year,No,Bank transfer (automatic),80.3,4513.65,Fiber optic,No,Yes,0,No +58,Two year,No,Credit card (automatic),24.35,1423.85,No,No internet service,No internet service,0,No +22,Two year,No,Credit card (automatic),25.25,555.4,No,No internet service,No internet service,0,No +10,Two year,No,Credit card (automatic),26.1,225.55,No,No internet service,No internet service,0,No +13,Two year,No,Credit card (automatic),20,268.45,No,No internet service,No internet service,0,No +35,Month-to-month,No,Credit card (automatic),85.3,2917.5,Fiber optic,Yes,No,0,Yes +34,Month-to-month,Yes,Credit card (automatic),70,2416.1,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Electronic check,94.3,424.45,Fiber optic,No,No,1,Yes +72,Two year,No,Bank transfer (automatic),20.7,1492.1,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,70.3,132.4,DSL,Yes,No,0,No +7,Month-to-month,Yes,Electronic check,95.35,660.9,Fiber optic,No,No,0,Yes +27,Month-to-month,Yes,Electronic check,75.5,1893.95,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Mailed check,69.55,284.9,Fiber optic,No,No,0,No +37,Two year,No,Mailed check,19.85,784.25,No,No internet service,No internet service,0,No +21,Month-to-month,No,Mailed check,20,417.7,No,No internet service,No internet service,0,No +53,One year,Yes,Credit card (automatic),95.85,5016.25,Fiber optic,No,No,1,No +18,Month-to-month,Yes,Electronic check,90.1,1612.75,Fiber optic,Yes,No,0,Yes +2,Month-to-month,No,Electronic check,68.95,119.75,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Credit card (automatic),99.55,3204.65,Fiber optic,No,Yes,0,Yes +23,One year,Yes,Electronic check,20.75,485.2,No,No internet service,No internet service,1,No +3,Month-to-month,Yes,Mailed check,50.15,160.85,DSL,No,Yes,0,No +71,Two year,No,Mailed check,58.65,4145.25,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Bank transfer (automatic),95.9,827.45,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Electronic check,49.5,49.5,DSL,No,No,0,No +18,Month-to-month,No,Electronic check,57.45,990.85,DSL,No,No,0,Yes +12,One year,No,Credit card (automatic),53.65,696.35,DSL,No,No,0,Yes +71,Two year,Yes,Mailed check,80.1,5585.4,DSL,Yes,Yes,0,No +64,One year,Yes,Bank transfer (automatic),24.4,1601.2,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,40.05,162.45,DSL,Yes,No,0,No +23,Month-to-month,Yes,Mailed check,19.5,470.2,No,No internet service,No internet service,0,No +39,Month-to-month,No,Credit card (automatic),51.05,2066,DSL,No,Yes,0,No +28,One year,No,Mailed check,54.35,1426.45,DSL,Yes,Yes,0,No +5,Month-to-month,Yes,Electronic check,84.7,392.5,Fiber optic,No,No,1,No +45,Month-to-month,Yes,Electronic check,86.1,3861.45,Fiber optic,No,No,1,No +37,Month-to-month,Yes,Mailed check,70.35,2552.9,Fiber optic,No,No,0,No +60,Two year,Yes,Bank transfer (automatic),110,6668.35,Fiber optic,Yes,Yes,1,No +8,Month-to-month,Yes,Electronic check,100.6,819.4,Fiber optic,No,No,1,Yes +47,One year,No,Credit card (automatic),94.9,4615.25,Fiber optic,No,Yes,0,No +26,Month-to-month,Yes,Electronic check,83.75,2070.6,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Mailed check,88.3,273.75,Fiber optic,Yes,Yes,1,Yes +50,Month-to-month,Yes,Bank transfer (automatic),69.75,3557.7,Fiber optic,No,No,0,No +27,Month-to-month,No,Bank transfer (automatic),71.6,1957.1,DSL,Yes,No,0,No +8,Month-to-month,Yes,Electronic check,92.1,729.95,Fiber optic,No,No,1,Yes +62,Two year,No,Bank transfer (automatic),23.65,1416.75,No,No internet service,No internet service,0,No +71,Two year,No,Bank transfer (automatic),81.85,5924.4,DSL,Yes,Yes,0,No +66,Two year,No,Mailed check,25.1,1697.7,No,No internet service,No internet service,0,No +68,Two year,Yes,Bank transfer (automatic),114.7,7849.85,Fiber optic,Yes,Yes,0,No +13,Month-to-month,No,Electronic check,49.15,649.4,DSL,No,No,0,No +56,One year,Yes,Electronic check,80.9,4557.5,Fiber optic,No,No,0,No +38,Month-to-month,Yes,Electronic check,79.45,3013.05,Fiber optic,No,Yes,0,Yes +14,Month-to-month,No,Credit card (automatic),90.45,1266.1,Fiber optic,No,No,1,Yes +16,One year,Yes,Bank transfer (automatic),19.3,360.35,No,No internet service,No internet service,0,No +14,Month-to-month,No,Electronic check,70.2,1046.5,Fiber optic,No,No,0,No +32,Month-to-month,Yes,Bank transfer (automatic),69.75,2347.9,Fiber optic,No,No,0,Yes +8,One year,No,Bank transfer (automatic),54.25,447.75,DSL,Yes,Yes,0,No +43,Month-to-month,Yes,Bank transfer (automatic),99.3,4209.95,Fiber optic,No,No,0,No +52,One year,No,Credit card (automatic),74,3877.65,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Mailed check,50.25,152.3,DSL,Yes,No,0,No +29,One year,Yes,Mailed check,19.8,572.2,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,19.65,19.65,No,No internet service,No internet service,0,Yes +12,Month-to-month,Yes,Electronic check,43.65,526.95,DSL,Yes,No,1,Yes +16,Month-to-month,Yes,Credit card (automatic),35.5,552.7,DSL,No,No,0,No +40,One year,Yes,Mailed check,80.75,3208.65,DSL,Yes,No,0,No +5,Month-to-month,No,Electronic check,39.5,210.75,DSL,No,No,0,Yes +40,Month-to-month,Yes,Bank transfer (automatic),97.1,3706.95,Fiber optic,No,No,0,Yes +36,One year,No,Mailed check,19.55,620.75,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,80,412.5,Fiber optic,No,No,0,Yes +10,Month-to-month,Yes,Mailed check,84.7,832.05,Fiber optic,No,Yes,0,Yes +2,Month-to-month,Yes,Bank transfer (automatic),89.55,185.55,Fiber optic,No,No,0,Yes +23,Month-to-month,Yes,Electronic check,90.6,1943.2,Fiber optic,Yes,No,0,Yes +26,One year,Yes,Bank transfer (automatic),20.05,505.9,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,112.4,8046.85,Fiber optic,No,Yes,1,No +34,Month-to-month,No,Bank transfer (automatic),50.2,1815.3,DSL,Yes,No,0,No +10,Month-to-month,No,Bank transfer (automatic),62.25,612.95,DSL,Yes,Yes,0,No +14,One year,No,Mailed check,55.7,795.15,DSL,Yes,Yes,0,No +23,Month-to-month,Yes,Bank transfer (automatic),90.05,2169.8,Fiber optic,No,Yes,0,Yes +47,Two year,No,Mailed check,19.65,973.1,No,No internet service,No internet service,0,No +24,Month-to-month,Yes,Electronic check,89.25,2210.2,Fiber optic,Yes,Yes,0,No +49,Month-to-month,Yes,Bank transfer (automatic),99.05,4853.75,Fiber optic,No,No,0,Yes +20,One year,No,Mailed check,54,1055.9,DSL,Yes,Yes,1,No +2,Month-to-month,No,Bank transfer (automatic),69.75,144.55,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Credit card (automatic),49.05,91.1,DSL,No,No,0,Yes +22,Two year,No,Bank transfer (automatic),56.75,1304.85,DSL,Yes,No,0,No +7,Month-to-month,Yes,Bank transfer (automatic),98.05,713,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,21.1,21.1,No,No internet service,No internet service,0,No +59,Month-to-month,Yes,Bank transfer (automatic),96.65,5580.8,Fiber optic,Yes,No,0,No +58,One year,Yes,Credit card (automatic),24.5,1497.9,No,No internet service,No internet service,0,No +41,Month-to-month,Yes,Bank transfer (automatic),114.5,4527.45,Fiber optic,Yes,Yes,0,Yes +59,Two year,Yes,Credit card (automatic),79.2,4590.35,Fiber optic,No,No,1,No +3,Month-to-month,Yes,Electronic check,69.55,200.2,Fiber optic,No,No,0,No +32,Two year,Yes,Bank transfer (automatic),20.05,614.45,No,No internet service,No internet service,0,No +46,Month-to-month,Yes,Electronic check,98.85,4564.9,Fiber optic,No,No,1,No +0,Two year,No,Mailed check,25.75, ,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,80.95,171.15,Fiber optic,No,No,0,Yes +52,One year,No,Credit card (automatic),19.6,1012.4,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Electronic check,74.3,940.35,Fiber optic,No,No,1,Yes +11,Month-to-month,No,Bank transfer (automatic),89.7,1047.7,Fiber optic,No,No,1,Yes +32,Month-to-month,No,Bank transfer (automatic),87.65,2766.4,Fiber optic,Yes,Yes,0,No +17,Month-to-month,Yes,Credit card (automatic),100.45,1622.45,Fiber optic,No,No,1,Yes +16,Month-to-month,Yes,Credit card (automatic),74.75,1129.35,Fiber optic,No,No,0,No +51,One year,No,Bank transfer (automatic),107.45,5680.9,Fiber optic,No,Yes,0,No +29,One year,Yes,Bank transfer (automatic),75.35,2243.9,DSL,Yes,No,0,No +70,Two year,No,Credit card (automatic),64.95,4523.25,DSL,Yes,Yes,0,No +71,Two year,No,Electronic check,100.45,7159.7,Fiber optic,Yes,Yes,0,No +41,One year,No,Bank transfer (automatic),68.5,2839.95,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,80.55,80.55,Fiber optic,No,No,0,No +7,Month-to-month,No,Bank transfer (automatic),81.25,580.1,DSL,Yes,Yes,0,No +25,One year,Yes,Electronic check,90.4,2178.6,Fiber optic,No,No,0,Yes +67,One year,No,Electronic check,89.55,6038.55,Fiber optic,Yes,Yes,0,No +5,Month-to-month,Yes,Mailed check,55.7,259.4,DSL,Yes,No,0,No +15,Month-to-month,Yes,Electronic check,24.8,324.15,No,No internet service,No internet service,0,No +20,Month-to-month,No,Electronic check,20,417.65,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Mailed check,56.15,168.15,DSL,No,No,0,Yes +54,One year,Yes,Electronic check,105.2,5637.85,Fiber optic,Yes,No,0,No +42,One year,Yes,Mailed check,19.55,839.4,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,79.75,769.1,Fiber optic,No,No,0,No +63,Two year,No,Bank transfer (automatic),97.45,6253,Fiber optic,No,No,0,No +69,Two year,No,Bank transfer (automatic),24.25,1641.8,No,No internet service,No internet service,0,No +69,Two year,No,Credit card (automatic),24.6,1678.05,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Mailed check,50.15,2058.5,DSL,No,No,0,No +60,Two year,No,Bank transfer (automatic),39.6,2424.5,DSL,No,Yes,0,No +4,Month-to-month,Yes,Bank transfer (automatic),94.4,387.2,Fiber optic,Yes,Yes,0,Yes +71,Two year,No,Mailed check,89.85,6293.45,DSL,Yes,Yes,1,No +37,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Credit card (automatic),98.85,3145.9,Fiber optic,No,No,0,No +39,Two year,Yes,Credit card (automatic),53.85,2200.7,DSL,Yes,No,0,No +38,One year,Yes,Electronic check,24.25,914.4,No,No internet service,No internet service,0,No +52,Two year,Yes,Credit card (automatic),89.45,4577.75,Fiber optic,No,No,0,No +48,Month-to-month,Yes,Credit card (automatic),105.25,4997.5,Fiber optic,No,Yes,0,No +70,Two year,No,Bank transfer (automatic),59.5,4144.8,DSL,Yes,Yes,0,No +20,Month-to-month,No,Credit card (automatic),70.55,1493.55,Fiber optic,No,No,0,No +50,One year,Yes,Credit card (automatic),82.5,4179.1,DSL,Yes,Yes,0,No +19,One year,Yes,Credit card (automatic),44.85,893.55,DSL,No,No,0,Yes +25,One year,Yes,Bank transfer (automatic),61.6,1611,DSL,No,Yes,0,No +12,Month-to-month,Yes,Bank transfer (automatic),49.05,593.05,DSL,No,No,0,No +39,Month-to-month,Yes,Electronic check,105.65,4284.8,Fiber optic,No,No,1,Yes +7,Month-to-month,No,Mailed check,74.65,544.55,Fiber optic,No,No,0,Yes +23,One year,Yes,Mailed check,66.25,1533.8,DSL,Yes,Yes,0,No +27,Month-to-month,Yes,Electronic check,19.4,529.8,No,No internet service,No internet service,0,No +47,Month-to-month,Yes,Credit card (automatic),86.05,3865.6,Fiber optic,No,No,1,No +26,Two year,Yes,Credit card (automatic),19.15,515.75,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Bank transfer (automatic),64.7,941,DSL,No,Yes,0,Yes +11,Month-to-month,Yes,Bank transfer (automatic),104.05,1133.65,Fiber optic,Yes,No,1,Yes +2,Month-to-month,No,Mailed check,19.25,48.35,No,No internet service,No internet service,0,No +26,Month-to-month,No,Electronic check,81.95,2070.05,Fiber optic,No,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),114.65,8333.95,Fiber optic,Yes,Yes,1,No +63,Two year,No,Credit card (automatic),20,1209.25,No,No internet service,No internet service,0,No +71,Two year,No,Mailed check,19.8,1396.25,No,No internet service,No internet service,0,No +11,Month-to-month,Yes,Bank transfer (automatic),65.15,723.35,DSL,No,Yes,0,No +14,One year,No,Mailed check,19.65,228.65,No,No internet service,No internet service,1,No +13,Two year,No,Credit card (automatic),88.95,1161.75,DSL,Yes,Yes,0,No +6,Month-to-month,Yes,Mailed check,20.2,98.35,No,No internet service,No internet service,0,No +11,Month-to-month,Yes,Credit card (automatic),75.2,775.3,Fiber optic,No,No,1,No +18,Month-to-month,No,Credit card (automatic),56.8,1074.65,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,35.55,35.55,DSL,No,No,0,Yes +32,Month-to-month,Yes,Bank transfer (automatic),75.5,2324.7,Fiber optic,No,Yes,0,No +29,One year,No,Mailed check,35.6,1072.6,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,60.25,170.5,DSL,No,No,0,No +2,Month-to-month,Yes,Electronic check,95.15,196.9,Fiber optic,No,No,0,Yes +13,Month-to-month,Yes,Mailed check,96.65,1162.85,Fiber optic,No,No,0,Yes +41,Month-to-month,Yes,Electronic check,40.35,1677.85,DSL,No,No,0,No +1,Month-to-month,No,Electronic check,18.85,18.85,No,No internet service,No internet service,0,No +7,Month-to-month,No,Mailed check,54.85,370.4,DSL,No,No,0,No +52,One year,Yes,Mailed check,64.3,3410.6,DSL,No,Yes,0,No +45,Two year,Yes,Bank transfer (automatic),24.65,1138.8,No,No internet service,No internet service,0,No +70,Two year,No,Credit card (automatic),76.1,5264.25,DSL,Yes,No,0,No +53,Two year,No,Mailed check,18.7,1005.7,No,No internet service,No internet service,0,No +62,One year,Yes,Credit card (automatic),97.95,5936.55,Fiber optic,No,No,1,No +60,Month-to-month,Yes,Credit card (automatic),94.1,5475.9,Fiber optic,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,80.4,224.05,Fiber optic,No,No,1,Yes +23,Month-to-month,Yes,Electronic check,95.1,2326.05,Fiber optic,No,Yes,1,No +1,Month-to-month,Yes,Mailed check,31.35,31.35,DSL,No,No,0,Yes +67,One year,Yes,Bank transfer (automatic),72.35,4991.5,DSL,Yes,Yes,0,No +12,Month-to-month,Yes,Bank transfer (automatic),89.75,1052.4,Fiber optic,No,No,0,Yes +71,Two year,Yes,Bank transfer (automatic),82.7,5831.2,DSL,Yes,Yes,1,No +25,One year,No,Credit card (automatic),19.9,510.8,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,53.8,283.95,DSL,No,Yes,0,No +26,One year,Yes,Credit card (automatic),51.55,1295.4,DSL,No,No,0,No +1,One year,No,Mailed check,19.65,19.65,No,No internet service,No internet service,0,No +70,One year,Yes,Credit card (automatic),44.05,3011.65,DSL,No,No,1,No +72,Two year,Yes,Electronic check,114,8093.15,Fiber optic,Yes,Yes,0,No +60,One year,Yes,Electronic check,94.4,5610.25,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Electronic check,100.4,3217.65,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Electronic check,19.85,19.85,No,No internet service,No internet service,0,Yes +14,One year,Yes,Mailed check,54.25,773.2,DSL,No,No,0,No +13,Month-to-month,Yes,Credit card (automatic),80,1029.35,Fiber optic,No,Yes,0,No +6,Month-to-month,Yes,Credit card (automatic),109.9,669.45,Fiber optic,Yes,No,0,Yes +46,Two year,No,Mailed check,79.2,3593.8,DSL,No,Yes,0,No +15,Month-to-month,Yes,Electronic check,101.35,1553.95,Fiber optic,Yes,No,0,Yes +43,Month-to-month,Yes,Electronic check,94.3,3953.15,Fiber optic,Yes,No,1,No +39,Two year,Yes,Bank transfer (automatic),49.8,1971.15,DSL,Yes,No,0,No +21,Month-to-month,Yes,Bank transfer (automatic),60.05,1236.15,DSL,No,No,1,Yes +57,Month-to-month,Yes,Electronic check,53.75,3196,DSL,No,Yes,0,No +53,One year,Yes,Electronic check,93.45,4872.2,Fiber optic,Yes,No,0,No +18,Month-to-month,Yes,Mailed check,87.9,1500.5,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,60.15,60.15,DSL,No,No,0,Yes +58,One year,Yes,Bank transfer (automatic),61.05,3478.75,DSL,Yes,Yes,0,No +71,Two year,No,Bank transfer (automatic),104.05,7413.55,Fiber optic,No,No,1,No +35,One year,Yes,Electronic check,99.25,3532,Fiber optic,Yes,No,0,No +3,Month-to-month,No,Credit card (automatic),85.7,256.75,Fiber optic,No,No,0,No +38,One year,Yes,Electronic check,104.85,3887.25,Fiber optic,No,Yes,0,No +35,Two year,Yes,Credit card (automatic),69.15,2490.15,DSL,Yes,Yes,0,No +7,Month-to-month,Yes,Electronic check,90.45,593.45,Fiber optic,No,No,0,Yes +47,Two year,No,Mailed check,74.45,3510.3,DSL,Yes,No,0,No +14,Month-to-month,No,Electronic check,50.45,765.45,DSL,No,No,0,No +20,Month-to-month,Yes,Electronic check,60,1259.35,DSL,No,No,1,No +66,Two year,No,Electronic check,85.25,5538.35,DSL,Yes,Yes,0,No +15,Month-to-month,Yes,Credit card (automatic),19.45,340.85,No,No internet service,No internet service,0,No +42,Two year,Yes,Bank transfer (automatic),20.75,844.45,No,No internet service,No internet service,0,No +17,Month-to-month,No,Electronic check,78.9,1348.95,Fiber optic,No,Yes,0,No +37,One year,Yes,Credit card (automatic),104.5,3778,Fiber optic,Yes,No,0,No +12,Month-to-month,Yes,Electronic check,49.4,611.65,DSL,No,No,0,No +53,One year,Yes,Bank transfer (automatic),94.25,4867.95,Fiber optic,No,No,0,Yes +60,Two year,No,Mailed check,25,1505.05,No,No internet service,No internet service,0,No +18,Month-to-month,No,Credit card (automatic),25.55,467.85,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,74.9,74.9,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,70.15,194.2,Fiber optic,No,No,0,No +9,Month-to-month,Yes,Credit card (automatic),69.4,571.45,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,80.25,80.25,Fiber optic,No,No,0,Yes +56,One year,Yes,Electronic check,93.15,5253.95,Fiber optic,No,Yes,0,No +17,Month-to-month,Yes,Electronic check,69,1149.65,Fiber optic,No,No,0,Yes +11,Month-to-month,Yes,Electronic check,66.35,740.8,DSL,Yes,No,0,Yes +7,Month-to-month,Yes,Electronic check,69.55,521.35,Fiber optic,No,No,0,No +69,Two year,No,Bank transfer (automatic),20.2,1412.65,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Bank transfer (automatic),86,1532.45,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,80.3,250.05,Fiber optic,No,No,0,Yes +54,Two year,No,Credit card (automatic),20.4,1090.6,No,No internet service,No internet service,0,No +62,One year,Yes,Credit card (automatic),23.75,1446.8,No,No internet service,No internet service,0,No +24,Month-to-month,Yes,Credit card (automatic),90.55,2282.55,Fiber optic,No,No,0,Yes +62,Month-to-month,Yes,Credit card (automatic),70.45,4300.45,DSL,No,No,0,No +17,Month-to-month,No,Bank transfer (automatic),65.75,1111.2,DSL,No,Yes,0,No +9,Month-to-month,Yes,Mailed check,24.6,190.1,DSL,No,No,0,No +64,Two year,No,Mailed check,69.25,4447.75,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,75.9,143.35,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,45.85,45.85,DSL,No,No,0,Yes +16,Month-to-month,Yes,Electronic check,49.95,810.2,DSL,Yes,No,0,Yes +72,Two year,No,Bank transfer (automatic),24.65,1830.05,No,No internet service,No internet service,0,No +30,One year,No,Bank transfer (automatic),90.4,2820.65,Fiber optic,No,Yes,0,No +49,Month-to-month,Yes,Mailed check,100.85,4847.35,Fiber optic,No,Yes,0,No +61,Two year,No,Credit card (automatic),75.35,4729.3,DSL,Yes,Yes,0,No +47,Month-to-month,No,Electronic check,87.2,4017.45,Fiber optic,No,No,0,No +20,Month-to-month,No,Credit card (automatic),64.4,1398.6,DSL,No,Yes,0,No +34,Month-to-month,No,Electronic check,78.3,2564.3,Fiber optic,No,No,0,Yes +70,Two year,No,Bank transfer (automatic),24.7,1685.9,No,No internet service,No internet service,0,No +54,One year,Yes,Electronic check,105.85,5826.65,Fiber optic,Yes,Yes,0,No +61,One year,Yes,Mailed check,98.3,6066.55,Fiber optic,Yes,No,1,No +3,Month-to-month,Yes,Electronic check,76.95,228.4,Fiber optic,No,No,0,Yes +13,One year,No,Mailed check,19.45,270.2,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Electronic check,96.15,1529.2,Fiber optic,No,No,1,Yes +3,Month-to-month,Yes,Credit card (automatic),58.7,168.6,DSL,No,No,0,No +25,Month-to-month,Yes,Mailed check,20.15,536.35,No,No internet service,No internet service,0,No +30,Month-to-month,Yes,Mailed check,64.5,1888.45,DSL,No,Yes,0,No +21,Month-to-month,No,Electronic check,28.5,629.35,DSL,No,Yes,0,No +1,Month-to-month,No,Electronic check,45.3,45.3,DSL,No,No,0,Yes +15,Month-to-month,No,Bank transfer (automatic),19.4,289.3,No,No internet service,No internet service,0,Yes +23,Month-to-month,Yes,Electronic check,90.45,2117.25,Fiber optic,No,No,1,No +45,Month-to-month,Yes,Electronic check,105.15,4730.9,Fiber optic,No,Yes,0,No +24,One year,No,Bank transfer (automatic),83.15,2033.05,Fiber optic,No,No,0,No +11,Month-to-month,No,Electronic check,90.15,987.95,Fiber optic,Yes,No,0,Yes +1,Month-to-month,No,Mailed check,45.05,45.05,DSL,No,No,0,Yes +56,Two year,No,Bank transfer (automatic),103.2,5744.35,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Electronic check,75.8,75.8,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,19.45,19.45,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,79.3,523.15,Fiber optic,No,No,0,Yes +55,Two year,No,Credit card (automatic),88.8,4805.3,Fiber optic,Yes,No,1,No +2,Month-to-month,Yes,Electronic check,30.9,59.05,DSL,Yes,No,0,Yes +72,Two year,Yes,Credit card (automatic),85.9,6110.75,DSL,Yes,Yes,0,No +45,One year,No,Electronic check,34.2,1596.6,DSL,No,No,1,No +47,Two year,No,Mailed check,20.15,1046.2,No,No internet service,No internet service,0,No +46,One year,No,Credit card (automatic),95.25,4424.2,Fiber optic,No,No,1,Yes +2,Month-to-month,Yes,Mailed check,50.3,92.75,DSL,No,No,0,No +2,Month-to-month,Yes,Electronic check,80.15,194.55,Fiber optic,Yes,Yes,0,No +12,Month-to-month,Yes,Electronic check,51.25,612.1,DSL,No,No,0,No +68,Month-to-month,Yes,Bank transfer (automatic),89.6,6127.6,Fiber optic,No,No,1,Yes +69,Two year,Yes,Credit card (automatic),95.2,6671.7,Fiber optic,Yes,No,0,No +56,One year,No,Credit card (automatic),94.8,5264.3,Fiber optic,No,Yes,1,No +4,Month-to-month,Yes,Electronic check,80.25,303.7,Fiber optic,No,Yes,1,No +64,Two year,Yes,Bank transfer (automatic),76.1,4818.8,DSL,Yes,No,0,No +59,One year,Yes,Electronic check,110.15,6448.05,Fiber optic,No,Yes,0,Yes +62,Two year,No,Bank transfer (automatic),115.55,7159.05,Fiber optic,Yes,Yes,0,No +63,Two year,No,Credit card (automatic),24.65,1574.5,No,No internet service,No internet service,0,No +53,One year,Yes,Electronic check,53.6,2879.2,DSL,Yes,Yes,0,No +5,Month-to-month,No,Mailed check,19.45,86.05,No,No internet service,No internet service,0,No +49,Month-to-month,Yes,Electronic check,88.2,4159.45,Fiber optic,No,Yes,1,No +62,Two year,Yes,Bank transfer (automatic),101.15,6638.35,Fiber optic,No,Yes,0,No +55,Two year,No,Mailed check,56.8,3112.05,DSL,Yes,Yes,0,No +71,Two year,Yes,Electronic check,99.4,7168.25,Fiber optic,Yes,Yes,1,No +72,Two year,Yes,Credit card (automatic),20.1,1326.25,No,No internet service,No internet service,0,No +36,One year,No,Credit card (automatic),60.7,2234.55,DSL,Yes,Yes,0,No +25,One year,Yes,Bank transfer (automatic),20.95,495.15,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),114.85,8317.95,Fiber optic,Yes,Yes,1,No +36,One year,Yes,Bank transfer (automatic),19.25,679.8,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,62.8,62.8,DSL,No,No,0,No +72,Two year,Yes,Electronic check,105.5,7544,Fiber optic,No,Yes,0,No +59,Two year,No,Mailed check,19.85,1188.25,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,89.5,676.7,Fiber optic,No,No,1,Yes +1,One year,No,Credit card (automatic),74.1,74.1,DSL,Yes,No,0,No +30,Month-to-month,Yes,Electronic check,107.5,3242.5,Fiber optic,Yes,No,0,No +64,Two year,No,Mailed check,19.55,1240.15,No,No internet service,No internet service,0,No +63,One year,No,Bank transfer (automatic),68.8,4111.35,DSL,Yes,Yes,0,No +72,Two year,No,Credit card (automatic),84.45,5899.85,DSL,No,Yes,1,No +8,Month-to-month,No,Electronic check,75,632.95,Fiber optic,No,Yes,0,Yes +62,Two year,No,Bank transfer (automatic),84.5,5193.2,DSL,Yes,No,0,No +67,Two year,Yes,Bank transfer (automatic),111.2,7530.8,Fiber optic,Yes,No,0,No +6,Month-to-month,No,Electronic check,44.75,270.95,DSL,No,No,0,Yes +70,Two year,Yes,Bank transfer (automatic),80.6,5460.2,DSL,Yes,Yes,0,No +20,Month-to-month,No,Bank transfer (automatic),80.7,1614.2,Fiber optic,No,No,1,No +5,Month-to-month,No,Electronic check,75.6,402.5,Fiber optic,No,No,0,No +24,One year,No,Electronic check,57.6,1367.75,DSL,No,Yes,0,No +11,Month-to-month,Yes,Electronic check,44.05,483.7,DSL,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),110.6,7962.2,Fiber optic,Yes,No,0,No +66,Two year,Yes,Credit card (automatic),58.2,3810.8,DSL,Yes,Yes,0,No +45,Two year,Yes,Mailed check,81,3533.6,DSL,Yes,Yes,0,No +69,Two year,No,Bank transfer (automatic),19.7,1396.9,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Bank transfer (automatic),85.6,1345.55,Fiber optic,No,No,1,Yes +28,Month-to-month,Yes,Bank transfer (automatic),59.55,1646.45,DSL,No,No,0,No +70,One year,No,Credit card (automatic),115.55,8127.6,Fiber optic,Yes,Yes,0,Yes +36,One year,Yes,Mailed check,75.55,2680.15,DSL,Yes,Yes,0,No +16,Month-to-month,Yes,Electronic check,86.6,1281,Fiber optic,No,No,1,Yes +18,Month-to-month,Yes,Electronic check,85.2,1553.9,Fiber optic,No,No,0,Yes +34,Month-to-month,Yes,Electronic check,97.65,3207.55,Fiber optic,No,No,0,Yes +42,One year,Yes,Credit card (automatic),45.1,2049.05,DSL,No,No,0,No +48,One year,Yes,Bank transfer (automatic),70.95,3629.2,DSL,Yes,Yes,0,No +47,Month-to-month,Yes,Electronic check,109.55,5124.55,Fiber optic,Yes,No,0,Yes +39,One year,Yes,Electronic check,89.55,3474.45,Fiber optic,Yes,No,0,Yes +11,Two year,No,Credit card (automatic),20.9,202.3,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Mailed check,19.95,147.5,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,24.6,86.35,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Electronic check,66.7,579,DSL,No,Yes,0,No +1,Month-to-month,Yes,Mailed check,19.45,19.45,No,No internet service,No internet service,0,Yes +32,One year,No,Mailed check,94.8,3131.55,Fiber optic,No,Yes,0,No +60,One year,Yes,Bank transfer (automatic),65.85,3928.3,DSL,Yes,Yes,0,No +10,Month-to-month,Yes,Bank transfer (automatic),19.95,187.75,No,No internet service,No internet service,0,No +71,Two year,Yes,Bank transfer (automatic),24.65,1710.15,No,No internet service,No internet service,0,No +4,Month-to-month,No,Mailed check,20.35,76.35,No,No internet service,No internet service,0,Yes +1,Month-to-month,Yes,Electronic check,69.25,69.25,Fiber optic,No,No,1,Yes +43,One year,Yes,Bank transfer (automatic),51.25,2151.6,DSL,Yes,Yes,0,No +59,One year,Yes,Bank transfer (automatic),99.5,5961.1,Fiber optic,No,No,0,Yes +23,Month-to-month,No,Electronic check,54.25,1221.55,DSL,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),19.4,1496.45,No,No internet service,No internet service,0,No +22,One year,Yes,Credit card (automatic),56.25,1292.2,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,25.15,25.15,DSL,No,No,0,No +69,Two year,No,Bank transfer (automatic),23.95,1713.1,No,No internet service,No internet service,0,No +50,One year,Yes,Mailed check,35.4,1748.9,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,25.2,25.2,DSL,No,No,1,Yes +2,Month-to-month,Yes,Mailed check,45,96.45,DSL,No,No,0,Yes +15,Month-to-month,No,Bank transfer (automatic),75.35,1114.55,Fiber optic,No,No,0,No +31,Two year,No,Bank transfer (automatic),20.4,609.1,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.15,20.15,No,No internet service,No internet service,0,Yes +66,Month-to-month,Yes,Credit card (automatic),105,7133.25,Fiber optic,No,No,0,Yes +0,Two year,No,Credit card (automatic),56.05, ,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Credit card (automatic),54.7,169.45,DSL,No,No,0,Yes +8,Two year,No,Mailed check,20,141.6,No,No internet service,No internet service,0,No +64,One year,Yes,Credit card (automatic),73.05,4688.65,DSL,No,Yes,0,No +28,Month-to-month,No,Mailed check,20.5,563.05,No,No internet service,No internet service,0,No +57,One year,Yes,Credit card (automatic),100.75,5985,Fiber optic,No,No,0,No +14,Month-to-month,Yes,Electronic check,87.25,1258.6,Fiber optic,No,No,0,Yes +19,Two year,Yes,Mailed check,19.95,373.5,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Electronic check,79.95,857.2,Fiber optic,No,No,0,Yes +51,Month-to-month,Yes,Electronic check,49.65,2553.35,DSL,No,No,0,No +67,Two year,No,Mailed check,65.65,4322.85,DSL,No,Yes,0,No +11,Month-to-month,Yes,Electronic check,20.45,250.8,No,No internet service,No internet service,0,No +72,Two year,No,Bank transfer (automatic),60.95,4549.05,DSL,Yes,Yes,0,No +66,One year,Yes,Electronic check,20.35,1359.5,No,No internet service,No internet service,0,No +18,Month-to-month,Yes,Electronic check,88.35,1639.3,Fiber optic,Yes,No,0,Yes +9,Month-to-month,Yes,Electronic check,19.5,178.85,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Credit card (automatic),75.2,633.85,Fiber optic,No,No,0,No +48,Month-to-month,Yes,Bank transfer (automatic),111.45,5315.1,Fiber optic,No,Yes,0,No +10,Month-to-month,No,Mailed check,70.15,735.5,Fiber optic,No,No,0,No +9,Month-to-month,Yes,Electronic check,94.75,889.9,Fiber optic,No,No,0,Yes +13,Month-to-month,Yes,Electronic check,95.05,1290,Fiber optic,No,No,1,Yes +4,Month-to-month,No,Electronic check,78.45,330.05,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Electronic check,70.2,237.95,Fiber optic,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),92,6474.4,DSL,Yes,Yes,0,No +51,Two year,No,Credit card (automatic),85.5,4421.95,DSL,Yes,Yes,0,No +59,Month-to-month,Yes,Bank transfer (automatic),41.05,2452.7,DSL,No,No,0,Yes +10,Month-to-month,Yes,Electronic check,85.6,813.85,Fiber optic,No,No,0,Yes +61,Month-to-month,Yes,Electronic check,82.15,4904.85,Fiber optic,No,No,1,No +54,One year,No,Electronic check,84.4,4484.05,Fiber optic,Yes,Yes,0,No +33,Month-to-month,Yes,Mailed check,60.9,2033.85,DSL,No,Yes,0,No +27,Two year,Yes,Bank transfer (automatic),20.25,538.2,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,79.2,79.2,Fiber optic,No,No,1,Yes +23,Month-to-month,No,Mailed check,95.3,2192.9,Fiber optic,No,No,0,No +1,Month-to-month,No,Mailed check,19.85,19.85,No,No internet service,No internet service,0,No +45,Two year,Yes,Mailed check,84.35,3858.05,DSL,Yes,Yes,0,No +39,Two year,Yes,Bank transfer (automatic),19.85,854.8,No,No internet service,No internet service,0,No +5,One year,Yes,Mailed check,70,347.4,DSL,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),82.3,5815.15,DSL,Yes,Yes,0,No +58,Month-to-month,Yes,Bank transfer (automatic),66.8,3970.4,DSL,No,No,0,No +70,Two year,Yes,Bank transfer (automatic),44.6,3058.15,DSL,Yes,Yes,0,No +61,One year,Yes,Bank transfer (automatic),98.45,6145.2,Fiber optic,Yes,No,0,No +2,Month-to-month,No,Mailed check,70.7,129.2,Fiber optic,No,No,0,No +46,One year,No,Mailed check,24.95,1165.9,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Bank transfer (automatic),49.95,49.95,DSL,No,No,0,Yes +22,Month-to-month,Yes,Electronic check,69.25,1554,Fiber optic,No,No,0,Yes +48,Two year,Yes,Credit card (automatic),102.5,4904.25,Fiber optic,Yes,Yes,0,No +64,Two year,No,Credit card (automatic),86.55,5632.55,DSL,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),24.3,1643.25,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Credit card (automatic),58.35,740.55,DSL,No,No,0,No +34,Month-to-month,Yes,Electronic check,94.25,3217.55,Fiber optic,No,No,1,Yes +72,Two year,No,Credit card (automatic),68.75,4888.2,DSL,No,Yes,0,No +29,Month-to-month,Yes,Electronic check,85.8,2440.25,Fiber optic,No,No,0,No +33,One year,No,Credit card (automatic),20.1,620.55,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.35,20.35,No,No internet service,No internet service,0,No +62,One year,Yes,Electronic check,110.8,6840.95,Fiber optic,Yes,No,0,No +41,One year,Yes,Electronic check,73,3001.2,DSL,No,No,0,Yes +64,One year,Yes,Credit card (automatic),100.05,6254.2,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Credit card (automatic),82.85,319.6,Fiber optic,No,No,0,No +24,Month-to-month,Yes,Electronic check,84.35,1938.05,Fiber optic,Yes,Yes,0,No +14,One year,No,Mailed check,19.55,294.5,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,19.95,58.3,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Credit card (automatic),99.8,442.85,Fiber optic,No,No,1,Yes +18,Month-to-month,Yes,Electronic check,35,553,DSL,No,No,0,Yes +8,Month-to-month,Yes,Electronic check,66.25,546.45,DSL,No,No,0,No +35,Two year,No,Bank transfer (automatic),23.3,797.1,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,76,76,Fiber optic,No,No,0,Yes +66,Two year,Yes,Credit card (automatic),25.3,1673.8,No,No internet service,No internet service,0,No +8,Two year,Yes,Mailed check,44.55,343.45,DSL,Yes,Yes,0,No +71,One year,Yes,Credit card (automatic),104.1,7412.25,Fiber optic,No,Yes,0,No +43,Month-to-month,Yes,Bank transfer (automatic),92.55,4039,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,93.85,170.85,Fiber optic,No,No,1,Yes +29,Month-to-month,Yes,Bank transfer (automatic),101.45,2948.6,Fiber optic,No,No,1,No +15,Month-to-month,Yes,Electronic check,84.3,1308.4,Fiber optic,No,No,0,Yes +65,Two year,No,Credit card (automatic),94.55,6078.75,Fiber optic,Yes,Yes,0,No +35,Month-to-month,No,Electronic check,95.5,3418.2,Fiber optic,Yes,No,0,No +64,One year,Yes,Credit card (automatic),100.3,6603.8,Fiber optic,No,Yes,0,No +58,Two year,Yes,Credit card (automatic),55.5,3166.9,DSL,Yes,No,0,No +18,Month-to-month,Yes,Credit card (automatic),49.85,865.75,DSL,No,No,1,No +67,Month-to-month,Yes,Bank transfer (automatic),89.55,6373.1,Fiber optic,No,No,0,No +63,Two year,Yes,Mailed check,19.15,1177.05,No,No internet service,No internet service,0,No +60,Month-to-month,Yes,Electronic check,99.8,5985.75,Fiber optic,No,No,0,No +9,Month-to-month,Yes,Credit card (automatic),84.4,732.5,Fiber optic,No,No,1,Yes +70,Two year,Yes,Credit card (automatic),113.05,7869.05,Fiber optic,Yes,Yes,0,No +15,Month-to-month,Yes,Electronic check,101.1,1504.05,Fiber optic,No,No,0,Yes +48,One year,No,Mailed check,19.95,936.7,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,74.15,741.4,DSL,Yes,No,0,No +71,One year,Yes,Electronic check,92,6585.2,Fiber optic,Yes,Yes,1,No +44,Month-to-month,No,Electronic check,73.85,3122.4,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Electronic check,50.45,50.45,DSL,No,No,0,Yes +45,Two year,No,Mailed check,24.45,1088.25,No,No internet service,No internet service,0,No +23,One year,No,Credit card (automatic),24.8,615.35,No,No internet service,No internet service,0,No +43,One year,Yes,Bank transfer (automatic),64.85,2908.2,DSL,Yes,No,0,No +35,Month-to-month,No,Bank transfer (automatic),20.75,739.9,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Mailed check,68.95,593.85,DSL,Yes,Yes,0,No +12,Month-to-month,Yes,Mailed check,99.95,1132.75,Fiber optic,Yes,No,0,Yes +65,Month-to-month,Yes,Credit card (automatic),109.4,7227.45,Fiber optic,No,Yes,1,No +2,Month-to-month,Yes,Electronic check,91.4,193.6,Fiber optic,No,No,0,Yes +27,Month-to-month,No,Mailed check,49,1291.35,DSL,No,No,0,No +40,One year,Yes,Mailed check,50.25,2023.55,DSL,No,No,0,No +5,Month-to-month,Yes,Credit card (automatic),75.55,349.65,Fiber optic,No,No,1,Yes +8,One year,No,Credit card (automatic),19.9,153.95,No,No internet service,No internet service,0,No +58,One year,Yes,Bank transfer (automatic),97.8,5458.8,Fiber optic,No,No,1,No +52,One year,No,Electronic check,100.3,5244.45,Fiber optic,No,Yes,0,No +3,Month-to-month,Yes,Mailed check,55.8,154.55,DSL,Yes,No,0,No +41,Two year,Yes,Electronic check,111.15,4507.15,Fiber optic,Yes,Yes,0,No +20,Month-to-month,Yes,Mailed check,98.55,2031.95,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,50.05,50.05,DSL,No,No,0,No +4,Month-to-month,No,Credit card (automatic),80.8,332.45,Fiber optic,Yes,No,0,Yes +23,Month-to-month,No,Electronic check,20.85,473.9,No,No internet service,No internet service,0,No +6,Month-to-month,No,Bank transfer (automatic),19.5,106.8,No,No internet service,No internet service,1,No +8,Month-to-month,Yes,Mailed check,19.35,152.6,No,No internet service,No internet service,0,No +18,Month-to-month,No,Mailed check,69.5,1199.4,DSL,No,Yes,0,No +52,Month-to-month,Yes,Credit card (automatic),48.8,2555.05,DSL,No,Yes,1,No +31,Month-to-month,Yes,Electronic check,94.5,2979.2,Fiber optic,No,No,0,No +29,Month-to-month,Yes,Mailed check,20.65,654.85,No,No internet service,No internet service,0,No +36,Two year,Yes,Credit card (automatic),106.05,3834.4,Fiber optic,Yes,Yes,0,No +16,Month-to-month,Yes,Electronic check,100,1534.75,Fiber optic,No,No,0,Yes +42,One year,Yes,Electronic check,108.3,4586.15,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Electronic check,20.55,20.55,No,No internet service,No internet service,0,Yes +60,Two year,Yes,Electronic check,99.65,5941.05,Fiber optic,No,No,0,No +5,Month-to-month,Yes,Electronic check,85.3,424.15,Fiber optic,No,No,0,Yes +22,Month-to-month,No,Credit card (automatic),95.9,2234.95,Fiber optic,Yes,Yes,0,No +36,One year,No,Mailed check,20,666.75,No,No internet service,No internet service,0,No +4,Month-to-month,No,Electronic check,70.4,281,Fiber optic,No,No,0,Yes +9,Month-to-month,No,Mailed check,64.95,547.8,DSL,Yes,Yes,0,No +1,Month-to-month,No,Credit card (automatic),74.6,74.6,Fiber optic,No,No,0,No +12,Month-to-month,Yes,Electronic check,49.2,571.15,DSL,No,Yes,0,No +23,One year,Yes,Mailed check,73.75,1756.6,DSL,Yes,No,0,No +62,One year,Yes,Bank transfer (automatic),92.3,5731.45,Fiber optic,No,Yes,0,No +37,Month-to-month,No,Bank transfer (automatic),98.8,3475.55,Fiber optic,Yes,No,0,Yes +8,Month-to-month,No,Mailed check,19.2,156.85,No,No internet service,No internet service,0,No +31,Month-to-month,No,Credit card (automatic),88.65,2683.2,Fiber optic,No,No,0,No +13,Month-to-month,Yes,Credit card (automatic),74.4,896.75,Fiber optic,No,No,0,Yes +24,Month-to-month,Yes,Electronic check,98.75,2407.3,Fiber optic,No,No,0,Yes +45,Month-to-month,Yes,Bank transfer (automatic),95.95,4456.65,Fiber optic,No,No,0,No +69,Two year,No,Credit card (automatic),105.4,6998.95,Fiber optic,Yes,No,1,No +2,Month-to-month,No,Mailed check,20.25,36.8,No,No internet service,No internet service,0,No +61,One year,Yes,Electronic check,106,6547.7,Fiber optic,No,Yes,0,Yes +41,Month-to-month,Yes,Electronic check,104.7,4346.4,Fiber optic,No,No,0,Yes +44,One year,Yes,Electronic check,49.05,2265,DSL,No,No,0,No +39,One year,No,Mailed check,35.55,1309.15,DSL,Yes,No,0,No +72,Two year,Yes,Credit card (automatic),65.1,4754.3,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Electronic check,96.85,1235.55,Fiber optic,No,No,1,No +51,One year,Yes,Credit card (automatic),69.75,3562.5,DSL,Yes,Yes,0,No +71,Two year,Yes,Electronic check,99.2,7213.75,Fiber optic,No,No,1,No +22,Month-to-month,Yes,Electronic check,96.7,2082.95,Fiber optic,No,No,1,Yes +2,Month-to-month,Yes,Credit card (automatic),55.05,102.75,DSL,Yes,No,0,Yes +56,One year,Yes,Electronic check,106.8,5914.4,Fiber optic,No,No,0,No +1,Month-to-month,No,Mailed check,51.25,51.25,DSL,No,Yes,0,No +23,One year,Yes,Mailed check,57.75,1282.85,DSL,Yes,Yes,0,No +66,One year,Yes,Bank transfer (automatic),70.85,4738.85,DSL,No,No,1,No +1,Month-to-month,No,Mailed check,19.55,19.55,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Electronic check,88.2,1775.8,Fiber optic,No,No,1,Yes +11,Month-to-month,Yes,Bank transfer (automatic),79.5,795.65,Fiber optic,No,Yes,0,No +8,One year,Yes,Mailed check,19.75,145,No,No internet service,No internet service,0,Yes +52,Month-to-month,No,Bank transfer (automatic),98.15,4993.4,Fiber optic,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,20.25,61.45,No,No internet service,No internet service,0,No +51,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,Fiber optic,No,Yes,0,No +15,Month-to-month,No,Electronic check,75.65,1146.65,Fiber optic,No,No,1,Yes +64,Month-to-month,Yes,Electronic check,94.25,6081.4,Fiber optic,No,No,1,No +37,Month-to-month,Yes,Credit card (automatic),40.2,1478.85,DSL,No,No,0,No +13,Two year,No,Mailed check,19.95,243.65,No,No internet service,No internet service,0,No +49,One year,Yes,Electronic check,55.35,2633.95,DSL,No,Yes,0,No +45,One year,Yes,Bank transfer (automatic),102.15,4735.35,Fiber optic,No,No,1,No +18,Month-to-month,Yes,Electronic check,71.1,1247.75,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,74.7,74.7,Fiber optic,No,No,1,Yes +68,Two year,Yes,Bank transfer (automatic),54.1,3794.5,DSL,No,Yes,0,No +54,Two year,No,Credit card (automatic),19.65,1008.7,No,No internet service,No internet service,0,No +23,Month-to-month,Yes,Bank transfer (automatic),88.45,2130.55,Fiber optic,No,No,1,No +17,Month-to-month,Yes,Electronic check,76.65,1313.55,Fiber optic,No,No,0,Yes +71,Two year,No,Credit card (automatic),80.4,5727.15,DSL,Yes,Yes,0,No +67,Two year,Yes,Bank transfer (automatic),19.25,1372.9,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Electronic check,84.8,1203.9,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Mailed check,25.8,25.8,DSL,No,No,1,Yes +63,Two year,No,Credit card (automatic),19.5,1215.1,No,No internet service,No internet service,0,No +41,One year,Yes,Electronic check,68.6,2877.05,DSL,Yes,No,0,No +17,Month-to-month,No,Electronic check,92.6,1579.7,Fiber optic,No,No,0,No +56,One year,Yes,Electronic check,100.55,5514.95,Fiber optic,No,Yes,0,No +5,Month-to-month,No,Credit card (automatic),20.55,96.1,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,42.6,72.4,DSL,No,Yes,0,Yes +3,Month-to-month,Yes,Mailed check,19.6,55.25,No,No internet service,No internet service,0,No +37,One year,No,Electronic check,67.45,2443.3,DSL,Yes,Yes,0,No +29,Month-to-month,Yes,Bank transfer (automatic),68.85,1970.5,DSL,No,Yes,0,Yes +8,Month-to-month,No,Mailed check,43.55,335.4,DSL,No,No,0,No +63,Month-to-month,Yes,Credit card (automatic),109.85,7002.95,Fiber optic,Yes,No,0,No +7,Month-to-month,No,Mailed check,20.65,158.95,No,No internet service,No internet service,0,No +3,Month-to-month,No,Electronic check,95.4,293.15,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),21,1493.75,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Electronic check,56.2,1093.4,DSL,No,No,0,No +59,Two year,No,Bank transfer (automatic),18.4,1057.85,No,No internet service,No internet service,0,No +2,Month-to-month,No,Credit card (automatic),90,190.05,Fiber optic,Yes,No,0,Yes +35,Month-to-month,Yes,Electronic check,25.75,882.55,No,No internet service,No internet service,0,No +14,Month-to-month,No,Credit card (automatic),19.6,300.4,No,No internet service,No internet service,0,No +14,Month-to-month,No,Electronic check,75.35,1025.95,Fiber optic,No,No,0,Yes +69,Two year,No,Credit card (automatic),19.8,1436.95,No,No internet service,No internet service,0,No +7,Month-to-month,No,Electronic check,64.2,475,DSL,Yes,Yes,1,No +69,Two year,Yes,Bank transfer (automatic),75.75,5388.15,DSL,Yes,Yes,0,No +72,Two year,Yes,Electronic check,78.95,5730.15,DSL,Yes,No,0,No +8,Month-to-month,No,Electronic check,100.85,819.55,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Electronic check,50.3,217.1,DSL,No,Yes,0,No +63,Month-to-month,Yes,Credit card (automatic),80.3,4896.35,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),19.85,1434.1,No,No internet service,No internet service,0,No +46,Two year,Yes,Electronic check,21.1,937.1,No,No internet service,No internet service,0,No +5,Month-to-month,No,Electronic check,69.95,330.15,Fiber optic,No,No,0,Yes +30,Month-to-month,Yes,Mailed check,50,1474.9,DSL,No,No,0,No +63,Two year,Yes,Bank transfer (automatic),104.75,6536.5,Fiber optic,No,No,0,No +60,Two year,No,Bank transfer (automatic),19.85,1128.1,No,No internet service,No internet service,0,No +63,One year,Yes,Electronic check,107.5,6873.75,Fiber optic,No,No,0,Yes +25,Month-to-month,No,Electronic check,85.9,2199.05,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,45.85,45.85,DSL,No,No,0,Yes +6,Month-to-month,Yes,Electronic check,80.8,457.1,Fiber optic,No,No,1,No +22,Two year,No,Mailed check,25.25,566.5,No,No internet service,No internet service,0,No +31,Two year,No,Bank transfer (automatic),80.55,2471.6,DSL,Yes,No,0,No +39,Month-to-month,Yes,Bank transfer (automatic),81.5,3107.3,Fiber optic,Yes,No,0,No +26,Month-to-month,No,Mailed check,20.9,518.3,No,No internet service,No internet service,0,No +53,One year,Yes,Bank transfer (automatic),106.1,5769.75,Fiber optic,No,Yes,0,Yes +1,Month-to-month,No,Electronic check,91.7,91.7,Fiber optic,Yes,No,0,Yes +12,Month-to-month,Yes,Electronic check,67.25,832.3,DSL,Yes,Yes,0,No +16,Month-to-month,Yes,Credit card (automatic),95.6,1555.65,Fiber optic,No,No,0,Yes +2,Month-to-month,No,Mailed check,20.35,45.3,No,No internet service,No internet service,0,No +39,One year,No,Bank transfer (automatic),45.05,1790.6,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,74.95,74.95,Fiber optic,No,No,0,Yes +7,Month-to-month,No,Mailed check,34.65,246.6,DSL,Yes,Yes,0,No +4,Month-to-month,No,Electronic check,69.35,261.65,Fiber optic,No,No,1,No +10,Month-to-month,Yes,Electronic check,95.35,898.35,Fiber optic,No,No,1,Yes +55,Month-to-month,Yes,Electronic check,81.55,4509.5,Fiber optic,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),75.4,5480.25,DSL,No,No,0,No +10,Month-to-month,Yes,Credit card (automatic),67.8,653.15,DSL,No,No,0,No +11,Month-to-month,Yes,Electronic check,111.4,1183.05,Fiber optic,Yes,No,1,No +15,Month-to-month,No,Electronic check,46.3,639.45,DSL,No,No,0,No +23,Two year,No,Bank transfer (automatic),20.4,478.75,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.05,20.05,No,No internet service,No internet service,0,No +3,Month-to-month,No,Electronic check,45,127.1,DSL,No,No,1,Yes +47,One year,Yes,Electronic check,96.1,4391.45,Fiber optic,No,Yes,0,No +15,One year,No,Mailed check,19.65,270.6,No,No internet service,No internet service,0,No +66,Month-to-month,No,Electronic check,99.5,6710.5,Fiber optic,No,No,0,Yes +68,One year,Yes,Bank transfer (automatic),60.65,3975.9,DSL,Yes,No,1,No +17,One year,No,Bank transfer (automatic),98.6,1704.95,Fiber optic,Yes,No,0,Yes +7,Month-to-month,Yes,Mailed check,59.5,415.95,DSL,Yes,No,0,Yes +12,Month-to-month,Yes,Electronic check,80.45,950.2,Fiber optic,No,No,1,Yes +21,One year,No,Bank transfer (automatic),71.7,1497.05,DSL,No,No,1,No +21,Month-to-month,Yes,Mailed check,36,780.15,DSL,Yes,No,0,No +56,One year,No,Bank transfer (automatic),65.2,3512.15,DSL,No,Yes,0,No +6,Month-to-month,Yes,Credit card (automatic),48.95,273.25,DSL,No,No,0,No +65,Two year,Yes,Bank transfer (automatic),53.5,3517.9,DSL,No,No,1,No +42,One year,No,Credit card (automatic),80.45,3375.9,DSL,Yes,Yes,0,No +68,Two year,Yes,Bank transfer (automatic),109.05,7508.55,Fiber optic,Yes,Yes,0,No +48,Two year,No,Bank transfer (automatic),26.3,1245.05,No,No internet service,No internet service,0,No +50,One year,Yes,Electronic check,106.8,5347.95,Fiber optic,Yes,No,1,No +7,Month-to-month,Yes,Electronic check,64.95,493.65,DSL,No,No,1,No +63,Two year,No,Electronic check,19.35,1263.85,No,No internet service,No internet service,0,No +17,Month-to-month,No,Credit card (automatic),21.1,385.55,No,No internet service,No internet service,0,No +42,Month-to-month,Yes,Credit card (automatic),77.95,3384,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Mailed check,18.85,84.2,No,No internet service,No internet service,0,No +62,Two year,No,Bank transfer (automatic),26,1638.7,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,74.7,165.4,Fiber optic,No,No,1,Yes +2,Month-to-month,Yes,Electronic check,70.35,120.25,Fiber optic,No,No,0,No +48,Two year,Yes,Bank transfer (automatic),96.9,4473.45,Fiber optic,No,Yes,0,No +27,Two year,No,Bank transfer (automatic),19.55,520.55,No,No internet service,No internet service,0,No +70,Two year,Yes,Bank transfer (automatic),80.4,5717.85,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,88.8,88.8,Fiber optic,No,No,1,Yes +46,One year,Yes,Electronic check,94.65,4312.5,Fiber optic,No,No,0,No +30,Month-to-month,Yes,Electronic check,90.25,2755.35,Fiber optic,No,No,0,Yes +15,Month-to-month,Yes,Bank transfer (automatic),64.65,994.55,DSL,No,Yes,0,Yes +69,One year,No,Credit card (automatic),95.75,6511.25,Fiber optic,No,No,0,No +65,Two year,Yes,Credit card (automatic),19.55,1218.65,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),104.1,7447.7,Fiber optic,Yes,Yes,1,No +13,Month-to-month,Yes,Bank transfer (automatic),89.05,1169.35,Fiber optic,Yes,No,1,Yes +17,One year,Yes,Mailed check,20.1,279.5,No,No internet service,No internet service,0,No +51,One year,Yes,Electronic check,111.55,5720.35,Fiber optic,Yes,Yes,0,No +51,Two year,No,Credit card (automatic),60.5,3121.45,DSL,Yes,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),90.95,6468.6,DSL,Yes,Yes,0,No +67,One year,No,Electronic check,87.4,5918.8,Fiber optic,No,No,0,Yes +34,Month-to-month,No,Mailed check,19.7,675.6,No,No internet service,No internet service,0,No +67,Two year,Yes,Bank transfer (automatic),50.95,3521.7,DSL,Yes,Yes,0,No +49,One year,Yes,Bank transfer (automatic),20.05,923.1,No,No internet service,No internet service,0,No +53,Two year,Yes,Mailed check,19.4,1110.35,No,No internet service,No internet service,0,No +27,Month-to-month,No,Electronic check,59.45,1611.65,DSL,Yes,No,0,No +23,Month-to-month,Yes,Electronic check,94.75,2293.6,Fiber optic,No,No,1,Yes +69,Two year,Yes,Credit card (automatic),81.5,5553.25,DSL,Yes,Yes,0,No +2,Month-to-month,No,Bank transfer (automatic),29.05,44.75,DSL,Yes,No,0,No +35,Month-to-month,Yes,Electronic check,86.45,3029.1,Fiber optic,No,No,0,Yes +46,One year,No,Mailed check,70.6,3231.05,DSL,Yes,Yes,0,No +54,Two year,Yes,Bank transfer (automatic),97.2,5129.45,Fiber optic,No,No,0,No +56,One year,Yes,Electronic check,98.25,5508.35,Fiber optic,No,No,0,Yes +9,Month-to-month,Yes,Bank transfer (automatic),75.75,655.9,Fiber optic,No,No,0,Yes +20,Month-to-month,No,Bank transfer (automatic),59.2,1191.2,DSL,Yes,Yes,0,No +11,Month-to-month,Yes,Mailed check,75.9,866.4,Fiber optic,No,No,0,No +30,Month-to-month,Yes,Electronic check,90.05,2627.2,Fiber optic,No,No,1,No +68,Two year,No,Bank transfer (automatic),70.95,4741.45,DSL,No,Yes,0,No +38,Month-to-month,Yes,Electronic check,102.6,4009.2,Fiber optic,No,No,1,No +17,Month-to-month,Yes,Bank transfer (automatic),85.35,1463.45,Fiber optic,No,Yes,1,Yes +48,One year,Yes,Credit card (automatic),106.1,5082.8,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,43.8,43.8,DSL,No,No,0,No +63,Two year,No,Electronic check,59,3707.6,DSL,No,Yes,0,No +3,One year,Yes,Electronic check,69.95,220.45,DSL,No,No,0,No +48,One year,No,Bank transfer (automatic),24.35,1133.7,No,No internet service,No internet service,0,No +66,One year,No,Credit card (automatic),29.45,1983.15,DSL,Yes,No,0,No +68,Two year,Yes,Credit card (automatic),84.4,5746.75,Fiber optic,No,No,0,No +17,Month-to-month,Yes,Electronic check,45.05,770.6,DSL,No,No,1,Yes +7,One year,No,Mailed check,20.65,134.05,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),87.1,6230.1,DSL,Yes,Yes,0,No +29,Month-to-month,No,Mailed check,19.85,573.05,No,No internet service,No internet service,0,No +37,Month-to-month,Yes,Electronic check,90.35,3419.3,Fiber optic,Yes,No,0,No +34,Month-to-month,Yes,Mailed check,109.8,3587.25,Fiber optic,No,Yes,0,Yes +42,Month-to-month,Yes,Electronic check,84.65,3541.35,Fiber optic,No,No,1,Yes +59,One year,No,Mailed check,65.5,3801.3,DSL,Yes,Yes,0,No +11,Month-to-month,Yes,Bank transfer (automatic),79.5,868.5,Fiber optic,No,No,0,Yes +60,Month-to-month,Yes,Electronic check,80.95,4859.1,Fiber optic,No,Yes,1,No +27,Month-to-month,Yes,Mailed check,56.15,1439.35,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,85.8,85.8,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,79.1,79.1,Fiber optic,No,No,1,Yes +17,Month-to-month,No,Mailed check,34.4,592.75,DSL,No,Yes,0,No +58,Two year,No,Mailed check,20.75,1185.95,No,No internet service,No internet service,0,No +1,One year,No,Mailed check,18.8,18.8,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,44.3,134.5,DSL,No,No,0,Yes +53,Month-to-month,No,Electronic check,90.8,4921.2,Fiber optic,No,Yes,0,No +35,Month-to-month,Yes,Electronic check,25.6,901.25,No,No internet service,No internet service,0,No +50,Month-to-month,No,Credit card (automatic),105.95,5341.8,Fiber optic,No,Yes,0,Yes +68,Two year,No,Credit card (automatic),70.8,4859.95,DSL,Yes,No,0,No +47,Month-to-month,No,Electronic check,25.4,1139.2,No,No internet service,No internet service,0,No +65,Month-to-month,Yes,Bank transfer (automatic),108.8,7082.45,Fiber optic,No,No,1,No +5,Month-to-month,Yes,Electronic check,69.75,324.6,Fiber optic,No,No,0,Yes +51,Month-to-month,Yes,Electronic check,94.65,4812.75,Fiber optic,No,No,0,Yes +46,Month-to-month,No,Bank transfer (automatic),96.05,4399.5,Fiber optic,No,No,0,Yes +9,Month-to-month,Yes,Electronic check,76.85,663.55,Fiber optic,No,No,0,No +8,Two year,No,Mailed check,20.25,174.65,No,No internet service,No internet service,0,No +14,One year,Yes,Credit card (automatic),24.8,321.7,No,No internet service,No internet service,0,No +45,Month-to-month,Yes,Electronic check,115.65,5125.5,Fiber optic,Yes,Yes,0,No +8,Month-to-month,Yes,Credit card (automatic),74.6,548.9,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Mailed check,50.15,50.15,DSL,No,No,1,Yes +66,One year,Yes,Bank transfer (automatic),103.15,7031.3,Fiber optic,No,Yes,0,No +72,Two year,No,Credit card (automatic),72.1,5016.65,DSL,Yes,Yes,0,No +41,Month-to-month,Yes,Bank transfer (automatic),113.6,4594.95,Fiber optic,Yes,Yes,0,Yes +23,Two year,No,Mailed check,25.1,611.45,No,No internet service,No internet service,0,No +29,Month-to-month,Yes,Electronic check,78.9,2384.15,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Electronic check,80.15,319.85,Fiber optic,No,Yes,0,No +6,Two year,No,Mailed check,25.4,153.3,No,No internet service,No internet service,0,No +67,One year,Yes,Credit card (automatic),105.4,7035.6,Fiber optic,Yes,Yes,1,No +7,Month-to-month,Yes,Mailed check,45.75,344.2,DSL,No,No,1,No +56,One year,Yes,Mailed check,24.45,1431.65,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),25,1849.2,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,85.25,6083.1,DSL,No,Yes,0,No +23,Two year,No,Credit card (automatic),19.6,426.65,No,No internet service,No internet service,0,No +35,Month-to-month,No,Mailed check,50.15,1655.35,DSL,No,No,0,No +27,Month-to-month,Yes,Electronic check,70.55,1943.9,Fiber optic,No,No,1,No +26,Month-to-month,Yes,Electronic check,60.05,1616.15,DSL,Yes,No,0,Yes +12,One year,No,Mailed check,26.4,314.95,No,No internet service,No internet service,0,No +40,Two year,No,Mailed check,20.15,804.85,No,No internet service,No internet service,0,No +7,Month-to-month,No,Mailed check,58.85,465.7,DSL,No,Yes,0,No +70,Month-to-month,Yes,Credit card (automatic),97.55,6669.05,Fiber optic,No,Yes,0,No +60,Two year,No,Credit card (automatic),19.65,1161.75,No,No internet service,No internet service,0,No +39,One year,Yes,Credit card (automatic),25.25,947.75,DSL,No,No,0,No +72,Two year,No,Credit card (automatic),114.45,8375.05,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,34.7,34.7,DSL,No,No,0,Yes +54,One year,Yes,Electronic check,70.7,3770,DSL,Yes,No,0,No +3,Month-to-month,Yes,Electronic check,85.3,264.8,Fiber optic,No,No,0,Yes +63,Two year,No,Credit card (automatic),75.55,4707.85,DSL,Yes,Yes,0,No +71,Two year,Yes,Electronic check,84.8,6152.4,Fiber optic,Yes,No,0,No +42,One year,Yes,Mailed check,20.65,958.1,No,No internet service,No internet service,0,No +47,Two year,No,Bank transfer (automatic),20.45,943,No,No internet service,No internet service,0,No +66,One year,Yes,Credit card (automatic),102.45,6615.15,Fiber optic,No,No,0,Yes +21,Month-to-month,Yes,Bank transfer (automatic),104.4,2200.25,Fiber optic,No,Yes,0,Yes +11,Month-to-month,Yes,Electronic check,35.65,425.1,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,99.75,99.75,Fiber optic,No,No,0,Yes +55,Month-to-month,No,Electronic check,90.45,5044.8,Fiber optic,Yes,No,1,No +69,Two year,Yes,Credit card (automatic),97.65,6743.55,Fiber optic,Yes,No,0,No +3,Month-to-month,No,Electronic check,73.85,196.4,Fiber optic,No,No,1,No +4,Month-to-month,Yes,Electronic check,74.4,299.7,DSL,Yes,No,0,Yes +30,Two year,Yes,Credit card (automatic),69.1,2093.9,DSL,Yes,No,1,No +5,Month-to-month,Yes,Electronic check,82.75,417.75,Fiber optic,Yes,No,0,No +71,Two year,Yes,Credit card (automatic),24.4,1725.4,No,No internet service,No internet service,0,No +29,One year,Yes,Electronic check,55.25,1620.2,DSL,No,No,0,No +52,Month-to-month,No,Bank transfer (automatic),61.35,3169.55,DSL,Yes,No,0,No +68,One year,No,Credit card (automatic),76.75,5233.25,DSL,No,Yes,0,No +46,Two year,No,Mailed check,19.4,967.85,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Credit card (automatic),54.75,438.05,DSL,No,No,0,No +72,Two year,No,Credit card (automatic),19.7,1421.9,No,No internet service,No internet service,0,No +17,One year,No,Bank transfer (automatic),19.9,323.15,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,107.95,318.6,Fiber optic,Yes,No,0,No +2,Month-to-month,Yes,Bank transfer (automatic),83.8,163.7,Fiber optic,No,No,1,No +9,Month-to-month,Yes,Credit card (automatic),74.25,639.65,Fiber optic,No,Yes,0,Yes +51,One year,Yes,Credit card (automatic),56.4,2928.5,DSL,No,No,0,No +6,Two year,No,Mailed check,20.1,100.35,No,No internet service,No internet service,0,No +3,Month-to-month,No,Electronic check,94.9,273.2,Fiber optic,No,No,0,No +17,Month-to-month,Yes,Electronic check,94.2,1608.15,Fiber optic,No,No,1,No +30,Month-to-month,No,Electronic check,49.9,1441.95,DSL,No,No,0,No +31,Month-to-month,Yes,Electronic check,71.05,2168.15,DSL,Yes,No,0,No +45,Two year,No,Bank transfer (automatic),81.65,3618.7,DSL,Yes,Yes,0,No +64,One year,No,Bank transfer (automatic),89.45,5692.65,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,59.85,59.85,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,69.6,69.6,Fiber optic,No,No,1,Yes +61,One year,No,Electronic check,99,5969.3,Fiber optic,No,No,1,No +1,Month-to-month,No,Mailed check,19.05,19.05,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,45.4,418.8,DSL,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),114.45,8100.55,Fiber optic,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,19.5,19.5,No,No internet service,No internet service,0,Yes +7,Month-to-month,Yes,Mailed check,44.25,313.45,DSL,No,No,0,No +66,One year,Yes,Bank transfer (automatic),90.55,6130.95,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,69.9,69.9,Fiber optic,No,No,0,Yes +40,Month-to-month,Yes,Bank transfer (automatic),20.4,745.3,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Bank transfer (automatic),71.4,1212.1,DSL,No,No,0,No +2,Month-to-month,Yes,Bank transfer (automatic),87.15,183.75,Fiber optic,No,No,0,Yes +67,Two year,No,Credit card (automatic),24.85,1583.5,No,No internet service,No internet service,0,No +41,One year,Yes,Bank transfer (automatic),104.45,4162.05,Fiber optic,No,Yes,0,No +56,Two year,Yes,Credit card (automatic),19.8,1119.9,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),116.45,8013.55,Fiber optic,Yes,Yes,0,No +3,Month-to-month,Yes,Bank transfer (automatic),84.75,264.85,Fiber optic,No,No,0,Yes +54,Two year,No,Credit card (automatic),20.05,1102.4,No,No internet service,No internet service,0,No +52,Month-to-month,Yes,Electronic check,110.75,5832,Fiber optic,Yes,No,1,No +50,Two year,Yes,Bank transfer (automatic),89.7,4304.5,Fiber optic,Yes,No,0,No +14,Month-to-month,Yes,Electronic check,89.95,1178.4,Fiber optic,Yes,No,0,Yes +27,One year,No,Credit card (automatic),48.7,1421.75,DSL,No,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),96.6,6827.5,Fiber optic,Yes,Yes,1,No +62,One year,Yes,Credit card (automatic),74.3,4698.05,DSL,No,Yes,0,No +12,Month-to-month,Yes,Electronic check,54.3,654.5,DSL,Yes,No,0,No +44,One year,No,Bank transfer (automatic),74.85,3268.05,DSL,Yes,No,1,No +54,Two year,Yes,Bank transfer (automatic),79.95,4362.05,Fiber optic,Yes,No,0,No +68,Two year,No,Bank transfer (automatic),20.05,1386.9,No,No internet service,No internet service,0,No +20,Month-to-month,No,Mailed check,19.4,415.4,No,No internet service,No internet service,0,No +50,One year,No,Bank transfer (automatic),54.9,2614.1,DSL,No,No,0,No +58,Two year,Yes,Credit card (automatic),24.45,1513.6,No,No internet service,No internet service,0,No +35,Month-to-month,Yes,Bank transfer (automatic),89.65,3161.6,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,45.4,80.95,DSL,No,No,0,No +63,Two year,No,Mailed check,75.7,4676.7,DSL,Yes,Yes,0,No +58,One year,Yes,Credit card (automatic),110.65,6526.65,Fiber optic,No,Yes,0,No +27,One year,Yes,Mailed check,20.55,583.3,No,No internet service,No internet service,0,No +71,Two year,Yes,Credit card (automatic),115.15,8078.1,Fiber optic,Yes,Yes,0,No +63,One year,No,Credit card (automatic),58.55,3503.5,DSL,No,No,0,No +71,Month-to-month,Yes,Bank transfer (automatic),93.25,6669.45,Fiber optic,No,No,0,No +41,Month-to-month,Yes,Electronic check,113.2,4689.5,Fiber optic,No,Yes,1,Yes +13,Month-to-month,Yes,Electronic check,90.5,1201.15,Fiber optic,No,No,1,Yes +2,Month-to-month,No,Electronic check,79,143.65,Fiber optic,No,No,0,Yes +68,Two year,Yes,Bank transfer (automatic),19.35,1292.65,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,48.75,48.75,DSL,No,Yes,0,No +65,Two year,Yes,Electronic check,109.05,7108.2,Fiber optic,Yes,Yes,1,No +72,Two year,Yes,Bank transfer (automatic),25,1802.55,No,No internet service,No internet service,1,No +28,Month-to-month,Yes,Credit card (automatic),54.9,1505.15,DSL,Yes,No,0,No +72,Two year,No,Credit card (automatic),24.75,1859.1,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,91.15,168.5,Fiber optic,No,Yes,0,No +18,One year,No,Bank transfer (automatic),20.15,390.85,No,No internet service,No internet service,0,Yes +60,One year,Yes,Electronic check,104.35,6339.45,Fiber optic,No,No,1,No +26,Month-to-month,Yes,Electronic check,66.05,1652.4,DSL,Yes,No,1,No +1,Month-to-month,Yes,Electronic check,71.65,71.65,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Mailed check,20.35,77.5,No,No internet service,No internet service,0,Yes +68,Two year,Yes,Credit card (automatic),92.2,6392.85,DSL,Yes,Yes,0,No +38,Month-to-month,Yes,Credit card (automatic),84.25,3264.5,Fiber optic,Yes,No,0,Yes +42,One year,Yes,Bank transfer (automatic),105.2,4599.15,Fiber optic,No,Yes,1,No +57,Two year,Yes,Bank transfer (automatic),19.6,1134.25,No,No internet service,No internet service,0,No +54,Month-to-month,No,Electronic check,30.4,1621.35,DSL,No,No,0,No +12,Month-to-month,No,Bank transfer (automatic),78.1,947.3,Fiber optic,No,No,0,Yes +44,One year,Yes,Mailed check,61.5,2722.2,DSL,No,Yes,0,No +42,Month-to-month,Yes,Bank transfer (automatic),69.4,3058.3,DSL,No,Yes,0,No +72,Two year,No,Bank transfer (automatic),24.75,1769.6,No,No internet service,No internet service,0,No +71,Two year,No,Mailed check,91.05,6293.75,DSL,Yes,Yes,0,No +19,Month-to-month,No,Mailed check,89.65,1761.05,Fiber optic,No,No,0,Yes +23,Month-to-month,Yes,Credit card (automatic),73.65,1642.75,DSL,Yes,No,0,No +30,Two year,No,Credit card (automatic),19.4,578.5,No,No internet service,No internet service,0,No +35,One year,No,Bank transfer (automatic),26.2,954.9,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Electronic check,98.7,973.25,Fiber optic,No,Yes,0,Yes +1,Month-to-month,Yes,Bank transfer (automatic),43.85,43.85,DSL,No,No,0,No +22,Month-to-month,Yes,Mailed check,69.7,1490.4,Fiber optic,No,No,0,No +7,Two year,No,Mailed check,38.55,280,DSL,No,Yes,0,No +36,Two year,Yes,Mailed check,53.1,1901.25,DSL,Yes,Yes,0,No +34,Month-to-month,No,Mailed check,20.65,716.4,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),64.45,4720,DSL,No,Yes,0,No +36,Two year,No,Credit card (automatic),25.1,930.95,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,76.35,76.35,Fiber optic,No,No,0,Yes +23,Month-to-month,Yes,Electronic check,79.15,1676.95,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Electronic check,85,2642.05,Fiber optic,No,No,1,Yes +71,One year,Yes,Credit card (automatic),95.15,6770.85,Fiber optic,Yes,Yes,0,No +23,Month-to-month,Yes,Mailed check,79.35,1835.3,Fiber optic,No,No,1,No +17,One year,Yes,Bank transfer (automatic),96.65,1588.25,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,75.5,75.5,DSL,Yes,No,0,No +12,Two year,No,Mailed check,19.7,258.35,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),20.5,1502.25,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,19.2,19.2,No,No internet service,No internet service,0,No +72,Two year,No,Bank transfer (automatic),98.35,6929.4,Fiber optic,No,No,1,No +60,Month-to-month,No,Bank transfer (automatic),74.35,4453.3,Fiber optic,No,No,0,No +61,Two year,No,Credit card (automatic),51.35,3244.4,DSL,Yes,No,0,No +6,Month-to-month,No,Mailed check,45.65,323.45,DSL,No,No,0,No +32,Month-to-month,No,Electronic check,85.3,2661.1,Fiber optic,No,No,1,Yes +31,Month-to-month,Yes,Credit card (automatic),86.55,2697.4,Fiber optic,No,No,0,Yes +19,Month-to-month,Yes,Credit card (automatic),73.85,1424.5,Fiber optic,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),20.3,1401.15,No,No internet service,No internet service,0,No +32,Month-to-month,Yes,Electronic check,54.2,1739.6,DSL,No,No,0,No +65,Month-to-month,Yes,Electronic check,90.65,5931,Fiber optic,No,No,0,No +45,Month-to-month,Yes,Bank transfer (automatic),50.9,2333.85,DSL,No,Yes,0,No +42,One year,No,Electronic check,25.05,949.85,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Electronic check,74.85,572.45,Fiber optic,No,No,0,No +32,Two year,No,Mailed check,20.5,696.8,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Mailed check,63.55,1381.8,DSL,Yes,Yes,1,No +57,Month-to-month,Yes,Electronic check,44.85,2572.95,DSL,No,No,1,Yes +1,Month-to-month,No,Electronic check,47.95,47.95,DSL,No,Yes,0,No +1,Month-to-month,No,Electronic check,45.1,45.1,DSL,No,No,1,Yes +1,Month-to-month,Yes,Electronic check,45,45,DSL,No,No,0,No +24,Month-to-month,Yes,Electronic check,96,2122.45,Fiber optic,Yes,No,0,Yes +1,Month-to-month,No,Bank transfer (automatic),20.05,20.05,No,No internet service,No internet service,0,Yes +54,Month-to-month,Yes,Electronic check,90.05,4931.8,Fiber optic,No,No,1,No +4,Two year,Yes,Credit card (automatic),25.3,116.95,No,No internet service,No internet service,0,No +65,Two year,No,Bank transfer (automatic),108.65,6937.95,Fiber optic,Yes,Yes,0,Yes +56,One year,No,Electronic check,24.3,1261.7,No,No internet service,No internet service,0,No +45,Month-to-month,Yes,Electronic check,75.95,3273.8,DSL,No,Yes,0,No +71,Two year,No,Credit card (automatic),19.7,1415.85,No,No internet service,No internet service,0,No +59,One year,No,Credit card (automatic),66.4,3958.2,DSL,No,Yes,0,No +69,One year,Yes,Bank transfer (automatic),35.75,2492.25,DSL,No,No,0,No +19,One year,No,Mailed check,18.8,279.2,No,No internet service,No internet service,0,No +55,Two year,No,Credit card (automatic),19.4,1083,No,No internet service,No internet service,0,No +38,One year,No,Mailed check,19.3,755.5,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Electronic check,45.55,402.6,DSL,No,No,0,Yes +47,Month-to-month,Yes,Credit card (automatic),67.45,3252,DSL,No,Yes,1,No +2,Month-to-month,Yes,Electronic check,35.1,68.75,DSL,No,No,0,Yes +1,Month-to-month,No,Credit card (automatic),46.2,46.2,DSL,No,No,0,Yes +1,Month-to-month,No,Electronic check,45.15,45.15,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,43.3,43.3,DSL,No,No,1,Yes +46,Two year,Yes,Mailed check,20.1,936.85,No,No internet service,No internet service,0,No +38,Month-to-month,Yes,Credit card (automatic),57.15,2250.65,DSL,No,Yes,1,Yes +65,Two year,No,Credit card (automatic),58.9,3857.1,DSL,Yes,Yes,0,No +19,Month-to-month,Yes,Electronic check,73.2,1441.1,Fiber optic,No,Yes,0,Yes +52,Month-to-month,Yes,Electronic check,85.35,4338.6,Fiber optic,No,No,0,Yes +71,Two year,No,Mailed check,19.45,1378.45,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,45.95,45.95,DSL,No,No,0,Yes +52,Month-to-month,Yes,Electronic check,50.5,2566.3,DSL,Yes,No,1,No +6,One year,No,Mailed check,25.1,171,No,No internet service,No internet service,0,No +26,One year,No,Mailed check,60.7,1597.4,DSL,No,No,1,No +48,One year,Yes,Electronic check,99,4744.35,Fiber optic,No,No,1,No +64,One year,Yes,Bank transfer (automatic),104.4,6721.6,Fiber optic,Yes,Yes,0,No +3,Month-to-month,No,Electronic check,83.75,247.25,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Bank transfer (automatic),44.05,44.05,DSL,No,No,0,No +72,Two year,No,Credit card (automatic),24.1,1734.65,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,45.55,45.55,DSL,No,No,0,No +51,Month-to-month,Yes,Electronic check,93.8,4539.35,Fiber optic,No,Yes,0,No +41,Two year,No,Bank transfer (automatic),19.7,804.25,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),70.65,5011.15,DSL,No,Yes,0,No +43,Two year,No,Credit card (automatic),86.45,3574.5,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),114.1,8086.4,Fiber optic,Yes,Yes,0,No +47,One year,Yes,Credit card (automatic),95.2,4563,Fiber optic,No,No,0,No +72,Two year,No,Credit card (automatic),88.55,6362.35,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Credit card (automatic),20.75,67.1,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,70.05,70.05,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Electronic check,86,165.45,Fiber optic,No,No,0,Yes +26,Month-to-month,Yes,Bank transfer (automatic),44.65,1156.55,DSL,No,Yes,0,No +29,Month-to-month,Yes,Mailed check,60.2,1834.15,DSL,No,Yes,0,No +35,Month-to-month,Yes,Bank transfer (automatic),100.5,3653.35,Fiber optic,Yes,Yes,1,Yes +27,One year,No,Bank transfer (automatic),55.45,1477.65,DSL,No,Yes,0,No +24,Month-to-month,Yes,Credit card (automatic),70.3,1706.45,DSL,Yes,Yes,0,No +67,Two year,Yes,Bank transfer (automatic),60.4,3953.7,DSL,Yes,Yes,0,No +16,Month-to-month,No,Electronic check,72.65,1194.3,Fiber optic,No,No,0,Yes +23,One year,No,Bank transfer (automatic),55.8,1327.85,DSL,No,No,0,No +14,Month-to-month,Yes,Mailed check,31.1,419.7,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,21,21,No,No internet service,No internet service,0,Yes +1,Month-to-month,No,Mailed check,45.1,45.1,DSL,No,No,1,Yes +4,Month-to-month,Yes,Credit card (automatic),50.95,207.35,DSL,No,No,1,No +16,Month-to-month,Yes,Electronic check,69.1,1083.7,DSL,No,Yes,0,No +46,Month-to-month,Yes,Electronic check,43.95,2007.85,DSL,No,No,0,No +68,Two year,Yes,Bank transfer (automatic),86.5,5882.75,DSL,Yes,Yes,0,No +38,Month-to-month,No,Electronic check,69.95,2657.55,DSL,Yes,Yes,0,No +30,Month-to-month,Yes,Bank transfer (automatic),50.4,1527.5,DSL,No,No,1,Yes +5,Month-to-month,No,Electronic check,78.95,378.4,Fiber optic,No,No,1,Yes +17,Month-to-month,Yes,Credit card (automatic),90.95,1612.2,Fiber optic,No,No,0,No +4,Two year,No,Mailed check,19.9,76.65,No,No internet service,No internet service,0,No +12,One year,No,Electronic check,20.15,260.7,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),90.6,6441.85,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,92,266.8,Fiber optic,No,No,0,No +56,Month-to-month,Yes,Electronic check,94.45,5124.6,Fiber optic,Yes,No,0,Yes +41,One year,Yes,Mailed check,24.85,962.25,No,No internet service,No internet service,0,No +40,One year,No,Credit card (automatic),36,1382.9,DSL,Yes,No,0,No +7,Month-to-month,Yes,Electronic check,78.5,571.05,DSL,Yes,Yes,0,No +69,Two year,No,Credit card (automatic),19.95,1399.35,No,No internet service,No internet service,0,No +7,One year,No,Mailed check,20.65,150,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,30.5,167.2,DSL,No,No,0,No +72,Two year,No,Credit card (automatic),106.1,7657.4,Fiber optic,Yes,Yes,0,No +44,One year,Yes,Bank transfer (automatic),20.5,865.05,No,No internet service,No internet service,0,No +65,One year,Yes,Electronic check,95.5,6153.85,Fiber optic,No,No,0,No +3,Month-to-month,No,Electronic check,64.6,174.2,DSL,Yes,No,0,No +24,Month-to-month,Yes,Credit card (automatic),51.1,1269.6,DSL,Yes,No,0,No +44,Month-to-month,Yes,Bank transfer (automatic),84.8,3862.55,Fiber optic,No,No,0,Yes +72,Two year,No,Credit card (automatic),89.1,6352.4,DSL,Yes,Yes,1,No +24,Month-to-month,No,Electronic check,54.95,1348.5,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,50.9,50.9,DSL,No,No,0,Yes +22,Month-to-month,Yes,Bank transfer (automatic),20.45,471.55,No,No internet service,No internet service,0,No +70,Two year,Yes,Credit card (automatic),85.95,5931.75,DSL,Yes,No,0,No +25,Month-to-month,No,Electronic check,60.35,1404.65,DSL,No,No,0,No +37,Two year,No,Bank transfer (automatic),19.8,726.1,No,No internet service,No internet service,0,No +22,Month-to-month,No,Bank transfer (automatic),85.35,1961.6,Fiber optic,No,No,1,No +59,Two year,Yes,Bank transfer (automatic),72.1,4194.85,DSL,Yes,No,0,No +49,Month-to-month,Yes,Electronic check,99.8,4872.45,Fiber optic,No,No,0,Yes +47,Month-to-month,Yes,Bank transfer (automatic),107.35,5118.95,Fiber optic,Yes,No,0,Yes +31,Month-to-month,Yes,Mailed check,19.55,658.95,No,No internet service,No internet service,0,Yes +1,Month-to-month,Yes,Electronic check,81.05,81.05,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Electronic check,20.5,76.95,No,No internet service,No internet service,0,No +53,One year,Yes,Bank transfer (automatic),111.8,5809.75,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,20.2,20.2,No,No internet service,No internet service,0,No +20,One year,Yes,Mailed check,19.7,415.9,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,79.1,246.5,Fiber optic,No,Yes,0,Yes +51,One year,Yes,Bank transfer (automatic),19.85,996.95,No,No internet service,No internet service,0,No +51,One year,Yes,Bank transfer (automatic),60.5,3145.15,DSL,Yes,Yes,0,No +13,Two year,No,Mailed check,19.55,265.3,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.9,20.9,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,21.05,21.05,No,No internet service,No internet service,0,No +63,One year,No,Electronic check,71.5,4576.3,DSL,Yes,Yes,0,No +3,Month-to-month,No,Mailed check,54.65,189.1,DSL,No,No,0,No +46,Two year,No,Credit card (automatic),19.2,908.15,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Credit card (automatic),49.8,49.8,DSL,No,No,0,No +8,Month-to-month,No,Mailed check,25.5,215.2,DSL,No,No,0,Yes +71,Two year,No,Bank transfer (automatic),20.5,1500.95,No,No internet service,No internet service,0,No +55,Month-to-month,Yes,Credit card (automatic),90.4,5099.15,Fiber optic,No,No,0,No +70,One year,Yes,Bank transfer (automatic),90.25,6385.95,Fiber optic,Yes,No,0,No +2,Month-to-month,No,Electronic check,80.75,159.45,Fiber optic,No,No,0,Yes +67,Two year,No,Bank transfer (automatic),104.6,6885.75,Fiber optic,Yes,Yes,0,No +65,Month-to-month,Yes,Bank transfer (automatic),91.85,5940.85,Fiber optic,No,No,0,Yes +14,Month-to-month,No,Credit card (automatic),50.2,668.85,DSL,No,No,0,No +20,Month-to-month,Yes,Bank transfer (automatic),95.5,1916.2,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,75.35,75.35,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,75.45,75.45,Fiber optic,No,No,0,Yes +49,Month-to-month,Yes,Bank transfer (automatic),95.4,4613.95,Fiber optic,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),101.3,7261.25,Fiber optic,No,Yes,0,No +46,Month-to-month,No,Electronic check,53.1,2459.8,DSL,No,Yes,0,No +24,Month-to-month,Yes,Bank transfer (automatic),84.85,2048.8,Fiber optic,No,No,0,No +5,Month-to-month,No,Electronic check,34.25,163.55,DSL,Yes,No,0,No +33,Month-to-month,No,Credit card (automatic),88.6,2888.7,Fiber optic,Yes,No,0,No +42,One year,Yes,Bank transfer (automatic),60.15,2421.6,DSL,No,Yes,0,No +23,One year,Yes,Credit card (automatic),99.95,2292.75,Fiber optic,No,Yes,0,No +8,Month-to-month,No,Bank transfer (automatic),70.7,553.4,Fiber optic,No,No,0,No +66,One year,Yes,Mailed check,54.8,3465.7,DSL,No,Yes,0,No +24,Month-to-month,Yes,Bank transfer (automatic),49.55,1210.4,DSL,No,Yes,0,Yes +24,Month-to-month,No,Credit card (automatic),54.8,1291.3,DSL,No,No,1,No +69,One year,Yes,Credit card (automatic),78.6,5356.45,DSL,Yes,Yes,0,Yes +53,One year,Yes,Mailed check,100.3,5200.8,Fiber optic,No,No,0,No +60,Two year,No,Electronic check,53.6,3237.05,DSL,No,Yes,0,No +7,Month-to-month,Yes,Electronic check,81.1,576.65,Fiber optic,No,No,0,Yes +20,One year,Yes,Credit card (automatic),19.35,433.75,No,No internet service,No internet service,0,No +23,Month-to-month,No,Electronic check,85.6,1868.4,Fiber optic,No,No,0,No +72,Two year,Yes,Electronic check,80.8,5728.55,DSL,Yes,Yes,0,No +11,Month-to-month,Yes,Electronic check,74.95,825.7,Fiber optic,No,No,0,Yes +21,Two year,No,Mailed check,19.6,390.4,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,93.55,93.55,Fiber optic,No,No,1,Yes +31,Month-to-month,Yes,Electronic check,90.7,2845.15,Fiber optic,No,No,1,No +57,Two year,No,Mailed check,69.75,3894.4,DSL,Yes,No,0,No +45,Two year,Yes,Bank transfer (automatic),20,886.4,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Electronic check,95.25,1021.55,Fiber optic,No,No,0,No +58,Month-to-month,Yes,Credit card (automatic),102.1,5885.4,Fiber optic,Yes,No,0,Yes +14,Month-to-month,No,Mailed check,19.95,268.4,No,No internet service,No internet service,0,No +27,One year,No,Mailed check,80.85,2204.35,DSL,Yes,Yes,0,No +14,Month-to-month,Yes,Bank transfer (automatic),90.9,1259,Fiber optic,No,No,0,Yes +12,Month-to-month,No,Mailed check,29.2,309.1,DSL,No,No,0,Yes +69,Two year,Yes,Bank transfer (automatic),93.3,6398.05,Fiber optic,Yes,No,0,No +25,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Fiber optic,No,No,0,Yes +58,One year,Yes,Electronic check,108.85,6287.25,Fiber optic,No,Yes,1,Yes +35,Two year,Yes,Credit card (automatic),46.35,1662.05,DSL,Yes,Yes,0,No +16,Month-to-month,Yes,Electronic check,84.75,1350.15,Fiber optic,No,No,1,Yes +45,One year,No,Credit card (automatic),78.75,3600.65,DSL,No,No,0,No +17,Month-to-month,Yes,Electronic check,83.55,1329.15,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,45.7,45.7,DSL,No,No,0,Yes +22,One year,No,Mailed check,19.6,422.5,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,69.95,69.95,Fiber optic,No,No,1,Yes +67,Two year,No,Mailed check,67.85,4627.65,DSL,Yes,Yes,0,No +67,Two year,Yes,Bank transfer (automatic),105.65,6717.9,Fiber optic,Yes,No,0,No +2,Month-to-month,No,Electronic check,44.6,97.1,DSL,No,No,0,Yes +23,Month-to-month,Yes,Electronic check,74.95,1710.45,Fiber optic,No,No,0,Yes +9,Month-to-month,No,Credit card (automatic),75.5,637.4,Fiber optic,No,No,1,No +5,Month-to-month,No,Mailed check,20.15,117.95,No,No internet service,No internet service,0,No +54,Two year,No,Credit card (automatic),45.2,2460.55,DSL,Yes,Yes,0,No +57,Two year,Yes,Electronic check,95.25,5464.65,Fiber optic,No,No,0,Yes +24,Month-to-month,Yes,Mailed check,89.85,2165.05,Fiber optic,No,No,0,Yes +49,One year,No,Mailed check,100.45,4941.8,Fiber optic,No,No,0,Yes +5,Month-to-month,No,Electronic check,47.15,223.15,DSL,No,No,0,Yes +2,Month-to-month,Yes,Electronic check,80.2,181.1,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Mailed check,87.1,341.45,Fiber optic,Yes,No,0,Yes +70,Two year,Yes,Bank transfer (automatic),79.25,5731.85,DSL,Yes,Yes,0,No +5,Month-to-month,Yes,Bank transfer (automatic),75.9,357.75,Fiber optic,No,No,0,Yes +53,Month-to-month,No,Electronic check,85.7,4616.1,DSL,Yes,Yes,0,No +47,Month-to-month,Yes,Electronic check,98.75,4533.7,Fiber optic,No,Yes,0,Yes +31,One year,No,Credit card (automatic),20.1,589.25,No,No internet service,No internet service,0,No +13,Month-to-month,No,Bank transfer (automatic),61.8,750.1,DSL,Yes,No,0,No +28,Month-to-month,No,Mailed check,49.9,1410.25,DSL,No,No,0,No +10,Month-to-month,No,Electronic check,86.45,830.85,Fiber optic,No,No,0,Yes +38,Two year,No,Bank transfer (automatic),20.4,743.5,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,45.3,45.3,DSL,No,No,0,Yes +67,One year,No,Electronic check,104.1,7040.85,Fiber optic,No,No,0,Yes +52,One year,Yes,Mailed check,75.4,3865.45,DSL,No,Yes,0,No +62,Two year,No,Mailed check,108.15,6825.65,Fiber optic,Yes,Yes,0,No +16,Month-to-month,Yes,Electronic check,86.25,1340.1,Fiber optic,No,No,0,No +5,Month-to-month,Yes,Electronic check,81,371.65,Fiber optic,No,No,1,Yes +12,One year,No,Electronic check,95.7,1184,Fiber optic,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),116.85,8477.7,Fiber optic,Yes,Yes,0,No +71,One year,No,Bank transfer (automatic),105.75,7382.85,Fiber optic,Yes,No,1,No +24,One year,No,Mailed check,20.15,456.85,No,No internet service,No internet service,0,No +15,Two year,No,Mailed check,19.6,331.6,No,No internet service,No internet service,0,No +67,One year,Yes,Credit card (automatic),90.6,6056.15,Fiber optic,No,Yes,0,Yes +2,Month-to-month,No,Bank transfer (automatic),60.95,134.6,DSL,No,Yes,0,No +5,Month-to-month,No,Mailed check,25.05,125.5,DSL,No,No,0,No +15,Month-to-month,No,Electronic check,88.15,1390.6,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,20.2,20.2,No,No internet service,No internet service,0,Yes +41,One year,Yes,Bank transfer (automatic),60.3,2511.3,DSL,No,Yes,0,No +43,Month-to-month,Yes,Electronic check,63.95,2737.05,DSL,No,Yes,0,No +1,Month-to-month,No,Electronic check,74.3,74.3,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Mailed check,70.6,70.6,Fiber optic,No,No,1,No +26,Month-to-month,Yes,Electronic check,90.8,2361.8,Fiber optic,No,No,0,Yes +22,Month-to-month,Yes,Electronic check,79.35,1730.35,Fiber optic,No,No,0,Yes +71,Two year,No,Bank transfer (automatic),90.55,6404,DSL,Yes,Yes,0,No +7,Two year,No,Mailed check,19.45,165.35,No,No internet service,No internet service,0,No +28,Month-to-month,No,Bank transfer (automatic),64.45,1867.6,DSL,Yes,No,1,No +16,Month-to-month,No,Electronic check,69.65,1043.3,Fiber optic,No,No,1,No +7,One year,No,Mailed check,19.5,128.6,No,No internet service,No internet service,0,No +69,Two year,Yes,Bank transfer (automatic),110.5,7455.45,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,24.7,24.7,DSL,No,No,0,No +3,Month-to-month,Yes,Electronic check,77.4,206.15,DSL,No,Yes,0,No +21,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Fiber optic,No,No,1,Yes +69,Month-to-month,Yes,Bank transfer (automatic),85.4,5869.4,Fiber optic,No,No,0,No +71,Two year,Yes,Bank transfer (automatic),47.6,3377.8,DSL,Yes,Yes,0,No +69,Two year,No,Mailed check,19.4,1346.2,No,No internet service,No internet service,0,No +48,Month-to-month,Yes,Electronic check,103.85,4946.05,Fiber optic,Yes,No,0,No +47,Month-to-month,Yes,Bank transfer (automatic),83.35,4065,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Electronic check,49.4,106.55,DSL,No,No,0,Yes +45,Month-to-month,Yes,Credit card (automatic),108.45,4964.7,Fiber optic,Yes,Yes,0,No +51,Month-to-month,No,Bank transfer (automatic),81,4085.75,Fiber optic,No,No,0,No +22,Month-to-month,Yes,Electronic check,79.2,1742.75,DSL,Yes,Yes,0,Yes +72,Two year,No,Bank transfer (automatic),86.65,6224.8,DSL,Yes,Yes,0,No +37,Month-to-month,Yes,Electronic check,92.95,3415.25,Fiber optic,No,No,0,No +71,Two year,No,Electronic check,90.35,6325.25,DSL,Yes,Yes,0,No +7,Month-to-month,No,Electronic check,48.7,340.25,DSL,No,No,0,Yes +66,Two year,Yes,Credit card (automatic),25.15,1683.6,No,No internet service,No internet service,0,No +51,One year,Yes,Bank transfer (automatic),76.4,3966.3,DSL,Yes,Yes,0,No +30,One year,No,Bank transfer (automatic),19.55,608.5,No,No internet service,No internet service,0,No +34,Month-to-month,No,Electronic check,85.35,2896.6,Fiber optic,No,No,0,No +64,Two year,Yes,Mailed check,24.8,1514.85,No,No internet service,No internet service,0,No +65,One year,Yes,Bank transfer (automatic),103.15,6792.45,Fiber optic,No,No,1,No +47,Month-to-month,No,Mailed check,100.75,4669.2,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,95.6,95.6,Fiber optic,No,Yes,0,Yes +49,Month-to-month,Yes,Credit card (automatic),59.75,2934.3,DSL,No,Yes,0,Yes +67,Two year,No,Credit card (automatic),94.1,6302.8,Fiber optic,Yes,No,0,No +39,One year,No,Bank transfer (automatic),19.35,779.2,No,No internet service,No internet service,0,No +14,Month-to-month,No,Mailed check,19.9,283.75,No,No internet service,No internet service,0,No +43,Month-to-month,Yes,Credit card (automatic),108.15,4600.7,Fiber optic,Yes,Yes,1,Yes +56,Month-to-month,Yes,Electronic check,101.05,5594,Fiber optic,No,No,1,No +14,One year,No,Credit card (automatic),59.1,772.85,DSL,Yes,No,0,No +1,Month-to-month,No,Electronic check,71.35,71.35,Fiber optic,No,No,0,Yes +16,One year,Yes,Mailed check,55.85,857.8,DSL,No,Yes,0,No +70,Month-to-month,Yes,Electronic check,106.05,7554.05,Fiber optic,No,Yes,0,No +72,Two year,Yes,Credit card (automatic),84.1,5981.65,DSL,No,Yes,1,No +23,Month-to-month,Yes,Credit card (automatic),75.3,1702.9,Fiber optic,No,No,0,No +21,Month-to-month,No,Mailed check,24.7,467.15,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,20.15,20.15,No,No internet service,No internet service,0,Yes +1,Month-to-month,No,Bank transfer (automatic),69.75,69.75,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Electronic check,93.2,2931,Fiber optic,No,No,1,Yes +17,Month-to-month,No,Electronic check,80.85,1400.85,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Electronic check,33.65,137.85,DSL,No,Yes,0,Yes +36,One year,No,Electronic check,55.8,1941.5,DSL,No,No,0,No +50,Two year,No,Credit card (automatic),39.7,1932.75,DSL,Yes,No,0,No +48,Month-to-month,Yes,Credit card (automatic),29.5,1423.05,DSL,Yes,No,0,No +50,Two year,No,Credit card (automatic),20.15,970.85,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),79.55,5810.9,DSL,Yes,Yes,0,No +10,Month-to-month,No,Credit card (automatic),24.8,223.9,No,No internet service,No internet service,0,No +18,Month-to-month,No,Mailed check,19.65,391.7,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,79.95,79.95,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,19.3,19.3,No,No internet service,No internet service,0,Yes +9,Month-to-month,Yes,Electronic check,94.05,811.65,Fiber optic,No,No,0,No +2,Month-to-month,No,Mailed check,90.75,174.75,Fiber optic,No,Yes,0,No +40,Month-to-month,Yes,Credit card (automatic),78.85,3126.85,Fiber optic,Yes,No,0,No +69,One year,No,Bank transfer (automatic),99.5,6841.45,Fiber optic,No,No,0,No +37,One year,Yes,Electronic check,99.2,3754.6,Fiber optic,Yes,Yes,0,Yes +18,Month-to-month,Yes,Credit card (automatic),80.55,1406.65,Fiber optic,No,No,0,No +11,Month-to-month,Yes,Electronic check,70.2,834.7,Fiber optic,No,No,1,No +8,Month-to-month,Yes,Credit card (automatic),85.2,627.4,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Electronic check,75.25,242,Fiber optic,No,No,0,Yes +55,One year,No,Credit card (automatic),59.45,3157,DSL,No,Yes,0,No +33,Month-to-month,Yes,Electronic check,93.35,3092,Fiber optic,No,No,0,No +46,Month-to-month,No,Bank transfer (automatic),44.95,2168.9,DSL,No,No,0,No +34,Two year,No,Bank transfer (automatic),26.1,980.35,No,No internet service,No internet service,0,No +3,Month-to-month,No,Electronic check,20.2,65.95,No,No internet service,No internet service,0,No +30,Two year,No,Mailed check,21.25,711.9,No,No internet service,No internet service,0,No +33,One year,No,Electronic check,59.4,1952.8,DSL,Yes,Yes,0,No +45,One year,Yes,Credit card (automatic),95,4368.85,Fiber optic,No,No,0,No +40,Month-to-month,Yes,Mailed check,61.9,2647.1,DSL,Yes,Yes,0,No +71,Two year,Yes,Electronic check,118.65,8477.6,Fiber optic,Yes,Yes,0,No +1,Month-to-month,No,Electronic check,54.35,54.35,DSL,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),64.45,4528,DSL,Yes,Yes,0,No +22,Month-to-month,Yes,Electronic check,80.15,1790.65,Fiber optic,No,No,0,No +46,One year,Yes,Bank transfer (automatic),20.2,845.6,No,No internet service,No internet service,0,No +55,Two year,No,Mailed check,21,1210.3,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.45,20.45,No,No internet service,No internet service,0,No +12,One year,Yes,Mailed check,75.85,854.45,DSL,Yes,No,0,No +31,Month-to-month,Yes,Electronic check,80.45,2429.1,Fiber optic,No,No,0,No +5,Month-to-month,Yes,Electronic check,24.95,100.4,DSL,No,No,0,Yes +67,Two year,Yes,Electronic check,75.5,5229.45,DSL,No,Yes,0,No +1,Month-to-month,No,Mailed check,44.45,44.45,DSL,No,No,0,No +40,One year,Yes,Electronic check,42.35,1716.45,DSL,No,Yes,0,Yes +41,Month-to-month,Yes,Credit card (automatic),74.55,3023.55,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,75.3,75.3,Fiber optic,No,No,0,Yes +51,One year,Yes,Electronic check,94.8,4837.6,Fiber optic,No,Yes,0,Yes +42,Two year,No,Credit card (automatic),48.15,2032.3,DSL,Yes,Yes,0,No +23,One year,No,Mailed check,19.65,436.9,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,70.55,70.55,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Mailed check,20.15,20.15,No,No internet service,No internet service,0,No +56,Month-to-month,Yes,Credit card (automatic),106.6,5893.95,Fiber optic,No,Yes,0,No +15,Month-to-month,Yes,Electronic check,91,1430.05,Fiber optic,No,No,0,No +12,Two year,Yes,Bank transfer (automatic),25.4,313,No,No internet service,No internet service,0,No +54,Two year,No,Bank transfer (automatic),69.95,3871.85,DSL,Yes,Yes,0,No +7,Month-to-month,Yes,Electronic check,66.85,458.1,DSL,No,No,0,No +33,Month-to-month,No,Credit card (automatic),86.15,2745.7,Fiber optic,No,No,0,Yes +16,Month-to-month,No,Electronic check,20.15,341.35,No,No internet service,No internet service,0,No +21,One year,No,Mailed check,64.85,1336.8,DSL,No,Yes,0,No +30,Two year,No,Electronic check,74.85,2181.75,DSL,No,No,1,No +3,Month-to-month,Yes,Mailed check,50.5,147.75,DSL,Yes,No,0,No +11,Month-to-month,No,Electronic check,72.9,818.45,Fiber optic,No,No,0,No +62,One year,Yes,Credit card (automatic),115.05,7133.45,Fiber optic,Yes,Yes,0,No +18,Month-to-month,No,Electronic check,19,348.8,No,No internet service,No internet service,0,No +6,Month-to-month,No,Mailed check,19.55,128.6,No,No internet service,No internet service,0,No +46,One year,Yes,Electronic check,101.1,4674.4,Fiber optic,No,No,0,No +21,Month-to-month,Yes,Electronic check,84.1,1737.45,Fiber optic,No,No,0,No +68,Two year,Yes,Bank transfer (automatic),24.15,1498.85,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,50.1,50.1,DSL,No,No,0,No +25,Month-to-month,Yes,Electronic check,74.6,1797.75,Fiber optic,No,No,0,No +24,Two year,No,Mailed check,19.75,498.1,No,No internet service,No internet service,0,No +30,Month-to-month,Yes,Electronic check,85,2624.25,Fiber optic,No,No,0,Yes +2,Month-to-month,No,Electronic check,80.55,184.1,Fiber optic,No,No,0,Yes +51,One year,Yes,Bank transfer (automatic),106.8,5498.8,Fiber optic,No,No,0,No +57,Two year,Yes,Electronic check,84.5,4845.4,DSL,Yes,Yes,0,No +15,Two year,No,Bank transfer (automatic),25.05,369.1,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),83.7,6096.9,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,75.8,160.75,Fiber optic,No,No,0,Yes +28,Month-to-month,No,Credit card (automatic),96.6,2684.35,Fiber optic,No,No,0,No +29,Month-to-month,Yes,Electronic check,98.5,3004.15,Fiber optic,No,No,1,Yes +70,Two year,Yes,Credit card (automatic),101.1,6994.8,Fiber optic,Yes,Yes,0,No +13,One year,No,Mailed check,20.2,273.25,No,No internet service,No internet service,0,No +59,One year,Yes,Electronic check,94.05,5483.9,Fiber optic,Yes,Yes,1,No +13,Month-to-month,Yes,Electronic check,95.25,1233.65,Fiber optic,No,No,1,Yes +7,Month-to-month,Yes,Mailed check,74.4,527.9,Fiber optic,No,No,1,Yes +62,Two year,No,Mailed check,81,4985.9,DSL,Yes,Yes,0,No +21,One year,Yes,Electronic check,60.25,1258.35,DSL,Yes,Yes,0,No +2,Month-to-month,No,Electronic check,60.85,111.4,DSL,No,No,0,No +1,Month-to-month,No,Credit card (automatic),43.95,43.95,DSL,No,No,0,No +4,Month-to-month,No,Electronic check,86.05,308.1,Fiber optic,No,No,0,No +19,One year,No,Credit card (automatic),20.25,383.65,No,No internet service,No internet service,0,No +30,Month-to-month,No,Electronic check,85.15,2555.9,Fiber optic,Yes,No,0,Yes +67,Two year,Yes,Credit card (automatic),19.4,1284.2,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),102.65,7550.3,Fiber optic,No,Yes,1,No +53,Two year,No,Credit card (automatic),19.9,1110.05,No,No internet service,No internet service,0,No +5,One year,No,Electronic check,19.55,99.6,No,No internet service,No internet service,0,No +71,Two year,Yes,Credit card (automatic),95.5,6707.15,Fiber optic,Yes,No,1,No +50,One year,Yes,Credit card (automatic),84.15,4164.4,DSL,Yes,No,0,No +56,Two year,Yes,Electronic check,103.2,5873.75,Fiber optic,Yes,No,0,No +2,Month-to-month,Yes,Credit card (automatic),50.2,109.25,DSL,Yes,No,0,No +2,Month-to-month,Yes,Electronic check,88.55,179.25,Fiber optic,No,No,1,Yes +24,Month-to-month,No,Electronic check,54.75,1338.15,DSL,No,Yes,0,Yes +46,Two year,No,Credit card (automatic),19.95,862.4,No,No internet service,No internet service,0,No +71,Two year,Yes,Electronic check,116.25,8564.75,Fiber optic,Yes,Yes,0,No +29,Month-to-month,Yes,Electronic check,31.2,926.2,DSL,Yes,No,0,No +69,Two year,No,Bank transfer (automatic),24.45,1718.2,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),84.2,5956.85,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,91.3,91.3,Fiber optic,No,No,1,Yes +56,Two year,Yes,Bank transfer (automatic),85.65,4824.45,DSL,Yes,Yes,1,No +56,One year,Yes,Mailed check,21.2,1238.65,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,79.5,79.5,Fiber optic,No,No,0,Yes +28,One year,No,Mailed check,25.55,672.2,No,No internet service,No internet service,0,No +19,Month-to-month,No,Mailed check,20.2,382.2,No,No internet service,No internet service,0,No +66,Month-to-month,No,Electronic check,63.85,4264.6,DSL,Yes,No,0,No +17,One year,Yes,Mailed check,61.95,1070.7,DSL,Yes,No,0,No +52,Two year,No,Mailed check,25.75,1345.85,No,No internet service,No internet service,0,No +19,One year,No,Electronic check,58.2,1045.25,DSL,No,No,0,No +36,One year,No,Bank transfer (automatic),85.85,3003.55,DSL,Yes,Yes,0,No +7,Month-to-month,Yes,Mailed check,70.1,467.55,Fiber optic,No,No,1,Yes +72,One year,Yes,Credit card (automatic),104.9,7537.5,Fiber optic,Yes,Yes,0,No +67,One year,Yes,Electronic check,111.3,7482.1,Fiber optic,No,Yes,0,Yes +34,One year,Yes,Electronic check,99.85,3343.15,Fiber optic,No,No,1,No +57,Month-to-month,Yes,Bank transfer (automatic),95.25,5427.05,Fiber optic,No,No,1,Yes +7,Month-to-month,Yes,Electronic check,86.25,587.1,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,100.8,100.8,Fiber optic,No,No,1,Yes +8,Month-to-month,Yes,Bank transfer (automatic),19.55,161.15,No,No internet service,No internet service,0,No +69,Two year,No,Electronic check,104,7028.5,Fiber optic,Yes,No,0,No +50,One year,Yes,Mailed check,104.4,5232.9,Fiber optic,No,Yes,0,No +10,One year,No,Mailed check,19.5,225.85,No,No internet service,No internet service,0,No +12,Two year,No,Credit card (automatic),25.25,274.7,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Electronic check,86.3,1180.95,Fiber optic,No,No,0,Yes +70,Two year,Yes,Bank transfer (automatic),49.85,3370.2,DSL,Yes,Yes,0,No +64,Month-to-month,Yes,Bank transfer (automatic),108.95,7111.3,Fiber optic,Yes,Yes,1,No +66,Two year,No,Credit card (automatic),89.9,5958.85,DSL,Yes,Yes,0,No +71,Two year,Yes,Credit card (automatic),82,5999.85,DSL,Yes,Yes,0,No +20,Month-to-month,No,Electronic check,89.95,1648.45,Fiber optic,No,No,1,No +72,Two year,Yes,Bank transfer (automatic),79.35,5753.25,DSL,Yes,Yes,0,No +71,Two year,No,Credit card (automatic),64.05,4492.9,DSL,Yes,Yes,0,No +38,Month-to-month,Yes,Credit card (automatic),101.15,3956.7,Fiber optic,No,No,0,No +28,Month-to-month,Yes,Electronic check,89.95,2625.55,Fiber optic,No,No,0,Yes +17,Month-to-month,Yes,Electronic check,76.45,1233.4,Fiber optic,No,No,1,Yes +33,One year,Yes,Electronic check,39.1,1309,DSL,No,No,0,No +23,Two year,No,Mailed check,34.6,813.45,DSL,Yes,Yes,0,No +58,One year,Yes,Electronic check,19.55,1108.8,No,No internet service,No internet service,0,No +70,Two year,Yes,Bank transfer (automatic),104.45,7349.35,Fiber optic,Yes,No,1,No +4,Month-to-month,No,Electronic check,70.5,294.2,Fiber optic,No,No,0,No +45,Two year,No,Mailed check,20.35,929.2,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Electronic check,70,740,Fiber optic,No,No,0,Yes +36,Two year,No,Credit card (automatic),19.45,754.5,No,No internet service,No internet service,0,No +54,Month-to-month,Yes,Mailed check,69.9,3883.3,DSL,Yes,Yes,0,No +23,Two year,No,Mailed check,59.7,1414.2,DSL,Yes,No,0,No +41,One year,Yes,Credit card (automatic),78.35,3211.2,DSL,No,Yes,0,No +5,Month-to-month,Yes,Mailed check,71.45,371.6,Fiber optic,No,No,1,No +27,One year,Yes,Credit card (automatic),45.85,1246.4,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,95.85,95.85,Fiber optic,Yes,No,0,No +67,Two year,No,Credit card (automatic),35.7,2545.7,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),89.55,6448.85,DSL,Yes,Yes,1,No +56,Two year,Yes,Credit card (automatic),24.95,1468.9,No,No internet service,No internet service,0,No +44,One year,No,Electronic check,24.85,1013.6,No,No internet service,No internet service,0,No +66,Month-to-month,Yes,Electronic check,100.8,6690.75,Fiber optic,No,No,1,No +34,One year,Yes,Mailed check,64.4,2088.75,DSL,Yes,Yes,0,Yes +69,Two year,No,Bank transfer (automatic),105.35,7240.65,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,102.45,102.45,Fiber optic,No,Yes,0,Yes +40,Two year,No,Credit card (automatic),19.65,830.25,No,No internet service,No internet service,0,No +30,Month-to-month,Yes,Bank transfer (automatic),54.45,1588.7,DSL,No,Yes,0,No +11,Month-to-month,No,Mailed check,70.5,829.3,DSL,Yes,No,0,No +15,One year,No,Credit card (automatic),20.1,302.45,No,No internet service,No internet service,0,No +11,Month-to-month,Yes,Electronic check,69.35,712.25,DSL,No,No,0,No +64,One year,No,Bank transfer (automatic),19.8,1336.65,No,No internet service,No internet service,0,No +72,Two year,No,Bank transfer (automatic),74.4,5360.75,DSL,Yes,Yes,1,No +72,Two year,Yes,Bank transfer (automatic),93.05,6735.05,Fiber optic,Yes,Yes,1,No +1,Month-to-month,No,Mailed check,51.2,51.2,DSL,No,Yes,0,No +15,One year,No,Credit card (automatic),65.6,1010,DSL,Yes,Yes,0,No +60,One year,No,Credit card (automatic),80.55,4847.05,DSL,Yes,No,0,No +56,One year,No,Mailed check,52.7,3019.7,DSL,No,Yes,0,No +8,Two year,No,Mailed check,20.85,161.65,No,No internet service,No internet service,0,No +3,Month-to-month,No,Credit card (automatic),80.1,217.55,Fiber optic,Yes,No,0,Yes +49,Month-to-month,Yes,Credit card (automatic),52.15,2583.75,DSL,No,No,0,No +2,Month-to-month,Yes,Electronic check,80.2,146.05,Fiber optic,No,No,0,Yes +6,Month-to-month,Yes,Bank transfer (automatic),98.15,567.45,Fiber optic,Yes,Yes,0,Yes +70,Two year,Yes,Bank transfer (automatic),114.95,7711.25,Fiber optic,Yes,Yes,0,No +12,Month-to-month,Yes,Mailed check,112.95,1384.75,Fiber optic,Yes,No,0,Yes +52,One year,Yes,Bank transfer (automatic),104.45,5481.25,Fiber optic,Yes,Yes,1,No +72,Two year,Yes,Credit card (automatic),113.65,8124.2,Fiber optic,Yes,Yes,0,No +40,Two year,Yes,Bank transfer (automatic),20.6,827.3,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,70.9,70.9,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,86.85,220.95,Fiber optic,No,No,1,Yes +40,Month-to-month,Yes,Electronic check,91.55,3673.6,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Electronic check,49.85,49.85,DSL,No,No,0,No +30,One year,No,Credit card (automatic),19.8,576.65,No,No internet service,No internet service,0,No +23,Month-to-month,Yes,Electronic check,99.85,2331.3,Fiber optic,Yes,Yes,0,Yes +1,Month-to-month,Yes,Electronic check,74.5,74.5,Fiber optic,No,No,0,Yes +44,Month-to-month,No,Electronic check,104.15,4495.65,Fiber optic,Yes,No,1,No +65,Month-to-month,Yes,Electronic check,109.15,6941.2,Fiber optic,Yes,No,0,Yes +7,Month-to-month,Yes,Electronic check,48.2,340.35,DSL,No,Yes,1,No +72,Two year,Yes,Credit card (automatic),25.1,1789.9,No,No internet service,No internet service,1,No +8,Month-to-month,Yes,Credit card (automatic),100.15,908.55,Fiber optic,Yes,No,1,No +16,Month-to-month,Yes,Credit card (automatic),65.2,1043.35,DSL,No,No,0,Yes +66,Month-to-month,Yes,Credit card (automatic),99.5,6822.15,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Mailed check,71.55,71.55,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Mailed check,55.9,157.55,DSL,No,Yes,0,No +53,Month-to-month,No,Electronic check,93.9,5029.2,Fiber optic,No,Yes,0,Yes +8,Month-to-month,Yes,Credit card (automatic),64.4,581.7,DSL,Yes,No,1,No +69,Two year,Yes,Bank transfer (automatic),108.4,7318.2,Fiber optic,Yes,No,1,Yes +5,Month-to-month,Yes,Mailed check,85.3,420.45,Fiber optic,No,No,0,No +72,Two year,No,Mailed check,107.45,7576.7,Fiber optic,Yes,Yes,0,No +13,Month-to-month,Yes,Bank transfer (automatic),48.75,633.4,DSL,No,No,0,Yes +4,Month-to-month,Yes,Electronic check,85.65,321.65,Fiber optic,No,No,0,Yes +54,Two year,No,Credit card (automatic),91.3,4965,DSL,Yes,Yes,0,No +72,Two year,No,Bank transfer (automatic),85.95,6151.9,DSL,Yes,No,0,No +12,Month-to-month,Yes,Electronic check,106.7,1253.9,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,25.15,25.15,DSL,No,No,0,Yes +1,Month-to-month,No,Electronic check,45.2,45.2,DSL,No,No,1,No +54,One year,No,Electronic check,110.35,5893.15,Fiber optic,Yes,No,0,Yes +69,Two year,Yes,Credit card (automatic),79.2,5420.65,Fiber optic,No,No,0,No +48,Two year,No,Credit card (automatic),55.5,2627.35,DSL,No,Yes,0,No +48,One year,Yes,Credit card (automatic),103.25,5037.55,Fiber optic,No,Yes,0,Yes +8,Month-to-month,Yes,Electronic check,90.25,743.75,Fiber optic,Yes,No,0,No +71,Two year,Yes,Mailed check,91.25,6589.6,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,47.8,92.45,DSL,No,Yes,0,Yes +67,One year,Yes,Credit card (automatic),100.9,6733.15,Fiber optic,No,Yes,0,No +34,Month-to-month,Yes,Bank transfer (automatic),97.7,3410,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Electronic check,69.85,199.85,Fiber optic,No,No,0,No +9,One year,Yes,Mailed check,65.6,593.3,DSL,Yes,No,0,No +71,One year,Yes,Bank transfer (automatic),104.65,7288.4,Fiber optic,No,Yes,0,No +57,Two year,Yes,Credit card (automatic),90.45,5229.8,Fiber optic,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),63.7,4464.8,DSL,Yes,Yes,0,No +48,Month-to-month,Yes,Electronic check,104.5,5068.05,Fiber optic,Yes,Yes,1,No +18,One year,No,Mailed check,20.1,401.85,No,No internet service,No internet service,0,No +43,One year,Yes,Credit card (automatic),104.3,4451.85,Fiber optic,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),93.25,6688.95,DSL,Yes,Yes,0,No +35,One year,Yes,Bank transfer (automatic),73.45,2661.1,DSL,Yes,No,0,No +4,Month-to-month,No,Mailed check,20.7,73.05,No,No internet service,No internet service,0,No +49,Two year,No,Mailed check,25.25,1211.65,No,No internet service,No internet service,0,No +71,Two year,No,Bank transfer (automatic),100.5,7030.65,Fiber optic,No,Yes,0,No +11,Month-to-month,No,Electronic check,90.6,1020.2,Fiber optic,No,No,0,No +63,Two year,Yes,Credit card (automatic),89.4,5597.65,DSL,Yes,Yes,0,No +65,Month-to-month,Yes,Bank transfer (automatic),95.45,6223.3,Fiber optic,No,No,1,No +49,Two year,No,Credit card (automatic),20.45,1024.65,No,No internet service,No internet service,0,No +29,Month-to-month,Yes,Credit card (automatic),98.6,2933.2,Fiber optic,No,No,0,Yes +15,Month-to-month,Yes,Electronic check,83.05,1258.3,Fiber optic,Yes,No,1,Yes +4,Month-to-month,Yes,Electronic check,19.95,82.9,No,No internet service,No internet service,0,No +72,One year,No,Credit card (automatic),109.15,7789.6,Fiber optic,Yes,No,0,No +26,Month-to-month,Yes,Credit card (automatic),85.7,2067,Fiber optic,No,No,1,No +35,Month-to-month,No,Bank transfer (automatic),102.05,3452.55,Fiber optic,No,No,1,No +57,One year,No,Electronic check,94.7,5468.95,Fiber optic,Yes,No,0,No +28,Month-to-month,No,Electronic check,64.4,1802.15,DSL,No,No,0,No +25,One year,Yes,Mailed check,26.8,733.55,No,No internet service,No internet service,0,No +47,One year,Yes,Credit card (automatic),66.05,3021.45,DSL,No,Yes,0,No +57,Month-to-month,No,Bank transfer (automatic),65.2,3687.85,DSL,Yes,Yes,0,No +16,Month-to-month,Yes,Credit card (automatic),85.05,1391.15,Fiber optic,No,No,1,No +5,Month-to-month,Yes,Mailed check,55.8,274.35,DSL,No,Yes,0,No +17,Month-to-month,Yes,Bank transfer (automatic),70.4,1214.05,Fiber optic,No,No,0,Yes +56,One year,Yes,Bank transfer (automatic),104.75,5510.65,Fiber optic,No,No,1,Yes +72,Two year,No,Bank transfer (automatic),19.95,1322.85,No,No internet service,No internet service,0,No +21,Month-to-month,Yes,Electronic check,94.25,1973.75,Fiber optic,No,No,1,Yes +48,One year,No,Credit card (automatic),45,2196.3,DSL,No,Yes,0,No +68,Two year,No,Bank transfer (automatic),114.9,7843.55,Fiber optic,Yes,Yes,0,No +30,Month-to-month,No,Bank transfer (automatic),106.4,3211.9,Fiber optic,Yes,Yes,0,No +3,Month-to-month,Yes,Mailed check,46.1,130.15,DSL,No,No,0,No +14,Two year,No,Mailed check,39.7,692.35,DSL,Yes,Yes,1,No +4,Month-to-month,Yes,Bank transfer (automatic),20.05,85.5,No,No internet service,No internet service,0,No +71,Two year,Yes,Credit card (automatic),95.75,6849.4,Fiber optic,No,No,0,No +8,One year,No,Mailed check,24.4,203.95,No,No internet service,No internet service,0,No +61,Month-to-month,No,Bank transfer (automatic),33.6,2117.2,DSL,No,Yes,0,No +72,Two year,No,Bank transfer (automatic),90.45,6565.85,Fiber optic,Yes,No,0,No +5,Month-to-month,Yes,Electronic check,84,424.75,Fiber optic,No,No,0,No +49,Two year,No,Bank transfer (automatic),67.4,3306.85,DSL,Yes,Yes,0,No +8,Month-to-month,Yes,Bank transfer (automatic),19.7,168.9,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,80.35,253.8,Fiber optic,No,No,0,No +9,Two year,No,Mailed check,19.6,197.4,No,No internet service,No internet service,0,No +67,Two year,Yes,Bank transfer (automatic),54.2,3838.2,DSL,No,Yes,0,No +46,Month-to-month,Yes,Credit card (automatic),45.2,2065.15,DSL,No,No,0,No +67,One year,No,Mailed check,75.1,5064.45,DSL,No,Yes,0,No +55,One year,No,Electronic check,19.7,1140.05,No,No internet service,No internet service,0,No +33,Month-to-month,Yes,Bank transfer (automatic),72.75,2447.45,DSL,No,Yes,0,No +62,Two year,No,Credit card (automatic),20.05,1263.9,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,45.95,45.95,DSL,No,No,0,Yes +49,Month-to-month,Yes,Electronic check,39.2,1838.15,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,44.75,44.75,DSL,No,No,0,No +14,Month-to-month,Yes,Electronic check,82.65,1185,Fiber optic,No,No,0,No +18,Month-to-month,No,Bank transfer (automatic),93.9,1743.9,Fiber optic,Yes,No,1,No +1,Month-to-month,Yes,Electronic check,70.15,70.15,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Credit card (automatic),85.55,85.55,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),117.15,8529.5,Fiber optic,Yes,Yes,0,No +64,Two year,No,Credit card (automatic),99.25,6549.45,Fiber optic,Yes,Yes,0,No +69,Two year,Yes,Bank transfer (automatic),112.55,7806.5,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,25.7,25.7,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),90.3,6287.3,DSL,Yes,Yes,0,No +66,One year,Yes,Credit card (automatic),49.4,3251.85,DSL,Yes,No,0,No +2,Month-to-month,No,Mailed check,19.4,50.6,No,No internet service,No internet service,0,No +71,Two year,Yes,Bank transfer (automatic),109.7,7904.25,Fiber optic,Yes,Yes,1,No +11,One year,Yes,Electronic check,61.25,729.95,DSL,No,No,0,No +47,Month-to-month,Yes,Electronic check,55.3,2654.05,DSL,No,Yes,0,No +35,Month-to-month,Yes,Electronic check,70.3,2416.55,Fiber optic,No,No,0,Yes +32,Month-to-month,No,Bank transfer (automatic),106.35,3520.75,Fiber optic,No,No,1,Yes +60,Month-to-month,Yes,Bank transfer (automatic),103.75,5969.95,Fiber optic,Yes,No,0,No +11,One year,No,Mailed check,19.5,226.8,No,No internet service,No internet service,0,No +29,One year,No,Credit card (automatic),39.5,1082.75,DSL,Yes,Yes,0,No +21,Month-to-month,Yes,Electronic check,26.05,565.75,DSL,No,No,0,No +48,Month-to-month,Yes,Credit card (automatic),91.05,4370.75,Fiber optic,No,No,1,No +3,Month-to-month,No,Mailed check,29.65,90.05,DSL,No,No,0,No +43,Month-to-month,No,Mailed check,50.2,2169.4,DSL,No,No,0,No +5,Month-to-month,No,Electronic check,105.3,550.6,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,55.45,55.45,DSL,No,No,0,No +71,One year,No,Electronic check,85.45,6300.85,DSL,Yes,Yes,0,No +8,One year,No,Electronic check,19.8,160.05,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Electronic check,59.25,436.6,DSL,No,No,0,No +20,Month-to-month,Yes,Credit card (automatic),90.7,1781.35,Fiber optic,No,No,0,No +33,One year,Yes,Mailed check,103.7,3467,Fiber optic,No,Yes,0,Yes +71,One year,Yes,Credit card (automatic),79.05,5552.5,Fiber optic,No,No,0,No +31,One year,Yes,Electronic check,90.7,2835.5,Fiber optic,No,No,1,No +38,One year,No,Credit card (automatic),95,3591.25,Fiber optic,No,Yes,1,No +1,Month-to-month,Yes,Electronic check,88.35,88.35,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Mailed check,30.25,63.75,DSL,No,No,0,No +12,Month-to-month,Yes,Bank transfer (automatic),49.85,617.15,DSL,No,No,0,No +9,Month-to-month,No,Bank transfer (automatic),93,870.25,Fiber optic,Yes,Yes,0,No +11,Month-to-month,Yes,Electronic check,54.55,601.25,DSL,Yes,No,1,No +6,Month-to-month,No,Mailed check,19.7,111.65,No,No internet service,No internet service,0,No +71,One year,Yes,Bank transfer (automatic),84.8,6046.1,DSL,Yes,Yes,0,No +42,One year,Yes,Credit card (automatic),94.45,3923.8,Fiber optic,No,Yes,0,No +8,Month-to-month,Yes,Electronic check,94.2,777.3,Fiber optic,No,No,0,Yes +5,Month-to-month,Yes,Electronic check,96.25,512.45,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Electronic check,70.7,141.45,Fiber optic,No,No,0,Yes +45,Two year,No,Mailed check,20.85,892.15,No,No internet service,No internet service,0,No +28,One year,Yes,Credit card (automatic),60,1682.05,DSL,Yes,No,0,No +43,Month-to-month,No,Electronic check,80.45,3398.9,Fiber optic,No,No,0,No +60,Two year,Yes,Electronic check,84.95,4984.85,DSL,Yes,Yes,0,No +42,One year,No,Mailed check,33.55,1445.3,DSL,Yes,No,0,Yes +7,Two year,No,Credit card (automatic),49.65,305.55,DSL,Yes,Yes,0,No +25,One year,Yes,Bank transfer (automatic),20.2,507.9,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Credit card (automatic),94.55,3640.45,Fiber optic,No,No,1,Yes +27,One year,Yes,Bank transfer (automatic),100.5,2673.45,Fiber optic,No,No,0,No +10,Month-to-month,No,Electronic check,35.75,389.8,DSL,Yes,No,0,No +27,Month-to-month,Yes,Bank transfer (automatic),86.45,2401.05,Fiber optic,No,No,1,No +11,One year,No,Bank transfer (automatic),53.8,651.55,DSL,Yes,No,0,No +4,Month-to-month,No,Credit card (automatic),38.55,156.1,DSL,No,Yes,0,No +68,Month-to-month,Yes,Bank transfer (automatic),39.9,2796.35,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,70.05,70.05,Fiber optic,No,No,1,No +18,One year,No,Mailed check,20.1,407.05,No,No internet service,No internet service,0,No +57,Two year,Yes,Bank transfer (automatic),112.95,6465,Fiber optic,No,Yes,0,Yes +26,Month-to-month,Yes,Electronic check,20.3,511.25,No,No internet service,No internet service,0,No +17,Month-to-month,Yes,Credit card (automatic),35.65,646.05,DSL,No,No,0,No +1,Month-to-month,No,Electronic check,35.9,35.9,DSL,No,No,0,Yes +38,Month-to-month,Yes,Bank transfer (automatic),99.25,3777.15,Fiber optic,No,No,0,Yes +59,One year,Yes,Credit card (automatic),82.95,4903.15,Fiber optic,No,Yes,1,No +30,Two year,Yes,Mailed check,55.65,1653.85,DSL,No,Yes,0,No +2,Month-to-month,Yes,Mailed check,24.45,47.5,DSL,No,No,1,Yes +50,One year,No,Electronic check,25.2,1306.3,No,No internet service,No internet service,1,No +9,One year,No,Mailed check,50.8,463.6,DSL,Yes,Yes,0,No +3,Month-to-month,No,Mailed check,19.65,60.65,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Credit card (automatic),59.8,824.85,DSL,No,No,0,No +31,Month-to-month,Yes,Credit card (automatic),73.55,2094.65,Fiber optic,No,Yes,1,No +7,Month-to-month,No,Electronic check,61.4,438.9,DSL,No,Yes,0,No +8,Month-to-month,Yes,Bank transfer (automatic),103.35,847.3,Fiber optic,Yes,Yes,0,Yes +17,One year,No,Bank transfer (automatic),19.9,329.75,No,No internet service,No internet service,0,No +32,Month-to-month,Yes,Credit card (automatic),19.45,674.55,No,No internet service,No internet service,0,No +2,Month-to-month,No,Mailed check,81.5,162.55,Fiber optic,No,No,1,No +7,Month-to-month,Yes,Electronic check,84.8,546.95,Fiber optic,No,No,1,Yes +72,Two year,No,Credit card (automatic),109.55,7887.25,Fiber optic,No,Yes,0,No +31,Month-to-month,Yes,Electronic check,99.95,3186.65,Fiber optic,No,No,1,Yes +27,Month-to-month,No,Mailed check,74.4,1972.35,Fiber optic,No,Yes,0,No +18,Month-to-month,Yes,Credit card (automatic),90,1527.35,Fiber optic,No,No,0,Yes +7,Month-to-month,Yes,Electronic check,74.9,490.55,Fiber optic,No,No,0,No +14,Month-to-month,Yes,Electronic check,104.85,1531.4,Fiber optic,No,No,1,Yes +11,Month-to-month,Yes,Bank transfer (automatic),59.65,683.25,DSL,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),110.45,8058.85,Fiber optic,Yes,Yes,0,No +28,One year,No,Electronic check,106.1,2847.4,Fiber optic,No,Yes,0,Yes +15,Month-to-month,Yes,Credit card (automatic),74.2,1133.9,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Electronic check,74.45,294.45,Fiber optic,No,No,1,No +71,Two year,No,Electronic check,24.55,1719.15,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,89.35,461.7,Fiber optic,Yes,No,0,Yes +47,Two year,No,Mailed check,24.55,1160.45,No,No internet service,No internet service,0,No +57,One year,Yes,Electronic check,90.65,5199.8,Fiber optic,No,No,1,No +50,Two year,Yes,Credit card (automatic),105.05,5163.3,Fiber optic,No,Yes,1,No +8,Month-to-month,Yes,Credit card (automatic),20.45,162.3,No,No internet service,No internet service,0,No +48,Two year,No,Mailed check,19.55,883.35,No,No internet service,No internet service,0,No +70,One year,No,Bank transfer (automatic),19.7,1341.5,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Bank transfer (automatic),70.45,70.45,DSL,Yes,Yes,0,No +8,Month-to-month,Yes,Bank transfer (automatic),85.65,659.45,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,77.15,77.15,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Bank transfer (automatic),35.25,35.25,DSL,No,No,0,Yes +60,Two year,No,Mailed check,20.55,1205.05,No,No internet service,No internet service,0,No +49,One year,Yes,Electronic check,97.95,4917.9,Fiber optic,Yes,No,0,No +4,Month-to-month,Yes,Electronic check,48.55,201,DSL,No,No,0,Yes +29,One year,No,Mailed check,20,599.3,No,No internet service,No internet service,0,No +67,Two year,Yes,Credit card (automatic),25.25,1733.15,No,No internet service,No internet service,0,No +53,Month-to-month,Yes,Credit card (automatic),98.4,5149.5,Fiber optic,No,No,0,Yes +67,Two year,No,Credit card (automatic),70.9,4677.1,DSL,Yes,Yes,0,No +6,Month-to-month,No,Mailed check,19.85,119.3,No,No internet service,No internet service,0,No +47,Month-to-month,Yes,Electronic check,106.35,4849.1,Fiber optic,No,No,0,No +53,Two year,No,Mailed check,99.5,5424.25,Fiber optic,Yes,Yes,0,No +69,Two year,Yes,Mailed check,84.7,5878.9,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Mailed check,86.05,244.85,Fiber optic,No,Yes,0,No +4,Month-to-month,No,Mailed check,44.55,220.75,DSL,No,No,0,No +56,Two year,Yes,Credit card (automatic),75.85,4261.2,DSL,Yes,Yes,0,No +59,Month-to-month,Yes,Bank transfer (automatic),93.85,5574.75,Fiber optic,No,No,1,Yes +61,Two year,No,Bank transfer (automatic),25,1501.75,No,No internet service,No internet service,1,No +2,Month-to-month,Yes,Electronic check,45,89.75,DSL,No,No,0,No +46,Month-to-month,Yes,Electronic check,100.7,4541.2,Fiber optic,No,Yes,1,Yes +12,Month-to-month,No,Mailed check,20.5,255.5,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Electronic check,80.45,1072,Fiber optic,No,No,0,Yes +28,One year,Yes,Electronic check,90.45,2509.25,Fiber optic,Yes,No,0,No +24,Month-to-month,No,Bank transfer (automatic),60.45,1440.75,DSL,Yes,Yes,0,No +31,Month-to-month,Yes,Electronic check,55.25,1715.65,DSL,Yes,No,0,Yes +68,One year,Yes,Electronic check,78.45,5333.35,DSL,Yes,Yes,0,No +39,Two year,No,Mailed check,100.55,3895.35,Fiber optic,Yes,No,0,No +42,Month-to-month,No,Credit card (automatic),20.35,869.9,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Electronic check,54.45,706.85,DSL,Yes,Yes,0,Yes +6,Month-to-month,Yes,Electronic check,90.75,512.25,Fiber optic,No,No,0,No +35,Month-to-month,No,Credit card (automatic),75.35,2636.05,Fiber optic,No,No,0,Yes +38,One year,Yes,Credit card (automatic),20.25,814.75,No,No internet service,No internet service,0,No +18,Two year,No,Credit card (automatic),20.05,388.6,No,No internet service,No internet service,0,No +4,Month-to-month,No,Mailed check,19.6,93.45,No,No internet service,No internet service,0,No +27,Month-to-month,Yes,Electronic check,53.8,1389.85,DSL,Yes,No,0,No +41,One year,No,Mailed check,70.2,2894.55,DSL,No,Yes,0,No +50,One year,No,Electronic check,75.5,4025.6,DSL,Yes,Yes,0,No +72,Two year,No,Electronic check,20.35,1354.4,No,No internet service,No internet service,0,No +70,One year,No,Credit card (automatic),26.05,1856.4,No,No internet service,No internet service,0,No +44,One year,No,Bank transfer (automatic),20.6,926,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,75.7,189.2,Fiber optic,No,Yes,0,Yes +34,One year,Yes,Bank transfer (automatic),20.1,682.1,No,No internet service,No internet service,0,No +72,Two year,No,Bank transfer (automatic),24.3,1778.7,No,No internet service,No internet service,1,No +71,Two year,Yes,Electronic check,24.5,1816.2,No,No internet service,No internet service,0,No +64,Two year,Yes,Credit card (automatic),110.5,7069.25,Fiber optic,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),25.25,1841.2,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,74.25,74.25,Fiber optic,No,No,0,Yes +29,One year,No,Bank transfer (automatic),90.1,2656.7,Fiber optic,No,Yes,1,No +23,One year,Yes,Bank transfer (automatic),68.75,1689.45,DSL,Yes,Yes,0,No +52,Two year,No,Mailed check,19.2,1054.75,No,No internet service,No internet service,0,No +25,Month-to-month,Yes,Electronic check,89.7,2187.55,Fiber optic,No,No,1,Yes +64,Two year,Yes,Bank transfer (automatic),115.1,7334.05,Fiber optic,Yes,Yes,0,No +16,Month-to-month,Yes,Electronic check,96.4,1581.2,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Bank transfer (automatic),69.5,69.5,Fiber optic,No,No,1,Yes +24,Month-to-month,Yes,Bank transfer (automatic),99.65,2404.85,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,91.45,171.45,Fiber optic,No,No,0,No +34,Two year,No,Mailed check,84.75,2839.45,DSL,Yes,Yes,0,No +36,Month-to-month,Yes,Credit card (automatic),85.25,3132.75,Fiber optic,No,No,1,Yes +53,One year,Yes,Mailed check,78.75,3942.45,DSL,Yes,No,0,No +47,Two year,No,Credit card (automatic),20.25,873.4,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),19.9,1529.65,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),97.75,6991.6,Fiber optic,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,19.4,19.4,No,No internet service,No internet service,0,Yes +9,Month-to-month,Yes,Electronic check,83.3,803.3,Fiber optic,No,No,0,Yes +8,Month-to-month,Yes,Bank transfer (automatic),80.1,679.3,Fiber optic,No,No,0,Yes +45,One year,No,Credit card (automatic),62.7,2791.5,DSL,No,Yes,1,Yes +7,Month-to-month,Yes,Electronic check,100.4,715,Fiber optic,Yes,No,0,No +71,Two year,Yes,Credit card (automatic),24.45,1681.6,No,No internet service,No internet service,0,No +41,One year,Yes,Bank transfer (automatic),101.1,4016.2,Fiber optic,Yes,No,1,No +67,Two year,No,Credit card (automatic),50.9,3281.65,DSL,No,Yes,0,No +69,One year,Yes,Credit card (automatic),107.2,7317.1,Fiber optic,Yes,Yes,0,No +70,Two year,Yes,Bank transfer (automatic),92.2,6474.45,DSL,Yes,Yes,1,No +25,One year,No,Bank transfer (automatic),25.3,676.35,No,No internet service,No internet service,0,Yes +72,Two year,No,Bank transfer (automatic),113.4,8164.1,Fiber optic,Yes,Yes,0,No +34,Two year,Yes,Electronic check,40.55,1325.85,DSL,Yes,No,0,No +65,Two year,No,Credit card (automatic),26,1654.85,No,No internet service,No internet service,0,No +70,Two year,Yes,Credit card (automatic),111.95,7795.95,Fiber optic,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),53.8,3952.45,DSL,No,Yes,0,No +35,One year,Yes,Mailed check,72.1,2495.15,DSL,Yes,No,0,No +13,Month-to-month,No,Mailed check,98.15,1230.25,Fiber optic,No,Yes,0,Yes +12,One year,No,Electronic check,78.85,876.75,DSL,No,Yes,0,No +62,One year,Yes,Bank transfer (automatic),70.75,4263.45,DSL,Yes,Yes,0,No +25,Month-to-month,Yes,Credit card (automatic),76.15,1992.95,DSL,Yes,Yes,0,No +52,Two year,No,Mailed check,39.1,1982.1,DSL,Yes,Yes,0,No +8,Month-to-month,Yes,Credit card (automatic),69.95,562.7,Fiber optic,No,No,1,No +2,Month-to-month,No,Mailed check,20.05,33.7,No,No internet service,No internet service,0,No +56,Two year,No,Mailed check,20.05,1090.1,No,No internet service,No internet service,0,No +12,Month-to-month,No,Bank transfer (automatic),19.45,227.45,No,No internet service,No internet service,0,No +47,One year,No,Electronic check,26.9,1250.85,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,19.2,37.2,No,No internet service,No internet service,1,No +18,Month-to-month,Yes,Mailed check,50,892.7,DSL,No,No,0,No +8,Month-to-month,Yes,Electronic check,60,487.75,DSL,No,Yes,0,No +45,Month-to-month,Yes,Mailed check,84.55,3713.95,Fiber optic,No,Yes,0,No +3,Month-to-month,No,Mailed check,45.45,141.7,DSL,No,No,0,No +38,One year,No,Mailed check,20.05,678.2,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,115.55,8425.3,Fiber optic,Yes,Yes,0,No +46,Month-to-month,Yes,Electronic check,93.7,4154.8,Fiber optic,No,Yes,0,Yes +71,Two year,Yes,Credit card (automatic),99,7061.65,Fiber optic,No,Yes,0,No +66,Two year,No,Bank transfer (automatic),50.55,3364.55,DSL,Yes,No,0,No +25,Month-to-month,No,Mailed check,105.95,2655.25,Fiber optic,No,No,1,Yes +18,One year,Yes,Credit card (automatic),82,1425.45,DSL,Yes,No,0,Yes +13,Two year,Yes,Bank transfer (automatic),25,332.5,No,No internet service,No internet service,0,No +65,Two year,No,Bank transfer (automatic),91.55,5963.95,DSL,Yes,Yes,0,No +60,Month-to-month,Yes,Electronic check,95.75,5742.9,Fiber optic,No,No,0,Yes +15,Two year,No,Mailed check,19.35,278.85,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),24.85,1871.85,No,No internet service,No internet service,0,No +30,Month-to-month,Yes,Credit card (automatic),94.05,2866.45,Fiber optic,No,No,0,Yes +42,Two year,Yes,Electronic check,100.4,4303.65,Fiber optic,Yes,No,0,No +71,Two year,No,Bank transfer (automatic),25,1753,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,54.75,54.75,DSL,No,No,0,Yes +39,Month-to-month,Yes,Bank transfer (automatic),95.65,3759.05,Fiber optic,No,No,1,Yes +35,Month-to-month,No,Bank transfer (automatic),19.25,617.65,No,No internet service,No internet service,0,No +53,Month-to-month,Yes,Bank transfer (automatic),108.25,5935.1,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,94.6,94.6,Fiber optic,No,No,0,Yes +31,Month-to-month,Yes,Electronic check,98.9,2911.3,Fiber optic,Yes,No,1,Yes +48,Two year,No,Credit card (automatic),20.15,982.95,No,No internet service,No internet service,0,No +30,Month-to-month,Yes,Electronic check,101.3,2974.5,Fiber optic,Yes,No,1,No +10,Month-to-month,No,Credit card (automatic),20,198.7,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,105.3,1275.65,Fiber optic,No,No,0,No +57,Two year,No,Bank transfer (automatic),69.85,4003,DSL,Yes,Yes,1,No +58,Month-to-month,Yes,Credit card (automatic),65.25,3791.6,DSL,No,Yes,0,No +37,Two year,No,Mailed check,19.8,813.3,No,No internet service,No internet service,0,No +44,Month-to-month,No,Mailed check,19.6,780.25,No,No internet service,No internet service,0,No +27,One year,No,Credit card (automatic),20.05,552.9,No,No internet service,No internet service,0,No +8,Month-to-month,No,Electronic check,49.4,408.25,DSL,Yes,No,0,No +3,Month-to-month,Yes,Electronic check,76.05,231.8,Fiber optic,No,No,1,Yes +25,Month-to-month,No,Bank transfer (automatic),88.4,2191.15,Fiber optic,No,No,1,No +57,Month-to-month,Yes,Electronic check,100.6,5611.7,Fiber optic,No,No,0,No +12,Month-to-month,No,Mailed check,19.45,246.25,No,No internet service,No internet service,0,No +62,Two year,No,Bank transfer (automatic),20.3,1296.15,No,No internet service,No internet service,0,No +65,Two year,Yes,Bank transfer (automatic),107.65,7082.85,Fiber optic,Yes,No,0,No +71,Two year,Yes,Bank transfer (automatic),80.45,5662.25,DSL,Yes,No,0,No +21,One year,Yes,Credit card (automatic),58.85,1215.45,DSL,No,No,0,No +71,One year,Yes,Electronic check,109.6,7854.15,Fiber optic,No,Yes,0,No +7,Month-to-month,Yes,Electronic check,75.15,525,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),73,5265.2,DSL,Yes,Yes,0,No +1,Month-to-month,No,Electronic check,70.1,70.1,Fiber optic,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),98.65,7129.45,Fiber optic,Yes,No,0,No +64,One year,Yes,Electronic check,111.45,7266.95,Fiber optic,Yes,No,0,No +72,Two year,Yes,Electronic check,114.9,8496.7,Fiber optic,Yes,Yes,0,No +29,Month-to-month,No,Bank transfer (automatic),100.55,2878.75,Fiber optic,No,No,0,No +13,Two year,Yes,Mailed check,20.4,261.3,No,No internet service,No internet service,0,No +31,Month-to-month,No,Electronic check,104.35,3205.6,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.75,69.75,Fiber optic,No,No,1,Yes +7,Month-to-month,Yes,Electronic check,34.5,279.25,DSL,Yes,Yes,0,Yes +61,Month-to-month,Yes,Electronic check,105.55,6281.45,Fiber optic,No,No,0,Yes +39,Month-to-month,No,Credit card (automatic),30.1,1131.3,DSL,No,No,0,Yes +10,Month-to-month,Yes,Electronic check,70.3,738.2,Fiber optic,No,No,0,Yes +14,Month-to-month,No,Credit card (automatic),80.45,1137.05,DSL,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,80.2,80.2,Fiber optic,No,No,0,Yes +67,One year,Yes,Credit card (automatic),94.35,6341.45,Fiber optic,Yes,Yes,0,Yes +72,Two year,Yes,Bank transfer (automatic),91.35,6697.2,DSL,Yes,Yes,0,No +6,Month-to-month,Yes,Bank transfer (automatic),44.6,260.8,DSL,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,19.6,19.6,No,No internet service,No internet service,0,Yes +25,One year,No,Electronic check,19.9,505.45,No,No internet service,No internet service,0,No +33,Month-to-month,Yes,Electronic check,110.45,3655.45,Fiber optic,Yes,No,1,Yes +18,Month-to-month,Yes,Electronic check,68.35,1299.8,DSL,Yes,Yes,0,No +71,Two year,Yes,Credit card (automatic),79.1,5564.85,DSL,Yes,No,0,No +28,One year,Yes,Electronic check,51,1381.8,DSL,No,No,1,No +2,Month-to-month,No,Credit card (automatic),80.55,188.1,Fiber optic,No,Yes,0,No +17,Month-to-month,Yes,Mailed check,66.7,1077.05,DSL,Yes,No,0,No +56,Month-to-month,Yes,Electronic check,86.4,4922.4,Fiber optic,No,Yes,0,No +60,One year,No,Electronic check,50.05,2911.5,DSL,No,Yes,0,No +33,Two year,No,Credit card (automatic),25.7,826.1,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,83.4,83.4,Fiber optic,Yes,Yes,0,No +2,Month-to-month,No,Credit card (automatic),70.7,140.7,Fiber optic,No,No,0,Yes +63,Two year,Yes,Credit card (automatic),84.65,5377.8,Fiber optic,Yes,Yes,0,No +7,Month-to-month,Yes,Electronic check,99.25,665.45,Fiber optic,No,No,1,Yes +55,Two year,Yes,Mailed check,64.75,3617.1,DSL,No,No,0,No +65,One year,Yes,Bank transfer (automatic),100.15,6643.5,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,84.8,84.8,Fiber optic,Yes,No,0,Yes +63,Two year,No,Mailed check,25.25,1559.3,No,No internet service,No internet service,0,No +70,Two year,Yes,Credit card (automatic),113,7987.6,Fiber optic,Yes,Yes,1,No +36,Two year,No,Credit card (automatic),40.65,1547.35,DSL,Yes,Yes,0,No +52,One year,Yes,Bank transfer (automatic),105,5426.85,Fiber optic,Yes,No,0,Yes +22,Month-to-month,Yes,Electronic check,54.45,1127.35,DSL,No,Yes,0,Yes +22,Month-to-month,Yes,Bank transfer (automatic),94.95,2142.8,Fiber optic,Yes,No,0,No +5,Month-to-month,No,Credit card (automatic),59.9,287.85,DSL,Yes,Yes,1,No +47,Month-to-month,Yes,Electronic check,85.3,4045.65,Fiber optic,No,No,0,Yes +33,Month-to-month,Yes,Electronic check,83.35,2757.85,Fiber optic,No,No,0,Yes +18,Month-to-month,Yes,Credit card (automatic),33.5,600,DSL,No,No,0,Yes +1,Month-to-month,No,Credit card (automatic),19.8,19.8,No,No internet service,No internet service,0,No +56,Two year,Yes,Credit card (automatic),81.8,4534.45,DSL,Yes,No,0,No +2,Month-to-month,Yes,Mailed check,20,40.9,No,No internet service,No internet service,0,No +35,Month-to-month,Yes,Electronic check,59.6,2094.9,DSL,No,Yes,0,No +64,Two year,No,Credit card (automatic),25,1584.8,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Credit card (automatic),84.35,1302.65,Fiber optic,No,Yes,0,No +24,Month-to-month,Yes,Electronic check,90.35,2238.5,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,55.55,55.55,DSL,No,No,0,No +70,Two year,No,Credit card (automatic),75.35,5437.75,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,90.75,90.75,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Mailed check,89.6,365.65,Fiber optic,No,No,0,Yes +39,One year,No,Electronic check,59.3,2209.15,DSL,Yes,No,0,No +29,Month-to-month,Yes,Electronic check,66.1,1912.15,DSL,No,Yes,0,No +14,Two year,No,Mailed check,18.8,255.55,No,No internet service,No internet service,0,No +61,Two year,No,Credit card (automatic),86.45,5175.3,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Credit card (automatic),52.1,670.65,DSL,No,Yes,0,No +66,Two year,Yes,Mailed check,47.4,3177.25,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,49.25,90.35,DSL,No,No,0,Yes +59,One year,Yes,Credit card (automatic),109.15,6557.75,Fiber optic,No,Yes,0,No +62,One year,Yes,Credit card (automatic),94.95,5791.85,Fiber optic,No,Yes,0,No +33,One year,Yes,Electronic check,93.55,3055.5,Fiber optic,Yes,Yes,1,No +66,Two year,Yes,Credit card (automatic),79.5,5196.1,DSL,Yes,No,0,No +72,Two year,No,Credit card (automatic),115.05,8405,Fiber optic,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,19.75,19.75,No,No internet service,No internet service,0,Yes +19,Month-to-month,Yes,Electronic check,95.15,1789.25,Fiber optic,No,Yes,0,Yes +51,One year,Yes,Mailed check,95.15,5000.05,Fiber optic,Yes,Yes,0,No +63,Month-to-month,No,Electronic check,105.4,6713.2,Fiber optic,Yes,No,0,No +27,One year,No,Bank transfer (automatic),20.1,562.6,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Bank transfer (automatic),101.35,2317.1,Fiber optic,No,Yes,0,Yes +4,Month-to-month,No,Mailed check,20.05,91.45,No,No internet service,No internet service,1,No +42,Two year,No,Mailed check,20.7,828.85,No,No internet service,No internet service,0,No +29,One year,No,Mailed check,20.35,617.35,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Credit card (automatic),70.05,266.9,Fiber optic,No,No,0,Yes +30,One year,No,Mailed check,19.7,625.05,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,74.65,301.4,Fiber optic,No,No,0,Yes +71,Two year,No,Bank transfer (automatic),85.45,6029.9,DSL,Yes,Yes,0,No +46,Two year,No,Credit card (automatic),40.4,1842.7,DSL,Yes,Yes,0,No +4,Month-to-month,No,Mailed check,50.4,206.6,DSL,No,No,0,Yes +7,Month-to-month,Yes,Mailed check,79.65,604.7,Fiber optic,No,Yes,0,Yes +69,One year,Yes,Bank transfer (automatic),105.2,7386.05,Fiber optic,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),100.65,7334.05,Fiber optic,No,Yes,0,No +19,Month-to-month,Yes,Electronic check,79.85,1471.75,Fiber optic,No,No,1,Yes +28,Month-to-month,No,Electronic check,91,2626.15,Fiber optic,Yes,No,0,No +5,Month-to-month,Yes,Electronic check,78.75,412.1,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),116.75,8277.05,Fiber optic,Yes,Yes,1,No +8,Month-to-month,Yes,Credit card (automatic),80.45,583.45,Fiber optic,No,No,1,Yes +7,One year,Yes,Electronic check,59.1,369.25,DSL,No,Yes,0,No +22,Month-to-month,Yes,Electronic check,49.8,1049.05,DSL,No,Yes,0,No +72,Two year,No,Bank transfer (automatic),19.3,1414.8,No,No internet service,No internet service,0,No +8,Month-to-month,No,Credit card (automatic),19.65,169.75,No,No internet service,No internet service,0,No +52,One year,Yes,Credit card (automatic),81.4,4354.45,DSL,Yes,Yes,0,No +68,Two year,No,Mailed check,38.9,2719.2,DSL,Yes,Yes,0,No +71,Two year,No,Bank transfer (automatic),87.95,6365.35,DSL,Yes,Yes,0,No +2,Month-to-month,No,Mailed check,19.85,51.6,No,No internet service,No internet service,0,No +34,Month-to-month,Yes,Electronic check,96.35,3190.25,Fiber optic,Yes,No,1,No +35,Month-to-month,No,Electronic check,24.15,812.5,DSL,No,No,0,No +61,One year,No,Credit card (automatic),19.1,1143.8,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,44,44,DSL,No,No,0,No +1,Month-to-month,Yes,Mailed check,50.1,50.1,DSL,No,No,0,Yes +53,One year,No,Credit card (automatic),60.6,3297,DSL,No,No,0,No +72,Two year,No,Bank transfer (automatic),25.65,1887,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,76.4,151.8,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,98.7,293.65,Fiber optic,Yes,No,0,Yes +13,Month-to-month,Yes,Electronic check,100.8,1308.1,Fiber optic,No,Yes,1,Yes +41,Month-to-month,Yes,Electronic check,53.95,2215.4,DSL,No,No,1,No +24,One year,No,Credit card (automatic),20.4,482.8,No,No internet service,No internet service,0,No +28,One year,Yes,Bank transfer (automatic),90.1,2598.95,Fiber optic,No,No,0,Yes +8,Month-to-month,No,Mailed check,29.35,216.45,DSL,No,Yes,0,No +1,Month-to-month,Yes,Mailed check,20.45,20.45,No,No internet service,No internet service,0,No +54,Two year,Yes,Bank transfer (automatic),95.1,5064.85,Fiber optic,Yes,No,0,No +41,Month-to-month,Yes,Bank transfer (automatic),25.25,996.45,No,No internet service,No internet service,0,No +19,Month-to-month,No,Mailed check,44.9,839.65,DSL,No,No,0,No +72,Two year,No,Bank transfer (automatic),92.65,6733,DSL,Yes,Yes,0,No +62,Two year,Yes,Bank transfer (automatic),43.7,2618.3,DSL,Yes,Yes,0,No +56,Two year,Yes,Credit card (automatic),72.6,4084.35,DSL,Yes,Yes,1,No +15,Month-to-month,No,Electronic check,51.55,765.5,DSL,No,No,0,Yes +10,Month-to-month,Yes,Electronic check,79.25,793.55,Fiber optic,No,No,1,Yes +32,Two year,No,Mailed check,18.95,613.95,No,No internet service,No internet service,0,No +21,Month-to-month,No,Credit card (automatic),20.5,402.85,No,No internet service,No internet service,0,No +62,One year,No,Bank transfer (automatic),19.95,1244.8,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,24.5,46.4,DSL,No,No,0,No +27,Two year,No,Mailed check,20.6,581.85,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Bank transfer (automatic),94.85,462.8,Fiber optic,No,No,0,Yes +25,One year,No,Electronic check,61.05,1540.2,DSL,No,Yes,0,No +2,Month-to-month,Yes,Electronic check,85.7,169.8,Fiber optic,No,No,0,Yes +49,One year,Yes,Bank transfer (automatic),106.65,5168.1,Fiber optic,Yes,No,0,No +63,Month-to-month,No,Credit card (automatic),108.25,6780.1,Fiber optic,No,Yes,0,No +4,Month-to-month,No,Credit card (automatic),20.4,94.5,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,55.3,55.3,DSL,No,No,0,No +11,Month-to-month,No,Mailed check,20.25,208,No,No internet service,No internet service,0,No +52,Month-to-month,Yes,Bank transfer (automatic),72.95,3829.75,Fiber optic,No,No,1,No +60,Month-to-month,No,Electronic check,89.45,5294.6,Fiber optic,No,No,1,No +64,One year,Yes,Credit card (automatic),104.65,6889.8,Fiber optic,Yes,No,0,No +43,Two year,No,Bank transfer (automatic),75.2,3254.35,DSL,No,Yes,0,No +61,One year,No,Bank transfer (automatic),101.15,6383.9,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,44.4,44.4,DSL,No,No,0,Yes +5,Month-to-month,Yes,Electronic check,89.5,477.7,Fiber optic,No,No,1,Yes +66,Two year,No,Bank transfer (automatic),68.75,4447.55,DSL,Yes,Yes,0,No +67,Two year,Yes,Electronic check,111.05,7321.05,Fiber optic,Yes,Yes,0,No +42,Two year,Yes,Credit card (automatic),99,4135,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,86.05,86.05,Fiber optic,No,No,1,Yes +31,Two year,No,Mailed check,21,697.7,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Mailed check,19.4,168.65,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,44.55,174.3,DSL,No,No,0,Yes +34,One year,No,Bank transfer (automatic),77.2,2753.8,DSL,No,No,0,No +3,One year,Yes,Mailed check,19.45,69.25,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Mailed check,24.85,434.8,DSL,No,No,0,No +31,Month-to-month,No,Bank transfer (automatic),35.4,1077.5,DSL,Yes,Yes,0,Yes +1,Month-to-month,No,Mailed check,95.65,95.65,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Mailed check,41.35,107.25,DSL,Yes,Yes,0,No +46,Month-to-month,No,Electronic check,19.6,851.2,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.95,20.95,No,No internet service,No internet service,0,Yes +69,One year,No,Bank transfer (automatic),84.45,5848.6,Fiber optic,No,Yes,0,No +5,Month-to-month,No,Mailed check,20.25,109.8,No,No internet service,No internet service,0,No +1,Month-to-month,No,Bank transfer (automatic),19.65,19.65,No,No internet service,No internet service,0,No +26,One year,Yes,Credit card (automatic),20.65,595.5,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Electronic check,34.7,329.8,DSL,No,No,1,Yes +25,Two year,No,Bank transfer (automatic),99.3,2513.5,Fiber optic,Yes,No,0,No +64,Month-to-month,No,Electronic check,81.05,5135.35,Fiber optic,No,Yes,0,No +30,Month-to-month,No,Electronic check,67.6,2000.2,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Electronic check,70.15,931.75,Fiber optic,No,No,0,No +64,One year,Yes,Electronic check,115,7396.15,Fiber optic,Yes,Yes,0,No +46,Month-to-month,Yes,Bank transfer (automatic),84.8,3958.85,Fiber optic,Yes,No,0,No +12,One year,No,Mailed check,19.7,260.9,No,No internet service,No internet service,0,No +15,Month-to-month,No,Bank transfer (automatic),19.75,297.3,No,No internet service,No internet service,0,Yes +17,Month-to-month,Yes,Electronic check,92.55,1515.1,Fiber optic,No,No,0,Yes +13,Month-to-month,Yes,Mailed check,63.15,816.8,DSL,No,Yes,0,No +67,Two year,No,Credit card (automatic),74,4868.4,DSL,Yes,Yes,0,No +24,Month-to-month,No,Electronic check,29.1,688,DSL,No,No,0,No +6,Month-to-month,No,Mailed check,50.05,288.35,DSL,Yes,No,0,No +53,One year,Yes,Electronic check,60.05,3229.65,DSL,Yes,Yes,1,Yes +16,Month-to-month,Yes,Credit card (automatic),74.3,1178.25,Fiber optic,No,No,1,Yes +10,Month-to-month,No,Electronic check,20,185.4,No,No internet service,No internet service,0,No +13,One year,Yes,Mailed check,74.65,966.25,Fiber optic,No,No,0,No +9,Month-to-month,Yes,Electronic check,85.35,758.6,Fiber optic,No,No,0,Yes +25,One year,No,Mailed check,74.3,1863.8,DSL,Yes,Yes,0,Yes +7,Month-to-month,Yes,Electronic check,44.4,265.8,DSL,Yes,No,1,No +38,Two year,Yes,Bank transfer (automatic),85.4,3297,DSL,Yes,Yes,0,No +43,Month-to-month,Yes,Electronic check,94.1,4107.3,Fiber optic,No,Yes,0,No +4,Month-to-month,Yes,Bank transfer (automatic),98.1,396.3,Fiber optic,Yes,No,0,Yes +25,Two year,No,Electronic check,108.9,2809.05,Fiber optic,Yes,No,0,No +27,One year,No,Mailed check,56.2,1567.55,DSL,No,Yes,0,No +72,Two year,No,Mailed check,26.1,1851.45,No,No internet service,No internet service,0,No +71,One year,Yes,Credit card (automatic),85.45,6028.95,Fiber optic,No,Yes,0,No +24,Month-to-month,Yes,Credit card (automatic),88.95,2072.75,Fiber optic,No,No,0,No +50,Two year,Yes,Electronic check,109.65,5551.15,Fiber optic,Yes,Yes,0,Yes +57,Two year,Yes,Bank transfer (automatic),74.35,4317.35,DSL,No,Yes,0,No +15,Month-to-month,No,Electronic check,48.85,736.8,DSL,No,No,0,No +4,Month-to-month,Yes,Electronic check,80.1,336.15,Fiber optic,No,Yes,0,No +28,Month-to-month,No,Electronic check,56.05,1522.65,DSL,No,Yes,0,No +9,Month-to-month,Yes,Electronic check,74.55,622.9,Fiber optic,No,No,1,Yes +55,Month-to-month,Yes,Bank transfer (automatic),89.8,4959.6,Fiber optic,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,100.95,329.95,Fiber optic,No,No,0,Yes +10,Month-to-month,Yes,Electronic check,94.9,1048.85,Fiber optic,No,No,0,Yes +55,One year,No,Bank transfer (automatic),19.1,1001.5,No,No internet service,No internet service,0,No +20,Month-to-month,No,Mailed check,20.35,442.6,No,No internet service,No internet service,0,No +62,One year,Yes,Credit card (automatic),106.05,6703.5,Fiber optic,Yes,No,0,No +32,Month-to-month,Yes,Electronic check,104.9,3351.55,Fiber optic,Yes,No,1,Yes +43,Two year,Yes,Bank transfer (automatic),19.65,779.25,No,No internet service,No internet service,0,No +9,One year,No,Bank transfer (automatic),24.1,259.8,DSL,No,No,0,Yes +60,Two year,No,Bank transfer (automatic),59.85,3483.45,DSL,Yes,Yes,0,No +58,Two year,Yes,Electronic check,86.1,4890.5,DSL,No,Yes,0,No +7,One year,No,Mailed check,19.45,136.75,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,97.1,184.15,Fiber optic,No,Yes,0,No +37,Month-to-month,No,Electronic check,36.65,1315,DSL,No,No,1,No +65,One year,Yes,Bank transfer (automatic),103.9,6767.1,Fiber optic,Yes,No,1,No +39,Two year,No,Mailed check,19.75,757.95,No,No internet service,No internet service,0,No +66,One year,Yes,Electronic check,104.05,6890,Fiber optic,Yes,No,0,Yes +68,Two year,No,Mailed check,24.55,1657.4,No,No internet service,No internet service,0,No +62,Two year,No,Bank transfer (automatic),48.7,3008.55,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Mailed check,88.35,262.05,Fiber optic,Yes,No,0,Yes +72,Two year,Yes,Electronic check,109.55,8165.1,Fiber optic,No,Yes,0,No +41,Two year,No,Credit card (automatic),20.65,875.55,No,No internet service,No internet service,0,No +29,Month-to-month,No,Credit card (automatic),94.65,2649.15,Fiber optic,No,Yes,0,Yes +4,Month-to-month,No,Electronic check,55.2,220.65,DSL,No,Yes,0,No +53,One year,No,Bank transfer (automatic),24.05,1301.9,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,74.4,74.4,Fiber optic,No,No,1,Yes +41,Month-to-month,No,Credit card (automatic),79.9,3326.2,DSL,Yes,Yes,0,Yes +39,Two year,Yes,Bank transfer (automatic),20.45,790,No,No internet service,No internet service,0,No +63,Two year,No,Mailed check,19.25,1237.65,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Electronic check,26.35,378.6,No,No internet service,No internet service,0,No +13,One year,No,Electronic check,43.8,592.65,DSL,No,No,0,No +1,Month-to-month,Yes,Mailed check,50.15,50.15,DSL,No,No,0,No +1,Two year,No,Mailed check,20.45,20.45,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Electronic check,69.7,560.85,Fiber optic,No,No,1,Yes +60,Two year,No,Electronic check,61.4,3638.25,DSL,No,Yes,0,No +12,Month-to-month,Yes,Electronic check,98.1,1060.2,Fiber optic,No,No,1,Yes +40,One year,No,Credit card (automatic),70.75,2921.75,DSL,Yes,No,0,No +66,Two year,Yes,Bank transfer (automatic),61.15,4017.45,DSL,No,Yes,0,No +42,One year,No,Mailed check,20.25,854.9,No,No internet service,No internet service,0,No +66,One year,Yes,Credit card (automatic),63.85,4174.35,DSL,Yes,Yes,1,No +49,Month-to-month,No,Electronic check,98.7,4920.55,Fiber optic,No,No,0,No +1,Month-to-month,No,Mailed check,20.5,20.5,No,No internet service,No internet service,0,Yes +41,Two year,No,Mailed check,20,810.3,No,No internet service,No internet service,0,No +41,Two year,No,Bank transfer (automatic),19.3,772.4,No,No internet service,No internet service,0,No +23,Month-to-month,No,Mailed check,84.4,1936.85,Fiber optic,Yes,Yes,0,No +3,Month-to-month,No,Electronic check,25.1,79.8,DSL,No,No,0,No +4,Month-to-month,No,Mailed check,48.25,202.25,DSL,Yes,Yes,0,No +52,Two year,No,Mailed check,19.85,1070.5,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,99.6,347.65,Fiber optic,No,Yes,1,Yes +11,Month-to-month,Yes,Electronic check,94.2,999.9,Fiber optic,Yes,No,0,No +2,Month-to-month,Yes,Mailed check,62.15,113.1,DSL,No,Yes,0,No +26,Month-to-month,No,Bank transfer (automatic),79.3,2015.8,Fiber optic,No,No,0,No +24,One year,Yes,Credit card (automatic),56.25,1454.25,DSL,No,Yes,0,No +12,Month-to-month,No,Mailed check,20.3,246.7,No,No internet service,No internet service,0,No +60,Month-to-month,Yes,Electronic check,99,6017.9,Fiber optic,Yes,No,1,No +64,Two year,Yes,Mailed check,90.6,5817.45,DSL,Yes,Yes,0,No +66,Two year,Yes,Bank transfer (automatic),85.9,5595.3,DSL,Yes,Yes,0,No +60,One year,Yes,Bank transfer (automatic),79.2,4765,Fiber optic,No,No,0,No +17,One year,Yes,Bank transfer (automatic),70.35,1201.65,DSL,No,Yes,0,No +42,Two year,No,Mailed check,19.35,867.3,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,50.15,50.15,DSL,No,No,0,No +47,Two year,No,Bank transfer (automatic),63.8,3007.25,DSL,Yes,No,0,No +10,Month-to-month,Yes,Mailed check,20.55,252.75,No,No internet service,No internet service,0,No +70,Two year,Yes,Credit card (automatic),88.55,6306.5,DSL,Yes,Yes,1,No +67,Month-to-month,Yes,Credit card (automatic),101.4,6841.05,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Electronic check,81.95,81.95,Fiber optic,No,No,0,Yes +7,Month-to-month,Yes,Electronic check,69.35,451.1,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,44.6,44.6,DSL,No,No,0,No +4,Month-to-month,Yes,Bank transfer (automatic),63.75,226.2,DSL,Yes,No,0,No +66,Two year,No,Bank transfer (automatic),109.25,7082.5,Fiber optic,No,Yes,0,No +12,Month-to-month,Yes,Electronic check,84.6,1017.35,Fiber optic,No,No,0,No +24,One year,No,Credit card (automatic),20.45,527.35,No,No internet service,No internet service,0,No +26,Month-to-month,Yes,Electronic check,85.75,2146.5,Fiber optic,No,No,0,No +6,Month-to-month,Yes,Electronic check,91.1,455.3,Fiber optic,No,No,0,Yes +57,Two year,No,Electronic check,107.95,5969.85,Fiber optic,Yes,No,0,No +14,Month-to-month,Yes,Electronic check,86.1,1235.55,Fiber optic,No,No,0,Yes +42,Two year,No,Electronic check,22.95,1014.25,No,No internet service,No internet service,0,No +25,Month-to-month,Yes,Bank transfer (automatic),94.7,2362.1,Fiber optic,No,No,0,Yes +64,Two year,No,Credit card (automatic),19.45,1225.65,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Electronic check,85.1,1873.7,Fiber optic,No,No,0,Yes +19,One year,Yes,Credit card (automatic),19.7,386.5,No,No internet service,No internet service,0,No +61,Month-to-month,Yes,Electronic check,99.15,6010.05,Fiber optic,No,No,0,Yes +22,Month-to-month,Yes,Bank transfer (automatic),87,1850.65,Fiber optic,No,No,0,No +70,Month-to-month,Yes,Electronic check,102.95,7101.5,Fiber optic,No,No,1,Yes +12,Month-to-month,Yes,Bank transfer (automatic),79.95,1043.4,Fiber optic,No,No,0,No +31,One year,Yes,Electronic check,64,1910.75,DSL,Yes,Yes,0,No +11,Month-to-month,Yes,Electronic check,64.9,716.1,DSL,No,No,0,No +68,Two year,No,Mailed check,25.75,1686.15,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),90.15,6716.45,DSL,Yes,Yes,1,No +67,Two year,Yes,Credit card (automatic),116.1,7839.85,Fiber optic,Yes,Yes,1,No +60,Month-to-month,Yes,Bank transfer (automatic),104.95,6236.75,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,45.05,45.05,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,71,71,Fiber optic,No,No,1,Yes +58,One year,No,Mailed check,50,2919.85,DSL,No,Yes,0,No +47,Month-to-month,No,Bank transfer (automatic),70.55,3309.25,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Electronic check,79.7,79.7,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,20.45,20.45,No,No internet service,No internet service,0,No +22,Month-to-month,No,Electronic check,59,1254.7,DSL,No,Yes,0,Yes +48,One year,Yes,Credit card (automatic),60.35,2896.4,DSL,Yes,Yes,0,Yes +37,One year,Yes,Bank transfer (automatic),19.85,717.5,No,No internet service,No internet service,0,No +13,One year,Yes,Electronic check,19.95,253.8,No,No internet service,No internet service,0,No +43,Two year,No,Bank transfer (automatic),26.45,1110.05,No,No internet service,No internet service,0,No +6,Two year,Yes,Mailed check,63.4,348.8,DSL,Yes,Yes,0,No +71,Two year,No,Bank transfer (automatic),53.95,3888.65,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.25,69.25,Fiber optic,No,No,1,Yes +72,Two year,Yes,Electronic check,95.1,6843.15,Fiber optic,No,Yes,0,No +6,Month-to-month,Yes,Electronic check,74.1,450.9,Fiber optic,No,Yes,1,No +12,Month-to-month,No,Mailed check,35.5,432.25,DSL,Yes,No,0,No +25,Month-to-month,No,Mailed check,70.95,1767.35,Fiber optic,No,No,0,Yes +21,One year,No,Electronic check,79.2,1742.45,Fiber optic,Yes,No,0,No +6,Month-to-month,Yes,Mailed check,48.8,297.35,DSL,Yes,No,0,No +20,Month-to-month,Yes,Mailed check,89,1820.45,Fiber optic,No,No,0,Yes +18,Month-to-month,Yes,Electronic check,99.4,1742.95,Fiber optic,No,Yes,0,Yes +43,One year,No,Electronic check,55.45,2444.25,DSL,Yes,No,0,No +35,Two year,Yes,Credit card (automatic),25.4,949.8,No,No internet service,No internet service,0,No +1,Month-to-month,No,Bank transfer (automatic),73.5,73.5,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Electronic check,93.5,2970.8,Fiber optic,No,No,1,No +52,Two year,No,Credit card (automatic),63.9,3334.95,DSL,Yes,Yes,0,No +32,One year,Yes,Bank transfer (automatic),64.85,2010.95,DSL,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),63.8,4684.3,DSL,Yes,Yes,0,No +51,Month-to-month,Yes,Credit card (automatic),44.45,2181.55,DSL,Yes,Yes,0,No +68,Two year,Yes,Bank transfer (automatic),19.95,1303.25,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Mailed check,43.35,371.4,DSL,No,No,1,No +49,Two year,No,Credit card (automatic),49.65,2409.9,DSL,No,No,0,No +72,Two year,No,Mailed check,85.1,6155.4,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Electronic check,95.5,829.1,Fiber optic,No,No,0,Yes +28,Month-to-month,Yes,Mailed check,92.35,2602.9,Fiber optic,No,Yes,0,Yes +54,Month-to-month,No,Mailed check,89.8,4667,Fiber optic,No,Yes,0,No +11,Month-to-month,Yes,Electronic check,74.55,824.75,Fiber optic,No,No,0,Yes +50,One year,No,Mailed check,103.05,5153.5,Fiber optic,Yes,No,0,No +69,Two year,Yes,Electronic check,116,8182.85,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.9,69.9,Fiber optic,No,No,0,No +68,Two year,No,Bank transfer (automatic),95.1,6683.4,Fiber optic,Yes,Yes,0,No +40,One year,No,Mailed check,40.25,1564.05,DSL,Yes,Yes,0,No +31,Two year,No,Mailed check,25.75,755.6,No,No internet service,No internet service,0,No +33,Month-to-month,Yes,Bank transfer (automatic),105.35,3465.05,Fiber optic,No,No,1,No +55,Two year,Yes,Electronic check,113.6,6292.7,Fiber optic,Yes,No,1,No +68,Two year,Yes,Bank transfer (automatic),24,1664.3,No,No internet service,No internet service,0,No +12,Month-to-month,No,Bank transfer (automatic),19.4,198.1,No,No internet service,No internet service,0,No +71,Two year,Yes,Bank transfer (automatic),86.1,6045.9,DSL,Yes,Yes,0,No +40,Month-to-month,Yes,Mailed check,102.65,4108.15,Fiber optic,No,No,0,No +64,One year,Yes,Electronic check,92.85,5980.75,Fiber optic,No,No,0,No +53,One year,No,Bank transfer (automatic),97.75,5043.2,Fiber optic,Yes,No,0,No +12,Month-to-month,Yes,Mailed check,83.8,1029.75,Fiber optic,Yes,No,1,Yes +53,Month-to-month,Yes,Electronic check,54.45,2854.55,DSL,No,No,1,Yes +72,Two year,Yes,Credit card (automatic),97.95,7114.25,Fiber optic,No,Yes,0,No +46,Two year,No,Electronic check,19.95,907.05,No,No internet service,No internet service,0,No +40,Two year,Yes,Mailed check,24.6,973.95,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Bank transfer (automatic),50.95,605.75,DSL,Yes,Yes,0,No +9,Month-to-month,No,Electronic check,75.6,661.55,Fiber optic,No,Yes,0,No +51,Month-to-month,Yes,Electronic check,80.75,4116.9,Fiber optic,Yes,No,0,No +49,Month-to-month,Yes,Credit card (automatic),90.4,4494.65,Fiber optic,No,No,0,No +41,Month-to-month,Yes,Electronic check,99.8,4259.3,Fiber optic,No,No,1,Yes +56,One year,Yes,Credit card (automatic),60.25,3282.75,DSL,Yes,Yes,0,No +4,Month-to-month,Yes,Electronic check,20.2,55.7,No,No internet service,No internet service,0,No +20,One year,Yes,Mailed check,64.15,1274.45,DSL,Yes,Yes,0,No +26,Month-to-month,Yes,Credit card (automatic),20.25,493.95,No,No internet service,No internet service,0,No +20,Month-to-month,Yes,Bank transfer (automatic),105.85,2239.65,Fiber optic,No,No,0,Yes +7,Month-to-month,No,Mailed check,75.45,480.75,Fiber optic,No,No,0,Yes +7,Month-to-month,Yes,Electronic check,93.85,635.6,Fiber optic,No,No,0,Yes +51,Month-to-month,Yes,Electronic check,99,5038.15,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Mailed check,80.3,324.2,Fiber optic,No,No,0,No +1,Month-to-month,No,Credit card (automatic),19.55,19.55,No,No internet service,No internet service,0,No +27,Month-to-month,No,Electronic check,100.75,2793.55,Fiber optic,Yes,Yes,0,No +22,Month-to-month,Yes,Electronic check,100.75,2095,Fiber optic,No,Yes,0,Yes +12,Month-to-month,Yes,Mailed check,53.75,648.65,DSL,Yes,No,0,No +3,Month-to-month,Yes,Mailed check,31,95.05,DSL,Yes,No,0,Yes +34,One year,Yes,Credit card (automatic),25.6,917.15,No,No internet service,No internet service,0,No +24,One year,Yes,Electronic check,58.35,1346.9,DSL,Yes,Yes,0,No +51,Month-to-month,No,Credit card (automatic),80,4242.35,Fiber optic,No,No,0,Yes +14,Month-to-month,Yes,Electronic check,46.35,672.7,DSL,No,No,1,No +59,Two year,No,Electronic check,113.75,6561.25,Fiber optic,Yes,Yes,0,No +3,Month-to-month,No,Electronic check,90.4,268.45,Fiber optic,No,No,0,No +65,Two year,No,Electronic check,109.3,7337.55,Fiber optic,Yes,Yes,0,No +5,Month-to-month,Yes,Mailed check,70.25,331.9,Fiber optic,No,No,1,Yes +59,Two year,No,Credit card (automatic),90.3,5194.05,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),65.25,4478.85,DSL,Yes,Yes,0,No +62,Month-to-month,Yes,Electronic check,100.15,6283.3,Fiber optic,No,No,0,Yes +28,Month-to-month,Yes,Credit card (automatic),94.5,2659.4,Fiber optic,No,Yes,0,Yes +3,Month-to-month,No,Mailed check,60.65,196.9,DSL,Yes,No,0,No +19,Month-to-month,Yes,Credit card (automatic),24.1,439.2,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,19.5,19.5,No,No internet service,No internet service,0,No +24,Month-to-month,Yes,Electronic check,85.95,2107.15,Fiber optic,Yes,No,0,No +57,One year,Yes,Electronic check,53.5,3035.8,DSL,Yes,No,1,No +72,Two year,No,Credit card (automatic),25.45,1866.45,No,No internet service,No internet service,0,No +67,Two year,No,Bank transfer (automatic),20.5,1430.95,No,No internet service,No internet service,0,No +52,One year,Yes,Credit card (automatic),20.85,1071.6,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),89.9,6457.15,DSL,Yes,Yes,0,No +26,One year,No,Mailed check,26,684.05,No,No internet service,No internet service,0,No +35,Two year,Yes,Mailed check,113.2,3914.05,Fiber optic,Yes,Yes,0,No +55,Two year,Yes,Credit card (automatic),69.05,3842.6,Fiber optic,No,No,0,No +33,Two year,No,Mailed check,20.1,670.35,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,109.65,7880.25,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Mailed check,19.2,19.2,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Mailed check,33.9,298.45,DSL,No,No,0,Yes +37,Month-to-month,No,Electronic check,90,3371.75,Fiber optic,Yes,No,1,No +12,Month-to-month,No,Mailed check,34,442.45,DSL,Yes,No,0,No +1,One year,No,Mailed check,20.4,20.4,No,No internet service,No internet service,0,No +62,Two year,Yes,Credit card (automatic),38.6,2345.55,DSL,Yes,Yes,0,No +1,Month-to-month,No,Bank transfer (automatic),25.25,25.25,DSL,No,No,0,No +18,Month-to-month,Yes,Mailed check,60.6,1156.35,DSL,No,Yes,0,No +69,Month-to-month,Yes,Electronic check,89.95,6143.15,Fiber optic,No,No,1,Yes +2,Month-to-month,Yes,Electronic check,74.75,144.8,Fiber optic,No,No,0,No +19,Month-to-month,No,Mailed check,20.6,414.95,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,84.45,1059.55,Fiber optic,No,No,0,Yes +9,Month-to-month,No,Mailed check,20.4,181.8,No,No internet service,No internet service,0,No +27,One year,No,Electronic check,81.7,2212.55,DSL,Yes,Yes,0,No +27,Month-to-month,Yes,Electronic check,79.5,2180.55,Fiber optic,Yes,No,0,Yes +1,Month-to-month,No,Mailed check,89.15,89.15,Fiber optic,No,No,0,Yes +24,Month-to-month,Yes,Mailed check,20.3,459.95,No,No internet service,No internet service,1,No +14,Month-to-month,Yes,Electronic check,74.95,1036.75,Fiber optic,No,No,1,Yes +32,Month-to-month,Yes,Electronic check,74.4,2276.95,Fiber optic,No,No,1,Yes +11,One year,No,Mailed check,20,211.95,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,25,25,No,No internet service,No internet service,0,No +38,Month-to-month,Yes,Mailed check,80.45,3162.65,Fiber optic,No,Yes,1,No +9,Two year,No,Mailed check,19.75,210.65,No,No internet service,No internet service,0,No +54,Two year,Yes,Credit card (automatic),65.65,3566.7,DSL,Yes,Yes,0,No +29,One year,Yes,Credit card (automatic),71,2080.1,DSL,No,No,0,No +44,Month-to-month,Yes,Electronic check,89.2,4040.2,Fiber optic,No,No,1,No +59,Two year,Yes,Electronic check,86.75,5186,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,55.3,196.15,DSL,No,No,0,Yes +18,One year,Yes,Mailed check,61.5,1087.45,DSL,Yes,Yes,0,No +67,Two year,No,Credit card (automatic),25.1,1672.15,No,No internet service,No internet service,1,No +22,Month-to-month,No,Electronic check,55.15,1206.05,DSL,Yes,No,0,Yes +33,One year,No,Credit card (automatic),34.05,1113.95,DSL,Yes,Yes,0,No +5,Month-to-month,No,Mailed check,19.95,107.05,No,No internet service,No internet service,0,No +2,Month-to-month,No,Mailed check,19.95,38.15,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),89.7,6339.3,DSL,Yes,Yes,0,No +9,Month-to-month,No,Mailed check,20.4,184.1,No,No internet service,No internet service,0,No +67,Two year,No,Mailed check,26.3,1688.9,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Electronic check,84.95,1378.25,Fiber optic,No,No,0,Yes +8,Month-to-month,Yes,Mailed check,20.7,137.6,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Mailed check,43.25,219,DSL,Yes,Yes,0,Yes +23,One year,Yes,Credit card (automatic),48.35,1067.15,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,79.55,79.55,Fiber optic,No,No,0,Yes +50,Month-to-month,Yes,Electronic check,71.05,3444.85,Fiber optic,No,No,1,Yes +17,Two year,No,Credit card (automatic),19.45,369.05,No,No internet service,No internet service,0,No +68,Two year,Yes,Bank transfer (automatic),110.8,7553.6,Fiber optic,No,Yes,0,No +1,Month-to-month,No,Electronic check,84.5,84.5,Fiber optic,No,No,0,Yes +25,Month-to-month,Yes,Electronic check,69.3,1813.1,Fiber optic,No,No,1,No +67,One year,Yes,Bank transfer (automatic),49.35,3321.35,DSL,Yes,Yes,0,No +32,One year,No,Credit card (automatic),20.35,707.5,No,No internet service,No internet service,0,No +67,One year,Yes,Electronic check,105.6,7112.15,Fiber optic,No,Yes,1,No +72,Two year,Yes,Credit card (automatic),64.45,4641.1,DSL,Yes,Yes,1,No +71,Two year,Yes,Credit card (automatic),108.6,7690.9,Fiber optic,Yes,No,0,Yes +1,Month-to-month,Yes,Electronic check,49.9,49.9,DSL,No,No,0,No +46,Month-to-month,No,Bank transfer (automatic),30.3,1380.1,DSL,No,No,0,Yes +2,Month-to-month,Yes,Electronic check,30.4,78.65,DSL,No,No,1,Yes +1,Month-to-month,Yes,Mailed check,45.4,45.4,DSL,No,No,0,Yes +48,One year,Yes,Electronic check,65.65,3094.65,DSL,No,No,0,No +61,One year,Yes,Bank transfer (automatic),103.3,6518.35,Fiber optic,Yes,No,0,No +32,Month-to-month,No,Bank transfer (automatic),84.15,2585.95,Fiber optic,No,No,0,Yes +2,Month-to-month,No,Electronic check,44.45,82.7,DSL,No,No,0,No +3,Month-to-month,No,Electronic check,19.75,58.85,No,No internet service,No internet service,0,Yes +5,Month-to-month,Yes,Credit card (automatic),85.4,425.9,Fiber optic,Yes,No,0,Yes +71,Two year,No,Bank transfer (automatic),89.9,6342.7,DSL,Yes,Yes,0,No +37,Month-to-month,Yes,Mailed check,55.05,2030.75,DSL,No,Yes,0,No +65,Two year,Yes,Bank transfer (automatic),104.1,6700.05,Fiber optic,Yes,No,0,No +67,One year,Yes,Bank transfer (automatic),106.6,7244.7,Fiber optic,Yes,No,0,No +49,Month-to-month,No,Credit card (automatic),75.2,3678.3,Fiber optic,No,No,0,Yes +50,Two year,Yes,Credit card (automatic),70.5,3486.65,DSL,Yes,Yes,0,No +25,One year,No,Electronic check,19.6,411.15,No,No internet service,No internet service,0,No +17,One year,Yes,Mailed check,55.85,937.5,DSL,No,No,0,Yes +64,Two year,Yes,Mailed check,24.05,1559.15,No,No internet service,No internet service,0,No +25,One year,Yes,Credit card (automatic),38.1,970.4,DSL,No,No,0,No +23,Month-to-month,Yes,Electronic check,106.4,2483.5,Fiber optic,No,No,1,Yes +24,Month-to-month,No,Mailed check,34.25,828.2,DSL,Yes,No,1,No +37,Month-to-month,Yes,Electronic check,100.05,3810.55,Fiber optic,No,No,0,No +21,Month-to-month,Yes,Electronic check,68.65,1493.2,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Mailed check,45.8,45.8,DSL,No,No,0,No +10,Month-to-month,Yes,Mailed check,75.75,777.3,Fiber optic,No,No,0,No +6,Month-to-month,Yes,Electronic check,84.4,556.35,Fiber optic,No,No,0,Yes +51,One year,Yes,Credit card (automatic),96.4,4911.05,Fiber optic,No,Yes,0,No +10,Month-to-month,Yes,Mailed check,20.55,187.35,No,No internet service,No internet service,0,No +6,Month-to-month,No,Credit card (automatic),50.95,307.6,DSL,Yes,Yes,0,No +47,Two year,Yes,Mailed check,90.5,4318.35,DSL,Yes,Yes,0,No +61,One year,Yes,Electronic check,79.4,4820.55,DSL,Yes,Yes,0,No +52,Two year,Yes,Bank transfer (automatic),58.75,3038.55,DSL,No,Yes,0,No +35,Month-to-month,Yes,Credit card (automatic),59.45,2136.9,DSL,No,Yes,0,No +71,One year,Yes,Bank transfer (automatic),105.7,7472.15,Fiber optic,No,No,0,No +6,Month-to-month,No,Electronic check,56.25,389.1,DSL,No,Yes,0,Yes +45,Two year,No,Credit card (automatic),53.3,2296.25,DSL,No,Yes,0,No +2,Month-to-month,Yes,Electronic check,85.55,187.45,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Bank transfer (automatic),68.65,261.25,DSL,No,No,0,Yes +2,Month-to-month,No,Mailed check,24.3,38.45,DSL,No,No,0,No +4,Month-to-month,No,Electronic check,77.85,299.2,Fiber optic,No,No,0,Yes +51,One year,No,Credit card (automatic),59.9,3043.6,DSL,Yes,Yes,0,No +60,One year,No,Credit card (automatic),23.95,1506.4,No,No internet service,No internet service,0,No +9,One year,Yes,Mailed check,20.15,163.7,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Bank transfer (automatic),105.35,323.25,Fiber optic,No,No,0,Yes +17,Month-to-month,Yes,Bank transfer (automatic),95.65,1640,Fiber optic,Yes,No,0,No +8,Month-to-month,Yes,Electronic check,87.05,762.1,Fiber optic,No,No,0,Yes +46,Two year,No,Mailed check,81,3846.35,DSL,Yes,Yes,0,No +68,Two year,Yes,Credit card (automatic),82.45,5646.6,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,53.5,53.5,DSL,No,No,0,Yes +4,One year,No,Bank transfer (automatic),20.5,79.05,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,25.1,25.1,DSL,No,No,0,Yes +28,One year,Yes,Credit card (automatic),54.4,1516.6,DSL,Yes,No,0,No +39,One year,Yes,Credit card (automatic),58.6,2224.5,DSL,No,No,0,No +11,Month-to-month,No,Electronic check,84.8,888.75,Fiber optic,No,No,0,No +71,Two year,Yes,Credit card (automatic),61.4,4310.35,DSL,Yes,No,0,No +2,Month-to-month,No,Mailed check,20.4,42.9,No,No internet service,No internet service,0,No +30,Month-to-month,Yes,Mailed check,79.65,2365.15,Fiber optic,No,No,1,Yes +17,One year,No,Mailed check,20.15,353.65,No,No internet service,No internet service,0,No +55,Month-to-month,Yes,Credit card (automatic),94.45,5073.1,Fiber optic,No,No,0,No +58,Month-to-month,Yes,Bank transfer (automatic),79.8,4526.85,Fiber optic,No,Yes,0,No +5,Month-to-month,No,Electronic check,54.2,308.25,DSL,Yes,Yes,0,Yes +1,Month-to-month,Yes,Electronic check,19.45,19.45,No,No internet service,No internet service,1,Yes +9,Month-to-month,Yes,Electronic check,74.05,678.45,Fiber optic,No,No,1,No +26,Month-to-month,No,Bank transfer (automatic),49.15,1237.3,DSL,Yes,No,0,No +50,Two year,No,Credit card (automatic),19.4,1023.95,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),113.65,8182.75,Fiber optic,Yes,Yes,0,No +43,One year,Yes,Credit card (automatic),106,4532.3,Fiber optic,Yes,Yes,0,No +56,Two year,Yes,Bank transfer (automatic),25.95,1444.05,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,19.1,19.1,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,103.4,7372.65,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),100.55,7325.1,Fiber optic,Yes,Yes,0,No +36,Month-to-month,Yes,Electronic check,95.4,3474.2,Fiber optic,No,No,0,No +5,Month-to-month,No,Bank transfer (automatic),75.15,392.65,DSL,Yes,No,0,No +13,Month-to-month,Yes,Electronic check,84.45,1058.6,Fiber optic,No,No,0,Yes +44,One year,No,Credit card (automatic),89.15,3990.75,Fiber optic,No,No,1,No +70,One year,Yes,Electronic check,107.9,7475.85,Fiber optic,Yes,No,1,No +44,One year,No,Credit card (automatic),19.5,835.5,No,No internet service,No internet service,0,No +32,Month-to-month,Yes,Credit card (automatic),85.95,2628.6,Fiber optic,No,No,1,Yes +69,Two year,Yes,Credit card (automatic),24.95,1718.35,No,No internet service,No internet service,0,No +16,Month-to-month,No,Electronic check,59.4,1023.9,DSL,Yes,No,1,Yes +68,One year,No,Bank transfer (automatic),19.5,1193.55,No,No internet service,No internet service,1,No +16,Month-to-month,Yes,Credit card (automatic),69.95,1205.5,Fiber optic,No,No,0,No +68,Two year,No,Bank transfer (automatic),82.85,5776.45,DSL,Yes,Yes,0,No +4,Month-to-month,No,Mailed check,19,78.9,No,No internet service,No internet service,0,No +26,Month-to-month,No,Credit card (automatic),38.85,1025.15,DSL,Yes,Yes,0,No +29,Month-to-month,Yes,Electronic check,30.6,856.35,DSL,No,No,0,Yes +5,Month-to-month,No,Credit card (automatic),20.35,122,No,No internet service,No internet service,0,No +70,One year,Yes,Bank transfer (automatic),95,6602.9,Fiber optic,No,No,0,No +24,One year,No,Bank transfer (automatic),74.4,1712.9,DSL,Yes,Yes,0,No +72,Two year,No,Bank transfer (automatic),78.45,5682.25,DSL,Yes,Yes,1,No +1,Month-to-month,Yes,Mailed check,74.3,74.3,Fiber optic,Yes,No,0,No +70,One year,Yes,Bank transfer (automatic),51.05,3635.15,DSL,Yes,No,0,No +36,Month-to-month,No,Bank transfer (automatic),19.2,702.9,No,No internet service,No internet service,0,No +38,Month-to-month,Yes,Electronic check,99.55,3734.25,Fiber optic,Yes,No,1,Yes +17,Month-to-month,Yes,Electronic check,70,1144.5,Fiber optic,No,No,0,Yes +41,One year,Yes,Bank transfer (automatic),109.1,4454.25,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,45.3,45.3,DSL,No,No,0,Yes +2,Month-to-month,No,Bank transfer (automatic),29.85,75.6,DSL,Yes,No,0,Yes +14,Month-to-month,No,Electronic check,76.45,1117.55,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Credit card (automatic),95.1,180.25,Fiber optic,Yes,No,1,Yes +1,Month-to-month,No,Mailed check,19.8,19.8,No,No internet service,No internet service,0,Yes +13,Month-to-month,Yes,Electronic check,72.8,930.05,DSL,Yes,No,0,No +6,Month-to-month,No,Mailed check,18.95,110.15,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Bank transfer (automatic),76.65,333.6,Fiber optic,No,No,0,Yes +5,Month-to-month,Yes,Mailed check,99.15,465.05,Fiber optic,Yes,No,0,Yes +15,Month-to-month,No,Electronic check,101.75,1669.4,Fiber optic,No,Yes,0,No +47,Month-to-month,No,Credit card (automatic),75.45,3545.1,Fiber optic,No,Yes,0,No +8,Month-to-month,No,Mailed check,64.1,504.05,DSL,Yes,No,0,No +17,Month-to-month,Yes,Mailed check,25.65,440.2,DSL,No,No,0,No +15,Month-to-month,No,Mailed check,75.1,1151.55,Fiber optic,No,Yes,0,No +26,One year,Yes,Bank transfer (automatic),95.85,2475.35,Fiber optic,Yes,Yes,0,No +23,Month-to-month,No,Electronic check,54.4,1249.25,DSL,No,Yes,0,No +4,Month-to-month,No,Electronic check,72.75,317.75,Fiber optic,No,No,1,No +29,One year,No,Mailed check,19.85,535.05,No,No internet service,No internet service,0,No +25,Month-to-month,No,Mailed check,19.05,461.3,No,No internet service,No internet service,0,No +9,Month-to-month,No,Mailed check,44.95,431,DSL,No,No,0,Yes +18,Month-to-month,Yes,Mailed check,49.55,878.35,DSL,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,94.85,335.75,Fiber optic,No,No,1,No +69,Two year,No,Bank transfer (automatic),46.25,3121.4,DSL,Yes,Yes,0,No +14,One year,No,Mailed check,19.35,324.8,No,No internet service,No internet service,0,No +19,Month-to-month,No,Mailed check,69.6,1394.55,DSL,No,No,0,No +39,Month-to-month,No,Electronic check,90.7,3413.25,Fiber optic,No,No,1,No +31,Month-to-month,Yes,Electronic check,101.4,3143.65,Fiber optic,No,No,0,No +24,One year,No,Mailed check,20.25,439.75,No,No internet service,No internet service,0,No +14,Month-to-month,No,Bank transfer (automatic),48.8,664.4,DSL,Yes,No,0,No +64,Two year,Yes,Mailed check,74.35,4759.55,DSL,Yes,Yes,0,No +50,One year,Yes,Mailed check,19.35,1033,No,No internet service,No internet service,0,No +52,One year,Yes,Electronic check,68.75,3482.85,DSL,Yes,No,0,No +28,One year,No,Electronic check,100.2,2688.45,Fiber optic,No,No,0,No +21,Two year,Yes,Credit card (automatic),20.85,435.25,No,No internet service,No internet service,0,No +25,Month-to-month,Yes,Electronic check,95.9,2448.75,Fiber optic,No,No,0,Yes +17,One year,No,Mailed check,19.35,307,No,No internet service,No internet service,0,No +58,One year,Yes,Credit card (automatic),45,2689.35,DSL,No,No,0,No +17,Month-to-month,No,Bank transfer (automatic),81.5,1329.2,Fiber optic,No,No,1,Yes +51,Two year,No,Mailed check,25.5,1281.25,No,No internet service,No internet service,0,No +72,Two year,No,Mailed check,48.9,3527,DSL,Yes,Yes,0,No +52,Month-to-month,No,Electronic check,84.1,4348.65,Fiber optic,No,Yes,0,Yes +27,Two year,Yes,Mailed check,19.6,561.15,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,20,63.6,No,No internet service,No internet service,0,No +64,Two year,Yes,Mailed check,81.3,5129.3,DSL,Yes,Yes,0,No +45,Two year,Yes,Credit card (automatic),95.2,4285.8,Fiber optic,Yes,No,0,No +3,Month-to-month,Yes,Mailed check,36.45,93.7,DSL,No,No,1,Yes +71,Two year,Yes,Credit card (automatic),83.3,5894.5,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,25.05,25.05,DSL,No,No,1,Yes +58,Two year,No,Credit card (automatic),20.3,1160.75,No,No internet service,No internet service,0,No +34,Month-to-month,Yes,Electronic check,89.85,3091.75,Fiber optic,No,No,0,No +8,Month-to-month,Yes,Electronic check,49.85,365.55,DSL,No,Yes,0,Yes +15,Month-to-month,No,Mailed check,19.8,272.95,No,No internet service,No internet service,0,No +66,Two year,No,Bank transfer (automatic),54.65,3632,DSL,Yes,No,0,No +12,Month-to-month,Yes,Credit card (automatic),29.35,381.2,DSL,No,No,1,No +58,Two year,Yes,Bank transfer (automatic),19.15,1035.5,No,No internet service,No internet service,0,No +3,Two year,No,Mailed check,19.1,52,No,No internet service,No internet service,0,No +43,Month-to-month,No,Credit card (automatic),55.55,2342.2,DSL,No,No,1,Yes +9,Month-to-month,No,Electronic check,80.55,653.9,Fiber optic,No,No,0,No +3,One year,No,Mailed check,20.25,71.2,No,No internet service,No internet service,0,No +22,One year,Yes,Bank transfer (automatic),69.5,1498.2,DSL,No,No,0,Yes +40,One year,Yes,Bank transfer (automatic),106,4178.65,Fiber optic,No,No,0,No +68,Two year,No,Bank transfer (automatic),25.5,1821.8,No,No internet service,No internet service,0,No +54,Month-to-month,Yes,Electronic check,104.3,5278.15,Fiber optic,No,No,0,Yes +50,Two year,Yes,Mailed check,79.6,4024.2,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,55.25,55.25,DSL,No,No,0,No +72,Two year,No,Bank transfer (automatic),88.05,6520.8,DSL,Yes,Yes,0,No +40,One year,Yes,Bank transfer (automatic),20.4,854.9,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),117.6,8308.9,Fiber optic,Yes,Yes,0,No +6,Month-to-month,No,Mailed check,20,109.2,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Credit card (automatic),19.65,92.05,No,No internet service,No internet service,0,No +48,One year,Yes,Credit card (automatic),70.55,3420.5,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,93.85,93.85,Fiber optic,No,No,0,Yes +64,One year,No,Mailed check,65.8,4068,DSL,Yes,Yes,0,No +17,One year,No,Credit card (automatic),20.05,337.9,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Electronic check,80,3168.75,Fiber optic,No,No,0,No +41,One year,No,Credit card (automatic),35.4,1412.4,DSL,No,Yes,0,No +51,One year,Yes,Bank transfer (automatic),79.6,3974.7,Fiber optic,No,No,1,No +41,Month-to-month,Yes,Electronic check,80.25,3439,Fiber optic,No,No,0,No +1,Month-to-month,No,Mailed check,50.45,50.45,DSL,No,No,0,Yes +2,Month-to-month,Yes,Mailed check,20.45,42.45,No,No internet service,No internet service,0,No +68,One year,No,Credit card (automatic),79.6,5461.45,Fiber optic,No,No,0,No +24,Two year,No,Mailed check,24.7,571.75,No,No internet service,No internet service,0,No +70,Two year,No,Credit card (automatic),77.3,5498.2,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,29.75,96.85,DSL,Yes,No,0,No +2,Month-to-month,No,Bank transfer (automatic),44.9,111.05,DSL,No,No,0,No +3,Month-to-month,No,Credit card (automatic),29.8,94.4,DSL,No,No,0,No +7,Month-to-month,Yes,Electronic check,74.65,521.1,DSL,Yes,No,0,Yes +13,Month-to-month,Yes,Electronic check,71.95,923.85,DSL,No,Yes,0,No +7,Month-to-month,No,Mailed check,20.75,141.1,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Mailed check,56.3,628.65,DSL,No,No,0,No +53,One year,Yes,Electronic check,105.25,5576.3,Fiber optic,No,No,0,No +12,Month-to-month,Yes,Electronic check,94.2,1046.1,Fiber optic,No,No,0,Yes +63,Two year,No,Mailed check,19.55,1245.6,No,No internet service,No internet service,0,No +15,Month-to-month,No,Mailed check,84.45,1287.85,DSL,Yes,Yes,0,No +36,One year,No,Mailed check,53.65,1939.35,DSL,No,Yes,0,No +4,Month-to-month,Yes,Electronic check,29.9,118.25,DSL,No,No,1,No +24,Two year,No,Mailed check,19.7,452.55,No,No internet service,No internet service,0,No +61,One year,No,Credit card (automatic),43.7,2696.55,DSL,Yes,Yes,0,No +16,Month-to-month,No,Electronic check,55.3,875.35,DSL,No,No,0,No +65,Two year,Yes,Credit card (automatic),19.85,1267.05,No,No internet service,No internet service,0,No +26,Two year,No,Credit card (automatic),19.65,494.9,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Mailed check,49.45,799,DSL,Yes,No,0,No +54,One year,No,Bank transfer (automatic),106.55,5763.3,Fiber optic,No,Yes,0,Yes +1,Month-to-month,No,Mailed check,20.1,20.1,No,No internet service,No internet service,0,Yes +5,Two year,No,Mailed check,20.45,106.9,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Electronic check,39.7,710.05,DSL,No,No,0,No +10,Month-to-month,Yes,Credit card (automatic),54.5,568.2,DSL,No,Yes,0,No +23,Month-to-month,No,Electronic check,83.8,1900.25,Fiber optic,Yes,No,0,Yes +3,Month-to-month,No,Mailed check,55.15,159.15,DSL,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),111.6,8012.75,Fiber optic,Yes,No,0,No +10,Month-to-month,Yes,Electronic check,86.65,856.65,Fiber optic,No,No,1,Yes +10,Month-to-month,Yes,Mailed check,55.55,551.3,DSL,No,No,0,No +11,One year,Yes,Mailed check,20.55,184.95,No,No internet service,No internet service,0,No +37,Month-to-month,Yes,Bank transfer (automatic),106.75,4056.75,Fiber optic,No,Yes,1,Yes +17,One year,Yes,Mailed check,62.1,1096.65,DSL,Yes,Yes,0,No +36,Month-to-month,Yes,Credit card (automatic),104.5,3684.95,Fiber optic,No,Yes,0,No +17,Month-to-month,Yes,Electronic check,101.8,1752.45,Fiber optic,No,No,1,No +66,One year,Yes,Credit card (automatic),110.6,7210.85,Fiber optic,Yes,Yes,1,No +61,One year,No,Bank transfer (automatic),84.9,5264.5,DSL,Yes,Yes,0,No +22,Month-to-month,Yes,Mailed check,93.2,2157.3,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,24.4,24.4,DSL,No,No,0,No +6,Month-to-month,No,Credit card (automatic),70.55,433.95,Fiber optic,No,No,0,No +31,Month-to-month,Yes,Electronic check,78.45,2435.15,Fiber optic,Yes,No,0,Yes +68,Two year,Yes,Credit card (automatic),85,5607.75,DSL,Yes,Yes,0,No +34,Month-to-month,No,Electronic check,87.45,2874.15,Fiber optic,No,No,0,Yes +52,Month-to-month,No,Bank transfer (automatic),85.8,4433.3,Fiber optic,Yes,No,0,No +10,Month-to-month,Yes,Electronic check,91.1,964.35,Fiber optic,Yes,No,0,No +29,Month-to-month,Yes,Electronic check,70.75,1974.8,Fiber optic,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),20.1,1460.85,No,No internet service,No internet service,0,No +47,One year,No,Mailed check,20.05,951.55,No,No internet service,No internet service,0,No +24,One year,No,Mailed check,74.8,1821.2,DSL,No,Yes,0,No +65,One year,No,Credit card (automatic),24.8,1600.95,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Mailed check,100.85,399.25,Fiber optic,Yes,No,0,No +12,Month-to-month,Yes,Electronic check,101.35,1218.55,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Electronic check,81.7,81.7,Fiber optic,No,Yes,0,Yes +33,Month-to-month,No,Electronic check,68.25,2171.15,Fiber optic,No,No,0,Yes +34,Month-to-month,Yes,Electronic check,105.1,3634.8,Fiber optic,Yes,No,0,No +14,Two year,No,Mailed check,20.4,292.4,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,79.15,317.25,Fiber optic,No,No,0,Yes +13,One year,No,Mailed check,20,218.55,No,No internet service,No internet service,0,No +65,Two year,Yes,Bank transfer (automatic),79.4,5071.9,DSL,Yes,No,0,No +23,One year,No,Credit card (automatic),57.2,1423.35,DSL,Yes,Yes,0,No +55,Two year,No,Electronic check,58.6,3068.6,DSL,No,Yes,0,No +49,Two year,Yes,Electronic check,94.8,4690.65,Fiber optic,No,No,0,No +60,One year,No,Bank transfer (automatic),102.5,6157.6,Fiber optic,No,No,0,No +69,One year,Yes,Credit card (automatic),20.35,1442.65,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Electronic check,84.9,3369.05,Fiber optic,No,No,0,No +67,Two year,Yes,Credit card (automatic),69.2,4671.65,DSL,Yes,Yes,0,No +35,Month-to-month,Yes,Electronic check,95.45,3474.05,Fiber optic,No,No,1,Yes +19,One year,Yes,Electronic check,100.95,1875.55,Fiber optic,Yes,No,0,Yes +13,Two year,No,Mailed check,20.85,272.35,No,No internet service,No internet service,0,No +41,Month-to-month,Yes,Bank transfer (automatic),88.5,3645.05,Fiber optic,No,No,0,No +4,Month-to-month,No,Mailed check,35,135.75,DSL,No,Yes,0,No +24,Month-to-month,No,Electronic check,55.15,1319.85,DSL,Yes,Yes,0,No +5,Month-to-month,Yes,Credit card (automatic),50.95,229.4,DSL,No,No,0,No +5,Month-to-month,Yes,Electronic check,64,370.25,DSL,No,No,0,No +1,Month-to-month,Yes,Mailed check,69.1,69.1,Fiber optic,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),80.2,5714.2,DSL,Yes,Yes,0,No +24,Month-to-month,Yes,Credit card (automatic),49.3,1233.25,DSL,No,No,0,No +42,Two year,No,Credit card (automatic),84.35,3571.6,DSL,Yes,Yes,0,No +4,Month-to-month,No,Mailed check,20.05,83.3,No,No internet service,No internet service,0,No +68,One year,Yes,Credit card (automatic),117.2,8035.95,Fiber optic,Yes,Yes,0,No +33,One year,No,Mailed check,20.1,579.4,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,69.6,69.6,Fiber optic,No,No,1,Yes +31,One year,Yes,Electronic check,103.45,3066.45,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Bank transfer (automatic),77.95,305.55,Fiber optic,No,No,0,Yes +69,Two year,Yes,Electronic check,109.95,7634.25,Fiber optic,Yes,No,1,No +38,Month-to-month,No,Electronic check,94.75,3653,Fiber optic,No,No,1,No +3,Month-to-month,Yes,Electronic check,80,241.3,Fiber optic,Yes,No,0,No +48,Two year,No,Electronic check,79.65,3870.3,DSL,Yes,No,0,No +15,Two year,No,Mailed check,25.2,387.9,No,No internet service,No internet service,0,No +25,One year,No,Credit card (automatic),19.9,527.5,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,78.45,78.45,Fiber optic,No,No,1,Yes +48,Month-to-month,Yes,Electronic check,44.8,2104.55,DSL,No,Yes,0,No +1,Month-to-month,No,Mailed check,20.3,20.3,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,19.2,19.2,No,No internet service,No internet service,0,No +37,One year,No,Electronic check,80.05,3019.1,Fiber optic,No,No,0,No +66,One year,Yes,Bank transfer (automatic),107.35,7051.95,Fiber optic,Yes,No,1,No +26,One year,No,Bank transfer (automatic),47.85,1190.5,DSL,No,Yes,0,No +63,One year,No,Credit card (automatic),70.8,4448.8,DSL,Yes,Yes,0,No +10,Month-to-month,No,Mailed check,29.5,255.25,DSL,No,No,0,Yes +2,Month-to-month,Yes,Electronic check,70.75,146.9,DSL,No,Yes,0,Yes +18,Month-to-month,Yes,Credit card (automatic),59.1,1011.05,DSL,No,Yes,1,No +64,Two year,No,Mailed check,25.55,1714.95,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,84.45,762.5,Fiber optic,No,No,1,Yes +28,Month-to-month,No,Mailed check,20.25,535.35,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,75.55,75.55,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Electronic check,85.65,338.9,Fiber optic,No,No,0,Yes +38,One year,Yes,Credit card (automatic),70.15,2497.35,DSL,Yes,No,1,Yes +66,One year,No,Electronic check,95.3,6273.4,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,70.25,70.25,Fiber optic,No,No,0,No +18,Month-to-month,Yes,Mailed check,50.3,908.75,DSL,Yes,No,0,No +51,Month-to-month,Yes,Electronic check,97.8,4913.3,Fiber optic,No,No,1,Yes +0,Two year,No,Mailed check,19.85, ,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,46.3,46.3,DSL,No,No,0,Yes +12,Two year,No,Bank transfer (automatic),19.35,212.3,No,No internet service,No internet service,0,No +41,Month-to-month,Yes,Electronic check,106.3,4443.45,Fiber optic,No,No,0,Yes +12,Month-to-month,No,Electronic check,25,316.2,No,No internet service,No internet service,0,No +55,Two year,No,Mailed check,20.3,1079.05,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,75.35,564.65,Fiber optic,No,No,0,No +12,Month-to-month,Yes,Electronic check,89.4,1095.65,Fiber optic,Yes,No,0,Yes +68,Two year,No,Credit card (automatic),88,6161.9,DSL,Yes,Yes,0,No +5,Month-to-month,Yes,Credit card (automatic),83.15,446.05,Fiber optic,No,No,1,Yes +49,Month-to-month,No,Mailed check,43.8,2106.05,DSL,No,No,1,No +40,One year,No,Credit card (automatic),62.05,2511.55,DSL,No,Yes,0,No +16,One year,No,Bank transfer (automatic),20.1,318.6,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Mailed check,74.15,811.8,Fiber optic,No,No,0,Yes +72,One year,Yes,Electronic check,101.35,7323.15,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,84.05,186.05,Fiber optic,No,No,1,No +23,Two year,No,Mailed check,20.9,454,No,No internet service,No internet service,0,No +71,One year,Yes,Electronic check,105.9,7521.95,Fiber optic,No,No,1,No +11,Month-to-month,Yes,Electronic check,99.5,1056.95,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,44.15,44.15,DSL,No,No,0,Yes +16,Month-to-month,Yes,Mailed check,53.9,834.15,DSL,Yes,No,0,Yes +1,Month-to-month,Yes,Mailed check,85.45,85.45,Fiber optic,No,No,0,Yes +12,Month-to-month,Yes,Credit card (automatic),85.05,999.8,Fiber optic,No,No,0,No +54,One year,No,Bank transfer (automatic),44.1,2369.7,DSL,Yes,Yes,0,No +68,Two year,No,Credit card (automatic),90.2,6297.65,Fiber optic,Yes,No,0,No +4,Month-to-month,No,Mailed check,50.85,239.55,DSL,No,No,0,Yes +1,Month-to-month,No,Electronic check,59.2,59.2,DSL,No,No,0,Yes +27,Month-to-month,No,Mailed check,53.45,1461.45,DSL,Yes,Yes,0,No +21,Month-to-month,Yes,Mailed check,19.95,416.4,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Electronic check,83.2,1060.6,Fiber optic,No,No,0,Yes +64,Month-to-month,No,Credit card (automatic),74.65,4869.35,DSL,Yes,No,1,No +1,Month-to-month,Yes,Electronic check,54.9,54.9,DSL,No,Yes,0,Yes +57,Two year,Yes,Bank transfer (automatic),57.5,3265.95,DSL,Yes,No,0,No +21,Month-to-month,Yes,Electronic check,103.9,2254.2,Fiber optic,No,Yes,0,Yes +19,Two year,No,Mailed check,19.65,358.15,No,No internet service,No internet service,0,No +31,One year,Yes,Electronic check,93.8,2939.8,Fiber optic,No,No,0,No +52,Two year,Yes,Mailed check,89.25,4652.4,DSL,Yes,Yes,0,No +46,One year,Yes,Electronic check,94.15,4408.45,Fiber optic,No,No,0,No +11,Month-to-month,Yes,Electronic check,55.6,580.8,DSL,No,Yes,1,No +53,Month-to-month,Yes,Bank transfer (automatic),48.7,2495.2,DSL,No,Yes,0,No +11,Month-to-month,Yes,Mailed check,19.25,180.3,No,No internet service,No internet service,0,Yes +57,Month-to-month,Yes,Bank transfer (automatic),104.9,5913.95,Fiber optic,Yes,No,1,No +2,Month-to-month,Yes,Mailed check,75.45,158.4,Fiber optic,No,No,1,Yes +2,Month-to-month,No,Mailed check,54.85,104.2,DSL,No,Yes,1,Yes +71,Two year,No,Bank transfer (automatic),19.9,1389.35,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,19.4,19.4,No,No internet service,No internet service,0,No +68,Two year,No,Credit card (automatic),25.05,1629.2,No,No internet service,No internet service,0,No +72,Two year,No,Mailed check,84.45,6033.1,DSL,Yes,Yes,0,No +2,Month-to-month,No,Mailed check,19.3,44.4,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,95.1,95.1,Fiber optic,No,No,1,Yes +41,One year,Yes,Bank transfer (automatic),79.85,3320.75,DSL,Yes,Yes,0,No +72,Two year,No,Credit card (automatic),25.55,1867.7,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Electronic check,75.5,438,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Electronic check,73.75,325.45,Fiber optic,No,No,0,Yes +12,Month-to-month,Yes,Electronic check,96.05,1148.1,Fiber optic,No,No,0,Yes +58,One year,Yes,Electronic check,68.4,3972.25,DSL,Yes,Yes,0,No +7,Month-to-month,No,Mailed check,20.65,155.9,No,No internet service,No internet service,0,No +65,Month-to-month,Yes,Mailed check,55.15,3673.15,DSL,No,Yes,0,No +1,Month-to-month,Yes,Mailed check,70.6,70.6,Fiber optic,No,No,0,No +56,One year,No,Credit card (automatic),19.95,1126.75,No,No internet service,No internet service,0,No +4,Month-to-month,No,Mailed check,19,73.45,No,No internet service,No internet service,0,No +58,One year,Yes,Mailed check,44.1,2413.05,DSL,No,No,0,No +62,Two year,Yes,Bank transfer (automatic),107.6,6912.7,Fiber optic,Yes,No,0,No +26,One year,No,Electronic check,61.55,1581.95,DSL,No,Yes,0,No +62,Month-to-month,No,Bank transfer (automatic),90.7,5586.45,Fiber optic,No,Yes,0,No +58,One year,No,Credit card (automatic),99.25,5846.65,Fiber optic,No,Yes,0,No +68,Two year,Yes,Electronic check,91.7,6424.7,DSL,Yes,Yes,0,No +61,One year,Yes,Credit card (automatic),100.7,6018.65,Fiber optic,No,Yes,0,No +42,Two year,Yes,Credit card (automatic),78.45,3373.4,DSL,Yes,No,0,No +18,Month-to-month,No,Bank transfer (automatic),84.3,1537.9,Fiber optic,No,No,0,No +56,Two year,Yes,Bank transfer (automatic),19.55,1080.55,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,88.95,355.2,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Credit card (automatic),20.45,82.85,No,No internet service,No internet service,0,No +35,One year,No,Credit card (automatic),55.6,2016.45,DSL,No,Yes,0,No +64,Month-to-month,Yes,Bank transfer (automatic),86.8,5327.25,Fiber optic,Yes,Yes,0,No +31,One year,No,Mailed check,20.95,683.25,No,No internet service,No internet service,0,No +67,Two year,Yes,Bank transfer (automatic),20.05,1263.05,No,No internet service,No internet service,1,No +4,Month-to-month,No,Credit card (automatic),50.7,151.3,DSL,No,No,0,Yes +70,Two year,Yes,Electronic check,113.65,7714.65,Fiber optic,Yes,Yes,1,No +3,Month-to-month,No,Credit card (automatic),53.4,188.7,DSL,No,No,0,Yes +53,Month-to-month,Yes,Electronic check,101.9,5549.4,Fiber optic,No,No,1,Yes +2,Two year,No,Mailed check,59.5,130.5,DSL,Yes,Yes,0,No +29,Month-to-month,Yes,Credit card (automatic),87.8,2621.75,Fiber optic,No,No,0,No +47,Two year,No,Mailed check,41.9,1875.25,DSL,Yes,Yes,0,No +68,One year,Yes,Electronic check,83,5685.8,Fiber optic,No,No,0,Yes +12,Month-to-month,Yes,Mailed check,69.85,837.5,DSL,No,Yes,0,No +8,Month-to-month,No,Bank transfer (automatic),56.3,401.5,DSL,Yes,No,0,No +54,Month-to-month,No,Electronic check,109.55,6118.95,Fiber optic,No,Yes,0,No +69,Two year,Yes,Mailed check,92.15,6480.9,Fiber optic,Yes,No,0,No +26,Month-to-month,Yes,Bank transfer (automatic),69.5,1800.05,DSL,No,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),97,7104.2,Fiber optic,Yes,Yes,0,No +70,Two year,Yes,Bank transfer (automatic),58.35,4214.25,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,50.6,50.6,DSL,No,Yes,0,Yes +10,Month-to-month,Yes,Electronic check,89.5,863.1,Fiber optic,No,No,0,Yes +28,One year,Yes,Bank transfer (automatic),70.4,1992.2,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,69.8,69.8,Fiber optic,No,No,0,Yes +21,Month-to-month,Yes,Electronic check,94.3,1948.35,Fiber optic,No,No,0,No +51,Month-to-month,Yes,Bank transfer (automatic),93.8,4750.95,Fiber optic,No,Yes,1,Yes +53,One year,No,Bank transfer (automatic),19.55,1007.9,No,No internet service,No internet service,0,No +53,One year,No,Electronic check,95.95,5036.9,Fiber optic,No,Yes,0,No +24,Month-to-month,Yes,Electronic check,101.05,2391.8,Fiber optic,No,No,0,Yes +70,Two year,Yes,Credit card (automatic),94.8,6859.05,DSL,Yes,Yes,0,No +61,One year,Yes,Electronic check,107.75,6521.9,Fiber optic,No,Yes,0,No +11,One year,Yes,Mailed check,54.6,617.85,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Credit card (automatic),71.3,157.75,Fiber optic,No,No,0,No +25,One year,Yes,Bank transfer (automatic),19.5,516.3,No,No internet service,No internet service,0,No +41,One year,Yes,Credit card (automatic),56.3,2364,DSL,No,No,0,No +18,Month-to-month,Yes,Electronic check,94.7,1687.95,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),104.15,7689.95,Fiber optic,No,No,1,Yes +71,Two year,Yes,Credit card (automatic),90.55,6239.05,DSL,Yes,Yes,0,No +34,One year,Yes,Mailed check,60.8,2042.05,DSL,No,Yes,0,No +29,Month-to-month,Yes,Credit card (automatic),98.8,2807.1,Fiber optic,Yes,No,0,No +40,One year,Yes,Credit card (automatic),98.15,4116.8,Fiber optic,Yes,Yes,1,No +36,One year,No,Mailed check,35.35,1317.95,DSL,No,Yes,0,No +46,One year,Yes,Electronic check,103.15,4594.65,Fiber optic,Yes,No,0,No +58,One year,Yes,Electronic check,107.75,6332.75,Fiber optic,No,Yes,0,No +39,One year,No,Credit card (automatic),81.4,3213.75,Fiber optic,No,No,0,No +4,Month-to-month,No,Credit card (automatic),61.45,229.55,DSL,Yes,No,0,Yes +52,One year,Yes,Credit card (automatic),95.7,4976.15,Fiber optic,No,No,0,No +70,One year,Yes,Electronic check,104.8,7308.95,Fiber optic,No,No,1,No +65,One year,Yes,Bank transfer (automatic),70.95,4555.2,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Mailed check,44.95,44.95,DSL,No,No,0,No +70,One year,Yes,Electronic check,97.65,6982.5,Fiber optic,No,No,0,No +29,Month-to-month,Yes,Mailed check,35.65,1025.15,DSL,No,No,1,No +1,Month-to-month,Yes,Electronic check,90.55,90.55,Fiber optic,No,No,0,Yes +67,Two year,Yes,Mailed check,85.25,5714.2,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,19.5,19.5,No,No internet service,No internet service,0,No +26,Month-to-month,Yes,Bank transfer (automatic),88.8,2274.35,Fiber optic,No,No,0,Yes +30,Two year,Yes,Mailed check,25.1,789.55,No,No internet service,No internet service,0,No +48,Month-to-month,Yes,Credit card (automatic),100.05,4834,Fiber optic,Yes,No,0,No +55,Month-to-month,No,Electronic check,55.7,3131.8,DSL,No,Yes,0,No +7,Month-to-month,Yes,Mailed check,85.2,602.55,Fiber optic,No,No,0,Yes +37,Month-to-month,Yes,Electronic check,91.15,3369.25,Fiber optic,No,Yes,0,No +31,Month-to-month,Yes,Bank transfer (automatic),83.85,2674.15,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Electronic check,45.9,199.75,DSL,No,No,0,No +72,Two year,Yes,Credit card (automatic),25.1,1790.8,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,91.4,449.75,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Mailed check,19.7,19.7,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Electronic check,91.5,1400.3,Fiber optic,No,No,1,No +8,Month-to-month,Yes,Credit card (automatic),51.3,411.6,DSL,No,Yes,0,No +35,One year,No,Mailed check,21.1,741,No,No internet service,No internet service,0,No +56,Month-to-month,No,Electronic check,104.75,5841.35,Fiber optic,No,No,1,No +42,Month-to-month,Yes,Bank transfer (automatic),106.15,4512.7,Fiber optic,Yes,No,0,Yes +65,Month-to-month,Yes,Electronic check,85.75,5688.45,Fiber optic,No,Yes,1,No +2,One year,No,Mailed check,20.3,31.9,No,No internet service,No internet service,0,No +65,One year,Yes,Electronic check,100.75,6674.65,Fiber optic,No,Yes,1,No +18,Month-to-month,Yes,Electronic check,74.15,1345.75,Fiber optic,No,No,0,No +23,One year,Yes,Electronic check,78.55,1843.05,DSL,No,Yes,0,No +4,Month-to-month,Yes,Mailed check,45.3,196.95,DSL,No,No,0,Yes +70,Two year,No,Credit card (automatic),19.85,1433.8,No,No internet service,No internet service,0,No +4,Month-to-month,No,Electronic check,50.7,214.55,DSL,No,No,0,No +19,Month-to-month,Yes,Bank transfer (automatic),45,865.85,DSL,No,No,0,No +18,Month-to-month,No,Electronic check,77.8,1358.6,Fiber optic,No,No,0,No +38,Month-to-month,Yes,Electronic check,83.45,3147.15,Fiber optic,No,Yes,1,No +2,Month-to-month,Yes,Credit card (automatic),73.25,131.05,Fiber optic,No,No,0,Yes +47,One year,No,Bank transfer (automatic),94.8,4535.85,Fiber optic,No,Yes,0,No +52,Two year,No,Bank transfer (automatic),20.1,1078.75,No,No internet service,No internet service,0,No +9,Month-to-month,No,Mailed check,59.9,542.4,DSL,No,No,0,No +26,One year,Yes,Credit card (automatic),90.1,2312.55,DSL,Yes,Yes,0,No +8,Month-to-month,Yes,Electronic check,51.05,415.05,DSL,No,No,0,Yes +44,One year,Yes,Electronic check,70.95,3250.45,DSL,Yes,No,0,No +3,Month-to-month,No,Mailed check,29.2,98.5,DSL,No,No,0,No +2,Month-to-month,Yes,Bank transfer (automatic),46.6,87.9,DSL,No,No,0,No +9,Month-to-month,Yes,Bank transfer (automatic),85.35,754.65,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,75.35,75.35,Fiber optic,No,No,1,Yes +25,Month-to-month,No,Bank transfer (automatic),74.3,1952.25,Fiber optic,No,Yes,0,No +2,Month-to-month,Yes,Electronic check,69.3,153.8,Fiber optic,No,No,1,No +43,Month-to-month,Yes,Electronic check,75.2,3198.6,Fiber optic,No,Yes,0,Yes +1,Month-to-month,No,Mailed check,20.9,20.9,No,No internet service,No internet service,0,Yes +58,One year,Yes,Electronic check,94.3,5610.15,Fiber optic,No,No,0,No +59,Two year,Yes,Mailed check,76.45,4519.5,DSL,Yes,Yes,0,No +44,One year,Yes,Electronic check,54,2440.25,DSL,No,Yes,0,No +66,One year,Yes,Electronic check,104.25,6860.6,Fiber optic,Yes,No,0,No +68,Two year,No,Bank transfer (automatic),19.95,1377.7,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,24.95,190.25,DSL,No,No,0,No +19,Month-to-month,Yes,Electronic check,84.75,1651.95,Fiber optic,No,Yes,0,No +4,Month-to-month,No,Mailed check,19.75,78.3,No,No internet service,No internet service,0,No +70,Two year,Yes,Bank transfer (automatic),113.65,7939.25,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,44.9,44.9,DSL,No,No,0,No +8,Month-to-month,Yes,Electronic check,75.25,576.7,Fiber optic,No,No,0,No +53,Two year,No,Mailed check,24.6,1279,No,No internet service,No internet service,0,No +51,One year,No,Bank transfer (automatic),25,1260.7,No,No internet service,No internet service,1,No +11,Month-to-month,No,Bank transfer (automatic),20.95,267.35,No,No internet service,No internet service,0,No +60,Two year,Yes,Electronic check,110.6,6586.85,Fiber optic,Yes,Yes,0,No +17,Month-to-month,Yes,Credit card (automatic),55.5,934.15,DSL,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,43.3,123.65,DSL,No,No,0,Yes +70,One year,Yes,Bank transfer (automatic),109.5,7534.65,Fiber optic,Yes,Yes,0,Yes +1,Month-to-month,No,Mailed check,19.45,19.45,No,No internet service,No internet service,0,No +43,Month-to-month,Yes,Electronic check,84.85,3645.6,Fiber optic,No,No,1,No +16,Month-to-month,No,Mailed check,19.6,314.45,No,No internet service,No internet service,0,No +57,One year,No,Electronic check,53.45,3053,DSL,No,Yes,0,No +37,One year,No,Credit card (automatic),19.8,677.05,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),112.1,7965.95,Fiber optic,Yes,Yes,0,No +11,Month-to-month,Yes,Credit card (automatic),84.8,906.85,Fiber optic,No,No,1,Yes +50,Month-to-month,Yes,Electronic check,95.05,4888.7,Fiber optic,No,No,1,Yes +5,Month-to-month,No,Electronic check,50.35,237.25,DSL,No,No,1,Yes +1,Month-to-month,Yes,Bank transfer (automatic),74.6,74.6,Fiber optic,No,No,0,Yes +16,Month-to-month,Yes,Mailed check,19.7,342.4,No,No internet service,No internet service,0,Yes +2,Month-to-month,Yes,Electronic check,74.2,140.1,Fiber optic,No,No,1,No +17,Month-to-month,Yes,Mailed check,69,1108,DSL,Yes,No,0,No +16,One year,No,Credit card (automatic),19.35,295.55,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Electronic check,59.45,892.65,DSL,No,No,0,Yes +10,One year,Yes,Mailed check,19.8,198.25,No,No internet service,No internet service,0,No +46,One year,Yes,Bank transfer (automatic),105.2,4822.85,Fiber optic,Yes,Yes,0,Yes +64,Two year,Yes,Credit card (automatic),109.2,6741.15,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,79.15,79.15,Fiber optic,No,No,0,No +25,One year,No,Mailed check,53.65,1355.45,DSL,No,No,0,No +71,Two year,No,Credit card (automatic),100.2,7209,Fiber optic,Yes,Yes,0,No +8,Month-to-month,Yes,Mailed check,45.15,438.4,DSL,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),108.65,7726.35,Fiber optic,Yes,Yes,0,No +49,Month-to-month,No,Bank transfer (automatic),40.65,2070.75,DSL,No,Yes,0,No +29,One year,Yes,Credit card (automatic),55.35,1636.95,DSL,Yes,Yes,0,No +72,Two year,No,Bank transfer (automatic),105.6,7581.5,Fiber optic,Yes,Yes,0,No +31,Month-to-month,No,Electronic check,93.8,3019.5,Fiber optic,No,No,0,Yes +50,Month-to-month,Yes,Electronic check,95.7,4729.75,Fiber optic,No,No,0,No +71,Two year,No,Electronic check,83.2,6126.1,DSL,Yes,Yes,0,No +70,Two year,No,Credit card (automatic),90.05,6333.4,DSL,Yes,Yes,1,No +71,One year,No,Credit card (automatic),97.65,6687.85,Fiber optic,Yes,Yes,0,No +61,Two year,Yes,Bank transfer (automatic),68.05,4158.25,DSL,Yes,Yes,0,No +32,Month-to-month,Yes,Electronic check,96.2,3183.4,Fiber optic,Yes,No,0,Yes +1,Month-to-month,Yes,Electronic check,79.6,79.6,Fiber optic,No,No,0,Yes +68,Two year,Yes,Bank transfer (automatic),102.1,7149.35,Fiber optic,No,Yes,0,No +62,Two year,No,Bank transfer (automatic),23.4,1429.65,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,71.05,472.65,Fiber optic,No,No,0,No +20,Month-to-month,Yes,Electronic check,85.25,1734.5,Fiber optic,No,No,0,Yes +6,One year,No,Mailed check,19.45,113.5,No,No internet service,No internet service,0,No +33,Month-to-month,Yes,Bank transfer (automatic),59.45,1884.65,DSL,No,Yes,1,No +28,One year,No,Bank transfer (automatic),92.2,2568.15,Fiber optic,No,No,0,No +27,Two year,No,Credit card (automatic),19.85,470,No,No internet service,No internet service,0,No +7,Month-to-month,No,Mailed check,43.9,278.4,DSL,No,No,0,No +26,Month-to-month,Yes,Electronic check,80.5,2088.8,Fiber optic,Yes,No,0,Yes +5,Month-to-month,Yes,Electronic check,89.8,502.6,Fiber optic,No,No,1,Yes +30,Month-to-month,Yes,Credit card (automatic),90.5,2595.85,Fiber optic,No,Yes,1,No +63,One year,No,Credit card (automatic),90.45,5825.5,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,50.75,50.75,DSL,No,No,0,Yes +53,One year,Yes,Electronic check,84.6,4449.75,DSL,Yes,No,0,No +14,Month-to-month,Yes,Credit card (automatic),89.65,1208.35,Fiber optic,Yes,No,0,Yes +21,Month-to-month,Yes,Bank transfer (automatic),99.15,1956.4,Fiber optic,Yes,No,0,No +17,One year,No,Mailed check,19.95,310.6,No,No internet service,No internet service,0,No +16,Two year,No,Mailed check,20.5,290.55,No,No internet service,No internet service,0,No +35,Month-to-month,Yes,Electronic check,62.1,2096.1,DSL,No,No,0,No +32,Month-to-month,Yes,Electronic check,79.5,2665,Fiber optic,No,No,1,No +28,Month-to-month,Yes,Bank transfer (automatic),19.55,543.8,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,20.35,20.35,No,No internet service,No internet service,0,No +59,Month-to-month,Yes,Electronic check,51.7,3005.8,DSL,Yes,No,0,No +72,One year,Yes,Bank transfer (automatic),23.3,1623.15,No,No internet service,No internet service,0,No +36,One year,Yes,Mailed check,65.4,2498.4,DSL,Yes,No,0,Yes +40,Month-to-month,No,Mailed check,65.1,2586,DSL,No,Yes,0,No +40,Month-to-month,Yes,Electronic check,81.2,3292.3,Fiber optic,No,No,0,No +9,Month-to-month,Yes,Mailed check,72.9,651.4,DSL,Yes,No,0,Yes +63,Two year,No,Credit card (automatic),74.5,4674.55,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,80.5,232.35,Fiber optic,No,No,0,No +40,One year,No,Mailed check,60.3,2448.5,DSL,Yes,No,0,No +8,Month-to-month,Yes,Mailed check,75,658.1,Fiber optic,No,Yes,0,No +34,One year,No,Mailed check,90.15,3128.8,Fiber optic,Yes,Yes,1,No +5,Month-to-month,No,Mailed check,40,223.45,DSL,Yes,Yes,0,Yes +9,Month-to-month,Yes,Credit card (automatic),99.45,919.4,Fiber optic,No,No,1,Yes +9,Month-to-month,Yes,Credit card (automatic),69.05,653.95,DSL,No,No,0,No +31,Month-to-month,No,Bank transfer (automatic),59.7,1825.5,DSL,No,No,0,No +50,One year,Yes,Bank transfer (automatic),19.85,943.1,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,86.25,181.65,Fiber optic,Yes,Yes,0,Yes +1,Month-to-month,Yes,Electronic check,45.65,45.65,DSL,No,No,0,Yes +8,Month-to-month,Yes,Mailed check,70.1,551.35,Fiber optic,No,No,0,Yes +9,Month-to-month,No,Electronic check,40.75,359.4,DSL,No,No,0,No +2,Month-to-month,Yes,Bank transfer (automatic),70.2,115.95,Fiber optic,No,No,1,Yes +3,Month-to-month,No,Electronic check,55.35,165.2,DSL,No,Yes,0,Yes +25,Month-to-month,Yes,Credit card (automatic),95.7,2338.35,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Electronic check,46.3,46.3,DSL,No,No,1,No +45,Month-to-month,No,Mailed check,81.3,3541.1,DSL,Yes,Yes,0,No +51,Month-to-month,Yes,Electronic check,84.2,4146.05,Fiber optic,No,No,1,Yes +55,Month-to-month,No,Credit card (automatic),20,1087.25,No,No internet service,No internet service,0,No +38,Month-to-month,Yes,Bank transfer (automatic),66.15,2522.4,DSL,No,Yes,0,No +2,Month-to-month,No,Mailed check,45.85,81,DSL,No,No,0,Yes +38,Month-to-month,No,Electronic check,19.6,717.3,No,No internet service,No internet service,0,No +34,Month-to-month,Yes,Electronic check,49.8,1734.2,DSL,No,No,0,No +70,One year,Yes,Electronic check,101.75,7069.3,Fiber optic,No,No,0,No +13,One year,No,Mailed check,55.15,742.9,DSL,Yes,Yes,0,No +39,Month-to-month,No,Electronic check,75.25,3017.65,Fiber optic,No,No,0,Yes +61,One year,Yes,Electronic check,103.95,6423,Fiber optic,No,No,0,No +12,Month-to-month,Yes,Bank transfer (automatic),100.15,1164.3,Fiber optic,No,No,0,Yes +41,Two year,Yes,Credit card (automatic),99.65,4220.35,Fiber optic,Yes,No,0,No +21,Month-to-month,Yes,Electronic check,73.7,1558.7,Fiber optic,No,No,0,No +55,One year,Yes,Bank transfer (automatic),50.05,2743.45,DSL,No,No,1,No +69,Two year,No,Bank transfer (automatic),60.25,4055.5,DSL,Yes,Yes,0,No +26,Month-to-month,No,Electronic check,105.75,2710.25,Fiber optic,No,No,1,Yes +69,One year,No,Credit card (automatic),87.3,6055.55,Fiber optic,No,Yes,1,No +18,Month-to-month,Yes,Electronic check,48.35,810.7,DSL,No,No,1,Yes +47,Month-to-month,No,Electronic check,54.25,2538.2,DSL,No,No,0,No +72,Two year,No,Bank transfer (automatic),85.3,6129.2,DSL,Yes,Yes,0,No +33,Month-to-month,Yes,Electronic check,50,1750.85,DSL,Yes,No,1,No +2,Month-to-month,Yes,Mailed check,24.4,36.55,DSL,No,No,0,Yes +72,Two year,No,Credit card (automatic),90.95,6652.45,DSL,Yes,Yes,0,No +37,Month-to-month,Yes,Bank transfer (automatic),72.25,2575.45,Fiber optic,No,No,1,No +62,Month-to-month,Yes,Credit card (automatic),96.1,6019.35,Fiber optic,No,No,1,No +71,Two year,No,Credit card (automatic),19.85,1379.6,No,No internet service,No internet service,0,No +23,Month-to-month,Yes,Bank transfer (automatic),55.3,1284.2,DSL,Yes,No,0,No +16,One year,No,Mailed check,20.1,296.15,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Mailed check,69.5,653.25,DSL,Yes,Yes,0,No +17,Two year,Yes,Mailed check,25.15,412.6,No,No internet service,No internet service,0,No +4,Month-to-month,No,Bank transfer (automatic),20.95,85.5,No,No internet service,No internet service,0,Yes +1,Month-to-month,Yes,Electronic check,49.55,49.55,DSL,No,Yes,1,Yes +24,Month-to-month,Yes,Mailed check,79.65,1928.7,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,71.25,71.25,Fiber optic,No,No,1,No +72,Two year,No,Bank transfer (automatic),113.8,7845.8,Fiber optic,Yes,Yes,1,No +72,Two year,No,Electronic check,24.55,1750.7,No,No internet service,No internet service,0,No +11,Month-to-month,No,Credit card (automatic),19.7,216.2,No,No internet service,No internet service,0,No +9,Month-to-month,No,Mailed check,20.25,178.5,No,No internet service,No internet service,0,Yes +2,Month-to-month,No,Credit card (automatic),50.15,115.1,DSL,No,No,1,Yes +60,One year,Yes,Credit card (automatic),100.5,6029,Fiber optic,No,No,1,No +29,Month-to-month,Yes,Electronic check,95.9,2745.2,Fiber optic,No,No,1,Yes +49,Two year,Yes,Bank transfer (automatic),74.45,3721.9,DSL,Yes,No,0,No +30,Month-to-month,Yes,Electronic check,104.1,3121.1,Fiber optic,No,No,1,No +53,One year,No,Credit card (automatic),19.05,990.45,No,No internet service,No internet service,0,No +39,Two year,No,Mailed check,25,1004.35,No,No internet service,No internet service,0,No +9,Month-to-month,No,Mailed check,19.05,157.65,No,No internet service,No internet service,0,No +39,One year,No,Electronic check,81.9,3219.75,Fiber optic,Yes,No,0,No +8,Month-to-month,Yes,Electronic check,69.7,572.85,Fiber optic,No,No,1,No +51,One year,Yes,Electronic check,90.15,4554.85,Fiber optic,No,No,0,No +71,Two year,No,Credit card (automatic),25.35,1847.55,No,No internet service,No internet service,0,No +71,Two year,Yes,Mailed check,24.65,1766.75,No,No internet service,No internet service,1,No +70,Two year,Yes,Credit card (automatic),19.55,1462.05,No,No internet service,No internet service,1,No +1,Month-to-month,No,Electronic check,25.25,25.25,DSL,No,No,1,Yes +38,Two year,Yes,Bank transfer (automatic),60,2193.2,DSL,Yes,Yes,0,No +28,Month-to-month,No,Credit card (automatic),89.9,2433.5,Fiber optic,No,No,0,No +32,Month-to-month,No,Bank transfer (automatic),19.4,641.15,No,No internet service,No internet service,0,No +49,Two year,No,Mailed check,49.8,2398.4,DSL,No,No,1,No +37,Two year,Yes,Bank transfer (automatic),24.1,861.85,No,No internet service,No internet service,0,No +10,Month-to-month,No,Electronic check,54.25,583,DSL,Yes,No,0,No +67,One year,No,Credit card (automatic),109.9,7332.4,Fiber optic,No,Yes,0,No +7,One year,Yes,Credit card (automatic),35.5,249.55,DSL,Yes,No,0,No +51,One year,No,Credit card (automatic),87.55,4475.9,Fiber optic,No,No,0,No +9,Month-to-month,No,Electronic check,45.15,416.45,DSL,No,No,0,Yes +9,Month-to-month,Yes,Mailed check,88.4,788.6,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Mailed check,50.8,202.3,DSL,Yes,No,0,No +71,Two year,Yes,Electronic check,99,6994.6,Fiber optic,No,Yes,0,No +50,Month-to-month,Yes,Bank transfer (automatic),84.4,4116.15,Fiber optic,No,No,0,Yes +24,Two year,Yes,Electronic check,96.55,2263.45,Fiber optic,No,No,1,No +22,One year,Yes,Bank transfer (automatic),59.75,1374.35,DSL,No,Yes,0,No +44,Month-to-month,Yes,Electronic check,111.5,4915.15,Fiber optic,No,Yes,0,No +33,Month-to-month,No,Bank transfer (automatic),24.25,838.5,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,75.1,75.1,Fiber optic,No,No,0,Yes +54,One year,Yes,Credit card (automatic),70.15,3715.65,DSL,No,No,0,Yes +42,Month-to-month,Yes,Electronic check,101.75,4273.45,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,45.8,45.8,DSL,No,No,0,Yes +1,Month-to-month,No,Mailed check,20.5,20.5,No,No internet service,No internet service,0,No +30,One year,No,Electronic check,70.4,2044.75,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,30.55,30.55,DSL,Yes,No,0,No +16,Month-to-month,No,Electronic check,84.9,1398.25,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,20.1,20.1,No,No internet service,No internet service,0,Yes +9,Month-to-month,No,Mailed check,40.65,328.95,DSL,Yes,No,0,Yes +46,Month-to-month,Yes,Electronic check,101,4680.05,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Electronic check,69.1,69.1,Fiber optic,No,No,0,Yes +71,Two year,No,Bank transfer (automatic),54.5,3778.2,DSL,Yes,Yes,0,No +43,Month-to-month,Yes,Credit card (automatic),75.35,3161.4,Fiber optic,No,No,0,No +50,One year,Yes,Bank transfer (automatic),44.45,2188.45,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Mailed check,75,999.45,Fiber optic,No,No,0,Yes +19,One year,No,Bank transfer (automatic),100,1888.65,Fiber optic,Yes,No,0,Yes +41,Month-to-month,No,Bank transfer (automatic),98.05,3990.6,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,71.15,71.15,Fiber optic,No,No,1,Yes +24,Month-to-month,Yes,Credit card (automatic),54.15,1240.25,DSL,No,No,0,Yes +40,One year,No,Bank transfer (automatic),63.9,2635,DSL,No,No,0,No +3,Month-to-month,Yes,Bank transfer (automatic),69.15,235,DSL,No,No,0,No +37,One year,No,Bank transfer (automatic),64.65,2347.85,DSL,No,Yes,0,No +67,Two year,Yes,Credit card (automatic),108.75,7156.2,Fiber optic,Yes,Yes,0,Yes +32,Month-to-month,Yes,Electronic check,98.85,3089.6,Fiber optic,No,No,0,No +6,Month-to-month,Yes,Electronic check,49.15,270.8,DSL,Yes,No,0,Yes +32,Month-to-month,No,Electronic check,89.6,2901.8,Fiber optic,No,Yes,0,No +59,Month-to-month,Yes,Electronic check,83.25,4949.1,Fiber optic,No,No,0,No +30,One year,No,Bank transfer (automatic),70.25,2198.9,DSL,Yes,No,0,No +20,Month-to-month,Yes,Electronic check,19.4,374.5,No,No internet service,No internet service,0,Yes +27,Two year,No,Electronic check,24.5,761.95,No,No internet service,No internet service,0,No +20,Month-to-month,Yes,Electronic check,79.15,1520.9,Fiber optic,No,Yes,1,Yes +9,One year,No,Mailed check,20.1,190.25,No,No internet service,No internet service,0,No +68,One year,Yes,Credit card (automatic),73,5163,DSL,No,Yes,0,No +69,Two year,No,Credit card (automatic),61.4,4059.85,DSL,Yes,Yes,0,No +26,Month-to-month,Yes,Mailed check,84.3,2281.6,Fiber optic,Yes,No,0,No +69,Two year,No,Bank transfer (automatic),19.9,1356.7,No,No internet service,No internet service,0,No +11,Two year,No,Mailed check,20.4,231.45,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,50.75,50.75,DSL,No,No,0,No +10,One year,No,Mailed check,20.45,242.4,No,No internet service,No internet service,0,No +55,One year,Yes,Bank transfer (automatic),75.75,4264.25,DSL,Yes,Yes,0,No +44,One year,No,Electronic check,65.4,2774.55,DSL,Yes,Yes,0,No +46,Month-to-month,Yes,Electronic check,80.4,3605.2,Fiber optic,No,No,1,Yes +69,Two year,Yes,Bank transfer (automatic),59.75,4069.9,DSL,No,Yes,0,No +11,Month-to-month,Yes,Electronic check,78.5,874.2,Fiber optic,No,No,1,No +11,Month-to-month,Yes,Electronic check,102,1145.35,Fiber optic,No,No,0,Yes +29,Month-to-month,No,Bank transfer (automatic),48.95,1323.7,DSL,No,No,0,No +57,Month-to-month,Yes,Electronic check,99.65,5497.05,Fiber optic,No,Yes,0,No +28,One year,No,Credit card (automatic),18.25,534.7,No,No internet service,No internet service,0,No +42,Month-to-month,No,Credit card (automatic),54.55,2455.05,DSL,No,Yes,0,No +2,Month-to-month,No,Mailed check,20.65,38.7,No,No internet service,No internet service,0,Yes +23,One year,No,Bank transfer (automatic),40.65,947.4,DSL,Yes,Yes,0,No +18,Month-to-month,No,Mailed check,20.45,357,No,No internet service,No internet service,0,No +62,One year,No,Bank transfer (automatic),24.8,1476.25,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,70.8,70.8,Fiber optic,No,No,0,Yes +16,Month-to-month,Yes,Credit card (automatic),89.05,1448.6,Fiber optic,Yes,No,0,Yes +3,Month-to-month,Yes,Electronic check,96.6,291.9,Fiber optic,No,No,0,Yes +67,One year,Yes,Bank transfer (automatic),88.8,5903.15,DSL,Yes,Yes,0,No +62,Two year,Yes,Credit card (automatic),20.05,1201.65,No,No internet service,No internet service,0,No +57,Month-to-month,Yes,Credit card (automatic),104.5,5921.35,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Electronic check,69.8,146.65,Fiber optic,No,No,0,No +23,Two year,Yes,Bank transfer (automatic),77.15,1759.4,DSL,Yes,Yes,0,No +25,Two year,No,Bank transfer (automatic),35.05,844.45,DSL,Yes,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),108.1,7774.05,Fiber optic,Yes,No,1,No +2,Month-to-month,Yes,Electronic check,84.05,134.05,Fiber optic,No,No,0,No +8,One year,Yes,Bank transfer (automatic),20.2,140.95,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Mailed check,50.6,249.95,DSL,No,No,0,Yes +35,Month-to-month,No,Electronic check,49.2,1701.65,DSL,No,No,0,No +24,One year,No,Electronic check,24.6,592.65,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,71.65,135.75,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),104.9,7732.65,Fiber optic,Yes,Yes,0,No +41,Month-to-month,Yes,Electronic check,106.5,4282.4,Fiber optic,Yes,Yes,0,No +4,Month-to-month,No,Electronic check,49.35,219.65,DSL,No,Yes,0,Yes +26,One year,No,Bank transfer (automatic),75.5,2018.1,Fiber optic,No,No,0,No +7,Month-to-month,Yes,Electronic check,94.25,669,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,68.95,68.95,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Mailed check,58.5,224.85,DSL,Yes,No,0,No +48,Two year,No,Credit card (automatic),78.9,3771.5,DSL,Yes,No,0,No +2,Month-to-month,Yes,Electronic check,93.85,196.75,Fiber optic,No,No,1,Yes +12,One year,Yes,Electronic check,79.2,943.85,DSL,Yes,Yes,1,No +60,Month-to-month,Yes,Bank transfer (automatic),109.45,6572.85,Fiber optic,Yes,Yes,0,No +55,Two year,Yes,Electronic check,59.2,3175.85,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,29.15,29.15,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,20.05,20.05,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,76.05,318.9,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,24.45,24.45,DSL,No,No,0,Yes +42,Two year,No,Credit card (automatic),66.5,2762.75,DSL,Yes,No,0,No +1,Month-to-month,No,Bank transfer (automatic),49.55,49.55,DSL,No,Yes,0,No +7,Month-to-month,Yes,Credit card (automatic),89.35,631.85,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Credit card (automatic),73.6,232.5,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),82.65,5919.35,DSL,No,Yes,0,No +15,Month-to-month,Yes,Electronic check,49,749.25,DSL,No,No,0,No +4,Month-to-month,Yes,Electronic check,80.35,307.4,Fiber optic,No,No,0,Yes +11,One year,No,Electronic check,25.2,245.15,No,No internet service,No internet service,0,No +5,Month-to-month,No,Mailed check,25.45,134.75,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,55.8,55.8,DSL,No,Yes,1,Yes +72,Two year,Yes,Credit card (automatic),110.9,8240.85,Fiber optic,Yes,Yes,0,No +55,Month-to-month,Yes,Credit card (automatic),77.75,4266.4,Fiber optic,No,No,0,No +40,Month-to-month,Yes,Electronic check,26.2,1077.5,No,No internet service,No internet service,0,No +57,Two year,No,Bank transfer (automatic),19.9,1115.6,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,79.05,79.05,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,95,95,Fiber optic,No,Yes,0,Yes +1,Month-to-month,No,Mailed check,25.2,25.2,DSL,No,No,0,Yes +52,One year,Yes,Electronic check,80.85,4079.55,DSL,No,No,1,No +41,Month-to-month,Yes,Electronic check,98.4,4187.75,Fiber optic,No,No,1,Yes +43,One year,Yes,Mailed check,56.35,2391.15,DSL,No,No,0,No +47,Two year,No,Bank transfer (automatic),19.3,890.5,No,No internet service,No internet service,0,No +3,Month-to-month,No,Bank transfer (automatic),50.4,137.25,DSL,No,No,0,No +66,Two year,No,Credit card (automatic),79.4,5154.6,DSL,Yes,Yes,1,Yes +55,Two year,Yes,Credit card (automatic),55.25,3119.9,DSL,Yes,No,0,No +29,One year,No,Mailed check,19.1,529.5,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,84.05,966.55,Fiber optic,No,No,0,No +66,Month-to-month,Yes,Electronic check,105.2,6936.85,Fiber optic,No,No,0,No +35,Month-to-month,Yes,Electronic check,101.4,3496.3,Fiber optic,No,No,1,Yes +10,Month-to-month,Yes,Electronic check,89.8,914.3,Fiber optic,No,No,1,Yes +27,Month-to-month,Yes,Bank transfer (automatic),75.75,1929,Fiber optic,No,No,0,No +58,Month-to-month,Yes,Electronic check,95.3,5817.7,Fiber optic,Yes,No,0,No +54,Two year,No,Bank transfer (automatic),109.75,6110.2,Fiber optic,Yes,Yes,0,Yes +9,Month-to-month,No,Mailed check,19.85,178.8,No,No internet service,No internet service,0,No +2,One year,No,Credit card (automatic),19.3,28.3,No,No internet service,No internet service,0,Yes +6,Month-to-month,Yes,Electronic check,69.1,435,Fiber optic,No,No,0,No +26,Month-to-month,Yes,Electronic check,91.25,2351.8,Fiber optic,No,No,1,Yes +9,Month-to-month,No,Mailed check,20.25,186.15,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Mailed check,54.75,445.85,DSL,No,No,0,No +12,Month-to-month,Yes,Electronic check,81.45,912,Fiber optic,No,No,0,No +15,Month-to-month,Yes,Electronic check,49.1,679.55,DSL,No,No,0,Yes +43,One year,Yes,Electronic check,80.2,3581.6,DSL,No,Yes,0,No +42,Month-to-month,Yes,Electronic check,100.3,4222.95,Fiber optic,Yes,No,0,No +31,Month-to-month,No,Credit card (automatic),65.25,1994.3,DSL,Yes,Yes,0,Yes +66,Two year,Yes,Credit card (automatic),90.95,5930.05,Fiber optic,Yes,Yes,0,No +18,Month-to-month,Yes,Electronic check,85.45,1505.85,Fiber optic,Yes,No,1,Yes +1,Month-to-month,No,Mailed check,20,20,No,No internet service,No internet service,0,No +61,Two year,Yes,Electronic check,94.1,5638.3,Fiber optic,Yes,No,0,Yes +10,Month-to-month,No,Electronic check,79.85,797.25,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,71.65,71.65,Fiber optic,No,No,1,Yes +18,Month-to-month,Yes,Electronic check,73.55,1359.45,Fiber optic,No,No,1,No +24,Month-to-month,Yes,Electronic check,104.65,2542.45,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Mailed check,19.3,54.7,No,No internet service,No internet service,0,No +50,One year,No,Credit card (automatic),20.15,989.05,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,44.55,44.55,DSL,No,No,0,No +2,Month-to-month,Yes,Mailed check,54.45,87.3,DSL,Yes,Yes,0,No +17,One year,Yes,Bank transfer (automatic),19.65,351.55,No,No internet service,No internet service,0,No +69,Two year,Yes,Electronic check,105,7297.75,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),88.7,6301.7,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,74.25,210.3,Fiber optic,No,No,0,Yes +50,Two year,Yes,Bank transfer (automatic),75.15,3822.45,DSL,No,Yes,1,No +53,Two year,No,Mailed check,20.25,1048.45,No,No internet service,No internet service,0,No +58,Two year,Yes,Credit card (automatic),109.1,6393.65,Fiber optic,Yes,Yes,0,No +46,One year,Yes,Bank transfer (automatic),30.75,1489.3,DSL,No,Yes,0,No +72,Month-to-month,Yes,Credit card (automatic),112.9,8061.5,Fiber optic,Yes,Yes,1,No +1,Month-to-month,Yes,Electronic check,74.2,74.2,Fiber optic,No,No,1,Yes +6,Month-to-month,Yes,Mailed check,94.05,518.75,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),78.85,5763.15,DSL,Yes,Yes,0,No +4,Month-to-month,Yes,Mailed check,55.3,238.5,DSL,No,No,0,No +52,Two year,No,Mailed check,19.35,1031.7,No,No internet service,No internet service,0,No +0,Two year,No,Mailed check,25.35, ,No,No internet service,No internet service,0,No +2,One year,No,Mailed check,20.45,34.8,No,No internet service,No internet service,0,No +65,Two year,No,Bank transfer (automatic),19.35,1319.95,No,No internet service,No internet service,0,No +43,Month-to-month,Yes,Electronic check,101,4388.4,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Electronic check,100.2,420.2,Fiber optic,No,No,0,Yes +25,One year,Yes,Electronic check,89.05,2177.45,Fiber optic,No,Yes,1,Yes +51,One year,Yes,Credit card (automatic),78.65,3950.85,DSL,Yes,No,0,No +12,Month-to-month,No,Bank transfer (automatic),74.75,827.05,DSL,No,No,0,No +57,One year,Yes,Bank transfer (automatic),70.1,3913.3,DSL,No,Yes,0,Yes +24,One year,No,Mailed check,19.9,533.5,No,No internet service,No internet service,0,No +64,One year,No,Bank transfer (automatic),58.35,3756.45,DSL,Yes,No,0,No +4,One year,Yes,Electronic check,105.65,443.9,Fiber optic,Yes,No,0,Yes +26,Month-to-month,Yes,Bank transfer (automatic),100.5,2599.95,Fiber optic,No,No,0,No +15,Month-to-month,No,Mailed check,20.05,284.3,No,No internet service,No internet service,0,No +64,Two year,No,Credit card (automatic),25.65,1740.8,No,No internet service,No internet service,1,No +36,Month-to-month,Yes,Electronic check,96.5,3436.1,Fiber optic,No,No,1,Yes +27,Month-to-month,No,Credit card (automatic),95,2462.55,Fiber optic,No,No,0,No +1,Month-to-month,No,Mailed check,70.85,70.85,Fiber optic,No,No,1,Yes +35,One year,Yes,Credit card (automatic),85.95,3110.1,DSL,Yes,Yes,0,Yes +4,Month-to-month,Yes,Electronic check,73.9,280.85,Fiber optic,No,No,0,Yes +8,Month-to-month,Yes,Electronic check,45.45,411.75,DSL,No,No,0,No +10,Month-to-month,Yes,Credit card (automatic),20,198.6,No,No internet service,No internet service,0,No +2,Month-to-month,No,Mailed check,49.2,103.7,DSL,No,No,0,No +58,Two year,Yes,Bank transfer (automatic),109.45,6144.55,Fiber optic,No,Yes,0,Yes +51,Two year,Yes,Credit card (automatic),83.25,4089.45,DSL,Yes,Yes,0,No +46,Two year,Yes,Mailed check,19.25,864.2,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Bank transfer (automatic),19.65,19.65,No,No internet service,No internet service,0,No +46,Month-to-month,No,Bank transfer (automatic),72.8,3249.4,Fiber optic,No,No,0,No +50,Month-to-month,Yes,Bank transfer (automatic),109.65,5405.8,Fiber optic,Yes,Yes,0,No +53,Month-to-month,No,Credit card (automatic),65,3363.8,DSL,Yes,No,0,No +61,Month-to-month,Yes,Electronic check,114.1,7132.15,Fiber optic,Yes,No,0,No +5,Month-to-month,No,Bank transfer (automatic),20.65,93.55,No,No internet service,No internet service,0,No +47,One year,Yes,Bank transfer (automatic),86.95,4138.9,DSL,Yes,Yes,0,No +54,One year,Yes,Bank transfer (automatic),94.75,5121.75,Fiber optic,No,No,0,No +19,Month-to-month,Yes,Credit card (automatic),25.35,566.1,DSL,No,No,0,No +26,Two year,Yes,Electronic check,105.45,2715.3,Fiber optic,Yes,No,0,No +70,Two year,No,Mailed check,25.4,1782.05,No,No internet service,No internet service,0,No +17,Month-to-month,Yes,Electronic check,102.55,1742.5,Fiber optic,No,No,0,No +30,Month-to-month,Yes,Electronic check,100.2,2983.8,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,24,24,No,No internet service,No internet service,0,No +19,Two year,No,Mailed check,25.6,485.9,No,No internet service,No internet service,0,No +26,Two year,Yes,Credit card (automatic),73.5,1905.7,DSL,No,No,0,No +21,Month-to-month,Yes,Bank transfer (automatic),74.05,1565.7,Fiber optic,No,No,0,Yes +50,One year,Yes,Electronic check,98.25,4858.7,Fiber optic,No,No,0,No +68,One year,Yes,Electronic check,54.4,3723.65,DSL,No,Yes,0,No +3,Month-to-month,Yes,Bank transfer (automatic),101.55,298.35,Fiber optic,No,No,0,Yes +9,Month-to-month,No,Electronic check,103.1,970.45,Fiber optic,Yes,No,0,No +51,Two year,No,Bank transfer (automatic),34.2,1782,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Electronic check,43.75,405.7,DSL,No,No,0,No +41,One year,Yes,Electronic check,111.95,4534.9,Fiber optic,Yes,No,1,Yes +22,Month-to-month,Yes,Electronic check,100.65,2415.95,Fiber optic,No,No,0,No +21,One year,Yes,Electronic check,55.95,1157.05,DSL,No,Yes,0,Yes +71,Two year,Yes,Bank transfer (automatic),116.05,8297.5,Fiber optic,Yes,Yes,0,No +1,Month-to-month,No,Electronic check,45.75,45.75,DSL,No,No,0,Yes +26,One year,Yes,Credit card (automatic),82,2083.1,DSL,Yes,No,0,No +71,Two year,No,Bank transfer (automatic),65.15,4681.75,DSL,Yes,Yes,0,No +4,Month-to-month,Yes,Credit card (automatic),44.8,176.2,DSL,No,No,0,No +12,Month-to-month,Yes,Electronic check,79.8,1001.2,Fiber optic,No,Yes,0,No +18,Month-to-month,Yes,Electronic check,88.85,1594.75,Fiber optic,Yes,No,0,No +3,Month-to-month,Yes,Electronic check,74.95,212.4,Fiber optic,No,No,0,No +72,One year,Yes,Bank transfer (automatic),106.85,7677.4,Fiber optic,No,Yes,1,No +11,Month-to-month,No,Electronic check,74.95,815.5,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Credit card (automatic),80.15,80.15,Fiber optic,No,No,0,Yes +13,One year,No,Credit card (automatic),19.3,259.65,No,No internet service,No internet service,0,No +72,One year,Yes,Electronic check,109.25,8109.8,Fiber optic,Yes,No,0,Yes +42,One year,No,Credit card (automatic),56.1,2386.85,DSL,No,Yes,0,No +17,Month-to-month,No,Credit card (automatic),19.7,340.35,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Mailed check,51.3,419.35,DSL,No,No,1,No +68,Two year,No,Mailed check,118.6,7990.05,Fiber optic,Yes,Yes,0,No +56,Two year,No,Bank transfer (automatic),24.15,1402.25,No,No internet service,No internet service,0,No +38,One year,No,Mailed check,20.3,749.35,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,115.5,8425.15,Fiber optic,Yes,Yes,0,No +48,One year,No,Credit card (automatic),25.05,1171.5,No,No internet service,No internet service,0,No +52,Month-to-month,Yes,Electronic check,109.1,5647.95,Fiber optic,No,Yes,1,No +35,One year,No,Mailed check,19.65,708.8,No,No internet service,No internet service,0,No +67,Two year,Yes,Bank transfer (automatic),111.3,7567.2,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,29.9,29.9,DSL,No,Yes,0,No +53,Month-to-month,Yes,Mailed check,80.6,4348.1,Fiber optic,Yes,No,0,No +34,Month-to-month,No,Mailed check,20.8,635.9,No,No internet service,No internet service,0,No +3,Month-to-month,No,Credit card (automatic),35.2,108.95,DSL,No,No,0,Yes +1,Month-to-month,No,Electronic check,78.8,78.8,Fiber optic,No,No,0,Yes +19,Month-to-month,No,Mailed check,89.95,1682.4,Fiber optic,Yes,No,0,No +60,Two year,Yes,Bank transfer (automatic),116.05,6925.9,Fiber optic,Yes,Yes,1,No +11,Two year,No,Credit card (automatic),19.55,223.15,No,No internet service,No internet service,0,No +47,Month-to-month,Yes,Electronic check,106.4,5127.95,Fiber optic,No,No,0,Yes +18,Month-to-month,No,Electronic check,49.4,874.8,DSL,No,Yes,0,Yes +60,Two year,No,Credit card (automatic),115.25,6758.45,Fiber optic,Yes,Yes,0,No +72,Two year,No,Credit card (automatic),24.8,1874.3,No,No internet service,No internet service,0,No +39,One year,No,Mailed check,19.9,791.15,No,No internet service,No internet service,0,No +59,One year,Yes,Credit card (automatic),81.25,4639.45,Fiber optic,No,Yes,0,No +2,Month-to-month,No,Mailed check,69.95,143.9,Fiber optic,No,No,0,No +1,Month-to-month,No,Electronic check,69.1,69.1,Fiber optic,No,No,1,Yes +20,Month-to-month,Yes,Electronic check,90.2,1776.55,Fiber optic,No,No,0,Yes +6,Month-to-month,Yes,Bank transfer (automatic),93.55,536.4,Fiber optic,No,No,0,Yes +71,Two year,Yes,Credit card (automatic),86.4,6172,Fiber optic,Yes,No,0,No +24,Month-to-month,No,Mailed check,66.3,1559.45,DSL,No,Yes,0,No +67,Month-to-month,Yes,Credit card (automatic),94.65,6079,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Mailed check,80.85,80.85,Fiber optic,No,No,0,Yes +48,One year,Yes,Mailed check,82.05,4029.95,Fiber optic,No,No,0,Yes +37,One year,No,Mailed check,72.1,2658.4,DSL,Yes,No,0,No +11,Month-to-month,No,Mailed check,34.7,383.55,DSL,No,No,0,No +3,Month-to-month,Yes,Credit card (automatic),20.55,51.15,No,No internet service,No internet service,0,Yes +18,Month-to-month,Yes,Credit card (automatic),95.95,1745.5,Fiber optic,No,No,0,No +50,One year,Yes,Bank transfer (automatic),44.8,2230.85,DSL,No,No,0,No +67,One year,Yes,Electronic check,109.4,7281.6,Fiber optic,Yes,Yes,0,No +25,Month-to-month,Yes,Mailed check,71.05,1837.7,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,78.55,149.55,Fiber optic,No,No,1,Yes +9,Month-to-month,No,Credit card (automatic),19.7,180.7,No,No internet service,No internet service,0,No +10,One year,No,Mailed check,40.25,411.45,DSL,Yes,Yes,0,No +70,Two year,No,Credit card (automatic),19.85,1328.35,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Bank transfer (automatic),68.25,576.95,DSL,Yes,Yes,0,No +4,Month-to-month,Yes,Credit card (automatic),20.15,68.45,No,No internet service,No internet service,0,No +2,Month-to-month,No,Mailed check,50.95,123.05,DSL,No,Yes,0,No +1,Month-to-month,No,Electronic check,78.65,78.65,Fiber optic,No,No,0,Yes +19,Month-to-month,Yes,Bank transfer (automatic),25.15,468.35,DSL,No,No,0,No +7,Month-to-month,Yes,Bank transfer (automatic),20.25,174.7,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,42.9,42.9,DSL,No,No,0,Yes +1,Month-to-month,No,Electronic check,44,44,DSL,No,No,1,No +9,One year,No,Mailed check,20.25,172.35,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,34.25,139.35,DSL,Yes,Yes,0,Yes +9,Month-to-month,No,Mailed check,58.5,539.85,DSL,Yes,Yes,0,Yes +5,Month-to-month,No,Credit card (automatic),55.8,300.4,DSL,No,Yes,0,No +56,One year,No,Bank transfer (automatic),88.9,4968,Fiber optic,No,No,0,No +18,Month-to-month,No,Mailed check,57.65,992.7,DSL,No,Yes,0,No +49,Month-to-month,Yes,Electronic check,96.2,4718.25,Fiber optic,No,No,1,Yes +70,Two year,No,Mailed check,79.15,5536.5,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),108.05,7806.6,Fiber optic,Yes,No,0,No +6,Month-to-month,No,Electronic check,74.4,434.1,Fiber optic,No,No,1,Yes +17,Month-to-month,Yes,Electronic check,94.8,1563.9,Fiber optic,No,No,1,No +29,Month-to-month,Yes,Electronic check,45.9,1332.4,DSL,No,No,0,No +6,Month-to-month,Yes,Electronic check,105.3,545.2,Fiber optic,No,No,0,Yes +63,Two year,No,Electronic check,102.6,6296.75,Fiber optic,No,No,0,No +16,Month-to-month,Yes,Bank transfer (automatic),73.85,1284.2,Fiber optic,No,No,0,Yes +59,One year,Yes,Bank transfer (automatic),61.35,3645.5,DSL,No,No,0,No +3,Month-to-month,No,Electronic check,57.55,161.45,DSL,No,No,0,No +8,Month-to-month,Yes,Mailed check,29.25,226.95,DSL,No,No,0,No +7,Month-to-month,Yes,Electronic check,84.55,646.85,Fiber optic,No,No,1,Yes +68,Two year,No,Credit card (automatic),19.6,1441.65,No,No internet service,No internet service,0,No +68,Two year,No,Credit card (automatic),111.75,7511.3,Fiber optic,Yes,Yes,0,No +52,One year,Yes,Electronic check,106.5,5621.85,Fiber optic,No,No,1,No +72,Two year,Yes,Credit card (automatic),107.7,7919.8,Fiber optic,Yes,Yes,0,No +32,One year,No,Mailed check,19.3,593.2,No,No internet service,No internet service,0,No +72,Two year,No,Bank transfer (automatic),20.05,1423.65,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Credit card (automatic),69.95,69.95,Fiber optic,No,No,0,No +42,One year,No,Credit card (automatic),63.7,2763.35,DSL,Yes,Yes,0,No +25,Two year,No,Credit card (automatic),24.75,692.1,No,No internet service,No internet service,0,Yes +45,Month-to-month,Yes,Bank transfer (automatic),50.9,2298.55,DSL,No,Yes,0,No +43,One year,Yes,Credit card (automatic),60.4,2640.55,DSL,Yes,Yes,0,No +37,One year,No,Mailed check,79.25,2911.8,DSL,No,Yes,0,No +20,Month-to-month,Yes,Credit card (automatic),85.8,1727.5,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Electronic check,24.45,86.6,DSL,No,No,0,Yes +63,Two year,Yes,Credit card (automatic),110.1,6705.7,Fiber optic,Yes,Yes,0,No +3,Month-to-month,No,Mailed check,90.7,237.65,Fiber optic,No,No,0,No +66,Two year,Yes,Credit card (automatic),25.3,1672.35,No,No internet service,No internet service,0,No +28,Month-to-month,Yes,Electronic check,105.7,2979.5,Fiber optic,No,No,0,Yes +8,Month-to-month,No,Electronic check,85.2,695.75,Fiber optic,No,No,1,No +71,Two year,No,Mailed check,24.35,1654.6,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,24.25,24.25,DSL,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),25.1,1857.85,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Bank transfer (automatic),54.55,825.1,DSL,No,Yes,1,No +66,Two year,No,Mailed check,96.6,6424.25,Fiber optic,Yes,Yes,0,No +11,Month-to-month,Yes,Electronic check,76.5,837.95,Fiber optic,No,No,0,Yes +51,One year,Yes,Credit card (automatic),81.15,4126.2,DSL,Yes,Yes,0,No +8,Month-to-month,Yes,Electronic check,38.5,330.8,DSL,No,Yes,0,No +14,Month-to-month,Yes,Electronic check,92.9,1337.45,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Electronic check,93.5,362.2,Fiber optic,Yes,No,0,Yes +70,Two year,No,Mailed check,84.7,5991.05,DSL,No,Yes,0,No +70,Two year,No,Electronic check,66,4891.5,DSL,Yes,Yes,0,No +54,One year,Yes,Credit card (automatic),101.5,5373.1,Fiber optic,No,No,1,Yes +28,Month-to-month,Yes,Bank transfer (automatic),74.9,2068.55,Fiber optic,No,Yes,0,Yes +24,Two year,No,Mailed check,20.75,487.05,No,No internet service,No internet service,0,No +69,Two year,Yes,Credit card (automatic),61.45,4131.2,DSL,No,No,0,No +42,Month-to-month,No,Mailed check,54.5,2301.15,DSL,No,Yes,0,No +2,Month-to-month,Yes,Electronic check,69.6,131.65,Fiber optic,No,No,1,Yes +39,Month-to-month,Yes,Electronic check,99.75,4036,Fiber optic,No,No,1,No +45,Two year,Yes,Bank transfer (automatic),109.75,4900.65,Fiber optic,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),80.85,5727.45,DSL,Yes,Yes,0,No +38,Two year,No,Mailed check,20.3,743.05,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),67.8,4804.65,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,24.05,24.05,No,No internet service,No internet service,0,Yes +72,Two year,Yes,Credit card (automatic),19.8,1414.65,No,No internet service,No internet service,0,No +55,Two year,No,Bank transfer (automatic),25.7,1443.65,No,No internet service,No internet service,0,No +51,One year,Yes,Electronic check,56.15,2898.95,DSL,Yes,No,0,No +63,Two year,Yes,Bank transfer (automatic),86.7,5309.5,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,20.4,20.4,No,No internet service,No internet service,0,No +23,Two year,Yes,Mailed check,19.65,451.55,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,50.55,50.55,DSL,No,No,0,Yes +2,Month-to-month,Yes,Mailed check,54.35,117.05,DSL,Yes,No,0,No +52,Month-to-month,No,Credit card (automatic),108.1,5839.3,Fiber optic,No,Yes,1,No +36,One year,No,Mailed check,54.45,1893.5,DSL,No,Yes,0,No +1,Month-to-month,No,Mailed check,45.35,45.35,DSL,No,No,0,No +28,One year,No,Mailed check,59,1654.45,DSL,No,Yes,0,No +7,One year,No,Electronic check,69.45,477.05,DSL,No,Yes,0,No +14,Month-to-month,Yes,Electronic check,100.55,1415.55,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),64.95,4546,DSL,Yes,Yes,1,No +1,Month-to-month,Yes,Mailed check,20.5,20.5,No,No internet service,No internet service,0,Yes +10,Month-to-month,No,Mailed check,18.85,163.2,No,No internet service,No internet service,0,No +42,One year,No,Bank transfer (automatic),19.8,849.9,No,No internet service,No internet service,0,No +7,Month-to-month,No,Bank transfer (automatic),25.05,189.95,DSL,No,No,0,No +4,Month-to-month,Yes,Bank transfer (automatic),74.8,321.9,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),114.3,8058.55,Fiber optic,Yes,Yes,0,No +20,Month-to-month,Yes,Electronic check,24.45,482.8,DSL,No,No,0,Yes +63,Two year,No,Credit card (automatic),109.2,7049.75,Fiber optic,Yes,Yes,0,No +56,Two year,No,Bank transfer (automatic),45.05,2560.1,DSL,Yes,Yes,0,No +5,Month-to-month,Yes,Mailed check,51,286.8,DSL,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),110.45,7982.5,Fiber optic,Yes,No,0,No +68,Month-to-month,Yes,Electronic check,84.65,5683.6,Fiber optic,No,No,1,No +67,One year,No,Mailed check,60.05,3994.05,DSL,Yes,Yes,0,No +8,Month-to-month,No,Bank transfer (automatic),44.65,369.15,DSL,No,No,0,No +52,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,Fiber optic,Yes,No,0,No +18,Month-to-month,Yes,Mailed check,20.25,401.95,No,No internet service,No internet service,0,No +59,Two year,No,Mailed check,25.45,1534.05,No,No internet service,No internet service,0,No +60,Two year,No,Mailed check,20.6,1093,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,94.1,701.3,Fiber optic,No,No,0,No +59,One year,No,Mailed check,34.8,1980.3,DSL,No,Yes,0,No +46,Two year,Yes,Bank transfer (automatic),60.75,2893.4,DSL,Yes,Yes,0,No +5,Month-to-month,Yes,Electronic check,51.35,262.3,DSL,No,No,0,No +59,Two year,Yes,Credit card (automatic),64.05,3886.85,DSL,Yes,Yes,1,No +70,Two year,Yes,Bank transfer (automatic),84.8,5917.55,DSL,Yes,No,0,No +14,Month-to-month,Yes,Credit card (automatic),71,914,Fiber optic,No,No,0,Yes +44,Month-to-month,Yes,Mailed check,50.15,2139.1,DSL,No,No,0,No +64,Two year,Yes,Credit card (automatic),94.6,5948.7,Fiber optic,No,Yes,0,No +58,Two year,No,Mailed check,59.75,3624.35,DSL,Yes,Yes,0,No +46,One year,No,Electronic check,100.25,4753.85,Fiber optic,Yes,No,1,No +58,Month-to-month,Yes,Electronic check,98.9,5780.7,Fiber optic,No,No,1,No +72,Two year,Yes,Credit card (automatic),97.7,6869.7,Fiber optic,No,No,0,No +30,Month-to-month,Yes,Electronic check,40.3,1172.95,DSL,No,No,1,Yes +11,Month-to-month,No,Bank transfer (automatic),60.25,662.95,DSL,No,Yes,1,No +34,Month-to-month,Yes,Electronic check,56.25,1765.95,DSL,No,No,1,No +54,Two year,No,Bank transfer (automatic),46.2,2431.95,DSL,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,50.6,155.35,DSL,No,No,0,Yes +72,Two year,No,Mailed check,24.9,1859.2,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Electronic check,84.85,3303.05,Fiber optic,Yes,No,0,Yes +2,Month-to-month,No,Mailed check,65.7,134.35,DSL,No,No,0,Yes +54,Two year,No,Credit card (automatic),63.35,3409.1,DSL,No,No,0,No +14,Month-to-month,No,Bank transfer (automatic),50.1,709.5,DSL,No,Yes,0,No +1,Month-to-month,No,Electronic check,70.5,70.5,Fiber optic,No,No,0,Yes +10,Month-to-month,Yes,Electronic check,94.85,953.45,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,50.15,50.15,DSL,No,Yes,0,No +1,Month-to-month,No,Mailed check,19.75,19.75,No,No internet service,No internet service,0,Yes +56,One year,Yes,Bank transfer (automatic),64.65,3665.55,DSL,Yes,Yes,0,No +68,Two year,Yes,Bank transfer (automatic),79.6,5515.8,DSL,Yes,Yes,0,No +14,One year,Yes,Mailed check,19.5,272,No,No internet service,No internet service,0,No +68,Two year,Yes,Electronic check,99.55,6668,Fiber optic,Yes,Yes,0,No +55,Month-to-month,Yes,Electronic check,74,4052.4,Fiber optic,No,No,1,No +16,Month-to-month,Yes,Electronic check,38.9,664.4,DSL,No,Yes,0,No +9,Month-to-month,Yes,Electronic check,79.55,718.55,Fiber optic,No,No,1,No +14,Month-to-month,Yes,Electronic check,65.45,937.6,DSL,No,Yes,0,Yes +58,Month-to-month,Yes,Electronic check,98.7,5812.6,Fiber optic,No,No,1,Yes +53,Month-to-month,Yes,Bank transfer (automatic),46.3,2546.85,DSL,No,Yes,0,No +70,Two year,Yes,Credit card (automatic),99.35,6944.5,Fiber optic,No,Yes,0,No +14,Month-to-month,Yes,Electronic check,95.8,1346.3,Fiber optic,No,No,1,No +22,One year,Yes,Bank transfer (automatic),67.5,1544.05,DSL,Yes,Yes,0,Yes +10,Month-to-month,Yes,Credit card (automatic),78.15,765.15,Fiber optic,No,Yes,0,No +29,Two year,No,Mailed check,26.1,692.55,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,69.6,69.6,Fiber optic,No,No,0,Yes +49,One year,No,Electronic check,84.35,4059.35,DSL,Yes,Yes,0,Yes +68,Month-to-month,Yes,Electronic check,100.2,6851.65,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Electronic check,78.05,78.05,Fiber optic,No,No,0,Yes +30,One year,Yes,Credit card (automatic),40.35,1187.05,DSL,Yes,No,0,No +72,Two year,No,Credit card (automatic),79.2,5401.9,DSL,Yes,Yes,0,No +10,Month-to-month,Yes,Mailed check,20.9,247,No,No internet service,No internet service,0,No +7,Month-to-month,No,Electronic check,73.6,520,Fiber optic,No,No,0,Yes +9,Month-to-month,Yes,Electronic check,74.75,706.6,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,49.9,49.9,DSL,No,Yes,0,No +20,Month-to-month,Yes,Credit card (automatic),68.9,1370.35,DSL,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,20.25,20.25,No,No internet service,No internet service,0,No +29,Month-to-month,Yes,Credit card (automatic),76,2215.25,Fiber optic,No,No,0,No +1,Month-to-month,No,Electronic check,74,74,Fiber optic,Yes,No,0,No +3,Month-to-month,Yes,Mailed check,82.3,214.4,Fiber optic,Yes,Yes,0,No +20,Month-to-month,Yes,Bank transfer (automatic),89.4,1871.15,Fiber optic,No,Yes,0,No +64,Month-to-month,Yes,Credit card (automatic),99.15,6171.2,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,20.2,20.2,No,No internet service,No internet service,0,Yes +6,Month-to-month,No,Bank transfer (automatic),29.45,161.45,DSL,No,Yes,0,No +50,Two year,No,Electronic check,19.8,1013.2,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Bank transfer (automatic),59.15,336.7,DSL,No,Yes,0,No +7,Month-to-month,No,Electronic check,44.75,333.65,DSL,No,No,0,No +72,Two year,Yes,Credit card (automatic),90.8,6511.8,Fiber optic,No,No,0,No +8,Month-to-month,Yes,Bank transfer (automatic),49.55,393.45,DSL,No,No,0,No +67,Two year,No,Credit card (automatic),106.7,7009.5,Fiber optic,Yes,Yes,0,No +24,Month-to-month,Yes,Electronic check,93.55,2264.05,Fiber optic,No,No,1,Yes +72,Two year,Yes,Credit card (automatic),94.45,6921.7,Fiber optic,No,Yes,0,No +33,One year,Yes,Bank transfer (automatic),19.45,600.25,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,25.05,56.35,DSL,No,No,0,Yes +70,Two year,No,Mailed check,67.95,4664.15,DSL,Yes,Yes,0,No +22,One year,No,Bank transfer (automatic),65.25,1441.8,DSL,No,No,0,No +59,Month-to-month,Yes,Bank transfer (automatic),99.45,5623.7,Fiber optic,No,Yes,0,No +36,One year,Yes,Credit card (automatic),20.35,695.85,No,No internet service,No internet service,0,No +51,Two year,No,Mailed check,19.95,1028.75,No,No internet service,No internet service,0,No +53,One year,No,Bank transfer (automatic),77.4,4155.95,DSL,Yes,Yes,0,No +20,One year,No,Bank transfer (automatic),19.7,395.6,No,No internet service,No internet service,0,No +63,Two year,No,Credit card (automatic),99.7,6330.4,Fiber optic,No,Yes,0,No +40,Month-to-month,No,Credit card (automatic),74.8,2971.7,Fiber optic,No,No,0,No +35,One year,Yes,Mailed check,19.15,638,No,No internet service,No internet service,0,No +26,One year,No,Bank transfer (automatic),78.95,2034.25,Fiber optic,No,No,0,No +27,Month-to-month,Yes,Electronic check,95.55,2510.2,Fiber optic,No,No,1,Yes +53,One year,No,Credit card (automatic),62.85,3419.5,DSL,Yes,Yes,0,No +34,Month-to-month,No,Credit card (automatic),71.55,2427.35,Fiber optic,No,No,1,No +19,Month-to-month,Yes,Electronic check,94.95,1760.25,Fiber optic,No,No,1,No +43,Month-to-month,Yes,Credit card (automatic),86.1,3551.65,Fiber optic,No,Yes,0,No +6,Month-to-month,No,Mailed check,19.55,122.9,No,No internet service,No internet service,0,No +56,Two year,Yes,Mailed check,24.8,1424.2,No,No internet service,No internet service,0,No +57,Month-to-month,Yes,Electronic check,39.3,2111.45,DSL,No,No,0,Yes +34,Month-to-month,Yes,Mailed check,84.05,2909.95,Fiber optic,No,No,0,No +10,Month-to-month,No,Electronic check,36.25,374,DSL,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,20.25,20.25,No,No internet service,No internet service,0,Yes +13,Month-to-month,Yes,Electronic check,23.9,300.8,DSL,No,No,0,Yes +56,Month-to-month,No,Electronic check,98.6,5581.05,Fiber optic,No,No,0,No +55,Month-to-month,Yes,Credit card (automatic),103.65,5676.65,Fiber optic,No,No,0,No +36,Two year,Yes,Credit card (automatic),92.9,3379.25,DSL,Yes,Yes,0,No +47,One year,No,Bank transfer (automatic),19.9,942.95,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Credit card (automatic),20.1,232.4,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,85.45,85.45,Fiber optic,No,No,0,Yes +24,Month-to-month,Yes,Electronic check,80.5,2088.45,Fiber optic,No,No,1,No +63,One year,No,Bank transfer (automatic),99.9,6137,Fiber optic,No,No,0,Yes +35,Month-to-month,Yes,Electronic check,39.85,1434.6,DSL,No,No,1,No +67,One year,No,Credit card (automatic),60.5,3870,DSL,Yes,Yes,0,No +25,Month-to-month,Yes,Electronic check,84.8,2043.45,Fiber optic,No,No,0,Yes +21,Month-to-month,No,Mailed check,103.85,2215,Fiber optic,No,Yes,0,No +13,Month-to-month,No,Bank transfer (automatic),67.8,842.25,DSL,Yes,Yes,0,No +35,Month-to-month,Yes,Electronic check,75.2,2576.2,Fiber optic,No,No,0,Yes +71,Two year,No,Bank transfer (automatic),24.85,1901,No,No internet service,No internet service,1,No +29,Month-to-month,No,Credit card (automatic),19.35,601.6,No,No internet service,No internet service,0,No +71,Two year,No,Electronic check,49.35,3515.25,DSL,No,No,0,Yes +7,Month-to-month,Yes,Electronic check,89,605.45,Fiber optic,No,No,1,No +57,Month-to-month,Yes,Electronic check,55,3094.05,DSL,No,No,1,No +65,Two year,No,Bank transfer (automatic),76.15,4929.55,DSL,Yes,Yes,0,No +27,One year,No,Mailed check,20.3,595.05,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Electronic check,74.9,469.8,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),117.35,8436.25,Fiber optic,Yes,Yes,1,No +1,Month-to-month,Yes,Mailed check,19.75,19.75,No,No internet service,No internet service,0,No +11,Month-to-month,No,Credit card (automatic),45.2,492,DSL,No,No,0,No +39,Two year,No,Mailed check,25.2,987.95,No,No internet service,No internet service,0,No +59,Month-to-month,Yes,Electronic check,89.75,5496.9,Fiber optic,No,Yes,1,No +26,One year,No,Bank transfer (automatic),75,1908.35,DSL,Yes,Yes,0,No +2,Month-to-month,No,Mailed check,49.95,107.1,DSL,No,No,1,No +72,Two year,No,Bank transfer (automatic),65.7,4575.35,DSL,Yes,Yes,0,No +65,One year,No,Credit card (automatic),67.05,4309.55,DSL,No,Yes,0,No +72,Two year,No,Credit card (automatic),110.9,7922.75,Fiber optic,Yes,No,0,No +6,Month-to-month,Yes,Bank transfer (automatic),87.95,522.35,Fiber optic,Yes,No,0,No +32,One year,No,Credit card (automatic),19.8,587.7,No,No internet service,No internet service,1,No +50,One year,No,Bank transfer (automatic),75.7,3876.2,DSL,No,No,0,No +61,Two year,Yes,Mailed check,62.15,3778.85,DSL,Yes,Yes,0,No +15,Month-to-month,Yes,Electronic check,101.25,1457.25,Fiber optic,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),115.15,8349.45,Fiber optic,Yes,Yes,0,No +9,Month-to-month,Yes,Mailed check,18.95,185.6,No,No internet service,No internet service,0,Yes +1,Month-to-month,No,Mailed check,19.5,19.5,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,86.55,1066.9,Fiber optic,No,No,0,No +37,Month-to-month,No,Credit card (automatic),28.6,973.55,DSL,Yes,No,0,Yes +61,One year,No,Mailed check,20.4,1226.45,No,No internet service,No internet service,0,No +18,One year,No,Bank transfer (automatic),19.8,342.3,No,No internet service,No internet service,0,No +21,Month-to-month,No,Mailed check,45.65,985.05,DSL,No,No,0,No +68,Two year,Yes,Mailed check,56.4,3948.45,DSL,Yes,Yes,0,No +12,Month-to-month,Yes,Credit card (automatic),73.3,828.05,Fiber optic,No,No,1,No +2,Month-to-month,No,Electronic check,24.35,41.85,DSL,No,No,1,Yes +62,Month-to-month,Yes,Electronic check,101.35,6164.7,Fiber optic,No,No,0,No +29,Month-to-month,No,Electronic check,98.65,2862.75,Fiber optic,Yes,No,1,Yes +1,Month-to-month,No,Mailed check,33.6,33.6,DSL,Yes,No,0,No +5,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Electronic check,20.7,20.7,No,No internet service,No internet service,0,No +62,Two year,Yes,Electronic check,104.05,6590.5,Fiber optic,Yes,No,0,No +36,Two year,No,Bank transfer (automatic),20.25,717.95,No,No internet service,No internet service,0,No +28,Month-to-month,Yes,Electronic check,103.3,2890.65,Fiber optic,Yes,No,1,Yes +69,One year,No,Credit card (automatic),73.7,4885.85,DSL,Yes,Yes,0,No +11,Month-to-month,Yes,Credit card (automatic),96.2,1222.05,Fiber optic,Yes,Yes,0,Yes +63,Month-to-month,Yes,Electronic check,108.75,6871.7,Fiber optic,Yes,No,0,No +23,One year,No,Bank transfer (automatic),20.15,405.6,No,No internet service,No internet service,0,No +10,Month-to-month,No,Credit card (automatic),19.75,208.25,No,No internet service,No internet service,0,No +71,Two year,Yes,Credit card (automatic),25.95,1801.9,No,No internet service,No internet service,0,No +45,Month-to-month,Yes,Electronic check,70.05,3062.45,DSL,Yes,Yes,1,No +70,Two year,No,Mailed check,24.05,1764.75,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Electronic check,84.75,1816.75,Fiber optic,No,No,0,No +52,Two year,No,Mailed check,23.05,1255.1,No,No internet service,No internet service,0,No +55,One year,Yes,Electronic check,104.15,5743.05,Fiber optic,Yes,No,0,Yes +65,Two year,No,Credit card (automatic),59.95,3921.1,DSL,Yes,Yes,0,No +72,Two year,No,Bank transfer (automatic),19.55,1463.45,No,No internet service,No internet service,0,No +10,One year,No,Bank transfer (automatic),19.6,189.45,No,No internet service,No internet service,0,No +7,One year,No,Mailed check,20.05,96.8,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,85.55,408.5,Fiber optic,No,No,1,No +24,Two year,No,Credit card (automatic),78.6,1846.65,DSL,No,Yes,0,No +72,Two year,Yes,Credit card (automatic),116.8,8456.75,Fiber optic,Yes,Yes,0,No +21,Month-to-month,Yes,Mailed check,43.55,1011.5,DSL,Yes,Yes,0,No +69,One year,Yes,Credit card (automatic),60.8,4263.4,DSL,Yes,No,0,No +44,Month-to-month,Yes,Bank transfer (automatic),54.9,2549.1,DSL,Yes,No,0,No +61,One year,Yes,Electronic check,65.2,3965.05,DSL,No,No,1,No +24,Month-to-month,Yes,Credit card (automatic),102.95,2496.7,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Electronic check,90.6,90.6,Fiber optic,No,No,0,Yes +6,Month-to-month,Yes,Bank transfer (automatic),50.8,288.05,DSL,Yes,No,0,Yes +4,Month-to-month,Yes,Electronic check,90.05,368.1,Fiber optic,No,No,0,Yes +72,Two year,Yes,Electronic check,108.2,7840.6,Fiber optic,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),92,6632.75,DSL,Yes,Yes,0,No +14,Month-to-month,Yes,Electronic check,75.1,1013.35,Fiber optic,No,No,1,No +7,Month-to-month,Yes,Bank transfer (automatic),25.05,152.95,No,No internet service,No internet service,0,No +48,One year,No,Electronic check,75.15,3772.65,Fiber optic,No,No,0,No +55,One year,No,Mailed check,19.5,1026.35,No,No internet service,No internet service,0,No +1,Month-to-month,No,Credit card (automatic),19.3,19.3,No,No internet service,No internet service,0,No +45,One year,No,Credit card (automatic),112.2,5031.85,Fiber optic,Yes,Yes,0,No +3,Month-to-month,Yes,Mailed check,70.3,220.4,Fiber optic,No,No,0,No +71,Two year,No,Mailed check,19.6,1416.5,No,No internet service,No internet service,0,No +8,Month-to-month,No,Mailed check,20.25,158.35,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,75.85,256.6,Fiber optic,No,No,0,Yes +69,Two year,No,Bank transfer (automatic),80.65,5542.55,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,68.5,68.5,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),115.75,8443.7,Fiber optic,Yes,Yes,1,No +11,Month-to-month,Yes,Electronic check,73.5,791.75,Fiber optic,No,Yes,0,Yes +71,Two year,No,Bank transfer (automatic),80.6,5708.2,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,69.95,69.95,Fiber optic,No,No,0,Yes +33,Two year,No,Bank transfer (automatic),59.55,2016.3,DSL,Yes,Yes,0,No +16,One year,No,Mailed check,19.05,326.65,No,No internet service,No internet service,0,No +56,One year,No,Electronic check,95.65,5471.75,Fiber optic,Yes,Yes,1,No +1,Month-to-month,No,Credit card (automatic),19.95,19.95,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,70.05,346.4,DSL,No,No,0,Yes +57,One year,No,Mailed check,19.4,1061.6,No,No internet service,No internet service,0,No +56,One year,Yes,Credit card (automatic),36.1,1971.5,DSL,No,No,0,No +8,Month-to-month,Yes,Electronic check,94,773.65,Fiber optic,No,No,0,Yes +22,Month-to-month,No,Mailed check,61.15,1422.05,DSL,No,Yes,0,Yes +1,Month-to-month,No,Mailed check,19.75,19.75,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Credit card (automatic),64.1,2460.35,DSL,Yes,Yes,0,No +46,Two year,No,Credit card (automatic),19.75,856.5,No,No internet service,No internet service,0,No +63,Two year,No,Mailed check,19.7,1275.85,No,No internet service,No internet service,0,No +68,Two year,Yes,Electronic check,110.2,7467.5,Fiber optic,No,Yes,0,No +69,Two year,Yes,Credit card (automatic),106.35,7261.75,Fiber optic,Yes,Yes,0,No +56,Month-to-month,No,Electronic check,90.55,5116.6,Fiber optic,Yes,No,0,No +10,One year,Yes,Mailed check,65.9,660.05,DSL,No,No,0,No +63,One year,No,Credit card (automatic),104.5,6590.8,Fiber optic,Yes,Yes,0,No +24,Two year,Yes,Mailed check,52.5,1208.15,DSL,Yes,Yes,0,No +19,Month-to-month,Yes,Mailed check,56.1,1033.9,DSL,No,No,0,No +22,Month-to-month,Yes,Electronic check,88.75,1885.15,Fiber optic,No,No,0,No +29,Month-to-month,Yes,Electronic check,84.45,2467.1,Fiber optic,No,Yes,0,Yes +13,One year,Yes,Mailed check,75.3,989.45,DSL,No,No,0,Yes +70,Two year,Yes,Bank transfer (automatic),26,2006.95,No,No internet service,No internet service,0,No +49,Month-to-month,No,Electronic check,99.4,5025,Fiber optic,No,No,0,No +43,One year,Yes,Mailed check,109.55,4830.25,Fiber optic,Yes,Yes,1,Yes +3,Month-to-month,Yes,Mailed check,19.6,59.75,No,No internet service,No internet service,0,Yes +42,One year,No,Electronic check,73.15,3088.25,DSL,Yes,No,0,No +57,One year,Yes,Mailed check,54.65,3134.7,DSL,Yes,No,0,No +2,Month-to-month,No,Bank transfer (automatic),66.4,94.55,DSL,No,Yes,1,Yes +72,Two year,Yes,Credit card (automatic),115.55,8312.4,Fiber optic,Yes,Yes,0,No +46,Month-to-month,Yes,Electronic check,104.45,4863.85,Fiber optic,No,No,1,No +66,Month-to-month,Yes,Credit card (automatic),100.05,6871.9,Fiber optic,Yes,No,1,Yes +62,One year,No,Electronic check,102,6529.25,Fiber optic,Yes,Yes,0,Yes +72,Two year,Yes,Bank transfer (automatic),91.15,6637.9,DSL,Yes,Yes,0,No +35,One year,Yes,Electronic check,89.7,3165.6,Fiber optic,Yes,No,0,No +17,Month-to-month,No,Credit card (automatic),90.2,1454.15,Fiber optic,No,Yes,0,Yes +72,Two year,Yes,Electronic check,92.4,6786.1,DSL,Yes,Yes,0,No +28,One year,No,Mailed check,19.9,543,No,No internet service,No internet service,0,No +56,Two year,Yes,Credit card (automatic),25.15,1327.15,No,No internet service,No internet service,0,Yes +31,Month-to-month,Yes,Credit card (automatic),79.85,2404.15,Fiber optic,Yes,No,0,Yes +45,One year,No,Bank transfer (automatic),18.85,867.3,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,25.75,25.75,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Mailed check,49.6,114.7,DSL,No,No,0,Yes +6,Month-to-month,Yes,Mailed check,20.95,109.5,No,No internet service,No internet service,0,No +48,One year,Yes,Electronic check,97.05,4692.95,Fiber optic,No,No,0,No +25,Month-to-month,Yes,Bank transfer (automatic),25.4,546.85,No,No internet service,No internet service,0,No +64,Two year,Yes,Bank transfer (automatic),19.7,1274.05,No,No internet service,No internet service,0,No +50,Month-to-month,Yes,Mailed check,35,1782.4,DSL,No,Yes,0,No +52,One year,No,Bank transfer (automatic),101.25,5301.1,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Electronic check,70.2,280.35,Fiber optic,No,No,1,No +32,Month-to-month,No,Electronic check,90.95,2897.95,Fiber optic,No,No,1,No +45,Two year,No,Credit card (automatic),73.85,3371,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Electronic check,88.05,801.3,Fiber optic,No,Yes,0,No +66,One year,Yes,Credit card (automatic),105.95,6975.25,Fiber optic,Yes,No,1,Yes +3,Month-to-month,No,Electronic check,91.85,257.05,Fiber optic,No,No,0,Yes +54,Two year,No,Mailed check,20.1,1079.45,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,40.1,40.1,DSL,Yes,No,0,Yes +64,Two year,No,Bank transfer (automatic),110.3,6997.3,Fiber optic,Yes,Yes,0,No +31,Month-to-month,Yes,Electronic check,73.9,2217.15,Fiber optic,No,No,1,Yes +14,Month-to-month,Yes,Mailed check,89.8,1129.1,Fiber optic,No,No,0,Yes +12,One year,Yes,Credit card (automatic),85.15,979.05,Fiber optic,No,Yes,0,No +67,One year,Yes,Bank transfer (automatic),60.95,4119.4,DSL,Yes,Yes,1,No +35,Month-to-month,No,Electronic check,72.25,2568.55,DSL,Yes,Yes,0,Yes +45,Two year,No,Mailed check,73.55,3349.1,DSL,Yes,Yes,0,No +10,Month-to-month,No,Mailed check,46,492.1,DSL,No,No,0,No +29,Month-to-month,Yes,Bank transfer (automatic),58.55,1718.95,DSL,No,Yes,1,No +24,One year,No,Bank transfer (automatic),24.6,605.25,No,No internet service,No internet service,0,No +66,Two year,Yes,Mailed check,19.75,1344.5,No,No internet service,No internet service,0,No +51,One year,No,Mailed check,86.35,4267.15,Fiber optic,No,Yes,0,No +45,Two year,No,Mailed check,25.5,1121.05,No,No internet service,No internet service,0,No +49,One year,No,Credit card (automatic),19,918.7,No,No internet service,No internet service,0,No +29,Two year,Yes,Mailed check,19.55,521.8,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Credit card (automatic),110.1,4469.1,Fiber optic,Yes,Yes,0,No +37,Month-to-month,Yes,Electronic check,96.55,3580.3,Fiber optic,No,No,1,Yes +25,Month-to-month,No,Electronic check,69.75,1729.35,Fiber optic,No,No,0,No +22,Month-to-month,Yes,Electronic check,50.6,1073.3,DSL,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),65.6,4566.5,DSL,Yes,Yes,0,No +7,Month-to-month,Yes,Credit card (automatic),40.1,293.3,DSL,No,No,0,Yes +33,Two year,No,Credit card (automatic),82.1,2603.1,DSL,Yes,No,0,No +23,Month-to-month,Yes,Mailed check,79.1,1783.75,Fiber optic,Yes,No,0,No +24,Month-to-month,Yes,Electronic check,101.25,2440.15,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Electronic check,79.55,79.55,Fiber optic,No,No,0,Yes +69,Two year,No,Mailed check,90.65,6322.1,DSL,Yes,Yes,0,No +3,One year,Yes,Credit card (automatic),20.55,57.4,No,No internet service,No internet service,0,No +56,One year,Yes,Bank transfer (automatic),75.75,4284.65,DSL,Yes,No,0,No +65,One year,Yes,Credit card (automatic),110,7138.65,Fiber optic,Yes,Yes,0,No +71,One year,No,Electronic check,20.85,1539.75,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Bank transfer (automatic),80.35,1058.1,Fiber optic,No,No,1,No +2,Month-to-month,Yes,Electronic check,70.15,123.8,Fiber optic,No,No,0,No +32,One year,No,Electronic check,84.05,2781.85,Fiber optic,No,No,0,Yes +40,Month-to-month,No,Electronic check,67.45,2731,DSL,No,Yes,0,No +1,Month-to-month,No,Credit card (automatic),20.75,20.75,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,89.1,89.1,Fiber optic,No,No,0,Yes +7,Month-to-month,Yes,Mailed check,69.9,497.3,Fiber optic,No,No,0,No +15,Month-to-month,Yes,Electronic check,51.1,711.15,DSL,No,No,0,No +17,Month-to-month,No,Electronic check,94.4,1607.2,Fiber optic,No,Yes,0,Yes +19,Month-to-month,Yes,Electronic check,78.25,1490.95,Fiber optic,No,No,0,Yes +71,Two year,No,Bank transfer (automatic),25.55,1898.1,No,No internet service,No internet service,0,No +54,Two year,No,Bank transfer (automatic),60,3273.95,DSL,Yes,Yes,0,No +31,Month-to-month,Yes,Credit card (automatic),90.55,2929.75,Fiber optic,Yes,Yes,0,No +11,Month-to-month,No,Electronic check,76.4,838.7,Fiber optic,No,Yes,0,No +18,Month-to-month,Yes,Electronic check,84.95,1443.65,Fiber optic,No,No,1,No +72,Two year,Yes,Bank transfer (automatic),110.1,7746.7,Fiber optic,Yes,Yes,1,No +71,Month-to-month,Yes,Credit card (automatic),99.65,6951.15,Fiber optic,No,No,1,No +5,Month-to-month,No,Credit card (automatic),45.4,214.75,DSL,Yes,No,1,No +38,One year,No,Credit card (automatic),69,2669.45,DSL,Yes,No,0,No +5,Month-to-month,Yes,Bank transfer (automatic),48.65,235.2,DSL,Yes,No,0,No +2,Month-to-month,Yes,Electronic check,44.15,92.65,DSL,No,No,1,Yes +52,Two year,No,Bank transfer (automatic),59.85,3103.25,DSL,No,Yes,1,No +8,Month-to-month,Yes,Electronic check,75.75,606.25,Fiber optic,No,No,1,Yes +68,Two year,Yes,Electronic check,80.65,5330.2,DSL,No,No,0,No +69,One year,Yes,Credit card (automatic),20.55,1403.1,No,No internet service,No internet service,0,No +42,Month-to-month,Yes,Credit card (automatic),66.4,2727.8,DSL,Yes,Yes,0,No +50,Two year,Yes,Mailed check,100.2,5038.45,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,19.1,19.1,No,No internet service,No internet service,0,Yes +1,Month-to-month,Yes,Electronic check,80.3,80.3,Fiber optic,No,Yes,1,Yes +33,Month-to-month,Yes,Credit card (automatic),44.55,1462.6,DSL,No,No,0,No +7,Month-to-month,No,Mailed check,20.35,150.6,No,No internet service,No internet service,0,No +64,Month-to-month,Yes,Electronic check,91.8,5960.5,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,74.9,74.9,Fiber optic,No,No,0,Yes +59,Two year,Yes,Bank transfer (automatic),20.2,1192.3,No,No internet service,No internet service,0,No +6,Month-to-month,No,Electronic check,50.35,314.55,DSL,No,No,0,No +3,Month-to-month,No,Mailed check,18.8,56,No,No internet service,No internet service,0,No +15,Month-to-month,No,Credit card (automatic),20.45,330.8,No,No internet service,No internet service,0,No +13,One year,Yes,Electronic check,64.75,877.35,DSL,No,No,0,No +23,Month-to-month,Yes,Credit card (automatic),98.7,2249.1,Fiber optic,No,No,0,No +31,Month-to-month,No,Electronic check,89.45,2807.65,Fiber optic,No,Yes,1,No +29,One year,Yes,Electronic check,58.75,1696.2,DSL,Yes,Yes,0,No +49,One year,No,Credit card (automatic),20.7,1032.05,No,No internet service,No internet service,0,No +56,Month-to-month,Yes,Bank transfer (automatic),85.6,4902.8,Fiber optic,No,No,0,No +63,Two year,Yes,Credit card (automatic),80.3,4995.35,DSL,Yes,Yes,0,No +63,Two year,No,Credit card (automatic),79.8,5034.05,DSL,Yes,No,0,No +24,Month-to-month,Yes,Electronic check,79.85,1857.75,Fiber optic,No,Yes,1,No +36,One year,No,Credit card (automatic),54.1,1992.85,DSL,Yes,No,1,No +9,Month-to-month,Yes,Electronic check,80.85,751.65,Fiber optic,No,No,1,Yes +3,Month-to-month,No,Electronic check,24.75,66.95,DSL,No,No,0,Yes +21,One year,No,Mailed check,80.9,1714.95,DSL,Yes,Yes,0,No +13,One year,No,Bank transfer (automatic),24.5,343.6,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Bank transfer (automatic),20.15,20.15,No,No internet service,No internet service,0,No +25,One year,No,Mailed check,20.05,520.1,No,No internet service,No internet service,0,No +71,Two year,Yes,Bank transfer (automatic),19.6,1387.45,No,No internet service,No internet service,0,No +66,One year,Yes,Bank transfer (automatic),114.3,7383.7,Fiber optic,Yes,Yes,0,No +45,One year,Yes,Electronic check,100.3,4483.95,Fiber optic,No,Yes,0,No +22,Month-to-month,Yes,Credit card (automatic),80,1706.45,Fiber optic,No,No,0,No +67,One year,Yes,Bank transfer (automatic),20.85,1327.4,No,No internet service,No internet service,0,No +68,Two year,Yes,Bank transfer (automatic),89.95,5974.3,Fiber optic,No,No,0,No +0,Two year,No,Mailed check,20, ,No,No internet service,No internet service,0,No +49,Month-to-month,Yes,Credit card (automatic),90.85,4515.85,Fiber optic,No,No,1,Yes +4,Month-to-month,No,Mailed check,48.75,179.85,DSL,No,No,1,No +63,One year,No,Credit card (automatic),80,5040.2,DSL,Yes,Yes,0,No +2,Month-to-month,No,Bank transfer (automatic),79.7,165,Fiber optic,No,No,0,Yes +21,One year,Yes,Mailed check,20.35,422.7,No,No internet service,No internet service,0,No +55,Two year,No,Bank transfer (automatic),57.55,3046.4,DSL,Yes,Yes,0,Yes +1,Month-to-month,Yes,Mailed check,20.25,20.25,No,No internet service,No internet service,0,No +17,Two year,No,Mailed check,19.4,358.05,No,No internet service,No internet service,0,No +30,Month-to-month,Yes,Bank transfer (automatic),100.4,2936.25,Fiber optic,No,Yes,0,No +22,Month-to-month,Yes,Mailed check,57.95,1271.8,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Bank transfer (automatic),59.5,530.05,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,19.2,19.2,No,No internet service,No internet service,0,No +21,Month-to-month,Yes,Electronic check,86.5,1808.7,Fiber optic,No,No,0,Yes +19,Month-to-month,No,Electronic check,59.55,1144.6,DSL,Yes,No,0,No +69,Month-to-month,Yes,Electronic check,103.95,7446.9,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,25.1,25.1,DSL,No,No,1,Yes +72,Two year,Yes,Bank transfer (automatic),103.95,7556.9,Fiber optic,Yes,Yes,0,No +70,Two year,No,Credit card (automatic),68.95,4858.7,DSL,No,Yes,0,No +66,Month-to-month,Yes,Bank transfer (automatic),103.1,6595,Fiber optic,Yes,Yes,0,No +7,Month-to-month,Yes,Electronic check,24.7,149.05,DSL,No,No,0,No +46,Month-to-month,Yes,Electronic check,110.2,4972.1,Fiber optic,Yes,Yes,1,No +39,Month-to-month,Yes,Credit card (automatic),48.95,1880.85,DSL,Yes,Yes,0,Yes +32,Month-to-month,No,Bank transfer (automatic),62.45,2045.55,DSL,No,No,0,No +24,Month-to-month,Yes,Electronic check,89.55,2187.15,Fiber optic,No,No,0,No +6,Month-to-month,Yes,Credit card (automatic),83.55,477.55,Fiber optic,No,No,0,Yes +37,Month-to-month,Yes,Credit card (automatic),78.9,2976.95,DSL,Yes,Yes,0,No +8,Month-to-month,No,Mailed check,20.35,178.7,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),71.45,5025.85,DSL,No,Yes,0,No +71,Two year,No,Credit card (automatic),46.35,3353.4,DSL,Yes,Yes,1,No +16,Month-to-month,Yes,Bank transfer (automatic),94.65,1461.15,Fiber optic,No,No,0,No +57,Month-to-month,Yes,Bank transfer (automatic),49.9,2782.4,DSL,Yes,Yes,0,No +66,One year,No,Bank transfer (automatic),25.45,1699.15,No,No internet service,No internet service,0,No +17,Month-to-month,Yes,Electronic check,89.15,1496.9,Fiber optic,No,No,1,Yes +21,Month-to-month,No,Mailed check,20.75,452.2,No,No internet service,No internet service,0,No +66,Two year,Yes,Credit card (automatic),66.1,4428.45,DSL,No,Yes,0,No +17,Month-to-month,Yes,Bank transfer (automatic),75.4,1322.55,DSL,No,No,0,No +1,Month-to-month,Yes,Mailed check,70.45,70.45,Fiber optic,No,No,0,Yes +58,One year,No,Credit card (automatic),60.3,3563.8,DSL,No,Yes,0,Yes +8,Month-to-month,No,Credit card (automatic),21.05,139.75,No,No internet service,No internet service,0,No +27,One year,No,Credit card (automatic),69.35,1927.3,DSL,Yes,Yes,0,No +34,Month-to-month,No,Mailed check,88.85,3000.25,Fiber optic,No,No,0,No +30,One year,Yes,Bank transfer (automatic),97,3021.3,Fiber optic,No,No,0,No +33,Month-to-month,Yes,Credit card (automatic),66.4,2245.4,DSL,No,No,0,No +1,Month-to-month,No,Electronic check,24.75,24.75,DSL,No,No,0,Yes +14,Month-to-month,No,Mailed check,69.2,944.65,DSL,No,Yes,0,No +16,One year,Yes,Credit card (automatic),79.5,1264.2,Fiber optic,Yes,No,0,No +49,Two year,No,Credit card (automatic),100.65,4917.75,Fiber optic,Yes,No,0,No +19,Month-to-month,No,Electronic check,103.3,2012.7,Fiber optic,Yes,No,0,Yes +70,Two year,No,Bank transfer (automatic),79.7,5743.3,DSL,Yes,Yes,0,No +32,Month-to-month,No,Bank transfer (automatic),61.4,1864.65,DSL,Yes,Yes,0,No +18,Month-to-month,Yes,Electronic check,69.8,1221.65,Fiber optic,No,No,0,No +37,Two year,Yes,Mailed check,40.55,1390.85,DSL,Yes,Yes,0,No +4,Month-to-month,Yes,Electronic check,75.65,302.35,Fiber optic,No,No,0,No +16,Month-to-month,No,Electronic check,90.7,1374.9,Fiber optic,No,Yes,0,No +17,Month-to-month,Yes,Bank transfer (automatic),80.5,1336.9,Fiber optic,No,No,0,No +19,Month-to-month,Yes,Electronic check,60.6,1297.8,DSL,No,Yes,0,No +60,Two year,No,Credit card (automatic),101.15,6067.4,Fiber optic,No,No,0,No +51,Two year,Yes,Mailed check,24.95,1222.25,No,No internet service,No internet service,0,No +28,Two year,Yes,Credit card (automatic),20.3,487.95,No,No internet service,No internet service,0,No +43,Two year,Yes,Electronic check,60,2548.55,DSL,No,No,0,No +42,Two year,No,Electronic check,20.25,835.5,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,78.5,242.05,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,44.75,44.75,DSL,No,No,0,No +3,Month-to-month,No,Mailed check,19.85,63.75,No,No internet service,No internet service,0,Yes +63,Two year,No,Credit card (automatic),98,6218.45,Fiber optic,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,79.9,260.9,Fiber optic,No,No,1,Yes +68,Month-to-month,Yes,Electronic check,107.7,7320.9,Fiber optic,Yes,Yes,0,No +30,Month-to-month,Yes,Electronic check,99.7,2967.35,Fiber optic,No,No,1,Yes +60,Two year,No,Electronic check,104.7,6333.8,Fiber optic,No,No,0,No +15,Month-to-month,Yes,Credit card (automatic),58.6,939.7,DSL,Yes,No,0,Yes +45,Month-to-month,Yes,Bank transfer (automatic),93.9,4200.25,Fiber optic,No,No,1,No +70,Two year,No,Credit card (automatic),86.45,5950.2,DSL,Yes,Yes,0,No +10,Month-to-month,Yes,Electronic check,98.5,1037.75,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Mailed check,19.4,93.4,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,50.45,50.45,DSL,No,No,0,Yes +68,Two year,Yes,Credit card (automatic),24.95,1614.9,No,No internet service,No internet service,0,No +22,Month-to-month,No,Bank transfer (automatic),75,1573.95,Fiber optic,No,Yes,0,No +38,Month-to-month,Yes,Electronic check,94.65,3624.3,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Credit card (automatic),100.25,100.25,Fiber optic,No,No,0,Yes +18,Month-to-month,No,Electronic check,78.2,1468.75,Fiber optic,Yes,No,0,No +29,Month-to-month,Yes,Electronic check,94.2,2607.6,Fiber optic,Yes,No,0,No +16,Month-to-month,Yes,Electronic check,88.45,1422.1,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,69.85,69.85,Fiber optic,No,No,0,Yes +12,Month-to-month,No,Bank transfer (automatic),81.7,858.6,Fiber optic,No,Yes,0,Yes +31,One year,Yes,Electronic check,50.05,1523.4,DSL,No,No,0,No +4,Month-to-month,Yes,Electronic check,79.9,324.3,Fiber optic,No,No,0,Yes +48,One year,Yes,Mailed check,69.55,3435.6,DSL,Yes,No,0,No +15,Month-to-month,Yes,Credit card (automatic),25.4,399.6,No,No internet service,No internet service,0,Yes +50,One year,Yes,Credit card (automatic),90.1,4549.45,Fiber optic,Yes,Yes,0,No +7,Month-to-month,Yes,Bank transfer (automatic),44.65,322.5,DSL,No,No,0,No +41,Month-to-month,Yes,Bank transfer (automatic),83.75,3273.55,Fiber optic,No,Yes,1,Yes +68,Two year,No,Credit card (automatic),80.35,5375.15,Fiber optic,No,Yes,0,No +26,Month-to-month,Yes,Bank transfer (automatic),98.1,2510.7,Fiber optic,No,No,1,No +57,Two year,No,Credit card (automatic),53.35,3090.05,DSL,Yes,No,0,No +3,Month-to-month,No,Electronic check,19.55,61.05,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.9,20.9,No,No internet service,No internet service,0,Yes +19,One year,Yes,Bank transfer (automatic),48.95,955.6,DSL,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,54.2,140.4,DSL,No,No,0,No +59,Two year,No,Electronic check,24.45,1493.1,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,69.4,69.4,Fiber optic,No,No,0,Yes +42,Month-to-month,Yes,Bank transfer (automatic),40.15,1626.05,DSL,No,Yes,0,No +7,Month-to-month,Yes,Electronic check,74.9,541.15,Fiber optic,No,No,0,Yes +67,Two year,No,Credit card (automatic),25.6,1784.9,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,70.35,70.35,Fiber optic,No,No,0,No +66,Two year,No,Bank transfer (automatic),91.7,6075.9,DSL,Yes,Yes,0,No +61,Month-to-month,No,Mailed check,89.2,5500.6,Fiber optic,No,No,0,No +4,One year,No,Credit card (automatic),24.1,73.1,No,No internet service,No internet service,0,No +42,Month-to-month,Yes,Credit card (automatic),74.15,3229.4,Fiber optic,No,Yes,1,Yes +64,One year,Yes,Bank transfer (automatic),53.85,3399.85,DSL,No,No,0,No +54,One year,Yes,Bank transfer (automatic),115.6,6431.05,Fiber optic,Yes,Yes,1,No +1,Month-to-month,Yes,Credit card (automatic),19.75,19.75,No,No internet service,No internet service,0,No +54,Two year,Yes,Bank transfer (automatic),24.05,1230.9,No,No internet service,No internet service,0,No +18,Two year,No,Credit card (automatic),25.3,454.65,No,No internet service,No internet service,0,No +3,Month-to-month,No,Electronic check,84.3,235.05,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,70.1,70.1,Fiber optic,No,No,0,Yes +72,Two year,No,Credit card (automatic),89.75,6595.9,DSL,Yes,Yes,0,No +60,One year,Yes,Electronic check,97.95,5867,Fiber optic,No,No,1,No +11,One year,Yes,Mailed check,20,196.35,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,78.3,909.25,Fiber optic,No,Yes,0,Yes +61,One year,No,Credit card (automatic),103.9,6449.15,Fiber optic,Yes,No,0,No +39,Two year,No,Credit card (automatic),20.7,762.45,No,No internet service,No internet service,0,No +55,Month-to-month,Yes,Electronic check,96.8,5283.95,Fiber optic,No,No,0,Yes +17,Month-to-month,Yes,Electronic check,94.4,1617.5,Fiber optic,No,Yes,0,Yes +37,One year,No,Credit card (automatic),20.15,785.75,No,No internet service,No internet service,0,No +72,Two year,Yes,Mailed check,26,1776,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),77.35,5396.25,DSL,Yes,No,1,No +8,Month-to-month,No,Bank transfer (automatic),66.05,574.5,DSL,Yes,Yes,0,No +22,Month-to-month,No,Mailed check,19.9,400.3,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,84.3,84.3,Fiber optic,No,No,0,Yes +38,Month-to-month,No,Credit card (automatic),68.15,2656.3,DSL,Yes,No,0,No +17,One year,No,Electronic check,80.85,1445.95,DSL,Yes,No,0,No +70,Two year,Yes,Bank transfer (automatic),75.5,5212.65,DSL,Yes,No,1,No +72,Two year,No,Credit card (automatic),92.45,6440.25,DSL,Yes,Yes,1,Yes +28,Month-to-month,Yes,Electronic check,80.6,2244.95,Fiber optic,No,No,0,No +15,Month-to-month,Yes,Bank transfer (automatic),83.2,1130,Fiber optic,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),87.55,6463.15,DSL,Yes,Yes,0,No +11,Month-to-month,Yes,Electronic check,99.55,1131.2,Fiber optic,No,No,1,Yes +8,Month-to-month,Yes,Electronic check,81.25,585.95,Fiber optic,No,No,1,Yes +57,One year,Yes,Bank transfer (automatic),109.4,6252.7,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Bank transfer (automatic),19.95,19.95,No,No internet service,No internet service,0,Yes +46,Month-to-month,No,Electronic check,45.55,2062.15,DSL,No,Yes,0,No +30,One year,No,Credit card (automatic),20.7,587.1,No,No internet service,No internet service,0,No +10,Month-to-month,No,Electronic check,75.3,720.45,Fiber optic,No,Yes,1,No +23,Month-to-month,Yes,Electronic check,99.25,2186.4,Fiber optic,No,Yes,0,Yes +32,Month-to-month,Yes,Credit card (automatic),93.4,2979.3,Fiber optic,No,Yes,0,No +13,Month-to-month,Yes,Credit card (automatic),73.75,956.65,Fiber optic,No,Yes,0,No +39,Two year,Yes,Electronic check,80.45,3201.55,Fiber optic,Yes,No,0,Yes +44,Month-to-month,Yes,Credit card (automatic),88.15,3973.2,Fiber optic,No,No,0,No +9,Month-to-month,No,Mailed check,49.2,447.9,DSL,Yes,No,1,No +67,Two year,No,Mailed check,19.65,1335.2,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Bank transfer (automatic),79.35,661.25,Fiber optic,No,No,0,Yes +15,Month-to-month,Yes,Electronic check,79.75,1111.85,Fiber optic,No,No,0,Yes +71,Two year,Yes,Bank transfer (automatic),105.15,7555,Fiber optic,No,No,0,No +1,Month-to-month,No,Credit card (automatic),49,49,DSL,Yes,No,0,No +30,Month-to-month,Yes,Electronic check,100.05,3046.15,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,69.35,69.35,Fiber optic,No,No,0,Yes +17,Month-to-month,Yes,Mailed check,49.8,836.35,DSL,No,No,0,No +3,Month-to-month,No,Electronic check,85.8,272.2,Fiber optic,Yes,No,0,Yes +67,Two year,Yes,Electronic check,79.7,5293.4,DSL,No,Yes,0,Yes +1,Month-to-month,No,Bank transfer (automatic),20.95,20.95,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,50.55,50.55,DSL,No,No,1,Yes +32,Month-to-month,No,Mailed check,79.3,2570,Fiber optic,No,No,1,No +41,One year,No,Bank transfer (automatic),19.5,798.2,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,80.55,80.55,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Bank transfer (automatic),44.15,44.15,DSL,No,No,0,No +12,Month-to-month,Yes,Electronic check,84.5,916.9,Fiber optic,No,No,0,Yes +62,Month-to-month,Yes,Electronic check,105.5,6487.2,Fiber optic,No,Yes,0,No +22,Month-to-month,Yes,Mailed check,84.3,1855.65,Fiber optic,No,No,0,Yes +17,Month-to-month,Yes,Credit card (automatic),92.7,1556.85,Fiber optic,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),26.25,1988.05,No,No internet service,No internet service,0,No +56,Month-to-month,Yes,Credit card (automatic),96.95,5432.2,Fiber optic,Yes,No,0,No +9,Month-to-month,Yes,Credit card (automatic),20.45,147.55,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),115.8,8424.9,Fiber optic,Yes,Yes,0,No +20,Month-to-month,Yes,Bank transfer (automatic),108.2,2203.7,Fiber optic,Yes,Yes,0,No +19,Two year,No,Mailed check,20.2,387.4,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,67.75,116.65,Fiber optic,No,No,0,Yes +53,One year,No,Credit card (automatic),54.9,3045.75,DSL,Yes,No,0,No +27,Month-to-month,Yes,Electronic check,85.25,2287.25,Fiber optic,No,No,1,Yes +6,Month-to-month,No,Bank transfer (automatic),20.15,130.5,No,No internet service,No internet service,0,No +9,One year,Yes,Electronic check,90.35,767.9,Fiber optic,No,No,0,No +8,Month-to-month,No,Electronic check,55.75,446.8,DSL,No,No,0,No +71,Two year,No,Bank transfer (automatic),114.6,8100.25,Fiber optic,Yes,Yes,0,No +10,Month-to-month,Yes,Bank transfer (automatic),80.05,830.7,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,20,20,No,No internet service,No internet service,0,Yes +71,One year,No,Bank transfer (automatic),66.8,4689.15,DSL,Yes,Yes,0,No +68,One year,Yes,Electronic check,100.3,6754.35,Fiber optic,Yes,No,0,No +34,Month-to-month,Yes,Electronic check,105.35,3540.65,Fiber optic,Yes,No,0,No +26,One year,Yes,Electronic check,85.2,2184.6,Fiber optic,Yes,No,0,No +22,Month-to-month,Yes,Credit card (automatic),48.8,1054.6,DSL,No,Yes,0,Yes +7,Month-to-month,Yes,Mailed check,18.95,130.55,No,No internet service,No internet service,0,No +20,Month-to-month,Yes,Bank transfer (automatic),69.8,1540.35,Fiber optic,No,No,0,No +60,Month-to-month,Yes,Electronic check,106.15,6411.25,Fiber optic,No,No,0,No +72,Two year,No,Electronic check,20.55,1432.55,No,No internet service,No internet service,0,No +72,One year,Yes,Credit card (automatic),105.75,7629.85,Fiber optic,No,No,1,No +4,Month-to-month,No,Mailed check,25.25,101.9,No,No internet service,No internet service,0,No +16,Month-to-month,No,Electronic check,19.75,313.4,No,No internet service,No internet service,0,No +62,One year,Yes,Electronic check,104.85,6312.9,Fiber optic,No,Yes,1,No +10,Month-to-month,Yes,Mailed check,60.95,629.55,DSL,Yes,No,0,No +31,Month-to-month,Yes,Electronic check,81.15,2640.55,Fiber optic,No,No,0,No +71,Two year,No,Credit card (automatic),19.1,1372.45,No,No internet service,No internet service,0,No +58,Two year,No,Mailed check,20.8,1212.25,No,No internet service,No internet service,0,No +70,Two year,Yes,Credit card (automatic),90.15,6237.05,DSL,Yes,Yes,0,No +71,Two year,No,Electronic check,90.1,6310.9,DSL,Yes,Yes,0,No +69,Two year,No,Credit card (automatic),74.1,5031,DSL,Yes,Yes,1,No +1,Month-to-month,Yes,Electronic check,85.05,85.05,Fiber optic,No,No,1,Yes +72,Two year,Yes,Bank transfer (automatic),118.75,8672.45,Fiber optic,Yes,Yes,0,No +26,Month-to-month,No,Credit card (automatic),85.9,2196.45,Fiber optic,Yes,No,0,No +33,Month-to-month,Yes,Credit card (automatic),95,3008.15,Fiber optic,Yes,No,0,No +10,Two year,No,Mailed check,20.15,220.8,No,No internet service,No internet service,0,No +57,Two year,No,Credit card (automatic),101.3,5779.6,Fiber optic,Yes,Yes,1,No +10,Month-to-month,Yes,Electronic check,21.2,222.65,No,No internet service,No internet service,0,No +39,One year,Yes,Mailed check,24.2,914.6,No,No internet service,No internet service,0,No +11,Month-to-month,No,Bank transfer (automatic),20.3,246.3,No,No internet service,No internet service,0,No +21,Month-to-month,Yes,Electronic check,102.8,2110.15,Fiber optic,Yes,No,0,Yes +68,Two year,No,Bank transfer (automatic),85.3,5560,DSL,Yes,No,0,No +18,One year,Yes,Credit card (automatic),89.6,1633,Fiber optic,No,No,0,No +6,Month-to-month,Yes,Mailed check,99.95,547.65,Fiber optic,Yes,No,0,Yes +18,Month-to-month,No,Mailed check,56.25,969.85,DSL,No,Yes,0,No +52,One year,Yes,Bank transfer (automatic),50.95,2610.65,DSL,No,No,0,No +56,Two year,No,Mailed check,115.85,6567.9,Fiber optic,Yes,Yes,0,No +45,Month-to-month,Yes,Bank transfer (automatic),103.65,4747.85,Fiber optic,Yes,No,0,No +67,Two year,Yes,Mailed check,26.1,1759.55,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,35.1,101.1,DSL,Yes,Yes,0,No +65,Month-to-month,Yes,Bank transfer (automatic),99.1,6496.15,Fiber optic,No,No,1,No +63,Two year,No,Mailed check,67.25,4234.15,DSL,Yes,No,0,No +11,Two year,No,Mailed check,25,300.7,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,59.55,59.55,DSL,Yes,No,0,No +55,Two year,Yes,Bank transfer (automatic),77.8,4323.35,DSL,No,No,0,No +25,One year,Yes,Mailed check,55.1,1466.1,DSL,Yes,No,0,No +72,One year,Yes,Bank transfer (automatic),117.8,8684.8,Fiber optic,Yes,Yes,0,Yes +72,Two year,Yes,Credit card (automatic),24.15,1776.45,No,No internet service,No internet service,0,No +65,Two year,No,Mailed check,45.25,2933.95,DSL,Yes,No,0,No +54,Month-to-month,Yes,Electronic check,79.5,4370.25,Fiber optic,No,No,1,Yes +7,Month-to-month,No,Mailed check,20.25,144.35,No,No internet service,No internet service,0,No +72,Two year,No,Bank transfer (automatic),64.75,4804.75,DSL,Yes,Yes,0,No +21,Month-to-month,No,Bank transfer (automatic),54.6,1125.2,DSL,No,No,0,No +2,Month-to-month,Yes,Bank transfer (automatic),20.7,39.85,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,94.75,422.4,Fiber optic,No,No,1,No +3,Month-to-month,Yes,Bank transfer (automatic),79.65,251.75,Fiber optic,Yes,No,0,Yes +72,Two year,No,Credit card (automatic),115.8,8332.15,Fiber optic,Yes,Yes,0,No +6,Month-to-month,Yes,Electronic check,49.45,314.6,DSL,No,Yes,0,No +52,Month-to-month,Yes,Credit card (automatic),83.8,4331.4,Fiber optic,No,No,0,No +69,Month-to-month,Yes,Bank transfer (automatic),95.35,6382,Fiber optic,No,No,1,No +8,Month-to-month,Yes,Electronic check,94.7,740.3,Fiber optic,No,No,0,Yes +8,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,Fiber optic,No,No,1,No +63,Month-to-month,Yes,Bank transfer (automatic),89.6,5538.8,Fiber optic,No,No,1,No +60,One year,Yes,Credit card (automatic),116.6,7049.5,Fiber optic,Yes,Yes,0,No +12,Month-to-month,No,Bank transfer (automatic),54.2,690.5,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Mailed check,19.3,279.3,No,No internet service,No internet service,0,No +22,Month-to-month,No,Mailed check,65.05,1427.55,DSL,No,Yes,0,No +5,Month-to-month,Yes,Electronic check,92.5,452.7,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,19.45,19.45,No,No internet service,No internet service,0,Yes +72,Two year,Yes,Bank transfer (automatic),24.05,1709.15,No,No internet service,No internet service,0,No +2,Month-to-month,No,Bank transfer (automatic),18.75,53.15,No,No internet service,No internet service,0,No +40,Two year,No,Bank transfer (automatic),20.15,777.35,No,No internet service,No internet service,0,No +44,One year,No,Bank transfer (automatic),20,860.85,No,No internet service,No internet service,0,No +71,One year,Yes,Bank transfer (automatic),71,5012.1,DSL,Yes,Yes,1,No +2,Month-to-month,Yes,Electronic check,75.55,166.3,Fiber optic,No,No,0,Yes +26,Month-to-month,Yes,Electronic check,93.6,2404.1,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Electronic check,70,70,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,24.4,24.4,DSL,No,No,0,No +65,Two year,Yes,Bank transfer (automatic),74.8,4820.15,DSL,Yes,Yes,0,Yes +3,Month-to-month,Yes,Mailed check,65.25,209.9,DSL,Yes,No,0,No +13,Month-to-month,Yes,Mailed check,50.55,610.75,DSL,Yes,No,0,No +33,Month-to-month,Yes,Electronic check,104.4,3409.6,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,70.7,70.7,Fiber optic,No,No,0,No +4,Month-to-month,No,Mailed check,45.25,155.35,DSL,No,No,0,No +2,Month-to-month,Yes,Electronic check,70.3,144,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),108.95,7875,Fiber optic,Yes,Yes,0,No +37,Month-to-month,No,Mailed check,26.45,911.6,No,No internet service,No internet service,0,No +15,Month-to-month,No,Electronic check,86.2,1270.2,Fiber optic,No,Yes,0,Yes +23,One year,Yes,Credit card (automatic),19.65,478.1,No,No internet service,No internet service,0,No +30,Month-to-month,No,Credit card (automatic),51.2,1561.5,DSL,Yes,No,0,Yes +42,One year,Yes,Electronic check,19.05,761.85,No,No internet service,No internet service,0,No +32,One year,No,Mailed check,74.75,2282.95,DSL,No,Yes,0,No +22,Month-to-month,Yes,Bank transfer (automatic),75.8,1615.1,Fiber optic,No,No,0,No +42,Month-to-month,Yes,Credit card (automatic),25.1,1097.15,DSL,No,No,0,No +8,Month-to-month,No,Mailed check,44.45,369.3,DSL,No,No,0,No +65,Two year,Yes,Credit card (automatic),104.3,6725.3,Fiber optic,No,Yes,0,No +2,Month-to-month,No,Mailed check,19.5,31.55,No,No internet service,No internet service,0,Yes +70,Two year,Yes,Bank transfer (automatic),89,6293.2,DSL,Yes,Yes,0,No +22,Month-to-month,No,Credit card (automatic),20.15,432.5,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,74.9,321.75,Fiber optic,No,No,1,Yes +2,Month-to-month,No,Credit card (automatic),74.9,147.15,Fiber optic,No,No,0,Yes +67,Two year,No,Bank transfer (automatic),36.15,2434.45,DSL,No,Yes,0,No +25,Month-to-month,Yes,Credit card (automatic),19.2,532.1,No,No internet service,No internet service,0,No +20,Month-to-month,No,Bank transfer (automatic),19.25,375.25,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Credit card (automatic),61.2,125.95,DSL,No,Yes,0,No +51,Two year,No,Mailed check,20.45,1042.65,No,No internet service,No internet service,0,No +46,Month-to-month,No,Bank transfer (automatic),35.05,1620.25,DSL,No,Yes,0,No +25,Month-to-month,Yes,Electronic check,100.25,2387.75,Fiber optic,No,No,0,Yes +13,Month-to-month,No,Mailed check,44,659.35,DSL,No,No,0,No +25,Month-to-month,Yes,Mailed check,102.8,2660.2,Fiber optic,No,Yes,1,Yes +26,One year,No,Mailed check,50.35,1285.8,DSL,No,No,0,No +43,One year,Yes,Electronic check,100,4211.55,Fiber optic,Yes,No,0,Yes +19,Month-to-month,Yes,Electronic check,20,377.55,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Electronic check,99.85,990.9,Fiber optic,Yes,No,0,Yes +2,Month-to-month,Yes,Bank transfer (automatic),94.2,193.8,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),86.4,6058.95,DSL,Yes,Yes,0,No +18,Month-to-month,Yes,Credit card (automatic),58.4,964.9,DSL,No,Yes,1,No +9,Month-to-month,Yes,Electronic check,83.85,790.15,Fiber optic,No,No,1,Yes +27,Month-to-month,No,Credit card (automatic),88.3,2467.75,Fiber optic,No,No,1,Yes +24,Month-to-month,Yes,Electronic check,94.1,2322.85,Fiber optic,No,No,0,No +69,One year,Yes,Bank transfer (automatic),104.05,7262,Fiber optic,Yes,No,0,Yes +46,Two year,Yes,Credit card (automatic),108.9,4854.3,Fiber optic,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),107.4,7748.75,Fiber optic,Yes,Yes,1,No +22,Month-to-month,Yes,Credit card (automatic),94.7,1914.9,Fiber optic,No,No,0,Yes +70,Month-to-month,Yes,Electronic check,90.85,6470.1,Fiber optic,No,Yes,1,No +2,Month-to-month,No,Electronic check,19.9,57.4,No,No internet service,No internet service,0,No +31,Month-to-month,Yes,Credit card (automatic),66.4,2019.8,DSL,Yes,No,0,No +56,Month-to-month,Yes,Bank transfer (automatic),100.65,5688.05,Fiber optic,No,No,1,Yes +16,Month-to-month,No,Bank transfer (automatic),100.7,1522.7,Fiber optic,No,Yes,0,No +52,Two year,No,Credit card (automatic),25.6,1334.5,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Mailed check,19.85,252,No,No internet service,No internet service,0,No +35,One year,No,Mailed check,20.75,700.45,No,No internet service,No internet service,0,No +59,Two year,No,Electronic check,95.8,5655.45,Fiber optic,No,No,0,No +72,Month-to-month,Yes,Electronic check,94.65,6747.35,Fiber optic,No,No,0,No +66,Two year,Yes,Bank transfer (automatic),80.55,5265.1,DSL,No,No,1,Yes +49,Two year,No,Credit card (automatic),106.65,5174.35,Fiber optic,Yes,Yes,0,No +2,Month-to-month,Yes,Mailed check,45.85,105.6,DSL,No,No,0,No +21,Month-to-month,Yes,Electronic check,104.35,2271.85,Fiber optic,No,No,1,No +54,One year,Yes,Electronic check,55.45,2966.95,DSL,No,No,1,No +24,Month-to-month,Yes,Electronic check,78.85,1772.25,Fiber optic,No,Yes,1,Yes +1,Month-to-month,No,Electronic check,61.15,61.15,DSL,No,Yes,0,No +6,Month-to-month,Yes,Electronic check,78.95,494.95,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Mailed check,44.45,44.45,DSL,No,No,0,Yes +49,One year,Yes,Credit card (automatic),109.2,5290.45,Fiber optic,No,Yes,0,No +56,Two year,Yes,Credit card (automatic),61.3,3346.8,DSL,No,Yes,0,No +56,Month-to-month,Yes,Electronic check,96.85,5219.65,Fiber optic,No,Yes,1,No +6,Two year,No,Mailed check,40.55,217.5,DSL,Yes,No,0,No +32,One year,No,Mailed check,19.8,607.7,No,No internet service,No internet service,0,No +50,One year,Yes,Electronic check,108.25,5431.4,Fiber optic,No,Yes,0,No +58,One year,Yes,Bank transfer (automatic),105.05,6004.85,Fiber optic,Yes,No,0,No +65,Two year,Yes,Mailed check,90.45,5957.9,DSL,Yes,Yes,0,No +64,Two year,Yes,Credit card (automatic),86.4,5442.05,DSL,Yes,Yes,0,No +66,Two year,No,Bank transfer (automatic),66.9,4370.25,DSL,No,Yes,0,No +38,One year,Yes,Electronic check,110.7,4428.6,Fiber optic,Yes,Yes,0,No +20,One year,Yes,Mailed check,20,416.45,No,No internet service,No internet service,0,No +36,Month-to-month,Yes,Electronic check,84.9,3067.2,Fiber optic,No,No,0,Yes +64,One year,No,Electronic check,102.1,6688.1,Fiber optic,Yes,No,1,No +1,Month-to-month,No,Mailed check,20.25,20.25,No,No internet service,No internet service,0,Yes +60,One year,Yes,Credit card (automatic),70.15,4224.7,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,74.35,74.35,Fiber optic,No,No,0,Yes +50,One year,Yes,Bank transfer (automatic),80.05,4042.2,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,62.05,62.05,DSL,Yes,No,0,Yes +72,Two year,Yes,Electronic check,49.2,3580.95,DSL,No,Yes,0,No +60,Two year,Yes,Bank transfer (automatic),20.5,1198.8,No,No internet service,No internet service,0,No +46,Two year,No,Mailed check,38.25,1755.35,DSL,Yes,Yes,0,No +69,Two year,Yes,Credit card (automatic),54.95,3772.5,DSL,No,No,0,No +31,Month-to-month,Yes,Bank transfer (automatic),96.6,2877.95,Fiber optic,Yes,No,1,No +19,One year,No,Mailed check,19.9,357.7,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),19.9,1397.3,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,84.6,959.9,Fiber optic,No,Yes,0,No +39,One year,No,Credit card (automatic),80,3182.95,DSL,Yes,Yes,0,Yes +44,One year,Yes,Bank transfer (automatic),85.25,3704.15,DSL,Yes,No,0,No +56,Two year,No,Credit card (automatic),81.25,4620.4,DSL,Yes,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),115.5,8312.75,Fiber optic,Yes,Yes,0,No +5,Month-to-month,No,Mailed check,104.1,541.9,Fiber optic,No,No,0,Yes +11,Month-to-month,Yes,Bank transfer (automatic),79,929.3,Fiber optic,No,Yes,0,No +24,Month-to-month,No,Bank transfer (automatic),39.1,971.3,DSL,No,Yes,1,Yes +15,Month-to-month,Yes,Electronic check,94.65,1285.05,Fiber optic,No,No,1,No +72,Two year,Yes,Mailed check,20.8,1521.2,No,No internet service,No internet service,0,No +56,Two year,No,Credit card (automatic),59.5,3389.25,DSL,No,No,0,No +64,Two year,Yes,Bank transfer (automatic),20.05,1198.05,No,No internet service,No internet service,1,No +34,Month-to-month,Yes,Electronic check,100.45,3414.65,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,76.5,162.45,Fiber optic,No,No,0,Yes +35,One year,No,Bank transfer (automatic),20.6,754,No,No internet service,No internet service,0,No +22,One year,No,Credit card (automatic),20.3,467.15,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,49.2,216.9,DSL,Yes,No,0,Yes +9,One year,No,Mailed check,39.55,373,DSL,No,Yes,0,No +11,Month-to-month,No,Credit card (automatic),23.15,245.2,No,No internet service,No internet service,0,Yes +23,One year,No,Mailed check,20.45,481.1,No,No internet service,No internet service,0,No +4,Month-to-month,No,Electronic check,80.85,302.75,Fiber optic,No,No,0,Yes +68,Two year,No,Bank transfer (automatic),25.25,1728.2,No,No internet service,No internet service,0,No +33,Month-to-month,No,Electronic check,91.25,2964.05,Fiber optic,No,No,0,No +31,Month-to-month,Yes,Bank transfer (automatic),72.45,2156.25,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,60.1,60.1,DSL,Yes,No,0,Yes +56,Two year,No,Bank transfer (automatic),19.7,1051.9,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,78.95,78.95,Fiber optic,No,No,0,Yes +66,One year,Yes,Electronic check,75.1,5013,DSL,Yes,Yes,0,No +72,Two year,No,Bank transfer (automatic),25,1738.9,No,No internet service,No internet service,0,No +34,Month-to-month,No,Credit card (automatic),69.15,2275.1,Fiber optic,No,No,1,No +58,Month-to-month,Yes,Electronic check,91.55,5511.65,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,45.15,98.5,DSL,No,No,0,Yes +37,Two year,No,Credit card (automatic),35.8,1316.9,DSL,No,No,0,No +71,Two year,Yes,Credit card (automatic),113.15,7993.3,Fiber optic,Yes,Yes,0,No +1,One year,No,Credit card (automatic),19.85,19.85,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),19.8,1388.45,No,No internet service,No internet service,1,No +35,One year,No,Electronic check,19.9,666,No,No internet service,No internet service,0,No +6,One year,No,Mailed check,19.7,94.45,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,79.4,244.65,Fiber optic,No,No,0,Yes +69,One year,No,Bank transfer (automatic),59.1,4134.7,DSL,Yes,No,0,No +44,One year,Yes,Mailed check,53.95,2375.4,DSL,No,No,0,Yes +53,One year,Yes,Electronic check,91.15,4862.5,Fiber optic,Yes,No,0,No +24,Month-to-month,Yes,Credit card (automatic),99.3,2431.35,Fiber optic,No,No,0,Yes +5,Month-to-month,Yes,Electronic check,68.95,351.5,Fiber optic,No,No,0,No +2,Month-to-month,No,Mailed check,51.55,106.2,DSL,No,No,0,No +62,Two year,Yes,Mailed check,24.4,1413,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Electronic check,96.8,1743.05,Fiber optic,No,No,0,No +9,Month-to-month,No,Mailed check,70.05,657.5,Fiber optic,No,No,0,No +53,Two year,No,Credit card (automatic),19.5,1050.5,No,No internet service,No internet service,0,No +5,Month-to-month,No,Mailed check,78.75,426.35,Fiber optic,No,No,0,No +71,One year,No,Electronic check,69.2,4982.5,DSL,No,Yes,1,No +1,Month-to-month,Yes,Mailed check,19.55,19.55,No,No internet service,No internet service,0,No +18,Month-to-month,Yes,Electronic check,80.65,1451.9,Fiber optic,No,No,0,Yes +72,Two year,Yes,Electronic check,103.65,7634.8,Fiber optic,No,No,0,No +4,Month-to-month,No,Mailed check,54.7,235.05,DSL,No,Yes,0,No +59,Two year,No,Credit card (automatic),54.15,3116.15,DSL,No,No,0,No +1,Month-to-month,No,Mailed check,71.1,71.1,Fiber optic,No,No,0,Yes +31,Month-to-month,Yes,Electronic check,84.85,2633.4,Fiber optic,No,No,1,No +3,Month-to-month,No,Bank transfer (automatic),20,49.65,No,No internet service,No internet service,0,No +65,One year,Yes,Electronic check,106.25,6979.8,Fiber optic,No,No,1,Yes +49,One year,Yes,Credit card (automatic),99.25,4920.8,Fiber optic,Yes,No,0,No +2,Month-to-month,No,Mailed check,19.35,46.35,No,No internet service,No internet service,0,No +53,One year,No,Bank transfer (automatic),20.8,1021.8,No,No internet service,No internet service,0,Yes +55,One year,Yes,Electronic check,94.75,5276.1,Fiber optic,No,Yes,0,No +72,Two year,Yes,Credit card (automatic),114.05,8289.2,Fiber optic,Yes,Yes,0,No +36,Month-to-month,Yes,Bank transfer (automatic),74.9,2659.45,Fiber optic,No,No,1,No +10,Month-to-month,Yes,Bank transfer (automatic),19.8,196.75,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,94,94,Fiber optic,No,No,1,Yes +72,Two year,No,Bank transfer (automatic),80.85,5824.75,DSL,Yes,Yes,0,No +28,Month-to-month,No,Bank transfer (automatic),54.65,1517.5,DSL,Yes,No,0,No +38,Month-to-month,No,Bank transfer (automatic),91.7,3479.05,Fiber optic,No,Yes,0,No +61,One year,Yes,Electronic check,118.6,7365.7,Fiber optic,Yes,Yes,0,No +52,Two year,No,Mailed check,24.55,1331.05,No,No internet service,No internet service,0,No +67,One year,Yes,Mailed check,19.45,1195.95,No,No internet service,No internet service,0,No +34,Two year,Yes,Credit card (automatic),116.15,3946.9,Fiber optic,Yes,Yes,0,No +54,Two year,No,Electronic check,80.6,4299.95,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Bank transfer (automatic),20.3,20.3,No,No internet service,No internet service,0,No +15,Month-to-month,No,Electronic check,89.85,1424.95,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Mailed check,46,193.6,DSL,No,No,0,Yes +9,Month-to-month,No,Mailed check,66.25,620.55,DSL,Yes,No,0,Yes +46,Month-to-month,Yes,Electronic check,99.8,4391.25,Fiber optic,No,No,0,No +22,Month-to-month,Yes,Electronic check,90,1993.8,Fiber optic,Yes,No,0,Yes +38,One year,Yes,Bank transfer (automatic),70.45,2597.6,Fiber optic,No,No,0,Yes +55,One year,Yes,Credit card (automatic),75,4213.9,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,19.9,19.9,No,No internet service,No internet service,0,No +64,One year,No,Credit card (automatic),80.3,5017.7,Fiber optic,No,Yes,1,No +53,Two year,No,Bank transfer (automatic),19.75,1052.35,No,No internet service,No internet service,0,Yes +58,Two year,Yes,Electronic check,84.3,4916.4,DSL,Yes,Yes,0,No +56,One year,Yes,Bank transfer (automatic),54.05,2959.8,DSL,Yes,No,0,No +72,Two year,Yes,Credit card (automatic),104.9,7559.55,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,53.95,53.95,DSL,Yes,Yes,0,Yes +72,One year,Yes,Credit card (automatic),97.25,7133.1,Fiber optic,No,No,1,No +22,Month-to-month,No,Electronic check,83.05,1799.3,Fiber optic,No,No,0,No +8,Month-to-month,Yes,Electronic check,105.5,829.55,Fiber optic,No,No,1,Yes +16,Month-to-month,Yes,Electronic check,81,1312.15,Fiber optic,No,No,0,Yes +39,Month-to-month,No,Bank transfer (automatic),41.1,1597.05,DSL,Yes,No,0,No +12,Month-to-month,Yes,Bank transfer (automatic),45,524.35,DSL,No,No,0,No +54,Two year,Yes,Bank transfer (automatic),74.55,4191.45,DSL,No,Yes,0,No +18,One year,Yes,Mailed check,40.2,711.95,DSL,Yes,Yes,0,No +32,One year,No,Mailed check,70.5,2201.75,DSL,Yes,Yes,0,No +41,One year,Yes,Mailed check,19.75,806.95,No,No internet service,No internet service,0,No +67,Two year,No,Bank transfer (automatic),24.65,1620.45,No,No internet service,No internet service,0,No +65,Month-to-month,Yes,Electronic check,104.25,6812.95,Fiber optic,No,Yes,0,No +25,Month-to-month,Yes,Bank transfer (automatic),78.35,1837.9,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.8,69.8,Fiber optic,No,No,0,Yes +67,One year,Yes,Credit card (automatic),109.7,7344.45,Fiber optic,Yes,No,0,No +7,Month-to-month,No,Mailed check,73.75,545.15,Fiber optic,No,No,1,Yes +43,Month-to-month,Yes,Credit card (automatic),33.45,1500.25,DSL,No,Yes,1,No +24,Month-to-month,Yes,Electronic check,94.6,2283.15,Fiber optic,No,Yes,0,No +9,Month-to-month,No,Electronic check,54.55,494.05,DSL,No,Yes,1,Yes +69,Two year,No,Bank transfer (automatic),20.2,1376.5,No,No internet service,No internet service,0,No +37,One year,No,Bank transfer (automatic),20.3,755.4,No,No internet service,No internet service,0,No +20,Two year,Yes,Credit card (automatic),39.4,825.4,DSL,Yes,Yes,0,No +7,Month-to-month,No,Bank transfer (automatic),69.15,488.65,Fiber optic,No,No,0,No +37,Month-to-month,Yes,Electronic check,76.25,2841.55,Fiber optic,No,No,1,Yes +5,Month-to-month,Yes,Mailed check,93.9,486.85,Fiber optic,No,No,0,Yes +41,One year,Yes,Electronic check,51.35,2075.1,DSL,No,No,0,No +54,One year,Yes,Credit card (automatic),100.05,5299.65,Fiber optic,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,70.4,204.7,Fiber optic,No,No,1,Yes +69,Two year,No,Credit card (automatic),20.3,1356.3,No,No internet service,No internet service,1,No +53,One year,Yes,Credit card (automatic),94.45,5042.75,Fiber optic,Yes,No,0,No +18,One year,No,Credit card (automatic),46.4,812.4,DSL,No,No,0,No +64,Two year,Yes,Credit card (automatic),104.05,6605.55,Fiber optic,Yes,Yes,0,No +31,Month-to-month,Yes,Electronic check,91.15,2995.45,Fiber optic,No,No,0,Yes +20,Month-to-month,No,Credit card (automatic),24.9,505.95,DSL,No,No,0,No +57,One year,No,Mailed check,59.6,3509.4,DSL,Yes,Yes,0,No +63,Two year,No,Credit card (automatic),108.5,6991.9,Fiber optic,No,Yes,1,No +13,Two year,No,Mailed check,40.55,590.35,DSL,Yes,Yes,0,No +48,One year,Yes,Bank transfer (automatic),58.95,2789.7,DSL,No,No,1,No +2,Month-to-month,Yes,Electronic check,70.95,137.95,Fiber optic,No,No,0,Yes +57,Two year,No,Mailed check,20.75,1123.15,No,No internet service,No internet service,0,No +71,One year,Yes,Bank transfer (automatic),113.15,7953.25,Fiber optic,Yes,No,0,No +7,Month-to-month,No,Electronic check,48.8,349.8,DSL,No,No,0,No +16,Month-to-month,Yes,Bank transfer (automatic),63.05,1067.05,DSL,No,No,0,No +34,Month-to-month,No,Electronic check,100.85,3527.3,Fiber optic,No,No,0,No +37,Month-to-month,Yes,Electronic check,99.5,3762,Fiber optic,No,No,0,Yes +16,Month-to-month,Yes,Mailed check,80.55,1248.9,Fiber optic,No,No,0,No +48,One year,Yes,Bank transfer (automatic),64.4,3035.35,DSL,No,Yes,0,No +58,One year,Yes,Credit card (automatic),75.2,4300.8,DSL,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),84.9,6065.3,DSL,Yes,Yes,0,No +7,Month-to-month,No,Mailed check,19.3,144.95,No,No internet service,No internet service,0,No +38,Month-to-month,Yes,Credit card (automatic),83.9,3233.6,Fiber optic,No,Yes,0,Yes +48,Month-to-month,No,Electronic check,117.45,5438.9,Fiber optic,Yes,Yes,1,Yes +10,Month-to-month,Yes,Electronic check,104.4,1081.45,Fiber optic,No,Yes,0,Yes +30,One year,No,Credit card (automatic),74.65,2308.6,DSL,Yes,Yes,0,No +31,Month-to-month,Yes,Credit card (automatic),59.05,1882.8,DSL,No,No,0,No +46,One year,Yes,Credit card (automatic),69.1,3255.35,DSL,Yes,No,1,No +50,Two year,No,Mailed check,20.55,1067.65,No,No internet service,No internet service,0,No +28,Month-to-month,No,Bank transfer (automatic),76.55,2065.4,Fiber optic,Yes,No,0,No +66,Two year,Yes,Bank transfer (automatic),62.5,4136.4,DSL,Yes,Yes,0,No +8,Month-to-month,Yes,Electronic check,29.4,221.9,DSL,No,No,1,Yes +41,Month-to-month,Yes,Bank transfer (automatic),94.9,3848,Fiber optic,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),111.65,8022.85,Fiber optic,Yes,No,1,No +7,One year,No,Mailed check,19.9,173.15,No,No internet service,No internet service,0,No +38,Month-to-month,No,Mailed check,20.45,781.25,No,No internet service,No internet service,0,No +44,One year,Yes,Electronic check,106.05,4510.8,Fiber optic,No,Yes,0,No +47,One year,Yes,Bank transfer (automatic),113.45,5317.8,Fiber optic,Yes,Yes,0,No +53,Month-to-month,Yes,Electronic check,92.55,4779.45,Fiber optic,Yes,No,0,No +4,Month-to-month,No,Electronic check,65.6,250.1,DSL,No,No,0,No +20,Month-to-month,Yes,Electronic check,84.35,1745.2,Fiber optic,No,No,1,No +2,Month-to-month,No,Mailed check,44.65,74.9,DSL,No,No,0,Yes +57,One year,Yes,Credit card (automatic),71.1,4140.1,DSL,No,No,1,No +44,Month-to-month,Yes,Electronic check,85.15,3670.5,Fiber optic,Yes,Yes,1,No +24,Month-to-month,Yes,Mailed check,49.7,1167.8,DSL,No,No,0,No +15,Month-to-month,Yes,Bank transfer (automatic),30.2,469.65,DSL,No,Yes,0,No +3,Month-to-month,No,Electronic check,25.25,58.9,DSL,No,No,0,Yes +4,Month-to-month,No,Bank transfer (automatic),84.05,333.55,Fiber optic,No,No,0,Yes +37,Month-to-month,Yes,Electronic check,85.7,3171.15,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Electronic check,74.7,74.7,Fiber optic,No,No,0,Yes +24,Month-to-month,No,Credit card (automatic),56.35,1381.2,DSL,Yes,Yes,0,No +5,Month-to-month,Yes,Electronic check,90.8,455.5,Fiber optic,No,No,0,Yes +33,Month-to-month,No,Electronic check,107.55,3645.5,Fiber optic,No,No,0,No +58,Two year,Yes,Mailed check,19.85,1158.85,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),95.9,6954.15,Fiber optic,No,Yes,0,No +71,Two year,No,Mailed check,23.85,1672.1,No,No internet service,No internet service,0,No +28,Month-to-month,Yes,Electronic check,106.15,3152.5,Fiber optic,No,No,1,Yes +51,Two year,Yes,Credit card (automatic),83.85,4307.1,DSL,Yes,Yes,0,No +30,One year,No,Bank transfer (automatic),85.35,2530.4,DSL,Yes,Yes,0,Yes +72,Two year,Yes,Credit card (automatic),84.8,6141.65,Fiber optic,Yes,Yes,1,No +36,Month-to-month,Yes,Electronic check,90.85,3186.7,Fiber optic,No,Yes,1,Yes +14,Two year,No,Bank transfer (automatic),76.1,1054.8,DSL,Yes,Yes,0,No +72,Two year,No,Mailed check,74.55,5430.65,DSL,Yes,Yes,0,No +22,Month-to-month,No,Electronic check,39.2,849.9,DSL,No,No,0,No +2,Month-to-month,No,Electronic check,79.55,151.75,Fiber optic,No,No,0,No +15,Month-to-month,No,Mailed check,19.6,299.4,No,No internet service,No internet service,0,No +51,Two year,No,Credit card (automatic),19.55,1086.75,No,No internet service,No internet service,0,No +70,Two year,Yes,Credit card (automatic),39.15,2692.75,DSL,Yes,Yes,0,No +71,Two year,No,Bank transfer (automatic),20.1,1389.6,No,No internet service,No internet service,0,No +39,Month-to-month,Yes,Credit card (automatic),99.95,3767.4,Fiber optic,Yes,No,0,No +61,Month-to-month,No,Electronic check,59.8,3641.5,DSL,No,Yes,0,No +52,Month-to-month,Yes,Bank transfer (automatic),49.75,2535.55,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,35.75,35.75,DSL,No,No,0,Yes +64,One year,Yes,Mailed check,108.5,6880.85,Fiber optic,Yes,Yes,0,No +62,Two year,Yes,Credit card (automatic),60.15,3753.2,DSL,Yes,No,0,No +30,Two year,No,Mailed check,19.05,637.55,No,No internet service,No internet service,0,No +4,Month-to-month,No,Electronic check,46,181.6,DSL,No,No,1,Yes +63,One year,Yes,Bank transfer (automatic),84,5329.55,DSL,Yes,Yes,1,No +1,Month-to-month,Yes,Credit card (automatic),44.55,44.55,DSL,No,No,0,No +15,Month-to-month,Yes,Electronic check,103.45,1539.8,Fiber optic,Yes,No,0,No +27,One year,Yes,Credit card (automatic),80.65,2209.75,Fiber optic,No,Yes,0,No +4,Month-to-month,Yes,Mailed check,57.2,223.75,DSL,No,Yes,0,No +72,Two year,Yes,Electronic check,110.75,7751.7,Fiber optic,No,Yes,0,No +45,One year,No,Credit card (automatic),24.7,1174.35,No,No internet service,No internet service,1,No +45,Month-to-month,Yes,Electronic check,97.05,4385.05,Fiber optic,Yes,Yes,1,No +36,One year,Yes,Mailed check,76.35,2606.35,DSL,Yes,Yes,0,No +17,Month-to-month,Yes,Electronic check,89.4,1539.45,Fiber optic,No,Yes,0,Yes +1,Month-to-month,No,Mailed check,18.9,18.9,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,Fiber optic,No,No,1,No +3,Month-to-month,Yes,Mailed check,19.8,58.15,No,No internet service,No internet service,0,Yes +4,Month-to-month,Yes,Electronic check,50.9,225.6,DSL,No,No,0,Yes +71,Two year,Yes,Credit card (automatic),84.4,5969.3,DSL,Yes,Yes,0,No +10,Month-to-month,Yes,Mailed check,24.4,253.9,No,No internet service,No internet service,0,No +20,Two year,No,Mailed check,20.05,400,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,81,340.85,Fiber optic,No,No,0,Yes +26,Month-to-month,Yes,Electronic check,98.35,2515.3,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Credit card (automatic),55.5,227.35,DSL,No,No,0,No +5,Month-to-month,Yes,Mailed check,51,305.95,DSL,No,No,0,Yes +4,Month-to-month,Yes,Electronic check,91.65,365.4,Fiber optic,No,No,0,Yes +29,Month-to-month,Yes,Electronic check,84.3,2357.75,Fiber optic,No,No,1,No +2,Month-to-month,No,Electronic check,100.2,198.5,Fiber optic,No,Yes,0,No +29,Two year,No,Mailed check,19.4,554.25,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,90.85,90.85,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,69.4,69.4,Fiber optic,No,No,0,Yes +8,Month-to-month,Yes,Credit card (automatic),94.45,742.95,Fiber optic,No,No,1,Yes +13,Month-to-month,Yes,Electronic check,20.4,251.65,No,No internet service,No internet service,0,No +59,Month-to-month,Yes,Electronic check,94.75,5597.65,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Credit card (automatic),20.15,20.15,No,No internet service,No internet service,0,Yes +50,Month-to-month,Yes,Electronic check,95.7,4816.7,Fiber optic,No,No,1,Yes +18,Month-to-month,Yes,Bank transfer (automatic),44.35,768.05,DSL,No,No,0,No +17,Month-to-month,No,Mailed check,74.55,1215.8,DSL,No,Yes,0,No +47,Two year,No,Electronic check,73.6,3522.65,DSL,No,No,0,No +26,Month-to-month,Yes,Bank transfer (automatic),74.95,1834.95,Fiber optic,No,No,0,Yes +6,Month-to-month,Yes,Electronic check,47.95,305.1,DSL,No,No,0,Yes +19,Month-to-month,No,Credit card (automatic),50.1,910.45,DSL,No,No,0,No +3,Month-to-month,Yes,Electronic check,63.6,155.65,DSL,Yes,No,0,Yes +68,Two year,Yes,Electronic check,53,3656.25,DSL,No,No,1,No +2,Month-to-month,No,Bank transfer (automatic),19.85,52,No,No internet service,No internet service,0,No +7,One year,Yes,Credit card (automatic),24.35,150.85,DSL,No,No,0,No +18,Month-to-month,Yes,Mailed check,19.55,389.25,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),25.05,1873.7,No,No internet service,No internet service,0,No +13,Month-to-month,No,Credit card (automatic),93.8,1261,Fiber optic,No,Yes,1,No +3,Month-to-month,Yes,Mailed check,36.85,108.7,DSL,Yes,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),103.75,7346.2,Fiber optic,No,No,0,No +66,Two year,Yes,Credit card (automatic),56.75,3708.4,DSL,No,No,0,No +24,One year,Yes,Credit card (automatic),20.8,469.65,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,44.1,44.1,DSL,No,No,0,Yes +56,Two year,Yes,Mailed check,24.45,1385.85,No,No internet service,No internet service,0,No +22,One year,No,Bank transfer (automatic),25.6,548.8,No,No internet service,No internet service,1,No +14,Month-to-month,Yes,Electronic check,50.75,712.75,DSL,No,No,0,Yes +61,One year,Yes,Credit card (automatic),104.4,6405,Fiber optic,No,No,1,Yes +40,Month-to-month,Yes,Electronic check,39.3,1637.4,DSL,No,No,1,Yes +42,Month-to-month,No,Bank transfer (automatic),59.65,2536.55,DSL,No,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),83.3,6042.7,DSL,Yes,Yes,0,No +12,Month-to-month,Yes,Credit card (automatic),79.55,958.25,Fiber optic,Yes,No,0,No +71,Two year,No,Bank transfer (automatic),24.45,1730.65,No,No internet service,No internet service,0,No +26,One year,No,Mailed check,19.2,459.6,No,No internet service,No internet service,0,No +7,Month-to-month,No,Mailed check,29.8,201.95,DSL,No,Yes,0,No +6,Month-to-month,No,Mailed check,45.5,285.2,DSL,No,No,0,No +58,One year,Yes,Electronic check,106.45,6145.85,Fiber optic,No,Yes,0,Yes +51,Month-to-month,Yes,Credit card (automatic),30.05,1529.45,DSL,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),65.65,4664.5,DSL,Yes,Yes,0,No +18,Month-to-month,Yes,Electronic check,96.05,1740.7,Fiber optic,No,Yes,0,Yes +7,Month-to-month,Yes,Bank transfer (automatic),75.1,552.95,Fiber optic,No,No,0,Yes +47,Two year,No,Mailed check,74.05,3496.3,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,44.7,93.7,DSL,No,No,1,Yes +62,One year,Yes,Bank transfer (automatic),110.75,7053.35,Fiber optic,Yes,No,1,No +16,Two year,No,Mailed check,19.7,301.55,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Credit card (automatic),49.5,312.7,DSL,Yes,No,0,No +19,Month-to-month,Yes,Credit card (automatic),55,1046.5,DSL,Yes,No,0,Yes +69,Two year,Yes,Credit card (automatic),43.95,2960.1,DSL,No,Yes,0,No +11,Month-to-month,Yes,Electronic check,74.35,834.2,Fiber optic,No,No,0,Yes +64,Month-to-month,Yes,Electronic check,111.15,6953.4,Fiber optic,Yes,No,0,No +39,One year,Yes,Credit card (automatic),104.7,4134.85,Fiber optic,Yes,Yes,0,Yes +15,Month-to-month,Yes,Mailed check,55.7,899.8,DSL,No,Yes,0,Yes +25,Month-to-month,No,Mailed check,20.6,541.5,No,No internet service,No internet service,0,No +6,Two year,No,Credit card (automatic),19.65,116.85,No,No internet service,No internet service,0,No +66,One year,No,Bank transfer (automatic),115.8,7942.15,Fiber optic,Yes,Yes,0,No +61,Two year,No,Credit card (automatic),88.65,5321.25,DSL,Yes,No,0,No +43,Month-to-month,Yes,Electronic check,94.5,4156.8,Fiber optic,No,Yes,1,No +12,Month-to-month,No,Mailed check,20.1,223.6,No,No internet service,No internet service,0,No +23,Month-to-month,Yes,Bank transfer (automatic),34.65,768.45,DSL,No,No,1,No +71,Month-to-month,Yes,Bank transfer (automatic),52.3,3765.05,DSL,No,No,1,No +34,Month-to-month,No,Mailed check,65,2157.5,DSL,Yes,No,0,No +5,Month-to-month,No,Credit card (automatic),19.85,108.05,No,No internet service,No internet service,0,Yes +41,One year,No,Mailed check,35.45,1391.65,DSL,Yes,No,0,No +72,Two year,No,Credit card (automatic),19.7,1379.8,No,No internet service,No internet service,0,No +14,Month-to-month,Yes,Electronic check,95.6,1273.3,Fiber optic,No,No,1,No +41,Two year,Yes,Mailed check,19.85,810.45,No,No internet service,No internet service,0,No +23,One year,No,Credit card (automatic),81.85,1810.85,Fiber optic,No,Yes,0,No +71,Two year,No,Credit card (automatic),109.3,7782.85,Fiber optic,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,70.3,70.3,Fiber optic,No,No,0,Yes +72,Two year,No,Mailed check,25.4,1797.1,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Electronic check,69.8,377.85,Fiber optic,No,No,0,No +23,One year,Yes,Credit card (automatic),20,445.3,No,No internet service,No internet service,0,No +10,Month-to-month,No,Electronic check,85.55,851.75,Fiber optic,No,No,1,Yes +72,Two year,Yes,Electronic check,109.9,7624.2,Fiber optic,Yes,Yes,0,No +7,Month-to-month,Yes,Bank transfer (automatic),50.3,355.1,DSL,No,Yes,0,No +6,Month-to-month,No,Mailed check,94.5,575.45,Fiber optic,No,No,0,Yes +9,Month-to-month,Yes,Electronic check,101.5,906.85,Fiber optic,Yes,No,0,No +12,Month-to-month,Yes,Electronic check,89.15,1057.55,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Mailed check,19.4,19.4,No,No internet service,No internet service,0,No +48,One year,No,Bank transfer (automatic),29.9,1388.75,DSL,No,No,1,No +20,Month-to-month,No,Electronic check,78.8,1641.3,Fiber optic,No,No,0,No +16,Month-to-month,Yes,Credit card (automatic),85.35,1375.15,Fiber optic,No,No,1,Yes +2,Month-to-month,Yes,Mailed check,79.65,152.7,Fiber optic,No,No,0,Yes +10,One year,Yes,Mailed check,19.3,185.2,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,79.6,195.05,Fiber optic,No,No,1,Yes +20,Month-to-month,No,Mailed check,96.8,1826.7,Fiber optic,Yes,No,0,No +20,One year,No,Mailed check,20.65,417.5,No,No internet service,No internet service,0,No +19,One year,No,Mailed check,19.8,344.5,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Electronic check,90.6,1660,Fiber optic,No,Yes,1,Yes +22,Month-to-month,Yes,Electronic check,104.6,2180.55,Fiber optic,Yes,Yes,0,No +35,Month-to-month,No,Credit card (automatic),80.05,2835.9,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,45.15,45.15,DSL,No,No,0,No +39,Month-to-month,Yes,Credit card (automatic),73.15,2730.85,Fiber optic,No,No,0,No +54,One year,Yes,Electronic check,99.1,5437.1,Fiber optic,Yes,No,1,No +1,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,No,No internet service,No internet service,0,Yes +66,Two year,Yes,Credit card (automatic),106.05,6981.35,Fiber optic,No,Yes,0,Yes +56,Month-to-month,Yes,Mailed check,105.35,5794.45,Fiber optic,Yes,Yes,0,No +18,Month-to-month,Yes,Credit card (automatic),45.65,747.2,DSL,No,No,0,No +16,Month-to-month,Yes,Credit card (automatic),79.95,1267.95,Fiber optic,No,No,0,No +68,One year,Yes,Credit card (automatic),54.45,3674.95,DSL,No,Yes,0,No +53,Two year,No,Credit card (automatic),25.1,1275.6,No,No internet service,No internet service,1,No +72,Two year,No,Credit card (automatic),84.7,5893.9,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Electronic check,75.85,724.65,Fiber optic,No,No,0,No +30,Month-to-month,Yes,Mailed check,48.8,1536.75,DSL,No,Yes,0,No +36,Month-to-month,Yes,Electronic check,99.15,3615.6,Fiber optic,No,No,0,Yes +18,Month-to-month,Yes,Electronic check,35.2,607.3,DSL,Yes,No,0,No +55,One year,No,Electronic check,76.25,4154.55,DSL,Yes,Yes,1,No +39,Month-to-month,No,Electronic check,55.9,2184.35,DSL,No,Yes,0,Yes +21,Month-to-month,Yes,Electronic check,82.35,1852.85,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Credit card (automatic),40.4,77.15,DSL,Yes,No,0,Yes +33,One year,Yes,Bank transfer (automatic),24.9,847.8,No,No internet service,No internet service,1,No +44,Two year,No,Bank transfer (automatic),54.3,2390.45,DSL,No,No,0,No +30,Month-to-month,No,Bank transfer (automatic),66.3,1923.5,DSL,Yes,Yes,0,No +71,Two year,Yes,Bank transfer (automatic),20.9,1493.2,No,No internet service,No internet service,0,No +4,Month-to-month,No,Electronic check,75.35,338.1,Fiber optic,No,No,0,Yes +35,One year,Yes,Electronic check,85.15,3030.6,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Credit card (automatic),75.35,75.35,Fiber optic,No,No,0,No +23,Month-to-month,Yes,Electronic check,104.45,2184.85,Fiber optic,No,No,1,No +22,One year,Yes,Credit card (automatic),49.45,1031.4,DSL,No,No,0,No +49,One year,No,Credit card (automatic),19.45,921.3,No,No internet service,No internet service,0,No +42,Month-to-month,Yes,Electronic check,92.15,3875.4,Fiber optic,No,No,0,No +33,One year,Yes,Electronic check,93.8,3124.5,Fiber optic,No,No,0,Yes +7,Two year,No,Mailed check,19.85,144.15,No,No internet service,No internet service,0,No +67,One year,Yes,Bank transfer (automatic),100.25,6689,Fiber optic,Yes,Yes,0,No +15,Month-to-month,No,Electronic check,95.7,1451.1,Fiber optic,Yes,No,0,No +67,Two year,Yes,Electronic check,93.15,6368.2,Fiber optic,No,No,0,No +53,Two year,Yes,Mailed check,69.7,3729.6,DSL,Yes,Yes,0,No +21,One year,No,Mailed check,19.8,350.1,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Mailed check,71.35,2847.2,DSL,Yes,Yes,0,No +22,One year,No,Bank transfer (automatic),20.75,452.35,No,No internet service,No internet service,0,No +39,Month-to-month,Yes,Electronic check,40.6,1494.5,DSL,Yes,No,0,No +45,One year,Yes,Electronic check,20.4,930.45,No,No internet service,No internet service,0,Yes +2,Month-to-month,No,Mailed check,20.35,41.85,No,No internet service,No internet service,0,No +57,Two year,No,Bank transfer (automatic),19.75,1272.05,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Electronic check,54.4,475.1,DSL,No,No,0,No +7,Month-to-month,Yes,Credit card (automatic),94.7,673.1,Fiber optic,No,Yes,1,Yes +6,Month-to-month,Yes,Credit card (automatic),30.5,208.7,DSL,No,No,0,Yes +7,Month-to-month,No,Mailed check,20.45,150.75,No,No internet service,No internet service,0,No +49,Two year,Yes,Bank transfer (automatic),66.15,3199,DSL,Yes,No,0,No +65,One year,Yes,Electronic check,89.85,5844.65,Fiber optic,Yes,Yes,0,No +55,One year,No,Bank transfer (automatic),45.05,2462.6,DSL,No,No,0,No +71,Two year,No,Bank transfer (automatic),86.85,6263.8,DSL,Yes,Yes,0,No +35,Month-to-month,Yes,Mailed check,96.75,3403.4,Fiber optic,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,77,237.75,Fiber optic,No,No,1,Yes +11,Month-to-month,No,Credit card (automatic),20.1,221.35,No,No internet service,No internet service,0,Yes +1,Month-to-month,No,Electronic check,75.3,75.3,Fiber optic,No,No,0,Yes +17,Month-to-month,Yes,Bank transfer (automatic),106.65,1672.1,Fiber optic,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),110.15,7881.2,Fiber optic,Yes,Yes,0,No +28,One year,Yes,Bank transfer (automatic),82.85,2320.8,Fiber optic,No,Yes,0,No +18,Two year,No,Mailed check,20.1,370.5,No,No internet service,No internet service,0,No +40,One year,Yes,Credit card (automatic),99.2,4062.2,Fiber optic,Yes,No,1,Yes +52,Month-to-month,Yes,Electronic check,59.45,3043.7,DSL,No,No,0,No +47,Month-to-month,Yes,Bank transfer (automatic),58.6,2723.4,DSL,No,No,0,No +23,Month-to-month,No,Credit card (automatic),49.7,1081.25,DSL,No,No,0,No +66,Two year,No,Mailed check,65.85,4097.05,DSL,Yes,Yes,0,No +8,Month-to-month,Yes,Electronic check,73.5,632.2,Fiber optic,No,No,0,No +47,Month-to-month,No,Mailed check,85.5,4042.3,Fiber optic,No,Yes,1,Yes +7,Month-to-month,No,Mailed check,20.05,164.85,No,No internet service,No internet service,0,Yes +71,Two year,No,Credit card (automatic),113.65,8166.8,Fiber optic,Yes,Yes,0,No +50,Month-to-month,Yes,Electronic check,83.4,4113.7,Fiber optic,No,Yes,1,No +46,Two year,No,Mailed check,65.65,3047.15,DSL,Yes,Yes,0,No +1,Month-to-month,No,Electronic check,70.4,70.4,Fiber optic,No,No,0,Yes +66,Two year,Yes,Bank transfer (automatic),61.35,4193.4,DSL,Yes,Yes,0,No +42,Month-to-month,Yes,Credit card (automatic),85.9,3729.75,Fiber optic,Yes,No,0,No +5,Month-to-month,Yes,Mailed check,75.65,399.45,Fiber optic,Yes,No,0,No +7,One year,Yes,Electronic check,49.75,331.3,DSL,No,Yes,0,Yes +29,One year,No,Credit card (automatic),70.9,1964.6,DSL,No,No,0,No +27,Month-to-month,No,Mailed check,49.85,1336.15,DSL,No,No,0,No +15,Month-to-month,Yes,Credit card (automatic),75.3,1147.45,Fiber optic,No,No,1,Yes +25,Two year,No,Mailed check,20.1,486.05,No,No internet service,No internet service,0,No +11,Month-to-month,Yes,Electronic check,94,1078.9,Fiber optic,No,No,0,Yes +57,Month-to-month,Yes,Electronic check,103.05,5925.75,Fiber optic,Yes,Yes,0,No +67,One year,Yes,Bank transfer (automatic),118.35,7804.15,Fiber optic,Yes,Yes,0,Yes +47,Month-to-month,No,Electronic check,99.7,4747.2,Fiber optic,No,No,1,No +13,Month-to-month,Yes,Mailed check,81.9,1028.9,Fiber optic,No,No,0,No +8,Month-to-month,Yes,Electronic check,30.45,226.45,DSL,No,Yes,0,Yes +44,Month-to-month,Yes,Electronic check,96.1,4364.1,Fiber optic,No,No,0,Yes +71,One year,Yes,Electronic check,66.2,4692.55,DSL,No,Yes,0,No +24,Month-to-month,Yes,Electronic check,104.25,2433.9,Fiber optic,No,No,1,Yes +15,Month-to-month,Yes,Electronic check,80.2,1217.25,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Electronic check,19.75,19.75,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Mailed check,72.6,154.3,Fiber optic,No,No,1,No +55,Month-to-month,Yes,Electronic check,116.5,6382.55,Fiber optic,Yes,Yes,1,No +71,Two year,Yes,Electronic check,106.8,7623.2,Fiber optic,Yes,No,1,No +50,Two year,No,Mailed check,24.95,1261.45,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,89.25,89.25,Fiber optic,No,No,0,No +5,Month-to-month,Yes,Mailed check,19.25,86.05,No,No internet service,No internet service,0,No +66,One year,Yes,Bank transfer (automatic),104.55,6779.05,Fiber optic,Yes,Yes,0,No +49,One year,Yes,Mailed check,87.2,4345,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,30.75,82.85,DSL,No,No,1,No +66,One year,Yes,Credit card (automatic),25.7,1714.55,No,No internet service,No internet service,0,No +11,Month-to-month,No,Electronic check,86.2,893.2,Fiber optic,No,No,0,No +28,Month-to-month,Yes,Credit card (automatic),30.1,810.85,DSL,Yes,No,0,No +65,Two year,Yes,Electronic check,99.35,6347.55,Fiber optic,No,Yes,0,No +62,Two year,Yes,Credit card (automatic),19.2,1123.65,No,No internet service,No internet service,0,No +2,Month-to-month,No,Bank transfer (automatic),20.1,43.15,No,No internet service,No internet service,0,No +2,Month-to-month,No,Credit card (automatic),20.35,35.1,No,No internet service,No internet service,0,No +55,Two year,Yes,Credit card (automatic),25.65,1388,No,No internet service,No internet service,0,No +41,Month-to-month,Yes,Electronic check,94.55,3851.45,Fiber optic,No,No,1,No +17,Month-to-month,Yes,Electronic check,104.2,1743.5,Fiber optic,No,Yes,0,Yes +30,One year,Yes,Bank transfer (automatic),94.4,2638.1,Fiber optic,Yes,No,0,No +17,One year,No,Mailed check,56.1,946.95,DSL,No,Yes,0,No +16,Two year,No,Bank transfer (automatic),68.25,1114.85,DSL,Yes,Yes,0,No +72,Two year,No,Bank transfer (automatic),24.75,1777.6,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,76.25,684.85,Fiber optic,No,No,0,No +1,Month-to-month,No,Electronic check,74.35,74.35,Fiber optic,No,No,0,No +23,Month-to-month,No,Electronic check,54.15,1312.45,DSL,Yes,No,0,No +8,Month-to-month,No,Bank transfer (automatic),19.45,159.2,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Mailed check,34.95,610.2,DSL,No,Yes,0,No +7,Month-to-month,Yes,Electronic check,53.65,404.35,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.65,69.65,Fiber optic,No,No,1,Yes +61,One year,No,Electronic check,104,6363.45,Fiber optic,No,Yes,0,No +57,Two year,Yes,Credit card (automatic),70.35,4124.65,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Electronic check,80.8,713.1,Fiber optic,No,No,0,Yes +15,One year,No,Mailed check,64.85,950.75,DSL,No,Yes,0,No +1,Month-to-month,No,Mailed check,19.65,19.65,No,No internet service,No internet service,0,No +12,Month-to-month,No,Bank transfer (automatic),45.9,505.95,DSL,No,No,0,No +54,Two year,No,Mailed check,20,1149.65,No,No internet service,No internet service,0,No +4,Month-to-month,No,Electronic check,44.8,169.65,DSL,No,No,0,No +7,Month-to-month,Yes,Mailed check,80.3,526.7,Fiber optic,No,No,0,Yes +20,One year,No,Mailed check,20.35,393.15,No,No internet service,No internet service,0,No +26,Month-to-month,No,Mailed check,45.8,1147,DSL,Yes,Yes,0,No +36,Month-to-month,Yes,Electronic check,84.1,3021.6,Fiber optic,No,No,1,Yes +53,One year,Yes,Bank transfer (automatic),108.95,5718.2,Fiber optic,Yes,No,0,No +3,Month-to-month,Yes,Electronic check,69.35,191.35,DSL,Yes,No,0,Yes +68,Two year,No,Credit card (automatic),64.35,4539.6,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),90.8,6397.6,DSL,Yes,Yes,0,No +12,One year,No,Credit card (automatic),24.95,280.4,No,No internet service,No internet service,0,No +34,Month-to-month,Yes,Mailed check,79.6,2718.3,Fiber optic,No,No,1,Yes +68,Two year,Yes,Bank transfer (automatic),84.7,5711.05,Fiber optic,No,Yes,0,No +50,One year,Yes,Credit card (automatic),70.8,3478.15,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,36.45,36.45,DSL,No,No,1,Yes +41,Month-to-month,Yes,Electronic check,104.4,4133.95,Fiber optic,No,No,1,No +30,Month-to-month,Yes,Electronic check,101.5,2917.65,Fiber optic,Yes,No,1,No +1,Month-to-month,No,Electronic check,54.3,54.3,DSL,No,No,0,No +29,Month-to-month,Yes,Electronic check,103.95,2964.8,Fiber optic,No,No,1,No +23,Two year,Yes,Credit card (automatic),91.1,2198.3,DSL,Yes,Yes,0,No +60,Two year,No,Mailed check,19.95,1189.9,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),26.45,1914.5,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Electronic check,89.4,2001.5,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),75.1,5336.35,DSL,Yes,Yes,0,No +66,One year,No,Bank transfer (automatic),108.1,7238.6,Fiber optic,No,No,1,No +72,Two year,Yes,Electronic check,110.15,7998.8,Fiber optic,Yes,No,0,No +47,Month-to-month,No,Electronic check,80.35,3825.85,Fiber optic,No,Yes,1,Yes +51,One year,Yes,Electronic check,111.5,5703.25,Fiber optic,Yes,No,0,No +70,One year,Yes,Electronic check,106.5,7397,Fiber optic,No,No,0,No +9,One year,Yes,Electronic check,19.9,164.6,No,No internet service,No internet service,0,No +59,Two year,Yes,Mailed check,111.1,6555.2,Fiber optic,Yes,Yes,0,No +3,Month-to-month,No,Mailed check,70.7,225.65,DSL,Yes,No,0,No +38,Month-to-month,Yes,Electronic check,24.85,955.75,DSL,No,No,1,No +37,Month-to-month,No,Bank transfer (automatic),91.2,3382.3,Fiber optic,No,Yes,0,No +37,Two year,No,Bank transfer (automatic),65.6,2313.8,DSL,Yes,Yes,0,No +24,Month-to-month,Yes,Credit card (automatic),40.65,933.3,DSL,No,No,1,Yes +14,Month-to-month,No,Bank transfer (automatic),59.45,780.85,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),109.95,7852.4,Fiber optic,Yes,Yes,0,No +53,One year,Yes,Electronic check,60.45,3184.25,DSL,Yes,No,0,Yes +8,Month-to-month,Yes,Electronic check,84.9,764.95,Fiber optic,No,No,0,Yes +72,Two year,No,Credit card (automatic),38.5,2763,DSL,No,Yes,0,No +17,Month-to-month,Yes,Electronic check,92.55,1614.7,Fiber optic,No,No,1,No +2,Month-to-month,Yes,Bank transfer (automatic),73.55,145.4,Fiber optic,No,No,0,Yes +8,Month-to-month,No,Bank transfer (automatic),20.15,156.25,No,No internet service,No internet service,0,Yes +48,One year,No,Mailed check,34.7,1604.5,DSL,No,No,0,Yes +10,Month-to-month,Yes,Mailed check,24.5,270.15,No,No internet service,No internet service,0,No +0,One year,Yes,Mailed check,19.7, ,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.6,20.6,No,No internet service,No internet service,0,No +29,One year,No,Credit card (automatic),58,1734.5,DSL,Yes,Yes,0,No +65,One year,Yes,Electronic check,107.45,7047.5,Fiber optic,No,No,1,No +8,Month-to-month,Yes,Bank transfer (automatic),65.5,573.15,DSL,No,Yes,0,No +61,Two year,No,Bank transfer (automatic),25.45,1538.6,No,No internet service,No internet service,0,No +45,One year,Yes,Bank transfer (automatic),100.15,4459.8,Fiber optic,No,No,1,No +72,One year,Yes,Credit card (automatic),104.45,7459,Fiber optic,No,No,0,No +12,Month-to-month,Yes,Electronic check,21.15,306.05,No,No internet service,No internet service,0,No +7,Month-to-month,No,Electronic check,96.2,639.7,Fiber optic,No,No,0,No +9,Month-to-month,Yes,Mailed check,44.4,348.15,DSL,No,No,0,No +43,One year,Yes,Electronic check,107.55,4533.9,Fiber optic,Yes,No,1,Yes +58,Two year,No,Bank transfer (automatic),94.35,5563.65,Fiber optic,Yes,No,0,No +16,Month-to-month,Yes,Electronic check,98.75,1587.55,Fiber optic,No,No,1,Yes +2,Month-to-month,No,Mailed check,20.3,40.25,No,No internet service,No internet service,0,No +8,Month-to-month,No,Electronic check,101.15,842.9,Fiber optic,No,No,0,Yes +40,One year,No,Bank transfer (automatic),105.75,4228.55,Fiber optic,No,Yes,0,No +9,Month-to-month,Yes,Electronic check,81.15,784.45,Fiber optic,No,Yes,0,No +41,One year,Yes,Electronic check,89.55,3729.75,Fiber optic,Yes,No,0,No +26,Month-to-month,Yes,Credit card (automatic),54.75,1406.9,DSL,No,No,0,No +33,One year,Yes,Credit card (automatic),53.75,1857.3,DSL,Yes,No,0,No +68,One year,No,Credit card (automatic),105.75,7322.5,Fiber optic,Yes,No,0,No +65,Two year,Yes,Credit card (automatic),105.85,6725.5,Fiber optic,Yes,No,1,No +55,One year,Yes,Electronic check,64.2,3627.3,DSL,Yes,No,0,No +20,Month-to-month,Yes,Electronic check,88.7,1761.45,Fiber optic,No,No,0,Yes +19,One year,Yes,Credit card (automatic),87.7,1725.95,Fiber optic,Yes,No,0,No +45,Month-to-month,Yes,Credit card (automatic),89.3,4192.15,Fiber optic,No,No,0,No +70,Two year,Yes,Credit card (automatic),20.15,1411.2,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Electronic check,79.75,164.5,Fiber optic,No,No,0,Yes +27,Month-to-month,Yes,Mailed check,94.55,2724.6,Fiber optic,No,No,0,Yes +12,Two year,Yes,Electronic check,20.05,264.55,No,No internet service,No internet service,0,No +72,Two year,No,Credit card (automatic),67.2,4671.7,DSL,Yes,Yes,0,No +12,Month-to-month,No,Electronic check,94.55,1173.55,Fiber optic,No,No,0,No +5,Month-to-month,Yes,Mailed check,69.05,318.5,Fiber optic,No,No,1,Yes +71,Month-to-month,Yes,Electronic check,107.5,7713.55,Fiber optic,No,Yes,1,No +35,One year,Yes,Electronic check,73,2471.25,DSL,Yes,No,1,No +70,Two year,No,Credit card (automatic),114.75,7842.3,Fiber optic,Yes,Yes,0,No +31,Month-to-month,Yes,Electronic check,76.05,2227.8,Fiber optic,No,No,0,No +52,Two year,Yes,Bank transfer (automatic),96.25,4990.25,Fiber optic,Yes,No,0,Yes +37,Month-to-month,Yes,Electronic check,101.1,3744.05,Fiber optic,No,No,1,Yes +69,One year,Yes,Bank transfer (automatic),104.7,7220.35,Fiber optic,Yes,No,0,Yes +30,Month-to-month,No,Mailed check,77.9,2351.45,Fiber optic,No,No,1,No +33,Month-to-month,Yes,Electronic check,90.65,2989.6,Fiber optic,No,Yes,0,No +54,Two year,Yes,Electronic check,110.45,6077.75,Fiber optic,Yes,No,1,No +59,One year,No,Bank transfer (automatic),68.7,4070.95,DSL,Yes,Yes,0,No +55,Month-to-month,Yes,Electronic check,44.85,2479.05,DSL,No,Yes,1,No +69,One year,Yes,Credit card (automatic),29.8,2134.3,DSL,No,No,1,No +66,One year,Yes,Bank transfer (automatic),88.9,6000.1,Fiber optic,No,No,0,No +37,One year,Yes,Mailed check,58.75,2203.1,DSL,Yes,Yes,0,No +9,One year,No,Credit card (automatic),19.85,183.15,No,No internet service,No internet service,1,No +69,Two year,No,Bank transfer (automatic),86.9,6194.1,DSL,Yes,Yes,0,No +10,Month-to-month,Yes,Mailed check,59.65,638.95,DSL,No,No,0,No +40,Month-to-month,Yes,Mailed check,55.25,2139.2,DSL,No,Yes,0,Yes +13,Month-to-month,No,Credit card (automatic),66.4,831.75,DSL,No,No,0,No +6,Month-to-month,Yes,Electronic check,90.1,521.3,Fiber optic,No,No,0,Yes +69,Two year,No,Bank transfer (automatic),20.15,1337.5,No,No internet service,No internet service,0,No +66,One year,Yes,Credit card (automatic),108.1,7181.95,Fiber optic,Yes,No,1,No +11,Month-to-month,No,Electronic check,53.75,608,DSL,No,No,0,Yes +46,One year,No,Mailed check,56.9,2560.1,DSL,Yes,Yes,0,No +6,Month-to-month,No,Electronic check,89.3,577.6,Fiber optic,No,No,0,Yes +56,Month-to-month,Yes,Mailed check,109.6,5953,Fiber optic,Yes,Yes,0,No +70,Two year,No,Credit card (automatic),25.15,1790.15,No,No internet service,No internet service,0,No +33,One year,Yes,Electronic check,79.15,2531.4,DSL,Yes,No,0,No +72,Two year,No,Credit card (automatic),66.75,4760.3,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,95.2,292.85,Fiber optic,No,No,0,Yes +19,Month-to-month,No,Mailed check,48.8,953.65,DSL,Yes,No,0,No +5,Month-to-month,No,Electronic check,45.7,198,DSL,No,No,1,Yes +71,Two year,Yes,Credit card (automatic),80.7,5705.05,DSL,Yes,No,0,No +8,Month-to-month,Yes,Electronic check,74.5,609.9,Fiber optic,No,Yes,0,Yes +1,Month-to-month,No,Credit card (automatic),20.55,20.55,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,79.65,79.65,Fiber optic,No,No,0,Yes +61,One year,Yes,Mailed check,115.1,6993.65,Fiber optic,Yes,Yes,0,No +71,Two year,No,Bank transfer (automatic),59.7,4122.65,DSL,Yes,Yes,0,No +68,One year,No,Credit card (automatic),86.45,5762.95,Fiber optic,No,No,0,No +46,One year,No,Credit card (automatic),33.7,1537.85,DSL,Yes,No,0,No +33,One year,No,Bank transfer (automatic),80.1,2603.3,Fiber optic,No,Yes,0,No +53,Two year,Yes,Bank transfer (automatic),104.05,5566.4,Fiber optic,Yes,Yes,0,No +50,Month-to-month,No,Bank transfer (automatic),108.75,5431.9,Fiber optic,No,Yes,1,No +57,One year,Yes,Credit card (automatic),41.1,2258.25,DSL,Yes,Yes,0,No +54,Two year,Yes,Bank transfer (automatic),20.35,1092.35,No,No internet service,No internet service,0,No +60,Month-to-month,Yes,Electronic check,105.9,6401.25,Fiber optic,No,No,1,No +28,Month-to-month,Yes,Credit card (automatic),101.3,2812.2,Fiber optic,Yes,No,1,Yes +1,Month-to-month,Yes,Mailed check,80.05,80.05,Fiber optic,No,No,0,Yes +29,Month-to-month,Yes,Electronic check,89.2,2698.35,Fiber optic,No,No,0,Yes +10,Month-to-month,Yes,Electronic check,65.5,616.9,DSL,Yes,No,0,No +43,Month-to-month,Yes,Electronic check,40.45,1912.85,DSL,No,Yes,0,No +13,Month-to-month,No,Bank transfer (automatic),70.45,849.1,Fiber optic,No,No,1,No +43,Two year,Yes,Electronic check,78.8,3460.3,DSL,Yes,Yes,0,No +19,Month-to-month,Yes,Electronic check,83.65,1465.75,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,90.1,90.1,Fiber optic,No,No,0,No +69,Two year,Yes,Credit card (automatic),82.45,5555.3,DSL,Yes,Yes,0,No +61,Two year,No,Credit card (automatic),20.25,1278.8,No,No internet service,No internet service,0,No +43,Month-to-month,No,Bank transfer (automatic),66.25,2907.35,DSL,Yes,Yes,0,No +6,Month-to-month,No,Bank transfer (automatic),19.5,146.3,No,No internet service,No internet service,0,Yes +1,Month-to-month,No,Mailed check,51.25,51.25,DSL,Yes,No,0,Yes +56,Month-to-month,No,Mailed check,89.7,4952.95,Fiber optic,No,No,0,No +70,Two year,No,Bank transfer (automatic),64.55,4504.9,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,45.6,45.6,DSL,No,No,0,Yes +49,One year,Yes,Electronic check,93.65,4520.15,Fiber optic,No,No,0,No +6,Month-to-month,Yes,Bank transfer (automatic),49.65,267.35,DSL,Yes,No,0,Yes +32,Two year,No,Mailed check,73.6,2316.85,DSL,Yes,Yes,0,No +72,Two year,Yes,Mailed check,109.75,8075.35,Fiber optic,Yes,Yes,1,No +37,Two year,No,Credit card (automatic),61.45,2302.35,DSL,Yes,Yes,0,No +69,One year,Yes,Credit card (automatic),106.4,7251.9,Fiber optic,Yes,Yes,0,No +26,Month-to-month,No,Bank transfer (automatic),81.9,2078.55,DSL,Yes,No,0,No +58,One year,Yes,Credit card (automatic),105.2,6225.4,Fiber optic,No,No,0,No +24,One year,No,Bank transfer (automatic),54.6,1242.25,DSL,Yes,No,0,No +5,One year,No,Electronic check,20.55,99.45,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Electronic check,20,288.05,No,No internet service,No internet service,0,Yes +30,Two year,No,Mailed check,19.7,599.25,No,No internet service,No internet service,0,No +55,One year,Yes,Credit card (automatic),66.05,3462.1,DSL,Yes,Yes,0,No +25,Month-to-month,Yes,Bank transfer (automatic),34,853,DSL,No,No,0,Yes +10,Month-to-month,Yes,Mailed check,92.5,934.1,Fiber optic,Yes,No,1,Yes +44,Two year,Yes,Credit card (automatic),54.05,2375.2,DSL,Yes,Yes,0,No +47,One year,Yes,Mailed check,58.9,2813.05,DSL,Yes,Yes,0,No +13,Month-to-month,No,Electronic check,88.35,1222.8,Fiber optic,No,No,0,Yes +49,Two year,Yes,Bank transfer (automatic),107.95,5293.2,Fiber optic,Yes,No,0,Yes +64,One year,Yes,Mailed check,96.9,6314.35,Fiber optic,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,19.1,19.1,No,No internet service,No internet service,0,No +20,Month-to-month,No,Mailed check,50,1003.05,DSL,Yes,No,0,No +37,Two year,No,Electronic check,45.4,1593.1,DSL,Yes,Yes,0,No +30,Month-to-month,No,Electronic check,85.45,2509.95,Fiber optic,No,No,0,No +38,One year,No,Bank transfer (automatic),84.1,3187.65,DSL,No,Yes,0,No +1,Month-to-month,Yes,Mailed check,74.45,74.45,Fiber optic,No,No,1,Yes +37,Month-to-month,Yes,Electronic check,64.75,2345.2,DSL,No,No,0,Yes +52,Two year,No,Credit card (automatic),66.25,3330.1,DSL,Yes,Yes,0,No +71,Two year,Yes,Credit card (automatic),76.9,5522.7,DSL,Yes,Yes,0,No +26,Month-to-month,No,Electronic check,89.8,2335.3,Fiber optic,No,No,0,Yes +66,Two year,Yes,Credit card (automatic),74.6,4798.4,DSL,No,Yes,0,No +72,Two year,Yes,Credit card (automatic),116.95,8594.4,Fiber optic,Yes,Yes,0,No +25,One year,Yes,Credit card (automatic),40.65,970.55,DSL,No,Yes,0,No +69,Two year,Yes,Bank transfer (automatic),114.35,7665.8,Fiber optic,Yes,Yes,0,No +53,Two year,No,Bank transfer (automatic),69.7,3686.05,DSL,No,Yes,0,No +12,One year,No,Mailed check,95.5,1115.15,Fiber optic,No,No,0,Yes +26,Month-to-month,Yes,Electronic check,98.65,2537,Fiber optic,Yes,No,0,No +21,Month-to-month,No,Mailed check,61.65,1393.6,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,89.35,89.35,Fiber optic,No,No,0,No +48,Month-to-month,Yes,Electronic check,95.4,4445.3,Fiber optic,Yes,Yes,0,No +26,One year,No,Credit card (automatic),35.4,978.6,DSL,No,Yes,0,No +60,Two year,No,Mailed check,19.95,1258.15,No,No internet service,No internet service,0,No +18,Month-to-month,No,Mailed check,19.25,331.35,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Electronic check,29.65,291.4,DSL,Yes,No,1,Yes +5,Month-to-month,Yes,Electronic check,84.5,453.75,Fiber optic,No,Yes,0,Yes +4,One year,Yes,Mailed check,20.4,84.75,No,No internet service,No internet service,0,No +65,Two year,No,Credit card (automatic),24.75,1715.1,No,No internet service,No internet service,0,No +70,Two year,No,Mailed check,25.35,1715.15,No,No internet service,No internet service,0,No +18,Month-to-month,Yes,Credit card (automatic),90.7,1597.25,Fiber optic,No,No,0,Yes +62,Two year,No,Bank transfer (automatic),20,1250.1,No,No internet service,No internet service,0,No +66,Two year,Yes,Electronic check,59.75,3996.8,DSL,No,Yes,0,No +65,Two year,Yes,Bank transfer (automatic),82.5,5215.1,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,70.3,235.5,Fiber optic,No,No,1,Yes +34,Month-to-month,No,Mailed check,20.35,673.2,No,No internet service,No internet service,0,No +16,Month-to-month,Yes,Bank transfer (automatic),90.8,1442.2,Fiber optic,No,No,0,No +54,One year,Yes,Bank transfer (automatic),103.95,5639.05,Fiber optic,No,Yes,0,Yes +50,Month-to-month,Yes,Electronic check,104.95,5222.35,Fiber optic,Yes,No,1,No +71,Two year,Yes,Electronic check,105.25,7291.75,Fiber optic,Yes,No,0,No +10,Month-to-month,Yes,Electronic check,74.75,799.65,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,50.8,50.8,DSL,Yes,No,0,Yes +18,One year,No,Mailed check,23.75,424.5,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,61.3,249.4,DSL,Yes,No,0,No +58,Two year,No,Mailed check,75.8,4415.75,DSL,Yes,Yes,0,No +56,One year,Yes,Electronic check,98,5270.6,Fiber optic,No,Yes,0,No +2,Month-to-month,Yes,Electronic check,80.25,144.55,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Electronic check,78.9,2447.95,Fiber optic,No,No,0,Yes +56,One year,Yes,Mailed check,52,2884.9,DSL,Yes,Yes,0,No +36,Month-to-month,Yes,Electronic check,84.75,3050.15,Fiber optic,No,No,0,Yes +4,Month-to-month,Yes,Mailed check,64.4,253,DSL,Yes,No,0,No +53,Month-to-month,No,Bank transfer (automatic),85.45,4517.25,Fiber optic,No,No,0,Yes +10,Month-to-month,Yes,Credit card (automatic),45.8,436.2,DSL,No,No,0,No +4,Month-to-month,No,Electronic check,30.5,118.4,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,19.9,19.9,No,No internet service,No internet service,0,Yes +51,Month-to-month,No,Mailed check,69.15,3649.6,Fiber optic,No,No,0,No +12,Month-to-month,Yes,Electronic check,99.45,1200.15,Fiber optic,No,No,1,Yes +6,One year,Yes,Mailed check,49.25,255.6,DSL,Yes,No,0,No +63,Two year,No,Bank transfer (automatic),39.35,2395.05,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,70.6,70.6,Fiber optic,No,No,0,Yes +48,Month-to-month,Yes,Credit card (automatic),105.1,5083.55,Fiber optic,Yes,No,0,No +5,Month-to-month,Yes,Credit card (automatic),81,389.6,Fiber optic,No,No,0,Yes +35,One year,Yes,Credit card (automatic),20.1,644.5,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Electronic check,84.85,523.5,Fiber optic,No,No,0,Yes +2,Month-to-month,No,Mailed check,19.75,39.3,No,No internet service,No internet service,0,No +50,One year,No,Bank transfer (automatic),19.75,989.05,No,No internet service,No internet service,0,No +33,Month-to-month,Yes,Bank transfer (automatic),70.4,2406.1,Fiber optic,No,No,0,No +31,Two year,No,Mailed check,20.45,638.55,No,No internet service,No internet service,0,No +9,Two year,No,Mailed check,20.35,191.1,No,No internet service,No internet service,0,No +54,Month-to-month,Yes,Electronic check,86.2,4524.05,DSL,Yes,No,0,No +46,One year,Yes,Credit card (automatic),95.65,4664.2,Fiber optic,No,Yes,0,No +34,One year,Yes,Electronic check,103.8,3470.8,Fiber optic,No,Yes,0,No +71,Two year,Yes,Electronic check,97.2,6910.3,Fiber optic,No,Yes,0,No +63,Two year,No,Mailed check,63.55,4014.2,DSL,Yes,Yes,0,No +51,Two year,No,Bank transfer (automatic),24.95,1288,No,No internet service,No internet service,0,No +26,Month-to-month,Yes,Electronic check,89.15,2277.65,Fiber optic,No,No,1,Yes +64,Two year,Yes,Bank transfer (automatic),99,6375.8,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,24.8,24.8,DSL,No,No,1,Yes +61,One year,Yes,Bank transfer (automatic),85.55,5251.75,Fiber optic,Yes,No,1,No +15,Month-to-month,Yes,Credit card (automatic),94,1505.45,Fiber optic,No,No,0,No +64,One year,Yes,Credit card (automatic),105.65,6903.1,Fiber optic,Yes,No,0,Yes +18,Month-to-month,Yes,Electronic check,50.3,913.3,DSL,No,No,0,No +57,One year,Yes,Electronic check,95,5535.8,Fiber optic,No,No,0,No +14,Two year,Yes,Bank transfer (automatic),61.4,815.55,DSL,No,Yes,0,No +18,Month-to-month,Yes,Credit card (automatic),80.55,1411.65,Fiber optic,No,No,1,No +72,Two year,No,Bank transfer (automatic),78.5,5602.25,Fiber optic,No,Yes,1,No +70,Two year,No,Credit card (automatic),114.3,8244.3,Fiber optic,Yes,Yes,0,No +38,Two year,No,Mailed check,20.05,741.5,No,No internet service,No internet service,0,No +68,Two year,No,Credit card (automatic),62.65,4375.8,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Electronic check,80.85,1008.7,Fiber optic,No,No,0,Yes +65,Two year,Yes,Credit card (automatic),92.7,5968.4,Fiber optic,No,Yes,1,No +30,Month-to-month,No,Electronic check,100.45,3096.9,Fiber optic,No,No,0,No +51,Two year,Yes,Bank transfer (automatic),75.2,3901.25,DSL,Yes,No,0,No +31,Month-to-month,Yes,Credit card (automatic),84.75,2613.4,Fiber optic,No,Yes,0,No +9,Month-to-month,No,Electronic check,89.45,853.1,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),79.5,5661.7,DSL,Yes,Yes,0,No +10,Month-to-month,Yes,Credit card (automatic),72.15,794.25,DSL,No,No,0,Yes +37,One year,Yes,Electronic check,19.8,695.05,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,76.4,160.8,DSL,Yes,No,0,Yes +55,One year,Yes,Mailed check,100.9,5552.05,Fiber optic,No,Yes,0,No +33,Month-to-month,Yes,Bank transfer (automatic),95.3,3275.15,Fiber optic,No,Yes,0,No +46,One year,No,Bank transfer (automatic),90.95,4236.6,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Electronic check,54.5,54.5,DSL,Yes,Yes,0,No +20,Month-to-month,Yes,Mailed check,61.6,1174.35,DSL,No,No,1,Yes +9,Month-to-month,Yes,Electronic check,79.9,741.7,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Credit card (automatic),96.15,3019.25,Fiber optic,No,No,1,Yes +19,Month-to-month,Yes,Bank transfer (automatic),49.6,962.9,DSL,No,No,0,No +70,Two year,No,Credit card (automatic),65.3,4759.75,DSL,Yes,Yes,0,Yes +61,Two year,Yes,Credit card (automatic),25,1498.35,No,No internet service,No internet service,0,No +26,Month-to-month,No,Electronic check,45.45,1233.15,DSL,No,No,0,No +45,Month-to-month,Yes,Bank transfer (automatic),107.75,4882.8,Fiber optic,No,No,0,No +62,Two year,Yes,Credit card (automatic),89.1,5411.65,Fiber optic,No,No,0,No +1,Month-to-month,No,Mailed check,19.65,19.65,No,No internet service,No internet service,0,Yes +3,Month-to-month,No,Mailed check,44.75,148.05,DSL,No,No,0,No +41,One year,Yes,Bank transfer (automatic),101.6,3930.55,Fiber optic,No,Yes,0,No +67,Two year,No,Bank transfer (automatic),103.15,6895.5,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,84.65,84.65,Fiber optic,No,No,0,Yes +71,One year,No,Mailed check,95.65,6856.95,Fiber optic,No,Yes,0,No +37,One year,No,Bank transfer (automatic),75.1,2658.8,DSL,No,Yes,0,No +60,Two year,Yes,Mailed check,61.35,3766.2,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.55,69.55,Fiber optic,No,No,1,Yes +6,Month-to-month,No,Credit card (automatic),19.7,129.55,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Electronic check,31.05,347.25,DSL,No,No,0,Yes +11,Month-to-month,No,Bank transfer (automatic),51,581.7,DSL,No,Yes,0,No +7,Month-to-month,Yes,Mailed check,51,354.05,DSL,No,Yes,0,Yes +10,Month-to-month,Yes,Electronic check,88.85,929.45,Fiber optic,No,No,0,No +34,Two year,No,Credit card (automatic),20.05,679,No,No internet service,No internet service,0,No +62,Two year,Yes,Mailed check,65.1,3846.75,DSL,Yes,Yes,0,No +64,One year,Yes,Mailed check,70.15,4480.7,DSL,Yes,No,0,No +1,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,DSL,No,No,0,Yes +25,Two year,Yes,Mailed check,20.75,499.4,No,No internet service,No internet service,0,No +26,One year,Yes,Mailed check,56.05,1553.2,DSL,No,No,0,No +10,One year,Yes,Bank transfer (automatic),19.95,219.5,No,No internet service,No internet service,0,No +53,One year,No,Mailed check,98.6,5311.85,Fiber optic,No,Yes,0,No +7,Month-to-month,Yes,Electronic check,79.7,586.05,Fiber optic,No,No,0,Yes +33,Month-to-month,Yes,Credit card (automatic),79,2576.8,Fiber optic,No,No,0,No +71,Two year,No,Credit card (automatic),89.45,6435.25,Fiber optic,No,No,1,No +29,Month-to-month,Yes,Electronic check,74.2,1993.25,Fiber optic,No,No,0,No +24,Month-to-month,No,Bank transfer (automatic),81,1923.85,DSL,Yes,Yes,0,No +20,Month-to-month,Yes,Electronic check,49.6,939.8,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,84.6,84.6,Fiber optic,No,No,0,No +54,Month-to-month,Yes,Credit card (automatic),55,3092.65,DSL,No,No,0,Yes +5,Month-to-month,Yes,Mailed check,84.85,415.55,Fiber optic,No,No,1,Yes +72,Two year,Yes,Bank transfer (automatic),84.2,5986.55,DSL,Yes,Yes,0,No +52,Two year,Yes,Electronic check,106.3,5487,Fiber optic,Yes,Yes,0,No +9,Month-to-month,No,Electronic check,69.05,651.5,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Mailed check,45.4,45.4,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,73.65,73.65,Fiber optic,No,No,1,Yes +33,One year,Yes,Mailed check,73.9,2405.05,DSL,Yes,No,0,Yes +55,Month-to-month,Yes,Electronic check,77.75,4458.15,Fiber optic,No,No,0,Yes +69,Two year,Yes,Electronic check,99.35,6856.45,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,50.75,50.75,DSL,No,Yes,0,No +54,Two year,No,Bank transfer (automatic),87.1,4735.2,DSL,Yes,Yes,0,No +33,One year,Yes,Mailed check,20.15,682.15,No,No internet service,No internet service,0,No +45,One year,Yes,Bank transfer (automatic),98.7,4525.8,Fiber optic,Yes,No,1,No +11,Month-to-month,No,Electronic check,25.2,321.05,DSL,No,No,0,No +6,Month-to-month,Yes,Bank transfer (automatic),55.7,335.65,DSL,No,Yes,0,No +21,Month-to-month,No,Bank transfer (automatic),65.35,1424.4,DSL,No,Yes,0,No +65,Two year,Yes,Bank transfer (automatic),25.3,1748.55,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Electronic check,84.35,474.9,Fiber optic,No,No,1,Yes +8,Month-to-month,No,Electronic check,84.95,668.4,Fiber optic,No,Yes,0,Yes +11,Month-to-month,Yes,Electronic check,73.85,926.25,Fiber optic,Yes,No,0,Yes +43,Two year,No,Mailed check,24.25,1077.95,No,No internet service,No internet service,0,No +49,One year,Yes,Bank transfer (automatic),51.8,2541.25,DSL,No,No,0,Yes +1,Month-to-month,No,Electronic check,46,46,DSL,No,No,1,Yes +15,Month-to-month,Yes,Electronic check,79.4,1156.1,Fiber optic,No,No,1,Yes +60,Two year,No,Bank transfer (automatic),60.5,3694.45,DSL,No,Yes,0,No +17,Month-to-month,No,Credit card (automatic),25.1,382.8,DSL,No,No,0,No +16,Month-to-month,Yes,Bank transfer (automatic),71.8,1167.8,Fiber optic,No,No,1,Yes +35,One year,No,Bank transfer (automatic),20.05,746.75,No,No internet service,No internet service,0,No +44,One year,No,Mailed check,88.4,3912.9,Fiber optic,No,No,1,Yes +12,One year,No,Credit card (automatic),30.25,368.85,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,20.2,20.2,No,No internet service,No internet service,0,No +28,One year,Yes,Electronic check,59.9,1654.7,DSL,Yes,Yes,0,No +70,Two year,No,Bank transfer (automatic),25.15,1940.85,No,No internet service,No internet service,0,No +5,Month-to-month,No,Mailed check,46,221.7,DSL,No,No,0,Yes +18,Month-to-month,No,Credit card (automatic),101.3,1794.65,Fiber optic,No,No,0,No +70,Two year,Yes,Credit card (automatic),76.95,5289.8,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Mailed check,55.3,501.2,DSL,No,No,0,No +67,Two year,Yes,Bank transfer (automatic),92.45,6140.85,Fiber optic,Yes,Yes,1,No +1,Month-to-month,Yes,Bank transfer (automatic),48.45,48.45,DSL,No,Yes,0,No +18,Two year,No,Mailed check,19.35,309.25,No,No internet service,No internet service,0,No +4,Month-to-month,No,Credit card (automatic),51.75,201.1,DSL,No,No,0,Yes +71,One year,Yes,Bank transfer (automatic),86.7,6179.35,Fiber optic,No,Yes,1,No +30,Month-to-month,Yes,Electronic check,94.4,2838.7,Fiber optic,No,Yes,0,Yes +1,Month-to-month,No,Mailed check,55.7,55.7,DSL,No,Yes,0,No +55,One year,Yes,Credit card (automatic),84.25,4589.85,Fiber optic,No,Yes,0,No +59,Month-to-month,Yes,Electronic check,64.65,3735.45,DSL,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,70.15,70.15,Fiber optic,No,No,0,Yes +7,Month-to-month,Yes,Bank transfer (automatic),69.2,477.55,Fiber optic,No,No,0,No +45,Two year,No,Bank transfer (automatic),54.65,2553.7,DSL,Yes,Yes,0,No +54,One year,Yes,Bank transfer (automatic),24.75,1342.15,No,No internet service,No internet service,0,No +51,One year,Yes,Mailed check,23.95,1216.35,No,No internet service,No internet service,0,No +72,One year,No,Credit card (automatic),105,7578.05,Fiber optic,No,No,1,No +44,One year,Yes,Bank transfer (automatic),59.85,2603.95,DSL,Yes,Yes,0,No +2,Month-to-month,No,Mailed check,20.05,42.7,No,No internet service,No internet service,0,No +66,One year,Yes,Bank transfer (automatic),92.15,6056.9,Fiber optic,No,No,0,No +68,One year,No,Mailed check,44.8,2983.65,DSL,No,Yes,0,No +31,Two year,No,Credit card (automatic),20.9,689.35,No,No internet service,No internet service,0,No +21,Month-to-month,Yes,Bank transfer (automatic),95.4,2025.1,Fiber optic,No,No,1,No +21,Month-to-month,No,Electronic check,80.35,1747.2,Fiber optic,No,Yes,0,No +55,Two year,Yes,Bank transfer (automatic),85.1,4657.95,DSL,Yes,Yes,0,No +9,Month-to-month,Yes,Credit card (automatic),34.7,296.1,DSL,No,No,0,Yes +71,Two year,Yes,Bank transfer (automatic),115.05,8016.6,Fiber optic,Yes,Yes,1,No +1,Month-to-month,Yes,Electronic check,81.1,81.1,Fiber optic,No,No,0,Yes +22,One year,No,Mailed check,19.95,433.5,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.55,20.55,No,No internet service,No internet service,0,Yes +61,Two year,Yes,Electronic check,106.6,6428.4,Fiber optic,Yes,No,0,Yes +67,Two year,No,Bank transfer (automatic),86.15,5883.85,DSL,Yes,No,0,No +14,Month-to-month,No,Electronic check,78.85,1043.8,Fiber optic,No,Yes,1,No +59,Month-to-month,Yes,Electronic check,106.75,6252.9,Fiber optic,Yes,Yes,0,Yes +21,Month-to-month,No,Bank transfer (automatic),86.55,1857.25,Fiber optic,No,No,1,No +4,Month-to-month,No,Mailed check,42.4,146.4,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,89.45,240.45,Fiber optic,No,No,0,Yes +70,Two year,No,Bank transfer (automatic),24.25,1724.15,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,97.9,315.3,Fiber optic,Yes,No,0,Yes +21,One year,No,Bank transfer (automatic),20.5,429.55,No,No internet service,No internet service,1,No +20,Month-to-month,Yes,Credit card (automatic),19.6,356.15,No,No internet service,No internet service,0,No +22,One year,No,Bank transfer (automatic),20.25,488.25,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,55.7,55.7,DSL,No,No,0,Yes +63,Two year,Yes,Mailed check,20.6,1298.7,No,No internet service,No internet service,0,No +70,Two year,No,Bank transfer (automatic),19.8,1378.75,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Electronic check,79.8,973.45,Fiber optic,No,No,0,Yes +5,Month-to-month,No,Electronic check,80.2,384.25,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),116.4,8543.25,Fiber optic,Yes,Yes,0,No +13,Month-to-month,Yes,Electronic check,31.65,389.95,DSL,No,No,0,No +61,Month-to-month,No,Credit card (automatic),94.15,5731.85,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Electronic check,20.65,20.65,No,No internet service,No internet service,0,No +56,Month-to-month,Yes,Bank transfer (automatic),76.85,4275.75,Fiber optic,Yes,No,1,No +4,Month-to-month,No,Mailed check,20.15,84.5,No,No internet service,No internet service,0,No +35,Two year,No,Mailed check,55.25,1924.1,DSL,No,Yes,0,No +18,Month-to-month,Yes,Electronic check,39.05,669.85,DSL,No,No,0,Yes +72,Two year,No,Bank transfer (automatic),82.15,5784.3,DSL,No,No,0,No +49,One year,No,Bank transfer (automatic),103,5166.2,Fiber optic,Yes,Yes,1,No +44,Month-to-month,Yes,Credit card (automatic),95.1,4060.55,Fiber optic,Yes,Yes,0,No +3,Month-to-month,Yes,Mailed check,83.9,267.4,Fiber optic,Yes,No,1,Yes +37,Month-to-month,Yes,Electronic check,95.15,3532.85,Fiber optic,No,No,0,No +61,One year,Yes,Electronic check,79.8,4914.8,DSL,No,No,0,No +70,Two year,Yes,Credit card (automatic),74.8,5315.8,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.85,69.85,Fiber optic,No,No,1,Yes +41,Month-to-month,No,Electronic check,20.45,775.6,No,No internet service,No internet service,0,No +70,One year,No,Bank transfer (automatic),78.35,5445.95,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,53.55,53.55,DSL,No,No,0,Yes +51,One year,No,Electronic check,19.1,1007.8,No,No internet service,No internet service,0,No +42,Two year,No,Mailed check,20,833.55,No,No internet service,No internet service,0,No +70,Two year,No,Bank transfer (automatic),93.9,6579.05,Fiber optic,Yes,Yes,0,Yes +48,One year,No,Bank transfer (automatic),19.95,1004.5,No,No internet service,No internet service,0,No +68,Two year,Yes,Electronic check,113.15,7856,Fiber optic,Yes,Yes,0,Yes +48,Two year,No,Credit card (automatic),24,1183.05,No,No internet service,No internet service,0,No +26,Month-to-month,No,Electronic check,84.95,2169.75,Fiber optic,No,No,1,Yes +11,Month-to-month,Yes,Bank transfer (automatic),80.5,896.9,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,19.3,19.3,No,No internet service,No internet service,0,Yes +27,One year,No,Mailed check,19.15,501.35,No,No internet service,No internet service,0,No +46,One year,Yes,Bank transfer (automatic),91.3,4126.35,Fiber optic,No,No,1,No +1,Month-to-month,Yes,Mailed check,49.65,49.65,DSL,No,No,0,Yes +46,Two year,No,Credit card (automatic),54.35,2460.15,DSL,Yes,No,0,Yes +25,Month-to-month,Yes,Mailed check,19.15,477.6,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,88.45,370.65,Fiber optic,No,No,0,Yes +13,Two year,No,Mailed check,19.75,265.75,No,No internet service,No internet service,0,No +31,One year,Yes,Credit card (automatic),75.5,2424.45,DSL,Yes,Yes,0,No +23,Month-to-month,Yes,Electronic check,83.75,1849.95,Fiber optic,No,No,0,No +2,Month-to-month,No,Mailed check,19.4,61.05,No,No internet service,No internet service,0,No +65,Two year,No,Bank transfer (automatic),26.5,1698.55,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Bank transfer (automatic),90.5,1910.6,Fiber optic,Yes,No,1,Yes +55,One year,No,Credit card (automatic),19.15,998.1,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Mailed check,94.85,890.6,Fiber optic,Yes,No,0,Yes +7,Month-to-month,Yes,Bank transfer (automatic),69.95,529.5,Fiber optic,No,No,0,Yes +35,One year,No,Mailed check,40.9,1383.6,DSL,Yes,No,0,No +6,Two year,Yes,Mailed check,80.25,493.4,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Credit card (automatic),48.6,48.6,DSL,No,Yes,0,Yes +17,Month-to-month,Yes,Electronic check,70.8,1207,Fiber optic,No,No,0,No +10,Month-to-month,No,Mailed check,60.2,563.5,DSL,No,No,0,No +15,One year,No,Credit card (automatic),55.2,864.55,DSL,Yes,No,0,No +40,Month-to-month,Yes,Electronic check,55.8,2109.35,DSL,No,Yes,1,Yes +13,One year,No,Bank transfer (automatic),54.15,701.05,DSL,Yes,Yes,0,No +29,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,75.5,220.6,Fiber optic,No,No,0,Yes +58,Month-to-month,Yes,Bank transfer (automatic),100.4,5749.8,Fiber optic,Yes,No,1,No +45,One year,Yes,Credit card (automatic),62.55,2796.45,DSL,Yes,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),70.45,5165.7,DSL,Yes,Yes,0,No +68,One year,Yes,Bank transfer (automatic),85.5,5696.6,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,No,No internet service,No internet service,0,Yes +38,Month-to-month,No,Electronic check,54.5,2076.05,DSL,No,Yes,0,No +2,Month-to-month,No,Mailed check,20.75,44.2,No,No internet service,No internet service,0,No +11,Month-to-month,No,Mailed check,20.35,215.25,No,No internet service,No internet service,0,No +20,One year,Yes,Bank transfer (automatic),91,1859.5,Fiber optic,No,No,1,No +72,Two year,Yes,Bank transfer (automatic),104.8,7470.1,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Credit card (automatic),74.75,229.5,Fiber optic,No,No,0,Yes +23,Month-to-month,Yes,Mailed check,104.05,2470.1,Fiber optic,Yes,No,0,Yes +40,Month-to-month,Yes,Electronic check,51.1,2092.9,DSL,Yes,No,0,No +62,Month-to-month,Yes,Bank transfer (automatic),89.8,5629.55,Fiber optic,No,No,1,No +22,Month-to-month,Yes,Electronic check,20.55,469.85,No,No internet service,No internet service,0,No +11,Month-to-month,No,Bank transfer (automatic),64.05,733.95,DSL,No,Yes,0,No +7,Month-to-month,Yes,Electronic check,74.85,485.25,Fiber optic,No,No,1,No +13,Month-to-month,Yes,Electronic check,96.65,1244.5,Fiber optic,No,Yes,0,Yes +1,Month-to-month,No,Mailed check,20.05,20.05,No,No internet service,No internet service,1,Yes +39,Month-to-month,Yes,Electronic check,103.45,3994.45,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Mailed check,25,78.25,DSL,No,No,0,No +58,Two year,No,Credit card (automatic),20.3,1131.5,No,No internet service,No internet service,0,No +6,Month-to-month,No,Mailed check,26.35,184.05,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,19.9,19.9,No,No internet service,No internet service,0,Yes +22,Month-to-month,Yes,Mailed check,54.7,1178.75,DSL,No,No,0,No +14,Month-to-month,No,Electronic check,46.35,667.7,DSL,No,No,0,Yes +64,One year,No,Credit card (automatic),90.25,5629.15,Fiber optic,No,No,0,No +1,Month-to-month,No,Electronic check,19.95,19.95,No,No internet service,No internet service,0,Yes +6,Month-to-month,No,Mailed check,20.65,109.3,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,79.6,79.6,Fiber optic,No,No,0,Yes +39,One year,No,Bank transfer (automatic),25.45,958.45,No,No internet service,No internet service,0,No +20,One year,No,Mailed check,19.5,403.15,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,75.9,75.9,Fiber optic,Yes,No,0,Yes +1,Month-to-month,No,Electronic check,76.2,76.2,Fiber optic,No,No,0,Yes +64,One year,Yes,Credit card (automatic),66.15,4392.5,DSL,No,Yes,0,No +1,Month-to-month,No,Mailed check,19.25,19.25,No,No internet service,No internet service,0,Yes +46,Month-to-month,Yes,Credit card (automatic),69.1,3168,DSL,No,No,0,No +28,One year,Yes,Electronic check,39.1,1096.6,DSL,No,No,1,No +33,Month-to-month,No,Mailed check,20.05,669.45,No,No internet service,No internet service,0,No +39,One year,No,Electronic check,59.8,2343.85,DSL,No,Yes,0,No +42,Month-to-month,Yes,Electronic check,84.3,3588.4,Fiber optic,Yes,No,0,Yes +1,Month-to-month,Yes,Electronic check,48.6,48.6,DSL,No,No,0,No +7,Month-to-month,Yes,Electronic check,79,522.95,Fiber optic,No,No,0,Yes +70,Two year,No,Credit card (automatic),105.35,7511.9,Fiber optic,No,Yes,1,No +65,Two year,Yes,Bank transfer (automatic),25.1,1725,No,No internet service,No internet service,0,No +1,Month-to-month,No,Electronic check,49.75,49.75,DSL,No,Yes,0,No +18,Month-to-month,Yes,Electronic check,94.75,1691.9,Fiber optic,No,No,0,No +24,Month-to-month,Yes,Electronic check,93,2248.05,Fiber optic,No,No,0,No +63,Two year,Yes,Bank transfer (automatic),71.9,4479.2,DSL,Yes,Yes,0,No +44,One year,Yes,Mailed check,77.55,3471.1,DSL,No,No,0,No +4,Month-to-month,Yes,Electronic check,19.85,63,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,70.25,70.25,Fiber optic,No,No,0,Yes +37,Month-to-month,Yes,Electronic check,95.25,3314.15,Fiber optic,No,No,0,No +10,Month-to-month,Yes,Credit card (automatic),84.6,865.55,Fiber optic,No,No,1,Yes +34,Month-to-month,Yes,Bank transfer (automatic),25.05,852.7,DSL,No,No,0,No +35,One year,No,Credit card (automatic),53.15,1930.9,DSL,No,Yes,0,No +4,Month-to-month,No,Electronic check,20.15,91.4,No,No internet service,No internet service,0,No +39,Month-to-month,Yes,Electronic check,101.25,3949.15,Fiber optic,Yes,No,1,No +43,One year,Yes,Bank transfer (automatic),100.55,4304,Fiber optic,No,No,1,No +17,Month-to-month,No,Mailed check,24.1,409.9,No,No internet service,No internet service,0,Yes +61,Two year,No,Bank transfer (automatic),25.3,1554.9,No,No internet service,No internet service,0,No +49,One year,No,Electronic check,71.8,3472.05,DSL,No,Yes,0,No +4,One year,No,Mailed check,19.7,117.8,No,No internet service,No internet service,0,No +64,Two year,No,Electronic check,49.85,3210.35,DSL,Yes,No,0,No +3,Month-to-month,Yes,Mailed check,69.6,207.4,Fiber optic,No,No,0,No +1,Month-to-month,No,Electronic check,19.75,19.75,No,No internet service,No internet service,0,No +40,One year,No,Electronic check,80.8,3132.75,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,60,60,DSL,Yes,Yes,0,Yes +8,Month-to-month,Yes,Electronic check,86.55,649.65,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,20.85,20.85,No,No internet service,No internet service,1,Yes +34,One year,No,Bank transfer (automatic),64.2,2106.3,DSL,Yes,No,1,No +1,Month-to-month,No,Electronic check,35,35,DSL,No,No,0,No +39,Month-to-month,Yes,Electronic check,50.75,2011.4,DSL,No,No,0,Yes +58,One year,Yes,Credit card (automatic),105.5,6205.5,Fiber optic,Yes,Yes,1,Yes +45,Two year,No,Electronic check,19.2,903.7,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Bank transfer (automatic),85.15,503.6,Fiber optic,No,Yes,1,Yes +43,One year,Yes,Credit card (automatic),90.65,3882.3,Fiber optic,Yes,Yes,0,No +41,Two year,Yes,Mailed check,20,879.8,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,74.65,383.65,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),61.2,4390.25,DSL,Yes,Yes,0,No +4,One year,No,Mailed check,19.95,68.2,No,No internet service,No internet service,0,No +9,Month-to-month,No,Mailed check,54.8,452.8,DSL,Yes,No,0,No +72,Two year,Yes,Credit card (automatic),73.45,5329,DSL,No,No,1,No +33,One year,Yes,Mailed check,51.45,1758.9,DSL,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),80.45,5737.6,Fiber optic,No,Yes,0,No +22,Month-to-month,Yes,Electronic check,54.2,1152.7,DSL,Yes,Yes,0,Yes +70,One year,Yes,Electronic check,109.5,7674.55,Fiber optic,Yes,No,0,Yes +21,Month-to-month,No,Electronic check,104.4,2157.95,Fiber optic,No,No,0,Yes +15,Month-to-month,No,Electronic check,85.3,1219.85,Fiber optic,No,No,0,No +29,Month-to-month,Yes,Electronic check,79.3,2414.55,Fiber optic,Yes,No,1,No +15,Month-to-month,No,Bank transfer (automatic),76.5,1155.6,DSL,Yes,No,0,No +71,Month-to-month,Yes,Credit card (automatic),105.1,7548.1,Fiber optic,No,Yes,1,Yes +72,Two year,No,Bank transfer (automatic),25.4,1809.35,No,No internet service,No internet service,1,No +19,Month-to-month,Yes,Electronic check,86.85,1564.4,Fiber optic,No,No,0,No +1,Month-to-month,No,Mailed check,19.65,19.65,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,75.7,75.7,Fiber optic,No,No,0,Yes +2,Month-to-month,No,Electronic check,45.55,84.4,DSL,No,No,0,No +11,Month-to-month,Yes,Credit card (automatic),78.1,864.85,Fiber optic,No,No,1,No +12,One year,No,Mailed check,19.3,228.75,No,No internet service,No internet service,0,No +70,Two year,Yes,Electronic check,110.5,7752.05,Fiber optic,Yes,No,0,No +20,Month-to-month,No,Electronic check,90.8,1951,Fiber optic,No,No,1,Yes +23,Month-to-month,Yes,Bank transfer (automatic),20.3,470.6,No,No internet service,No internet service,0,No +49,Two year,No,Credit card (automatic),81.35,4060.9,DSL,Yes,Yes,1,No +4,Month-to-month,Yes,Electronic check,97.95,384.5,Fiber optic,No,No,0,Yes +32,Month-to-month,Yes,Credit card (automatic),108.15,3432.9,Fiber optic,Yes,Yes,0,Yes +2,Month-to-month,Yes,Electronic check,55.3,108.65,DSL,No,No,0,No +69,Two year,No,Credit card (automatic),56.55,3952.65,DSL,No,Yes,1,No +6,Month-to-month,Yes,Credit card (automatic),80.5,463.05,Fiber optic,No,No,0,Yes +24,Two year,Yes,Mailed check,19.7,494.05,No,No internet service,No internet service,0,No +32,One year,Yes,Credit card (automatic),104.05,3416.85,Fiber optic,No,No,0,No +27,Two year,No,Bank transfer (automatic),52.85,1498.65,DSL,No,Yes,0,No +27,Month-to-month,Yes,Bank transfer (automatic),104.3,2867.75,Fiber optic,Yes,Yes,1,Yes +58,Month-to-month,No,Bank transfer (automatic),80.65,4807.35,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,71.35,71.35,Fiber optic,No,No,0,Yes +18,Two year,Yes,Credit card (automatic),24.65,471.35,No,No internet service,No internet service,0,No +47,Two year,Yes,Bank transfer (automatic),21.3,1041.8,No,No internet service,No internet service,0,No +70,Two year,Yes,Electronic check,110.2,7689.8,Fiber optic,Yes,No,0,No +13,Month-to-month,No,Electronic check,89.4,1132.35,Fiber optic,Yes,No,0,Yes +36,Month-to-month,No,Credit card (automatic),51.05,1815,DSL,No,Yes,0,No +67,Two year,Yes,Mailed check,19.8,1311.3,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Mailed check,19.9,199.45,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Electronic check,87.3,1637.3,Fiber optic,No,Yes,1,No +71,Two year,No,Bank transfer (automatic),19.85,1326.35,No,No internet service,No internet service,0,No +72,Two year,Yes,Mailed check,89.4,6376.55,DSL,Yes,Yes,0,No +48,Two year,No,Mailed check,20,935.9,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,20.05,20.05,No,No internet service,No internet service,0,No +18,Month-to-month,No,Electronic check,83.25,1611.15,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,20.6,20.6,No,No internet service,No internet service,0,Yes +67,Two year,No,Bank transfer (automatic),102.9,6989.7,Fiber optic,Yes,No,1,No +69,Two year,No,Mailed check,39.1,2779.5,DSL,Yes,Yes,0,No +19,Month-to-month,Yes,Electronic check,99.95,1931.75,Fiber optic,No,No,0,Yes +72,Two year,Yes,Mailed check,114.5,8331.95,Fiber optic,Yes,Yes,1,No +38,Two year,No,Mailed check,20.2,735.9,No,No internet service,No internet service,1,No +40,One year,No,Electronic check,55.8,2283.3,DSL,No,No,1,No +61,Two year,Yes,Mailed check,24.2,1445.2,No,No internet service,No internet service,0,No +10,Month-to-month,Yes,Credit card (automatic),81,818.05,Fiber optic,No,No,0,Yes +32,One year,Yes,Credit card (automatic),72.8,2333.05,DSL,Yes,Yes,0,No +21,Month-to-month,Yes,Credit card (automatic),99.85,1992.55,Fiber optic,No,No,0,No +59,One year,Yes,Electronic check,99.5,5890,Fiber optic,No,No,1,No +13,Month-to-month,Yes,Electronic check,70.15,916.75,Fiber optic,No,No,1,Yes +47,Two year,No,Credit card (automatic),20.25,1029.8,No,No internet service,No internet service,0,No +69,Two year,Yes,Bank transfer (automatic),26,1796.55,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Credit card (automatic),19.9,33.7,No,No internet service,No internet service,0,No +22,Month-to-month,No,Bank transfer (automatic),19.05,454.05,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Electronic check,96.5,1392.25,Fiber optic,No,Yes,1,No +53,Two year,No,Credit card (automatic),19.85,1049.6,No,No internet service,No internet service,0,No +28,Month-to-month,No,Mailed check,25.7,734.6,No,No internet service,No internet service,1,No +22,One year,No,Mailed check,20.3,475.1,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,70.15,70.15,Fiber optic,No,No,0,Yes +16,Month-to-month,Yes,Electronic check,91.55,1540.05,Fiber optic,Yes,No,1,No +48,Two year,No,Mailed check,39.4,1978.65,DSL,Yes,Yes,0,No +30,Month-to-month,Yes,Bank transfer (automatic),105.7,3181.8,Fiber optic,Yes,Yes,1,No +3,Month-to-month,Yes,Electronic check,70.25,229.7,Fiber optic,No,No,0,No +57,Two year,No,Electronic check,93.75,5625.55,Fiber optic,Yes,Yes,1,No +68,One year,Yes,Credit card (automatic),96.55,6581.9,Fiber optic,No,Yes,1,Yes +23,One year,No,Bank transfer (automatic),60,1347.15,DSL,Yes,No,0,No +65,Two year,Yes,Credit card (automatic),59.8,3808.2,DSL,Yes,No,0,No +44,One year,Yes,Bank transfer (automatic),90.65,3974.15,Fiber optic,No,No,0,No +71,Two year,Yes,Bank transfer (automatic),109,7661.8,Fiber optic,No,Yes,0,No +37,One year,No,Credit card (automatic),68.1,2479.25,DSL,Yes,Yes,0,No +12,Month-to-month,No,Mailed check,20.4,266.6,No,No internet service,No internet service,0,No +69,Two year,Yes,Bank transfer (automatic),81.95,5601.4,DSL,Yes,No,0,No +35,Month-to-month,No,Electronic check,60.55,1982.6,DSL,No,Yes,0,No +5,Month-to-month,Yes,Bank transfer (automatic),65.6,339.9,DSL,Yes,No,0,No +58,Two year,No,Bank transfer (automatic),82.5,4828.05,Fiber optic,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),82.3,5980.55,DSL,Yes,Yes,0,No +72,Two year,No,Mailed check,68.15,4808.7,DSL,Yes,Yes,0,No +1,Month-to-month,No,Credit card (automatic),20.3,20.3,No,No internet service,No internet service,0,No +39,One year,Yes,Electronic check,95.55,3692.85,Fiber optic,Yes,Yes,0,Yes +53,One year,No,Credit card (automatic),20.2,1068.15,No,No internet service,No internet service,0,No +27,Month-to-month,Yes,Electronic check,89.2,2383.6,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,69.65,69.65,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Electronic check,89.3,89.3,Fiber optic,No,No,1,Yes +18,Month-to-month,No,Electronic check,74.8,1438.05,Fiber optic,No,Yes,0,No +46,Two year,Yes,Mailed check,20.2,917.45,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),84.4,6096.45,DSL,Yes,Yes,0,No +36,Month-to-month,Yes,Electronic check,87.55,3078.1,Fiber optic,Yes,No,0,Yes +4,Month-to-month,Yes,Electronic check,25.15,99.95,DSL,No,No,0,No +25,Two year,No,Credit card (automatic),19.8,475.2,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Electronic check,50.85,2036.55,DSL,No,No,0,No +63,Month-to-month,Yes,Electronic check,102.4,6444.05,Fiber optic,No,No,0,No +15,Month-to-month,Yes,Mailed check,96.3,1426.75,Fiber optic,Yes,Yes,1,Yes +14,Month-to-month,Yes,Credit card (automatic),55.5,767.55,DSL,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),109.75,7932.5,Fiber optic,Yes,No,1,No +39,Month-to-month,Yes,Electronic check,106.4,4040.65,Fiber optic,No,Yes,0,No +47,Two year,Yes,Credit card (automatic),60,2768.65,DSL,No,Yes,0,No +19,Month-to-month,Yes,Credit card (automatic),88.8,1672.35,Fiber optic,Yes,Yes,0,No +5,Month-to-month,Yes,Electronic check,85.2,474.8,Fiber optic,No,No,0,Yes +13,Month-to-month,Yes,Electronic check,35.1,446.1,DSL,No,No,0,Yes +17,Month-to-month,No,Bank transfer (automatic),80.05,1345.65,Fiber optic,No,No,0,No +34,Month-to-month,Yes,Electronic check,75.55,2425.4,Fiber optic,No,No,1,No +42,Month-to-month,Yes,Electronic check,49.55,2077.95,DSL,No,No,0,No +5,Month-to-month,Yes,Electronic check,81.3,416.3,Fiber optic,No,No,0,Yes +71,Two year,No,Credit card (automatic),23.9,1663.5,No,No internet service,No internet service,0,No +19,Month-to-month,No,Bank transfer (automatic),66.4,1286.05,DSL,No,Yes,1,No +2,Month-to-month,Yes,Electronic check,19.6,35.85,No,No internet service,No internet service,0,Yes +57,Two year,No,Credit card (automatic),18.8,1094.35,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,108.4,7719.5,Fiber optic,Yes,No,0,No +6,Month-to-month,Yes,Mailed check,85.95,514.6,Fiber optic,No,No,0,No +17,Month-to-month,Yes,Electronic check,85.45,1451.6,Fiber optic,No,No,0,Yes +61,Two year,No,Bank transfer (automatic),80.9,4932.5,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,71,71,Fiber optic,No,No,0,Yes +48,Two year,No,Credit card (automatic),111.8,5443.65,Fiber optic,Yes,Yes,0,No +16,Month-to-month,Yes,Credit card (automatic),20.6,330.25,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,85.05,746.5,Fiber optic,No,No,1,Yes +3,Month-to-month,No,Electronic check,44.6,122.7,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,44.4,44.4,DSL,No,No,0,Yes +65,Two year,No,Credit card (automatic),105.1,6631.85,Fiber optic,No,No,0,No +70,Two year,Yes,Credit card (automatic),115.15,8250,Fiber optic,Yes,Yes,0,No +60,One year,Yes,Mailed check,59.8,3561.15,DSL,No,Yes,0,No +69,One year,Yes,Electronic check,26.3,1763.55,No,No internet service,No internet service,0,No +35,Month-to-month,No,Electronic check,70.55,2419,Fiber optic,No,No,1,No +22,Month-to-month,Yes,Mailed check,20.05,470.2,No,No internet service,No internet service,0,No +66,Two year,No,Bank transfer (automatic),79.85,5234.95,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,70.3,70.3,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Bank transfer (automatic),79.35,79.35,Fiber optic,No,No,0,Yes +34,Month-to-month,Yes,Credit card (automatic),90.05,3097,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),24.45,1709.1,No,No internet service,No internet service,0,No +31,One year,No,Electronic check,59.95,1848.8,DSL,Yes,Yes,0,No +30,One year,No,Bank transfer (automatic),25.35,723.3,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Bank transfer (automatic),90.8,809.75,Fiber optic,No,No,0,Yes +20,Month-to-month,Yes,Electronic check,70.45,1470.95,Fiber optic,No,No,0,Yes +19,Month-to-month,Yes,Credit card (automatic),34.3,577.15,DSL,No,No,1,No +65,Month-to-month,Yes,Electronic check,105.05,6914.95,Fiber optic,No,Yes,0,No +30,Two year,No,Mailed check,19.3,602.9,No,No internet service,No internet service,0,No +6,One year,No,Mailed check,19.15,124.4,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,51.4,96.8,DSL,No,No,0,No +53,Month-to-month,No,Electronic check,71.85,3827.9,DSL,Yes,Yes,0,No +7,Month-to-month,Yes,Electronic check,75.4,533.05,Fiber optic,No,No,1,No +61,One year,Yes,Bank transfer (automatic),49.7,2961.4,DSL,No,Yes,0,No +70,One year,Yes,Electronic check,45.25,3264.45,DSL,No,No,1,Yes +13,Month-to-month,Yes,Electronic check,78.75,995.35,DSL,No,Yes,0,No +35,One year,Yes,Bank transfer (automatic),81.6,2815.25,Fiber optic,No,No,1,No +2,Month-to-month,Yes,Credit card (automatic),70.4,154.8,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Electronic check,75.8,246.3,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Electronic check,76.1,257.6,Fiber optic,No,No,0,No +62,One year,Yes,Bank transfer (automatic),94,5757.2,Fiber optic,No,No,0,No +72,Two year,No,Credit card (automatic),103.95,7517.7,Fiber optic,Yes,Yes,0,No +63,Two year,Yes,Bank transfer (automatic),19.95,1234.8,No,No internet service,No internet service,0,No +20,Month-to-month,No,Credit card (automatic),71.3,1389.2,Fiber optic,No,No,1,Yes +35,One year,Yes,Bank transfer (automatic),110.8,3836.3,Fiber optic,Yes,Yes,1,No +21,Month-to-month,Yes,Electronic check,69.1,1474.75,Fiber optic,No,No,1,Yes +62,One year,No,Electronic check,96.1,6001.45,Fiber optic,No,Yes,0,No +15,Month-to-month,Yes,Mailed check,48.8,720.1,DSL,No,No,0,No +55,Month-to-month,Yes,Credit card (automatic),50.55,2832.75,DSL,No,Yes,0,No +11,Month-to-month,Yes,Mailed check,44.65,472.25,DSL,No,No,0,No +17,Month-to-month,No,Electronic check,88.25,1460.65,Fiber optic,No,No,0,Yes +61,One year,No,Bank transfer (automatic),19.45,1336.35,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),89.3,6388.65,DSL,Yes,Yes,0,No +2,Month-to-month,No,Bank transfer (automatic),70,153.05,Fiber optic,No,No,0,Yes +35,Two year,No,Mailed check,19.25,677.9,No,No internet service,No internet service,0,No +17,Month-to-month,No,Bank transfer (automatic),70.5,1165.6,Fiber optic,No,No,0,No +21,Month-to-month,Yes,Electronic check,97.35,2119.5,Fiber optic,No,No,0,Yes +47,Two year,No,Bank transfer (automatic),19.65,921.55,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,20.85,72,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Mailed check,19.65,68.35,No,No internet service,No internet service,0,No +44,Two year,Yes,Credit card (automatic),19.35,847.25,No,No internet service,No internet service,1,No +1,Month-to-month,Yes,Mailed check,44,44,DSL,No,No,0,No +44,One year,No,Electronic check,94.4,4295.35,Fiber optic,No,No,0,No +5,Month-to-month,Yes,Bank transfer (automatic),25.9,135,No,No internet service,No internet service,0,Yes +24,Month-to-month,Yes,Bank transfer (automatic),55.65,1400.55,DSL,No,Yes,0,Yes +1,Month-to-month,Yes,Electronic check,69.65,69.65,Fiber optic,No,No,0,Yes +18,Month-to-month,Yes,Electronic check,75.4,1380.4,Fiber optic,No,Yes,0,No +10,Month-to-month,Yes,Electronic check,100.6,1060.2,Fiber optic,No,No,0,Yes +65,Two year,No,Bank transfer (automatic),71,4386.2,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,86,86,Fiber optic,No,No,1,Yes +53,One year,Yes,Credit card (automatic),106.95,5785.5,Fiber optic,No,Yes,0,Yes +3,One year,No,Mailed check,21.2,52.05,No,No internet service,No internet service,0,No +33,Two year,Yes,Mailed check,61.05,2018.4,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Electronic check,29.6,79.45,DSL,No,No,0,Yes +34,One year,Yes,Bank transfer (automatic),79.95,2727.3,DSL,Yes,Yes,0,No +14,Two year,Yes,Mailed check,19.7,263.65,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Mailed check,20.3,275.4,No,No internet service,No internet service,0,No +46,One year,Yes,Bank transfer (automatic),59.9,2816.65,DSL,Yes,No,1,Yes +23,One year,No,Mailed check,24.35,538.5,No,No internet service,No internet service,0,No +47,Two year,No,Mailed check,19.75,948.9,No,No internet service,No internet service,0,No +17,Month-to-month,Yes,Mailed check,50.3,846.8,DSL,No,Yes,0,No +49,Month-to-month,Yes,Electronic check,95.6,4783.5,Fiber optic,No,No,0,Yes +59,Month-to-month,Yes,Electronic check,50.25,2997.45,DSL,No,No,1,No +69,Two year,Yes,Credit card (automatic),85.35,5897.4,DSL,Yes,Yes,0,No +11,One year,Yes,Electronic check,41.6,470.6,DSL,No,No,0,Yes +10,Month-to-month,Yes,Mailed check,51.65,524.5,DSL,No,Yes,0,No +12,Two year,Yes,Bank transfer (automatic),24,269.65,No,No internet service,No internet service,0,No +45,Month-to-month,Yes,Credit card (automatic),100.85,4740,Fiber optic,No,No,0,Yes +39,Month-to-month,Yes,Mailed check,59.85,2341.5,DSL,No,No,0,No +71,Two year,No,Credit card (automatic),25.45,1789.65,No,No internet service,No internet service,1,No +71,Two year,No,Credit card (automatic),23.9,1626.4,No,No internet service,No internet service,0,No +33,One year,No,Credit card (automatic),24.15,800.3,No,No internet service,No internet service,0,No +67,Month-to-month,Yes,Mailed check,75.7,5060.85,Fiber optic,No,No,1,No +37,Month-to-month,No,Bank transfer (automatic),40.2,1448.8,DSL,No,Yes,0,Yes +49,Month-to-month,No,Electronic check,84.5,4254.85,Fiber optic,No,No,0,Yes +9,Month-to-month,No,Mailed check,50.85,466.6,DSL,No,No,0,No +52,Two year,Yes,Credit card (automatic),91.6,4627.8,Fiber optic,Yes,Yes,0,No +70,One year,No,Electronic check,98.9,6838.6,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,85,85,Fiber optic,No,No,0,No +14,Month-to-month,Yes,Electronic check,78.95,1101.85,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Mailed check,44.3,44.3,DSL,No,No,0,No +1,Month-to-month,No,Mailed check,20.2,20.2,No,No internet service,No internet service,0,Yes +52,One year,Yes,Mailed check,80.2,4297.6,Fiber optic,No,No,0,No +6,Month-to-month,No,Mailed check,60.9,414.1,DSL,No,No,0,No +7,Month-to-month,No,Mailed check,34.2,256.6,DSL,No,Yes,0,No +47,Month-to-month,Yes,Bank transfer (automatic),85.2,3969.35,Fiber optic,No,No,1,Yes +26,One year,Yes,Credit card (automatic),87.15,2274.1,Fiber optic,Yes,Yes,0,No +25,Month-to-month,No,Electronic check,54.3,1296.8,DSL,Yes,Yes,0,No +69,Two year,Yes,Mailed check,19.1,1268.85,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),112.75,8192.6,Fiber optic,Yes,Yes,0,No +4,Month-to-month,Yes,Mailed check,19.95,59.25,No,No internet service,No internet service,0,No +59,Two year,No,Mailed check,19.5,1147.85,No,No internet service,No internet service,0,No +67,Two year,No,Bank transfer (automatic),65.55,4361.55,DSL,No,Yes,0,No +26,Month-to-month,Yes,Electronic check,78.8,2006.1,Fiber optic,No,No,1,No +27,One year,No,Mailed check,78.2,2078.95,DSL,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),105.25,7609.75,Fiber optic,No,Yes,0,No +6,Month-to-month,Yes,Electronic check,89.25,487.05,Fiber optic,Yes,No,0,No +62,Two year,No,Credit card (automatic),20.65,1218.45,No,No internet service,No internet service,0,No +20,One year,Yes,Electronic check,68.7,1416.2,DSL,Yes,No,0,No +6,Month-to-month,No,Credit card (automatic),78.65,483.3,DSL,Yes,Yes,0,No +51,Two year,No,Mailed check,24.75,1234.6,No,No internet service,No internet service,0,No +61,Two year,No,Credit card (automatic),19.75,1311.6,No,No internet service,No internet service,0,No +62,Month-to-month,Yes,Electronic check,89.1,5618.3,Fiber optic,No,Yes,1,No +72,Two year,Yes,Bank transfer (automatic),84.7,6185.15,Fiber optic,Yes,Yes,0,No +13,Month-to-month,Yes,Electronic check,98,1237.85,Fiber optic,No,No,1,Yes +5,Month-to-month,Yes,Electronic check,94.45,498.1,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,105,294.45,Fiber optic,No,No,1,Yes +26,Month-to-month,Yes,Electronic check,93.85,2381.55,Fiber optic,No,No,1,Yes +13,Month-to-month,Yes,Electronic check,59.9,788.35,DSL,No,No,1,No +38,Two year,Yes,Mailed check,19.95,756.4,No,No internet service,No internet service,0,No +8,Month-to-month,Yes,Electronic check,84,613.4,Fiber optic,No,No,1,Yes +34,Month-to-month,Yes,Electronic check,108.9,3625.2,Fiber optic,Yes,No,1,No +18,Month-to-month,No,Mailed check,33.6,550.35,DSL,No,Yes,0,No +56,One year,Yes,Mailed check,85.85,4793.8,Fiber optic,Yes,No,0,No +36,Month-to-month,Yes,Bank transfer (automatic),34.85,1267.2,DSL,Yes,No,0,No +9,Month-to-month,Yes,Electronic check,48.75,442.2,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,84.85,84.85,Fiber optic,No,No,0,Yes +12,Month-to-month,No,Mailed check,56.65,654.85,DSL,Yes,Yes,0,Yes +57,Month-to-month,Yes,Credit card (automatic),95.3,5567.45,Fiber optic,Yes,No,1,No +42,One year,No,Credit card (automatic),73.9,3160.55,DSL,Yes,Yes,0,Yes +33,Two year,Yes,Mailed check,24.5,740.3,No,No internet service,No internet service,0,Yes +70,Two year,No,Bank transfer (automatic),84.6,5706.2,Fiber optic,Yes,Yes,0,No +68,Month-to-month,No,Electronic check,44.95,3085.35,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,24.7,24.7,DSL,No,No,0,No +37,Month-to-month,No,Credit card (automatic),100.3,3541.4,Fiber optic,Yes,No,0,No +4,Month-to-month,Yes,Mailed check,25.45,84.2,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,50.7,50.7,DSL,No,Yes,0,No +20,Month-to-month,Yes,Credit card (automatic),55,1165.55,DSL,Yes,Yes,0,No +72,Two year,No,Bank transfer (automatic),68.4,4855.35,DSL,Yes,Yes,0,No +31,Month-to-month,Yes,Electronic check,89.9,2806.9,Fiber optic,No,No,0,Yes +18,Month-to-month,No,Electronic check,78.55,1422.65,Fiber optic,No,No,1,Yes +11,Month-to-month,Yes,Bank transfer (automatic),55.05,608.15,DSL,No,No,0,No +33,Two year,No,Credit card (automatic),19.8,641.35,No,No internet service,No internet service,0,No +62,One year,No,Electronic check,84.45,4959.15,Fiber optic,No,No,1,No +1,Month-to-month,No,Mailed check,35.9,35.9,DSL,Yes,No,0,No +16,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,Fiber optic,No,Yes,0,No +22,One year,Yes,Mailed check,78.65,1663.75,DSL,Yes,No,0,No +49,Month-to-month,No,Bank transfer (automatic),61.75,3024.15,DSL,Yes,Yes,0,No +36,One year,Yes,Credit card (automatic),63.7,2188.5,DSL,No,Yes,0,No +42,Month-to-month,Yes,Electronic check,99.45,4138.05,Fiber optic,Yes,No,0,Yes +4,Month-to-month,Yes,Bank transfer (automatic),25.2,102.5,DSL,No,No,1,Yes +12,One year,No,Mailed check,74.05,872.65,DSL,Yes,No,0,Yes +31,Month-to-month,No,Electronic check,87.6,2724.25,Fiber optic,Yes,Yes,0,No +5,Month-to-month,Yes,Electronic check,89.15,413.25,Fiber optic,No,Yes,0,No +66,Two year,No,Credit card (automatic),20,1374.2,No,No internet service,No internet service,0,No +15,Month-to-month,No,Credit card (automatic),55,757.1,DSL,Yes,No,1,Yes +64,Two year,Yes,Bank transfer (automatic),104.4,6692.65,Fiber optic,No,No,0,No +10,Month-to-month,Yes,Credit card (automatic),20.05,218.5,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,89.75,608.8,Fiber optic,Yes,No,0,Yes +29,Month-to-month,No,Electronic check,34.3,1004.75,DSL,Yes,No,0,No +57,Two year,No,Bank transfer (automatic),20.65,1125.6,No,No internet service,No internet service,0,No +46,Month-to-month,No,Mailed check,84.25,3847.6,Fiber optic,No,Yes,0,No +53,Two year,No,Bank transfer (automatic),19.65,978,No,No internet service,No internet service,0,No +17,One year,No,Credit card (automatic),79.85,1387.35,DSL,Yes,Yes,0,No +38,Two year,Yes,Mailed check,20.2,746.05,No,No internet service,No internet service,0,No +15,One year,No,Mailed check,19.8,304.6,No,No internet service,No internet service,0,No +22,Month-to-month,Yes,Electronic check,50.35,1098.85,DSL,No,No,0,No +14,Month-to-month,Yes,Electronic check,85.15,1139.2,Fiber optic,No,No,0,Yes +57,One year,No,Bank transfer (automatic),74.6,4368.95,DSL,Yes,No,0,No +11,Month-to-month,Yes,Credit card (automatic),79.15,827.7,Fiber optic,No,No,1,No +1,Two year,No,Mailed check,20.35,20.35,No,No internet service,No internet service,0,No +12,Two year,No,Bank transfer (automatic),21.05,262.05,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,94.6,279.55,Fiber optic,No,No,1,Yes +36,Month-to-month,Yes,Electronic check,94.7,3512.5,Fiber optic,No,No,0,No +16,Month-to-month,Yes,Electronic check,94.25,1483.25,Fiber optic,No,Yes,0,Yes +65,One year,No,Credit card (automatic),72.45,4653.85,DSL,No,Yes,0,Yes +2,Month-to-month,No,Electronic check,74.95,151.75,Fiber optic,No,No,0,No +42,Month-to-month,Yes,Electronic check,105.2,4400.75,Fiber optic,No,Yes,0,Yes +72,Two year,No,Bank transfer (automatic),111.95,8033.1,Fiber optic,Yes,Yes,0,No +62,Two year,No,Bank transfer (automatic),19.85,1253.65,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Electronic check,89.75,552.65,Fiber optic,No,No,0,No +48,Two year,Yes,Mailed check,20.05,1036,No,No internet service,No internet service,0,No +35,Two year,Yes,Electronic check,108.95,4025.5,Fiber optic,Yes,Yes,0,No +52,One year,No,Credit card (automatic),19.65,928.4,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,24.9,24.9,DSL,No,No,0,No +6,Month-to-month,Yes,Electronic check,82.85,460.25,Fiber optic,No,No,0,Yes +71,Two year,No,Credit card (automatic),93.2,6506.15,DSL,Yes,Yes,0,No +67,One year,No,Bank transfer (automatic),84.8,5598.3,Fiber optic,No,Yes,0,No +60,One year,Yes,Electronic check,71.75,4374.55,DSL,No,Yes,1,No +23,Month-to-month,Yes,Bank transfer (automatic),30.35,678.75,DSL,Yes,No,0,No +39,One year,No,Bank transfer (automatic),54.85,2191.7,DSL,Yes,No,0,No +15,One year,Yes,Mailed check,19.5,239.75,No,No internet service,No internet service,0,No +53,Month-to-month,Yes,Electronic check,103.85,5485.5,Fiber optic,No,No,1,Yes +24,Two year,No,Mailed check,24.2,609.05,No,No internet service,No internet service,0,No +37,Month-to-month,No,Electronic check,19.35,683.75,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Electronic check,83.6,404.2,Fiber optic,No,No,0,Yes +50,One year,Yes,Electronic check,100.65,5189.75,Fiber optic,Yes,No,1,No +54,One year,Yes,Credit card (automatic),94.1,5060.9,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Electronic check,74.55,233.65,Fiber optic,No,Yes,0,No +68,One year,No,Electronic check,108.45,7176.55,Fiber optic,Yes,No,0,Yes +5,Month-to-month,No,Electronic check,56.15,291.45,DSL,Yes,No,0,No +33,Two year,No,Mailed check,20.35,689.75,No,No internet service,No internet service,0,No +41,One year,Yes,Electronic check,80.55,3263.9,DSL,No,No,0,No +34,One year,No,Mailed check,61.25,1993.2,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Mailed check,20.45,254.5,No,No internet service,No internet service,0,No +20,Month-to-month,Yes,Credit card (automatic),18.9,347.65,No,No internet service,No internet service,0,No +51,Two year,No,Credit card (automatic),19.6,967.9,No,No internet service,No internet service,1,No +3,Month-to-month,Yes,Credit card (automatic),91.5,242.95,Fiber optic,No,No,0,Yes +41,Month-to-month,No,Bank transfer (automatic),45.2,1841.9,DSL,No,No,0,No +13,Month-to-month,No,Credit card (automatic),19.45,232.1,No,No internet service,No internet service,0,No +35,Two year,No,Bank transfer (automatic),25.45,809.25,No,No internet service,No internet service,0,No +12,Month-to-month,No,Bank transfer (automatic),80.85,866.45,Fiber optic,Yes,Yes,0,Yes +4,Month-to-month,Yes,Mailed check,94.9,360.55,Fiber optic,Yes,Yes,0,No +43,Month-to-month,Yes,Bank transfer (automatic),49.05,2076.2,DSL,No,No,0,Yes +12,Month-to-month,Yes,Mailed check,29.3,355.9,DSL,Yes,No,1,No +68,Month-to-month,Yes,Electronic check,105.3,7299.65,Fiber optic,No,No,1,Yes +25,Month-to-month,Yes,Electronic check,88.95,2291.2,Fiber optic,No,No,1,Yes +7,One year,No,Mailed check,20.25,129.15,No,No internet service,No internet service,0,No +66,One year,Yes,Electronic check,110.85,7491.75,Fiber optic,Yes,No,1,Yes +53,One year,No,Electronic check,110.5,5835.5,Fiber optic,Yes,Yes,0,No +63,Month-to-month,Yes,Bank transfer (automatic),109.4,7031.45,Fiber optic,No,Yes,1,No +70,Two year,Yes,Bank transfer (automatic),114.2,7723.9,Fiber optic,Yes,Yes,0,Yes +27,Month-to-month,No,Bank transfer (automatic),36.5,1032,DSL,No,No,1,Yes +1,Month-to-month,No,Mailed check,70.75,70.75,Fiber optic,No,No,0,Yes +5,Month-to-month,No,Mailed check,19.95,109.6,No,No internet service,No internet service,0,No +37,One year,No,Mailed check,19.6,727.8,No,No internet service,No internet service,1,No +3,Month-to-month,Yes,Mailed check,40.15,130.75,DSL,No,No,0,Yes +12,Month-to-month,Yes,Electronic check,76.6,893,Fiber optic,No,No,0,No +38,One year,No,Credit card (automatic),19.6,763.1,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Credit card (automatic),85.3,781.4,Fiber optic,No,No,0,No +13,Month-to-month,Yes,Electronic check,65.85,902.25,DSL,No,Yes,0,No +29,Month-to-month,Yes,Electronic check,94.45,2653.65,Fiber optic,No,No,1,Yes +47,Two year,No,Credit card (automatic),20.05,1016.7,No,No internet service,No internet service,0,No +61,Month-to-month,No,Bank transfer (automatic),99.4,5943.65,Fiber optic,Yes,Yes,0,No +16,Month-to-month,No,Mailed check,20,275.7,No,No internet service,No internet service,0,No +41,Two year,No,Electronic check,78.45,3126.45,DSL,Yes,Yes,0,No +43,Two year,Yes,Electronic check,25.1,1070.15,No,No internet service,No internet service,0,No +36,Month-to-month,Yes,Bank transfer (automatic),97.35,3457.9,Fiber optic,No,No,0,Yes +6,Month-to-month,Yes,Electronic check,55,340.4,DSL,No,No,0,No +58,One year,Yes,Credit card (automatic),71.1,4299.2,DSL,Yes,Yes,0,No +19,Month-to-month,Yes,Credit card (automatic),61.55,1093.2,DSL,Yes,No,0,No +11,Month-to-month,Yes,Bank transfer (automatic),45.9,521.9,DSL,No,No,0,No +39,One year,Yes,Bank transfer (automatic),40.3,1630.4,DSL,Yes,Yes,0,No +8,Month-to-month,Yes,Electronic check,87.1,713.6,Fiber optic,No,No,1,No +26,Month-to-month,Yes,Mailed check,49.5,1265.65,DSL,No,No,0,No +53,Month-to-month,Yes,Credit card (automatic),73.8,4003.85,Fiber optic,No,No,1,No +70,Two year,Yes,Mailed check,19.2,1401.4,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,45.3,45.3,DSL,No,No,0,Yes +59,Two year,No,Mailed check,25,1510.5,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,94.95,178.1,Fiber optic,No,No,0,Yes +7,One year,No,Mailed check,35.3,264.8,DSL,No,Yes,0,No +12,Month-to-month,Yes,Electronic check,44.55,480.6,DSL,No,No,0,Yes +59,One year,No,Credit card (automatic),76.75,4541.9,DSL,Yes,No,0,No +61,Two year,Yes,Bank transfer (automatic),81,4976.15,DSL,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),105.55,7542.25,Fiber optic,No,Yes,0,No +13,Month-to-month,No,Mailed check,18.8,251.25,No,No internet service,No internet service,0,No +64,One year,No,Mailed check,24.9,1595.5,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,23.45,23.45,DSL,No,No,0,Yes +10,One year,No,Mailed check,64.9,685.55,DSL,Yes,No,0,No +65,One year,No,Bank transfer (automatic),61.35,3874.1,DSL,No,Yes,0,No +62,Two year,No,Mailed check,113.95,6891.4,Fiber optic,Yes,Yes,0,No +55,One year,Yes,Electronic check,90.15,4916.95,DSL,Yes,Yes,0,No +25,Month-to-month,No,Electronic check,54.1,1373,DSL,No,No,0,No +1,Month-to-month,No,Mailed check,29.7,29.7,DSL,No,Yes,0,Yes +1,Month-to-month,Yes,Credit card (automatic),49.8,49.8,DSL,No,Yes,0,No +59,Month-to-month,No,Electronic check,101.1,6039.9,Fiber optic,No,No,0,Yes +64,Two year,Yes,Bank transfer (automatic),24.4,1548.65,No,No internet service,No internet service,1,No +36,Month-to-month,Yes,Bank transfer (automatic),95,3440.25,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Mailed check,50.65,151.3,DSL,No,No,0,Yes +61,Two year,Yes,Mailed check,69.9,4226.7,DSL,No,Yes,0,No +26,One year,Yes,Bank transfer (automatic),39.95,1023.75,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,55.4,55.4,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,90.6,90.6,Fiber optic,No,No,1,Yes +68,Two year,Yes,Credit card (automatic),103.25,7074.4,Fiber optic,No,Yes,0,No +2,Month-to-month,Yes,Mailed check,86.85,156.35,Fiber optic,No,No,1,Yes +72,Two year,Yes,Bank transfer (automatic),94.25,6849.75,Fiber optic,Yes,Yes,0,No +71,Two year,Yes,Electronic check,47.05,3263.6,DSL,Yes,No,0,No +57,Two year,No,Credit card (automatic),20.55,1252.85,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Mailed check,19.65,67.55,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,70.2,70.2,Fiber optic,No,No,1,No +72,Two year,No,Credit card (automatic),81,5750,DSL,Yes,Yes,0,No +21,One year,Yes,Bank transfer (automatic),75.9,1549.75,DSL,No,Yes,0,No +71,Two year,No,Bank transfer (automatic),24.7,1810.55,No,No internet service,No internet service,0,No +29,Month-to-month,Yes,Bank transfer (automatic),99.05,2952.85,Fiber optic,No,No,1,Yes +69,Two year,No,Credit card (automatic),110.25,7467.55,Fiber optic,Yes,Yes,1,No +64,Two year,Yes,Credit card (automatic),85,5484.4,DSL,Yes,Yes,0,No +16,Month-to-month,No,Credit card (automatic),19.75,294.9,No,No internet service,No internet service,0,No +4,One year,No,Electronic check,23.9,97.5,No,No internet service,No internet service,0,No +52,One year,Yes,Credit card (automatic),111.25,5916.45,Fiber optic,Yes,Yes,0,Yes +2,Month-to-month,Yes,Mailed check,55.1,113.35,DSL,No,Yes,0,Yes +1,Month-to-month,No,Mailed check,19.95,19.95,No,No internet service,No internet service,0,No +18,Month-to-month,No,Mailed check,25.15,476.8,DSL,No,No,0,No +2,Month-to-month,No,Mailed check,54.15,101.65,DSL,No,No,0,No +19,Month-to-month,Yes,Mailed check,59.8,1130.85,DSL,No,No,0,No +40,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,Fiber optic,No,No,0,No +66,One year,Yes,Electronic check,104.9,6891.45,Fiber optic,No,No,1,No +21,Month-to-month,No,Mailed check,75.3,1570.7,Fiber optic,No,No,0,No +8,Month-to-month,Yes,Electronic check,66.65,520.95,DSL,Yes,No,0,No +72,Two year,Yes,Credit card (automatic),109.5,7854.9,Fiber optic,Yes,Yes,0,No +48,One year,Yes,Bank transfer (automatic),73.85,3581.4,DSL,Yes,No,0,No +69,Two year,Yes,Bank transfer (automatic),19.3,1447.9,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,118.2,8547.15,Fiber optic,Yes,Yes,0,No +14,One year,No,Credit card (automatic),51.45,727.85,DSL,No,No,0,No +6,Month-to-month,No,Electronic check,59.45,357.6,DSL,No,No,0,No +8,Two year,No,Bank transfer (automatic),19.5,159.35,No,No internet service,No internet service,0,No +17,One year,No,Mailed check,19.55,280.85,No,No internet service,No internet service,0,No +65,One year,No,Electronic check,93.55,6069.25,Fiber optic,Yes,Yes,0,No +57,One year,Yes,Mailed check,59.3,3274.35,DSL,Yes,Yes,0,No +13,Month-to-month,Yes,Credit card (automatic),102.25,1359,Fiber optic,No,No,0,Yes +19,Month-to-month,Yes,Credit card (automatic),95.9,1777.9,Fiber optic,No,No,1,Yes +56,One year,No,Bank transfer (automatic),109.8,6109.65,Fiber optic,No,Yes,0,No +14,Month-to-month,Yes,Electronic check,78.1,1122.4,Fiber optic,No,No,0,No +52,Month-to-month,Yes,Electronic check,39.9,2020.9,DSL,No,Yes,0,No +58,Two year,Yes,Credit card (automatic),64.9,3795.45,DSL,Yes,Yes,0,No +47,Month-to-month,Yes,Electronic check,95.05,4504.55,Fiber optic,Yes,No,1,Yes +67,Month-to-month,Yes,Credit card (automatic),53.4,3579.15,DSL,Yes,No,0,No +2,Month-to-month,Yes,Credit card (automatic),24.9,49.7,DSL,No,No,0,No +6,Month-to-month,No,Credit card (automatic),44.7,276.5,DSL,No,No,1,No +71,Two year,Yes,Bank transfer (automatic),114,8175.9,Fiber optic,Yes,Yes,0,No +46,Two year,No,Bank transfer (automatic),20.25,890.35,No,No internet service,No internet service,0,No +5,Month-to-month,No,Credit card (automatic),53.85,259.8,DSL,Yes,Yes,0,Yes +67,Month-to-month,No,Bank transfer (automatic),83.85,5588.8,Fiber optic,No,Yes,1,No +3,Month-to-month,No,Bank transfer (automatic),20.2,50.6,No,No internet service,No internet service,0,No +3,Month-to-month,No,Mailed check,19.95,58,No,No internet service,No internet service,0,No +52,Month-to-month,Yes,Electronic check,104.2,5568.35,Fiber optic,No,Yes,1,Yes +42,Month-to-month,Yes,Electronic check,50.25,2203.65,DSL,No,No,0,Yes +50,One year,Yes,Mailed check,20.35,938.95,No,No internet service,No internet service,0,No +23,Month-to-month,Yes,Electronic check,90,2024.1,Fiber optic,No,Yes,1,No +67,Two year,No,Credit card (automatic),54.2,3623.95,DSL,Yes,Yes,0,No +25,Month-to-month,Yes,Electronic check,99.5,2369.05,Fiber optic,No,No,0,Yes +39,One year,No,Mailed check,99.1,3877.95,Fiber optic,No,Yes,1,No +69,Two year,Yes,Mailed check,66.9,4577.9,DSL,Yes,Yes,0,No +1,One year,No,Mailed check,25.85,25.85,DSL,No,No,0,No +32,Month-to-month,No,Electronic check,91.05,2871.5,Fiber optic,No,No,0,No +9,Month-to-month,No,Electronic check,71,672.55,Fiber optic,No,No,0,Yes +16,Month-to-month,Yes,Credit card (automatic),93.2,1573.7,Fiber optic,No,No,0,Yes +60,Two year,Yes,Bank transfer (automatic),20.95,1270.55,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),109.2,7711.45,Fiber optic,Yes,No,0,No +5,Month-to-month,No,Mailed check,19.35,126.05,No,No internet service,No internet service,0,Yes +26,Month-to-month,Yes,Credit card (automatic),85.8,2193.65,Fiber optic,No,Yes,1,No +3,Month-to-month,No,Mailed check,19.85,64.55,No,No internet service,No internet service,0,Yes +2,Month-to-month,Yes,Electronic check,19.65,31.2,No,No internet service,No internet service,0,No +2,One year,No,Bank transfer (automatic),20.5,38.25,No,No internet service,No internet service,0,No +36,One year,Yes,Credit card (automatic),89.65,3348.1,DSL,Yes,Yes,0,No +7,Month-to-month,No,Mailed check,74.35,533.6,Fiber optic,No,Yes,0,No +60,Two year,Yes,Credit card (automatic),49.45,2907.55,DSL,No,No,1,No +19,Month-to-month,Yes,Electronic check,89.1,1620.8,Fiber optic,No,No,0,No +45,Two year,No,Credit card (automatic),75.15,3480.35,DSL,Yes,Yes,1,No +4,Month-to-month,Yes,Electronic check,70.65,293.85,Fiber optic,No,No,1,No +31,Month-to-month,Yes,Electronic check,104.2,3243.45,Fiber optic,Yes,No,0,Yes +47,Month-to-month,No,Electronic check,90.05,4137.2,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,79.25,79.25,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Bank transfer (automatic),44.9,44.9,DSL,No,No,0,Yes +1,Month-to-month,No,Credit card (automatic),19.4,19.4,No,No internet service,No internet service,0,No +59,Month-to-month,Yes,Credit card (automatic),88.75,5348.65,Fiber optic,No,No,1,No +10,Month-to-month,Yes,Electronic check,70.1,659.65,Fiber optic,No,No,0,Yes +35,Month-to-month,No,Credit card (automatic),91,3180.5,Fiber optic,No,Yes,1,No +4,Month-to-month,Yes,Electronic check,29.65,118.5,DSL,No,No,0,Yes +32,One year,Yes,Electronic check,90.8,3023.85,Fiber optic,No,Yes,0,No +43,Month-to-month,Yes,Electronic check,77.85,3365.85,Fiber optic,No,No,0,Yes +4,Month-to-month,No,Electronic check,54.3,195.3,DSL,No,No,0,Yes +54,Two year,Yes,Mailed check,18.95,1031.1,No,No internet service,No internet service,1,No +11,Month-to-month,Yes,Bank transfer (automatic),95.15,997.65,Fiber optic,No,No,1,Yes +66,Two year,Yes,Bank transfer (automatic),102.4,6471.85,Fiber optic,No,Yes,1,No +61,One year,Yes,Electronic check,99.9,6241.35,Fiber optic,No,No,0,No +72,Two year,No,Credit card (automatic),88.7,6501.35,DSL,Yes,Yes,0,No +44,One year,Yes,Electronic check,54.3,2317.1,DSL,Yes,No,0,No +41,Month-to-month,Yes,Bank transfer (automatic),55.7,2237.55,DSL,No,No,0,No +50,One year,Yes,Electronic check,103.95,5231.3,Fiber optic,No,Yes,0,No +47,One year,Yes,Credit card (automatic),110.85,5275.8,Fiber optic,Yes,Yes,0,Yes +8,Two year,No,Mailed check,20.15,165.5,No,No internet service,No internet service,0,No +18,Month-to-month,No,Mailed check,20.05,358.5,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),91.95,6614.9,DSL,Yes,Yes,0,No +1,Month-to-month,No,Electronic check,80.5,80.5,Fiber optic,No,No,0,Yes +42,Month-to-month,No,Electronic check,55.65,2421.75,DSL,No,No,1,No +18,Month-to-month,Yes,Electronic check,74.7,1294.6,Fiber optic,No,No,1,No +13,One year,Yes,Credit card (automatic),104.15,1299.1,Fiber optic,No,No,0,No +68,One year,Yes,Bank transfer (automatic),83.65,5733.4,Fiber optic,Yes,No,0,No +4,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Fiber optic,No,No,0,Yes +69,Two year,Yes,Credit card (automatic),110.05,7430.75,Fiber optic,No,Yes,0,No +17,Month-to-month,No,Mailed check,51.5,900.5,DSL,Yes,No,0,Yes +25,Two year,No,Credit card (automatic),25.5,630.6,No,No internet service,No internet service,0,No +43,Month-to-month,Yes,Mailed check,89.55,3856.75,Fiber optic,No,No,1,Yes +59,Two year,No,Credit card (automatic),19.5,1222.65,No,No internet service,No internet service,0,No +5,Month-to-month,No,Electronic check,80.7,374.8,Fiber optic,No,Yes,1,No +21,One year,No,Mailed check,77.5,1625,DSL,Yes,Yes,0,Yes +69,One year,Yes,Credit card (automatic),105.1,7234.8,Fiber optic,Yes,Yes,0,No +13,Month-to-month,Yes,Bank transfer (automatic),25.15,331.85,DSL,No,No,0,No +42,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Fiber optic,No,No,0,Yes +52,Month-to-month,Yes,Credit card (automatic),95.65,5088.4,Fiber optic,Yes,No,0,No +46,Month-to-month,No,Electronic check,85,3969.4,Fiber optic,No,Yes,1,Yes +61,Two year,Yes,Bank transfer (automatic),80.8,4860.85,DSL,Yes,Yes,0,No +29,One year,Yes,Mailed check,24.85,788.05,DSL,No,No,0,No +25,One year,Yes,Credit card (automatic),54.75,1266.35,DSL,Yes,No,0,No +5,Month-to-month,Yes,Electronic check,85.75,470.95,Fiber optic,Yes,No,0,Yes +15,One year,No,Electronic check,50.75,688.2,DSL,No,No,0,No +19,Two year,No,Mailed check,20.15,387.7,No,No internet service,No internet service,0,No +44,Two year,No,Mailed check,20.05,845.25,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Electronic check,98.25,560.6,Fiber optic,No,No,1,Yes +58,Two year,No,Credit card (automatic),71.6,4230.25,DSL,Yes,Yes,0,No +62,One year,Yes,Credit card (automatic),81.45,4983.05,Fiber optic,No,Yes,0,No +70,One year,Yes,Bank transfer (automatic),58.4,4113.15,DSL,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,25.7,25.7,DSL,No,No,1,Yes +10,Two year,No,Credit card (automatic),53.7,521,DSL,Yes,Yes,0,No +26,One year,Yes,Bank transfer (automatic),19.6,471.85,No,No internet service,No internet service,0,No +66,Month-to-month,No,Credit card (automatic),89.4,5976.9,Fiber optic,No,No,0,No +7,Month-to-month,Yes,Electronic check,69,506.9,Fiber optic,No,No,0,Yes +51,One year,No,Bank transfer (automatic),84.2,4299.75,Fiber optic,Yes,No,0,No +72,Two year,Yes,Credit card (automatic),106.1,7548.6,Fiber optic,Yes,Yes,0,No +65,Two year,No,Mailed check,25.75,1654.75,No,No internet service,No internet service,0,No +2,Month-to-month,No,Bank transfer (automatic),46.05,80.35,DSL,No,No,0,Yes +70,One year,No,Bank transfer (automatic),64.95,4551.5,DSL,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),85.45,6227.5,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,20.05,20.05,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,76.4,76.4,Fiber optic,No,No,1,Yes +5,Month-to-month,Yes,Electronic check,100.5,514,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Mailed check,20.7,57.5,No,No internet service,No internet service,0,No +58,Two year,Yes,Credit card (automatic),25.3,1474.35,No,No internet service,No internet service,0,No +22,Month-to-month,No,Mailed check,40.05,880.2,DSL,No,Yes,1,Yes +33,Month-to-month,Yes,Bank transfer (automatic),100.6,3270.25,Fiber optic,No,No,1,No +1,Month-to-month,No,Electronic check,69.95,69.95,Fiber optic,No,No,0,Yes +54,Month-to-month,No,Bank transfer (automatic),74,3919.15,Fiber optic,No,No,1,No +72,Two year,Yes,Electronic check,99.4,7285.7,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,93.3,93.3,Fiber optic,No,No,0,Yes +3,Month-to-month,Yes,Electronic check,49.15,169.05,DSL,No,No,0,Yes +72,Two year,No,Credit card (automatic),107.45,7658.3,Fiber optic,Yes,Yes,0,No +72,Two year,Yes,Credit card (automatic),83.6,5959.3,DSL,No,Yes,0,No +54,Month-to-month,Yes,Credit card (automatic),99.05,5295.7,Fiber optic,No,No,1,No +59,One year,Yes,Electronic check,80.1,4693.2,DSL,Yes,No,0,No +54,Two year,Yes,Bank transfer (automatic),65.3,3512.9,DSL,No,Yes,0,No +60,Two year,Yes,Electronic check,89.55,5231.2,Fiber optic,No,No,0,No +60,Two year,No,Credit card (automatic),60.8,3603.45,DSL,Yes,No,0,No +3,Month-to-month,No,Electronic check,74.5,217.45,Fiber optic,No,No,0,No +69,Two year,No,Bank transfer (automatic),99.15,6875.35,Fiber optic,No,Yes,0,No +1,Month-to-month,No,Electronic check,19.25,19.25,No,No internet service,No internet service,0,No +50,Month-to-month,Yes,Credit card (automatic),39.45,2021.35,DSL,No,Yes,0,No +56,Month-to-month,Yes,Credit card (automatic),44.85,2564.95,DSL,No,No,0,No +60,Two year,Yes,Electronic check,97.2,5611.75,Fiber optic,Yes,Yes,0,No +69,One year,Yes,Mailed check,110.55,7610.1,Fiber optic,Yes,Yes,1,No +1,Month-to-month,No,Mailed check,35.05,35.05,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,73,73,Fiber optic,No,No,1,Yes +3,Month-to-month,Yes,Mailed check,19.9,45.75,No,No internet service,No internet service,0,No +60,Two year,No,Bank transfer (automatic),76.95,4543.95,DSL,Yes,No,0,No +13,Two year,No,Mailed check,35.4,450.4,DSL,Yes,No,0,No +62,Two year,No,Bank transfer (automatic),20.45,1297.35,No,No internet service,No internet service,0,No +45,One year,No,Bank transfer (automatic),96.75,4442.75,Fiber optic,No,Yes,0,No +25,One year,No,Electronic check,54.2,1423.15,DSL,Yes,No,0,No +44,Two year,No,Bank transfer (automatic),100.1,4378.35,Fiber optic,Yes,No,0,No +2,Month-to-month,Yes,Mailed check,45.25,74.2,DSL,No,No,0,No +33,Month-to-month,Yes,Credit card (automatic),83.85,2716.3,Fiber optic,No,No,1,Yes +1,Month-to-month,Yes,Electronic check,70.1,70.1,Fiber optic,No,No,0,Yes +22,One year,No,Bank transfer (automatic),20.85,450.65,No,No internet service,No internet service,0,No +35,Month-to-month,Yes,Mailed check,33.45,1175.85,DSL,Yes,No,0,No +29,Two year,No,Mailed check,20.2,558.8,No,No internet service,No internet service,0,No +27,One year,Yes,Electronic check,85.9,2220.1,Fiber optic,No,Yes,1,No +54,One year,Yes,Electronic check,61,3283.05,DSL,Yes,No,0,No +2,Month-to-month,Yes,Electronic check,70.65,142.35,Fiber optic,No,No,1,Yes +57,One year,Yes,Electronic check,86.9,4939.25,Fiber optic,No,No,0,No +62,Two year,No,Bank transfer (automatic),69.4,4237.5,DSL,Yes,Yes,0,No +15,One year,No,Credit card (automatic),20.35,335.95,No,No internet service,No internet service,0,No +2,Month-to-month,No,Mailed check,20.35,33.2,No,No internet service,No internet service,0,Yes +70,Two year,Yes,Bank transfer (automatic),104.3,7188.5,Fiber optic,Yes,No,0,No +21,Month-to-month,Yes,Electronic check,44.95,926.25,DSL,No,No,0,No +23,One year,Yes,Electronic check,49.45,1119.35,DSL,Yes,No,0,No +6,One year,No,Mailed check,20.6,116.6,No,No internet service,No internet service,0,No +4,Two year,No,Credit card (automatic),19.55,68.8,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Credit card (automatic),99,287.4,Fiber optic,No,Yes,0,Yes +23,Month-to-month,Yes,Electronic check,93.5,2341.55,Fiber optic,No,No,0,No +26,One year,No,Credit card (automatic),54.55,1362.85,DSL,Yes,Yes,0,No +8,Month-to-month,No,Mailed check,20.05,163.6,No,No internet service,No internet service,0,No +26,Month-to-month,Yes,Electronic check,83.95,2254.2,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Electronic check,79.45,145.15,Fiber optic,No,No,0,No +67,Two year,No,Credit card (automatic),116.2,7752.3,Fiber optic,Yes,Yes,0,Yes +71,Two year,Yes,Bank transfer (automatic),93.7,6585.35,Fiber optic,No,No,0,Yes +59,One year,No,Credit card (automatic),79.85,4786.1,DSL,Yes,Yes,0,No +39,One year,No,Electronic check,100,3835.55,Fiber optic,No,No,0,No +21,Two year,No,Mailed check,19.6,397,No,No internet service,No internet service,0,No +1,Month-to-month,No,Mailed check,19.7,19.7,No,No internet service,No internet service,0,Yes +48,Two year,No,Bank transfer (automatic),20.2,1027.25,No,No internet service,No internet service,0,No +31,One year,Yes,Credit card (automatic),50.4,1580.1,DSL,No,Yes,1,No +64,One year,No,Electronic check,113.35,7222.75,Fiber optic,Yes,Yes,0,No +46,Month-to-month,Yes,Bank transfer (automatic),80,3769.7,Fiber optic,No,No,0,No +52,Two year,Yes,Bank transfer (automatic),80.95,4233.95,DSL,Yes,No,0,No +67,Two year,Yes,Mailed check,24.9,1680.25,No,No internet service,No internet service,0,No +67,Month-to-month,No,Electronic check,54.9,3725.5,DSL,No,No,1,No +5,Month-to-month,No,Electronic check,75.55,413.65,Fiber optic,No,No,0,Yes +71,Two year,No,Electronic check,109.25,7707.7,Fiber optic,Yes,No,0,No +9,Month-to-month,Yes,Bank transfer (automatic),77.65,714.15,Fiber optic,No,No,0,Yes +26,Month-to-month,Yes,Electronic check,95,2497.2,Fiber optic,No,Yes,1,Yes +71,One year,Yes,Bank transfer (automatic),116.3,8309.55,Fiber optic,Yes,Yes,0,No +32,Month-to-month,No,Bank transfer (automatic),19.9,601.55,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,70.35,139.25,Fiber optic,No,No,0,No +71,Two year,No,Credit card (automatic),25.6,1888.25,No,No internet service,No internet service,0,No +60,One year,Yes,Electronic check,44.45,2773.9,DSL,No,Yes,0,No +55,One year,Yes,Electronic check,100.15,5409.75,Fiber optic,No,No,1,No +54,One year,Yes,Credit card (automatic),105.4,5643.4,Fiber optic,Yes,Yes,0,Yes +2,Month-to-month,Yes,Electronic check,95.85,197.7,Fiber optic,No,No,0,Yes +6,Month-to-month,Yes,Mailed check,73.85,401.3,Fiber optic,No,No,0,No +48,Two year,Yes,Credit card (automatic),70.1,3238.4,DSL,No,Yes,0,No +63,Two year,No,Mailed check,25.25,1573.05,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,79.15,79.15,Fiber optic,No,No,0,Yes +12,Month-to-month,No,Credit card (automatic),21.05,235.8,No,No internet service,No internet service,0,No +54,Month-to-month,Yes,Bank transfer (automatic),24.95,1364.75,DSL,No,No,1,No +30,One year,Yes,Electronic check,64.5,1985.15,DSL,Yes,No,0,No +30,Month-to-month,No,Bank transfer (automatic),19.65,655.85,No,No internet service,No internet service,0,Yes +4,Month-to-month,Yes,Electronic check,79,303.15,Fiber optic,No,No,0,Yes +40,One year,Yes,Credit card (automatic),105.95,4335.2,Fiber optic,Yes,No,0,No +9,Month-to-month,Yes,Electronic check,75.85,647.5,Fiber optic,Yes,No,0,No +17,Month-to-month,No,Electronic check,91.85,1574.45,Fiber optic,Yes,Yes,0,Yes +62,Two year,Yes,Credit card (automatic),43.6,2748.7,DSL,No,No,0,No +28,One year,Yes,Bank transfer (automatic),91.25,2483.65,Fiber optic,Yes,No,0,No +70,Two year,No,Credit card (automatic),89.75,6367.2,DSL,Yes,Yes,0,No +46,Two year,Yes,Bank transfer (automatic),104.4,4904.2,Fiber optic,Yes,No,0,No +23,Month-to-month,No,Mailed check,90.15,2044.95,Fiber optic,No,No,0,No +47,One year,No,Electronic check,40.3,1794.8,DSL,Yes,Yes,0,No +68,Two year,Yes,Bank transfer (automatic),105.25,7173.15,Fiber optic,No,Yes,0,No +60,One year,Yes,Electronic check,106,6441.4,Fiber optic,Yes,No,1,Yes +67,Two year,Yes,Electronic check,104,7039.05,Fiber optic,Yes,No,0,No +14,Month-to-month,Yes,Electronic check,69.65,921.4,DSL,Yes,No,0,No +57,Month-to-month,Yes,Electronic check,74.3,4018.35,Fiber optic,No,No,0,No +55,One year,No,Mailed check,100.9,5448.6,Fiber optic,No,Yes,0,No +1,Month-to-month,Yes,Mailed check,20.25,20.25,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,49.9,49.9,DSL,Yes,No,0,Yes +23,Month-to-month,Yes,Credit card (automatic),96.9,2085.45,Fiber optic,Yes,No,0,No +13,Month-to-month,Yes,Electronic check,100.35,1358.85,Fiber optic,No,Yes,0,Yes +47,Month-to-month,Yes,Electronic check,104.1,5135.15,Fiber optic,No,No,0,No +38,One year,No,Mailed check,20.1,730.1,No,No internet service,No internet service,0,No +38,Month-to-month,Yes,Bank transfer (automatic),74.95,2869.85,Fiber optic,No,No,1,Yes +2,Month-to-month,Yes,Credit card (automatic),56.55,118.25,DSL,No,No,1,No +1,Month-to-month,Yes,Credit card (automatic),49.25,49.25,DSL,Yes,No,1,Yes +15,Month-to-month,Yes,Bank transfer (automatic),68.6,1108.6,Fiber optic,No,No,0,No +26,Month-to-month,Yes,Credit card (automatic),69.05,1815.65,Fiber optic,No,No,0,No +35,Two year,No,Credit card (automatic),19.7,730.4,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Mailed check,20.05,75.45,No,No internet service,No internet service,0,No +50,Month-to-month,No,Electronic check,103.7,5071.05,Fiber optic,Yes,No,0,Yes +42,Month-to-month,Yes,Electronic check,94.4,4014.6,Fiber optic,No,Yes,0,No +10,Month-to-month,Yes,Credit card (automatic),54.95,568.85,DSL,Yes,Yes,0,No +61,One year,No,Bank transfer (automatic),93.7,5860.7,Fiber optic,Yes,Yes,0,No +68,Two year,No,Credit card (automatic),110.25,7279.35,Fiber optic,Yes,Yes,0,No +10,One year,Yes,Electronic check,98.9,1064.95,Fiber optic,No,Yes,0,No +65,One year,No,Electronic check,89.75,5769.6,Fiber optic,No,Yes,0,Yes +72,Two year,Yes,Bank transfer (automatic),80.45,5886.85,DSL,Yes,Yes,0,No +55,Month-to-month,No,Electronic check,79.4,4238.45,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,20.3,20.3,No,No internet service,No internet service,0,Yes +7,Month-to-month,No,Bank transfer (automatic),62.8,418.3,DSL,Yes,No,0,No +2,Month-to-month,Yes,Mailed check,74.9,136.05,Fiber optic,No,No,0,No +9,Month-to-month,Yes,Electronic check,74.85,708.2,Fiber optic,No,Yes,0,No +27,Two year,Yes,Credit card (automatic),25.85,788.55,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,101.95,700.85,Fiber optic,No,No,1,Yes +64,Two year,Yes,Mailed check,68.3,4378.8,DSL,Yes,No,0,No +70,Two year,No,Bank transfer (automatic),48.4,3442.8,DSL,Yes,Yes,0,No +2,Month-to-month,Yes,Electronic check,94,181.7,Fiber optic,No,No,1,Yes +67,Two year,Yes,Electronic check,105.05,7171.7,Fiber optic,Yes,Yes,1,No +45,Month-to-month,Yes,Credit card (automatic),89.3,4016.85,Fiber optic,No,No,0,Yes +24,Two year,No,Credit card (automatic),25.15,553,No,No internet service,No internet service,0,No +4,Two year,No,Credit card (automatic),19.5,96.85,No,No internet service,No internet service,0,No +44,Month-to-month,Yes,Bank transfer (automatic),92.95,4122.9,Fiber optic,No,No,0,No +72,Two year,Yes,Mailed check,20.7,1482.3,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Credit card (automatic),74.3,74.3,Fiber optic,No,No,0,Yes +66,Two year,No,Bank transfer (automatic),19.35,1240.8,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,44.65,44.65,DSL,Yes,No,0,Yes +13,Month-to-month,No,Electronic check,84.05,1095.3,Fiber optic,No,Yes,0,Yes +10,Month-to-month,Yes,Bank transfer (automatic),80.7,788.8,Fiber optic,No,No,0,Yes +65,Month-to-month,Yes,Electronic check,104.35,6578.55,Fiber optic,No,No,1,No +1,Month-to-month,No,Mailed check,19.55,19.55,No,No internet service,No internet service,0,No +38,One year,No,Electronic check,74.05,2802.3,DSL,Yes,Yes,0,No +23,Two year,No,Mailed check,40.1,857.75,DSL,Yes,Yes,0,No +10,One year,No,Mailed check,20.1,184.4,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,101.7,364.55,Fiber optic,No,No,0,Yes +72,Two year,Yes,Credit card (automatic),83.55,6093.3,DSL,Yes,Yes,0,No +35,Month-to-month,No,Electronic check,56.85,1861.1,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,20.4,20.4,No,No internet service,No internet service,0,Yes +58,Two year,No,Credit card (automatic),19.55,1079.65,No,No internet service,No internet service,0,No +70,One year,Yes,Electronic check,106.15,7475.1,Fiber optic,Yes,No,0,No +38,One year,No,Credit card (automatic),78.95,2862.55,DSL,No,No,0,No +60,Month-to-month,Yes,Electronic check,49.75,3069.45,DSL,No,No,0,No +26,Month-to-month,Yes,Credit card (automatic),92.4,2349.8,Fiber optic,No,Yes,0,No +8,One year,No,Bank transfer (automatic),58.2,469.25,DSL,Yes,Yes,0,No +41,One year,Yes,Electronic check,102.6,4213.35,Fiber optic,Yes,No,0,Yes +36,Month-to-month,Yes,Credit card (automatic),91.95,3301.05,Fiber optic,No,No,1,No +54,One year,No,Bank transfer (automatic),65.25,3529.95,DSL,Yes,No,1,No +71,Two year,Yes,Bank transfer (automatic),106,7723.7,Fiber optic,No,No,0,Yes +55,Month-to-month,Yes,Electronic check,73.1,4144.9,Fiber optic,No,No,0,No +72,Two year,No,Bank transfer (automatic),59.75,4265,DSL,No,Yes,0,No +3,Month-to-month,Yes,Mailed check,55.1,154.65,DSL,Yes,Yes,0,Yes +54,Two year,Yes,Bank transfer (automatic),59.8,3246.45,DSL,No,No,0,No +72,Two year,Yes,Bank transfer (automatic),116.6,8337.45,Fiber optic,Yes,Yes,0,No +52,Two year,Yes,Electronic check,109.3,5731.4,Fiber optic,Yes,Yes,0,No +60,One year,Yes,Bank transfer (automatic),101.4,6176.6,Fiber optic,No,Yes,1,No +39,Month-to-month,Yes,Credit card (automatic),50.65,1905.4,DSL,No,No,0,No +15,One year,No,Mailed check,56.15,931.9,DSL,No,No,0,No +69,Two year,Yes,Bank transfer (automatic),106.5,7348.8,Fiber optic,Yes,No,0,Yes +43,One year,Yes,Mailed check,19.2,776.25,No,No internet service,No internet service,0,No +63,One year,No,Bank transfer (automatic),83,5243.05,DSL,Yes,Yes,1,No +2,Month-to-month,No,Electronic check,70.1,141.65,Fiber optic,No,No,1,No +72,Two year,Yes,Bank transfer (automatic),108.3,7679.65,Fiber optic,Yes,Yes,0,No +32,Month-to-month,Yes,Bank transfer (automatic),91.05,2954.5,Fiber optic,No,No,0,Yes +40,Two year,No,Credit card (automatic),25.25,1006.9,No,No internet service,No internet service,0,No +58,One year,Yes,Electronic check,45.35,2540.1,DSL,No,Yes,0,No +67,Two year,No,Electronic check,43.9,3097.2,DSL,Yes,Yes,0,No +51,Month-to-month,Yes,Electronic check,77.5,3807.35,Fiber optic,No,Yes,1,Yes +31,One year,Yes,Mailed check,79.3,2484,DSL,Yes,No,0,No +69,Month-to-month,Yes,Credit card (automatic),84.9,5785.65,Fiber optic,No,Yes,1,No +32,One year,Yes,Electronic check,79.25,2619.15,Fiber optic,Yes,No,0,No +21,Two year,No,Credit card (automatic),71.05,1524.85,DSL,Yes,Yes,0,No +52,One year,No,Electronic check,53.75,2790.65,DSL,No,Yes,0,No +72,Two year,No,Credit card (automatic),24.25,1784.5,No,No internet service,No internet service,0,No +72,Two year,Yes,Electronic check,54.2,3937.45,DSL,No,No,0,Yes +52,One year,No,Bank transfer (automatic),44.25,2276.1,DSL,No,Yes,0,No +41,One year,No,Bank transfer (automatic),50.05,2029.05,DSL,Yes,No,0,No +41,Two year,No,Mailed check,20.15,802.35,No,No internet service,No internet service,0,No +6,Month-to-month,Yes,Mailed check,69.25,418.4,Fiber optic,No,No,0,Yes +67,One year,Yes,Credit card (automatic),69.35,4653.25,DSL,Yes,Yes,0,No +16,Month-to-month,No,Mailed check,19.35,275.9,No,No internet service,No internet service,0,No +17,Two year,No,Mailed check,19.15,343.45,No,No internet service,No internet service,0,No +35,Month-to-month,No,Mailed check,61,2130.45,DSL,No,Yes,0,No +58,Two year,No,Credit card (automatic),20.5,1191.4,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,50.5,50.5,DSL,No,No,0,Yes +52,Two year,No,Mailed check,50.2,2554,DSL,Yes,No,0,No +70,Two year,No,Bank transfer (automatic),79.6,5589.45,DSL,Yes,Yes,0,No +19,Two year,Yes,Bank transfer (automatic),24.9,467.7,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,74.4,74.4,Fiber optic,No,No,1,Yes +35,Month-to-month,Yes,Electronic check,106.9,3756.45,Fiber optic,Yes,Yes,0,No +32,Month-to-month,Yes,Electronic check,101.35,3334.9,Fiber optic,No,No,0,No +17,Month-to-month,Yes,Credit card (automatic),55.35,920.5,DSL,Yes,Yes,0,No +67,One year,No,Credit card (automatic),50.55,3431.75,DSL,No,No,0,No +9,Month-to-month,No,Bank transfer (automatic),19.5,150.35,No,No internet service,No internet service,0,No +31,One year,Yes,Mailed check,79.45,2587.7,DSL,Yes,No,0,Yes +4,Month-to-month,No,Electronic check,90.65,367.95,Fiber optic,No,Yes,0,No +58,One year,Yes,Bank transfer (automatic),89.85,5125.75,Fiber optic,Yes,Yes,1,No +60,One year,No,Mailed check,79,4801.1,DSL,Yes,Yes,0,No +58,One year,Yes,Electronic check,104.65,6219.6,Fiber optic,Yes,No,0,Yes +1,Month-to-month,No,Mailed check,19.55,19.55,No,No internet service,No internet service,0,No +27,Two year,No,Mailed check,19.9,550.1,No,No internet service,No internet service,0,No +66,One year,Yes,Electronic check,116.25,7862.25,Fiber optic,Yes,Yes,1,No +15,Month-to-month,Yes,Bank transfer (automatic),87.75,1242.2,Fiber optic,No,Yes,0,No +47,Month-to-month,Yes,Electronic check,100.05,4871.05,Fiber optic,No,No,1,Yes +41,Month-to-month,Yes,Credit card (automatic),81.3,3190.65,Fiber optic,No,Yes,0,No +59,Month-to-month,Yes,Electronic check,44.3,2666.75,DSL,No,No,0,No +50,Two year,No,Credit card (automatic),70.35,3533.6,Fiber optic,No,No,0,No +17,One year,No,Credit card (automatic),44.45,792.15,DSL,No,Yes,0,No +6,Month-to-month,Yes,Electronic check,49.15,295.65,DSL,No,Yes,0,No +51,Month-to-month,Yes,Credit card (automatic),29.45,1459.35,DSL,No,No,1,No +44,Month-to-month,No,Electronic check,100.55,4398.15,Fiber optic,Yes,No,0,Yes +49,Month-to-month,Yes,Credit card (automatic),85.3,4297.95,Fiber optic,No,No,0,No +2,Month-to-month,No,Electronic check,95.65,167.3,Fiber optic,No,No,0,Yes +59,One year,Yes,Mailed check,69.1,4096.9,DSL,Yes,Yes,0,No +50,Month-to-month,Yes,Bank transfer (automatic),70.35,3454.6,DSL,No,Yes,1,No +59,Two year,No,Mailed check,20.6,1286,No,No internet service,No internet service,0,No +18,Month-to-month,No,Mailed check,74.15,1387,Fiber optic,No,No,0,No +10,Month-to-month,No,Electronic check,75.05,786.3,Fiber optic,No,No,0,No +14,One year,No,Electronic check,44.6,641.25,DSL,No,No,0,No +35,Two year,No,Bank transfer (automatic),21.45,705.45,No,No internet service,No internet service,0,No +8,One year,Yes,Mailed check,43.45,345.5,DSL,No,No,0,No +18,One year,No,Bank transfer (automatic),20.05,345.9,No,No internet service,No internet service,0,No +60,One year,No,Bank transfer (automatic),94.15,5811.8,Fiber optic,No,Yes,0,No +1,Month-to-month,No,Electronic check,94.4,94.4,Fiber optic,No,No,0,Yes +6,Two year,No,Mailed check,19.55,124.45,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Mailed check,75.9,1375.6,DSL,Yes,Yes,0,No +53,One year,No,Bank transfer (automatic),64.15,3491.55,DSL,Yes,Yes,0,No +72,Two year,Yes,Bank transfer (automatic),109.55,7920.7,Fiber optic,No,Yes,1,No +60,Two year,Yes,Credit card (automatic),110.8,6640.7,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Credit card (automatic),55,55,DSL,No,No,0,Yes +13,Month-to-month,No,Mailed check,53.45,718.1,DSL,Yes,No,0,No +5,Month-to-month,No,Credit card (automatic),69.95,320.4,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,101.45,101.45,Fiber optic,No,No,0,Yes +13,Month-to-month,No,Electronic check,97,1334.45,Fiber optic,No,No,0,No +37,One year,Yes,Bank transfer (automatic),90.6,3358.65,DSL,Yes,Yes,0,No +64,Month-to-month,Yes,Mailed check,73.55,4764,Fiber optic,No,Yes,0,No +5,Month-to-month,No,Bank transfer (automatic),67.95,350.3,DSL,Yes,No,0,Yes +61,Two year,Yes,Bank transfer (automatic),94.35,5703,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,69.5,69.5,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,18.85,18.85,No,No internet service,No internet service,0,Yes +26,One year,No,Mailed check,19.4,525.55,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,69.2,69.2,Fiber optic,No,No,0,Yes +24,Two year,No,Mailed check,19.75,483.15,No,No internet service,No internet service,0,No +17,One year,No,Electronic check,54.6,934.8,DSL,Yes,No,0,No +26,Month-to-month,Yes,Mailed check,29.8,786.5,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,69.65,69.65,Fiber optic,No,No,0,Yes +40,Month-to-month,No,Electronic check,101.85,4086.3,Fiber optic,No,Yes,1,Yes +52,Month-to-month,Yes,Electronic check,103.05,5364.8,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Electronic check,82.3,82.3,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,20.3,20.3,No,No internet service,No internet service,0,No +21,Two year,No,Mailed check,35.1,770.4,DSL,Yes,Yes,0,No +67,One year,Yes,Bank transfer (automatic),105.7,6816.95,Fiber optic,No,No,0,No +44,Month-to-month,No,Bank transfer (automatic),56.25,2419.55,DSL,Yes,Yes,0,No +70,One year,No,Electronic check,60.35,4138.7,DSL,Yes,No,0,No +3,Month-to-month,No,Electronic check,79.25,267.6,Fiber optic,No,No,0,Yes +56,Two year,Yes,Bank transfer (automatic),59.8,3457.45,DSL,No,Yes,0,No +13,Month-to-month,Yes,Electronic check,84.6,1115.2,Fiber optic,No,No,0,Yes +58,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Fiber optic,No,Yes,0,Yes +42,Month-to-month,Yes,Electronic check,94.2,4186.3,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Electronic check,25.05,25.05,DSL,No,No,1,Yes +46,Two year,No,Mailed check,99.65,4630.2,Fiber optic,Yes,Yes,0,No +63,Two year,Yes,Bank transfer (automatic),50.65,3221.25,DSL,No,Yes,0,No +11,Month-to-month,Yes,Electronic check,60.9,688.5,DSL,Yes,No,0,No +15,Month-to-month,Yes,Bank transfer (automatic),59.65,867.1,DSL,Yes,No,0,No +72,Two year,Yes,Electronic check,64.7,4746.05,DSL,Yes,Yes,0,No +29,Month-to-month,Yes,Credit card (automatic),25.1,712.85,DSL,No,No,0,Yes +1,Month-to-month,No,Electronic check,48.95,48.95,DSL,No,No,0,Yes +6,Month-to-month,No,Electronic check,54.85,355.1,DSL,No,No,0,No +1,Month-to-month,No,Electronic check,45.3,45.3,DSL,No,No,0,Yes +63,One year,Yes,Electronic check,91.35,5764.7,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Electronic check,85.85,167.3,Fiber optic,No,No,0,Yes +18,Two year,No,Mailed check,25.1,428.45,No,No internet service,No internet service,0,No +43,Month-to-month,No,Bank transfer (automatic),34,1505.35,DSL,Yes,Yes,0,No +15,One year,No,Mailed check,45.9,693.45,DSL,Yes,Yes,0,No +10,Month-to-month,No,Electronic check,95.2,930.4,Fiber optic,No,No,0,Yes +55,Two year,No,Mailed check,20.5,1177.95,No,No internet service,No internet service,0,No +49,One year,Yes,Bank transfer (automatic),100.6,5069.65,Fiber optic,Yes,No,0,Yes +6,Month-to-month,Yes,Mailed check,55.3,324.25,DSL,No,No,0,Yes +70,Two year,No,Credit card (automatic),20.35,1458.1,No,No internet service,No internet service,0,No +2,Month-to-month,Yes,Mailed check,74.85,156.4,Fiber optic,No,No,1,Yes +63,One year,No,Bank transfer (automatic),36.1,2298.9,DSL,Yes,Yes,1,No +25,Month-to-month,Yes,Bank transfer (automatic),65.8,1679.65,DSL,Yes,No,0,No +18,One year,No,Bank transfer (automatic),20.35,369.6,No,No internet service,No internet service,1,No +28,Month-to-month,Yes,Electronic check,105.8,2998,Fiber optic,Yes,No,1,No +53,One year,Yes,Mailed check,96.75,5206.55,Fiber optic,Yes,Yes,1,No +35,One year,Yes,Bank transfer (automatic),102.35,3626.1,Fiber optic,No,No,0,Yes +1,Month-to-month,No,Mailed check,24.4,24.4,DSL,No,No,0,No +70,One year,No,Credit card (automatic),115.65,7968.85,Fiber optic,Yes,Yes,0,Yes +2,Month-to-month,Yes,Electronic check,79.85,152.45,Fiber optic,Yes,No,0,Yes +26,Month-to-month,Yes,Electronic check,73.05,1959.5,DSL,Yes,No,0,No +34,One year,No,Electronic check,64.35,2053.05,DSL,No,Yes,0,No +19,Two year,No,Mailed check,20.5,398.55,No,No internet service,No internet service,0,No +15,Month-to-month,Yes,Mailed check,76,1130.85,Fiber optic,No,No,0,Yes +62,One year,No,Credit card (automatic),54.75,3425.35,DSL,No,Yes,0,No +42,Month-to-month,Yes,Bank transfer (automatic),104.75,4323.45,Fiber optic,No,No,1,Yes +9,Month-to-month,Yes,Electronic check,74.65,703.55,DSL,No,Yes,0,Yes +24,Month-to-month,Yes,Electronic check,51.15,1275.7,DSL,No,Yes,0,No +68,Two year,Yes,Electronic check,41.95,2965.75,DSL,No,Yes,1,No +31,Month-to-month,No,Mailed check,54.35,1647,DSL,Yes,No,0,No +1,Month-to-month,Yes,Electronic check,56.25,56.25,DSL,No,No,0,Yes +21,Month-to-month,Yes,Electronic check,106.1,2249.95,Fiber optic,Yes,No,0,Yes +63,One year,Yes,Electronic check,96,6109.75,Fiber optic,No,No,0,No +2,Month-to-month,Yes,Bank transfer (automatic),79.75,159.4,Fiber optic,No,No,1,Yes +61,Two year,Yes,Bank transfer (automatic),61.45,3751.15,DSL,Yes,No,0,No +1,Month-to-month,No,Electronic check,68.65,68.65,Fiber optic,No,No,0,Yes +18,One year,No,Mailed check,19.65,411.25,No,No internet service,No internet service,0,No +6,One year,No,Credit card (automatic),19,105.5,No,No internet service,No internet service,0,No +33,Month-to-month,Yes,Electronic check,100,3320.6,Fiber optic,No,No,0,No +16,Month-to-month,No,Bank transfer (automatic),20.25,327.45,No,No internet service,No internet service,0,Yes +56,Month-to-month,Yes,Electronic check,98.7,5669.5,Fiber optic,Yes,No,0,No +23,One year,No,Mailed check,19.8,465.45,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,73.8,704.3,Fiber optic,No,No,0,No +14,Month-to-month,Yes,Electronic check,100.2,1369.8,Fiber optic,No,No,1,Yes +15,Month-to-month,Yes,Bank transfer (automatic),74.9,1107.25,Fiber optic,No,No,0,Yes +5,Month-to-month,No,Credit card (automatic),20.05,95.55,No,No internet service,No internet service,0,No +61,Month-to-month,Yes,Electronic check,106.2,6375.2,Fiber optic,No,Yes,0,No +70,Two year,Yes,Credit card (automatic),116.55,8152.3,Fiber optic,Yes,Yes,0,No +15,Month-to-month,Yes,Electronic check,99.7,1566.75,Fiber optic,No,Yes,0,No +8,Two year,No,Mailed check,19.7,130.25,No,No internet service,No internet service,0,No +8,Two year,No,Mailed check,19.5,162.15,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Mailed check,29.15,110.05,DSL,No,Yes,0,No +34,One year,No,Mailed check,55,1885.15,DSL,No,Yes,0,No +68,Two year,Yes,Credit card (automatic),90.8,6302.85,DSL,Yes,Yes,0,No +45,One year,No,Bank transfer (automatic),51,2264.5,DSL,Yes,No,0,No +9,Month-to-month,Yes,Electronic check,90.1,816.8,Fiber optic,No,No,1,No +22,Month-to-month,Yes,Mailed check,59.05,1253.5,DSL,Yes,Yes,0,No +2,Month-to-month,No,Mailed check,20.3,41.2,No,No internet service,No internet service,0,No +70,Two year,No,Bank transfer (automatic),72.95,5265.55,DSL,Yes,No,0,No +10,One year,No,Credit card (automatic),73.55,693.3,DSL,Yes,Yes,0,No +72,Two year,No,Credit card (automatic),84.3,5997.1,DSL,Yes,Yes,0,No +49,One year,No,Credit card (automatic),78,3824.2,DSL,No,No,0,No +54,One year,No,Mailed check,72.1,3886.05,DSL,Yes,No,1,No +71,Two year,Yes,Credit card (automatic),106.75,7283.25,Fiber optic,No,Yes,0,No +22,One year,Yes,Mailed check,19.25,412.55,No,No internet service,No internet service,0,No +50,Two year,No,Credit card (automatic),20.55,1070.25,No,No internet service,No internet service,0,No +43,One year,No,Mailed check,20,817.95,No,No internet service,No internet service,0,No +45,Two year,Yes,Credit card (automatic),24.65,1171.3,No,No internet service,No internet service,0,No +64,Month-to-month,Yes,Bank transfer (automatic),103.5,6548.65,Fiber optic,No,Yes,1,No +23,Two year,No,Mailed check,23.85,625.65,No,No internet service,No internet service,0,No +68,Two year,No,Credit card (automatic),25.8,1911.5,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,70.85,70.85,Fiber optic,No,No,0,Yes +2,Month-to-month,Yes,Credit card (automatic),69.8,134.7,Fiber optic,No,No,0,Yes +26,One year,No,Credit card (automatic),59.45,1507,DSL,Yes,No,0,No +55,Month-to-month,Yes,Bank transfer (automatic),54.55,2978.3,DSL,Yes,No,0,Yes +14,Month-to-month,Yes,Electronic check,20.05,299.3,No,No internet service,No internet service,0,No +71,Two year,Yes,Electronic check,82.55,5832.65,DSL,Yes,Yes,0,No +64,One year,No,Electronic check,81.25,5567.55,DSL,Yes,Yes,0,No +7,Month-to-month,Yes,Credit card (automatic),70.75,450.8,DSL,Yes,No,0,Yes +57,Two year,Yes,Credit card (automatic),74.3,4166.35,DSL,Yes,Yes,0,No +13,Month-to-month,No,Electronic check,94.1,1215.6,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Credit card (automatic),29.7,91.7,DSL,No,Yes,0,Yes +72,Two year,No,Credit card (automatic),109.7,7898.45,Fiber optic,Yes,No,1,No +40,Month-to-month,Yes,Credit card (automatic),96.35,3915.4,Fiber optic,No,No,0,No +14,Month-to-month,Yes,Credit card (automatic),66.6,979.5,DSL,Yes,No,0,No +2,Month-to-month,Yes,Electronic check,44.5,90.05,DSL,No,No,0,No +66,One year,No,Credit card (automatic),110.9,7432.05,Fiber optic,Yes,No,1,Yes +38,Month-to-month,Yes,Electronic check,105,4026.4,Fiber optic,Yes,No,0,Yes +1,Month-to-month,Yes,Electronic check,25.3,25.3,DSL,No,No,0,Yes +22,One year,Yes,Credit card (automatic),55.15,1193.05,DSL,Yes,No,0,Yes +1,Month-to-month,Yes,Mailed check,20.1,20.1,No,No internet service,No internet service,0,Yes +5,Month-to-month,Yes,Mailed check,80.1,398.55,Fiber optic,No,No,0,No +29,One year,No,Bank transfer (automatic),69.05,1958.45,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Mailed check,69.9,69.9,Fiber optic,No,No,0,Yes +3,Month-to-month,No,Mailed check,20.4,63.15,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),19.7,1301.1,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,50.1,484.05,DSL,No,No,0,No +43,Month-to-month,Yes,Electronic check,101.4,4528,Fiber optic,No,No,0,Yes +48,One year,Yes,Credit card (automatic),83.45,3887.85,DSL,No,Yes,0,No +26,Month-to-month,Yes,Credit card (automatic),86.65,2208.75,Fiber optic,No,Yes,0,No +9,Month-to-month,No,Bank transfer (automatic),20.15,238.15,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Electronic check,80.8,80.8,Fiber optic,No,No,0,Yes +46,Two year,No,Credit card (automatic),19.4,958.15,No,No internet service,No internet service,0,No +2,Month-to-month,No,Bank transfer (automatic),62.05,118.3,DSL,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,76.45,76.45,Fiber optic,No,No,1,Yes +64,Two year,Yes,Bank transfer (automatic),60.05,3845.45,DSL,Yes,Yes,0,No +12,Month-to-month,Yes,Electronic check,91.3,1094.5,Fiber optic,No,No,1,Yes +6,Month-to-month,Yes,Electronic check,95.75,573.75,Fiber optic,No,No,1,Yes +59,One year,No,Mailed check,20.35,1267,No,No internet service,No internet service,0,No +7,One year,Yes,Mailed check,94.05,633.45,Fiber optic,No,No,0,No +72,Two year,Yes,Credit card (automatic),84.1,6129.65,DSL,No,Yes,1,No +16,Month-to-month,Yes,Electronic check,78.75,1218.25,Fiber optic,No,No,1,No +25,Month-to-month,No,Credit card (automatic),55.55,1405.3,DSL,No,No,0,No +34,Month-to-month,No,Electronic check,62.65,2274.9,DSL,Yes,Yes,0,Yes +1,Month-to-month,Yes,Electronic check,74.5,74.5,Fiber optic,No,No,0,Yes +10,Month-to-month,Yes,Credit card (automatic),102.1,1068.85,Fiber optic,No,No,0,Yes +24,One year,No,Mailed check,20.1,533.9,No,No internet service,No internet service,0,No +10,One year,No,Electronic check,70.3,676.15,DSL,No,Yes,0,No +69,One year,Yes,Credit card (automatic),53.65,3804.4,DSL,No,Yes,0,No +57,Two year,No,Mailed check,20.75,1118.8,No,No internet service,No internet service,0,No +50,One year,Yes,Bank transfer (automatic),103.4,5236.4,Fiber optic,Yes,No,0,No +28,One year,No,Mailed check,50.8,1386.8,DSL,Yes,Yes,0,No +16,Month-to-month,Yes,Electronic check,50.15,762.25,DSL,No,Yes,0,Yes +25,Month-to-month,Yes,Mailed check,79,1902,DSL,Yes,Yes,0,No +3,Month-to-month,Yes,Bank transfer (automatic),74.6,239.05,Fiber optic,No,No,1,No +61,One year,Yes,Bank transfer (automatic),96.5,5673.7,Fiber optic,No,No,0,No +2,Month-to-month,No,Mailed check,20.1,39.8,No,No internet service,No internet service,0,No +51,One year,No,Mailed check,19.4,997.75,No,No internet service,No internet service,0,No +71,Two year,No,Credit card (automatic),77.55,5574.35,DSL,No,Yes,0,No +20,Month-to-month,No,Mailed check,20.05,406.05,No,No internet service,No internet service,0,No +6,Month-to-month,No,Credit card (automatic),19.85,138.85,No,No internet service,No internet service,0,No +6,Month-to-month,No,Mailed check,20.2,123.65,No,No internet service,No internet service,0,No +29,Month-to-month,No,Mailed check,67.45,1801.1,DSL,Yes,Yes,0,No +36,Two year,Yes,Credit card (automatic),18.55,689,No,No internet service,No internet service,0,No +28,Month-to-month,Yes,Mailed check,29.75,790.7,DSL,No,No,0,No +7,Month-to-month,Yes,Electronic check,86.5,582.5,Fiber optic,No,No,0,Yes +63,Two year,No,Mailed check,24.2,1618.2,No,No internet service,No internet service,0,No +48,Two year,No,Mailed check,23.55,1173.35,No,No internet service,No internet service,0,No +49,One year,No,Bank transfer (automatic),20.45,900.9,No,No internet service,No internet service,0,No +27,Month-to-month,Yes,Electronic check,81.45,2122.05,Fiber optic,No,No,1,Yes +72,Two year,No,Credit card (automatic),92.3,6719.9,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.15,69.15,Fiber optic,No,No,0,Yes +72,Two year,No,Credit card (automatic),53.65,3784,DSL,Yes,No,0,No +47,One year,No,Credit card (automatic),39.65,1798.65,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,54.65,54.65,DSL,No,No,0,No +36,One year,Yes,Bank transfer (automatic),104.8,3886.45,Fiber optic,No,No,0,No +43,Month-to-month,No,Credit card (automatic),29.3,1224.05,DSL,No,No,0,No +27,Month-to-month,No,Electronic check,83.85,2310.2,DSL,Yes,No,1,No +9,Month-to-month,Yes,Electronic check,79.55,723.4,Fiber optic,No,No,0,Yes +38,Month-to-month,Yes,Electronic check,103.65,3988.5,Fiber optic,Yes,No,0,No +35,Month-to-month,Yes,Electronic check,99.05,3554.6,Fiber optic,No,Yes,1,No +0,Two year,No,Mailed check,73.35, ,DSL,Yes,No,0,No +59,Two year,Yes,Mailed check,100.05,6034.85,Fiber optic,Yes,No,0,No +27,Two year,No,Credit card (automatic),20.35,531.6,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,43.95,85.1,DSL,No,No,1,No +7,Month-to-month,No,Mailed check,23.5,173,No,No internet service,No internet service,0,No +36,One year,Yes,Mailed check,70.7,2511.95,DSL,Yes,No,0,No +41,Month-to-month,Yes,Bank transfer (automatic),94.3,3893.6,Fiber optic,No,Yes,0,No +13,Month-to-month,No,Electronic check,29.15,357.15,DSL,No,No,0,No +19,Two year,No,Credit card (automatic),20.85,467.5,No,No internet service,No internet service,0,No +60,Two year,No,Bank transfer (automatic),37.7,2288.7,DSL,Yes,Yes,0,No +48,Two year,Yes,Mailed check,95.5,4627.85,Fiber optic,Yes,No,0,Yes +3,Month-to-month,No,Electronic check,91.05,289.1,Fiber optic,No,No,1,Yes +69,Two year,Yes,Mailed check,92.45,6460.55,Fiber optic,Yes,No,0,No +43,One year,No,Electronic check,44.15,1931.3,DSL,Yes,No,0,No +11,One year,Yes,Mailed check,36.05,402.6,DSL,Yes,Yes,0,No +45,Month-to-month,Yes,Credit card (automatic),50.25,2221.55,DSL,No,No,0,No +72,Two year,Yes,Credit card (automatic),109.75,7758.9,Fiber optic,Yes,No,0,No +2,Month-to-month,No,Electronic check,79.2,172.85,Fiber optic,No,No,1,Yes +12,Two year,No,Bank transfer (automatic),20.3,224.5,No,No internet service,No internet service,0,No +67,One year,Yes,Credit card (automatic),112.35,7388.45,Fiber optic,Yes,No,0,No +37,Two year,No,Mailed check,94.3,3460.95,Fiber optic,Yes,No,0,No +39,One year,No,Bank transfer (automatic),41.15,1700.9,DSL,Yes,Yes,0,No +41,Month-to-month,Yes,Bank transfer (automatic),74.65,3090.65,DSL,Yes,Yes,0,No +25,Month-to-month,Yes,Electronic check,48.25,1293.8,DSL,No,No,0,No +8,Two year,Yes,Credit card (automatic),76.15,645.8,DSL,Yes,Yes,0,No +71,Two year,No,Mailed check,71.1,5224.95,DSL,Yes,Yes,0,No +5,Month-to-month,No,Electronic check,96.55,500.1,Fiber optic,No,No,0,No +30,One year,Yes,Credit card (automatic),79.3,2427.1,DSL,No,Yes,0,No +40,One year,Yes,Credit card (automatic),89.6,3488.15,Fiber optic,Yes,No,0,No +54,Two year,Yes,Mailed check,20.5,1035.7,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),106.3,7565.35,Fiber optic,No,No,0,No +28,One year,No,Bank transfer (automatic),100.35,2799,Fiber optic,No,No,0,No +18,Month-to-month,Yes,Electronic check,85.6,1601.5,Fiber optic,Yes,No,0,No +2,Month-to-month,Yes,Electronic check,45.25,85.5,DSL,No,No,0,Yes +59,One year,Yes,Electronic check,106.15,6256.2,Fiber optic,No,No,0,No +22,Month-to-month,Yes,Electronic check,51.1,1232.9,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,19.9,19.9,No,No internet service,No internet service,0,No +72,Two year,Yes,Credit card (automatic),25.7,1937.4,No,No internet service,No internet service,1,No +14,Month-to-month,Yes,Electronic check,74.3,1096.25,Fiber optic,No,No,1,Yes +50,One year,No,Electronic check,99.4,5059.75,Fiber optic,Yes,No,0,No +48,One year,No,Bank transfer (automatic),69.7,3023.65,DSL,Yes,Yes,0,No +49,Month-to-month,Yes,Electronic check,98.35,4889.2,Fiber optic,No,No,0,No +28,Month-to-month,No,Electronic check,85.45,2289.9,Fiber optic,No,No,0,No +68,Month-to-month,Yes,Electronic check,95.9,6503.2,Fiber optic,No,No,1,No +13,Month-to-month,No,Electronic check,100.75,1313.25,Fiber optic,Yes,No,0,No +11,Month-to-month,Yes,Electronic check,89.2,990.3,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Credit card (automatic),74.1,228,Fiber optic,No,No,0,Yes +57,Month-to-month,No,Electronic check,100.6,5746.15,Fiber optic,No,No,1,Yes +3,Month-to-month,No,Mailed check,75,209.1,Fiber optic,No,No,0,Yes +72,Two year,No,Credit card (automatic),25.75,1864.2,No,No internet service,No internet service,0,No +70,Two year,Yes,Electronic check,84.1,5979.7,DSL,Yes,No,0,No +49,Two year,No,Bank transfer (automatic),79.3,3902.45,DSL,Yes,No,0,No +67,One year,Yes,Credit card (automatic),107.05,7142.5,Fiber optic,No,Yes,1,No +46,Two year,No,Bank transfer (automatic),20.05,902,No,No internet service,No internet service,0,No +64,Two year,Yes,Credit card (automatic),70.2,4481,DSL,Yes,Yes,1,Yes +37,Month-to-month,No,Bank transfer (automatic),19.5,805.2,No,No internet service,No internet service,0,No +2,Month-to-month,No,Electronic check,70.75,154.85,Fiber optic,No,No,1,Yes +13,Month-to-month,No,Electronic check,45.3,528.45,DSL,No,No,1,No +72,Two year,No,Electronic check,115.15,8349.7,Fiber optic,Yes,Yes,0,No +68,Two year,Yes,Bank transfer (automatic),72.95,4953.25,DSL,Yes,No,0,No +15,One year,No,Mailed check,19.65,332.65,No,No internet service,No internet service,0,No +24,Two year,Yes,Bank transfer (automatic),19.55,470.2,No,No internet service,No internet service,0,No +24,Month-to-month,Yes,Electronic check,89.55,2259.35,Fiber optic,Yes,No,0,No +27,Month-to-month,No,Mailed check,50.35,1411.35,DSL,No,Yes,0,No +12,Month-to-month,No,Bank transfer (automatic),50.25,593.75,DSL,Yes,No,0,Yes +71,Two year,No,Credit card (automatic),87.25,6328.7,DSL,Yes,Yes,0,No +67,Two year,Yes,Mailed check,20.8,1411.9,No,No internet service,No internet service,0,No +63,Two year,Yes,Bank transfer (automatic),109.25,6841.4,Fiber optic,Yes,No,0,No +1,Month-to-month,No,Mailed check,20.35,20.35,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Electronic check,55.9,238.5,DSL,No,No,0,No +40,Month-to-month,Yes,Credit card (automatic),79.2,3233.85,Fiber optic,No,Yes,1,Yes +12,Month-to-month,Yes,Electronic check,96,1062.1,Fiber optic,No,No,0,Yes +52,Two year,No,Electronic check,79.2,4016.3,DSL,No,Yes,0,No +10,Month-to-month,Yes,Electronic check,24,226.55,No,No internet service,No internet service,0,No +68,One year,No,Bank transfer (automatic),101.35,7110.75,Fiber optic,No,Yes,0,No +54,Month-to-month,Yes,Electronic check,100.1,5440.9,Fiber optic,Yes,No,0,Yes +4,Month-to-month,No,Mailed check,56.5,235.1,DSL,Yes,No,0,Yes +52,One year,No,Mailed check,35.45,1958.95,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,85,85,Fiber optic,No,No,1,Yes +70,One year,No,Bank transfer (automatic),79.4,5528.9,DSL,Yes,Yes,0,No +43,One year,Yes,Credit card (automatic),35.2,1463.7,DSL,No,Yes,0,No +52,Two year,No,Mailed check,19.65,1025.05,No,No internet service,No internet service,0,No +12,Two year,No,Mailed check,49.85,552.1,DSL,Yes,Yes,0,No +56,One year,No,Bank transfer (automatic),68.75,3815.4,DSL,No,Yes,0,No +0,Two year,Yes,Bank transfer (automatic),61.9, ,DSL,Yes,Yes,0,No +42,Month-to-month,No,Electronic check,79.9,3313.4,Fiber optic,No,No,0,No +22,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,Fiber optic,No,No,1,No +51,One year,No,Electronic check,59.3,3014.65,DSL,No,Yes,0,Yes +27,Month-to-month,Yes,Credit card (automatic),19.4,460.25,No,No internet service,No internet service,0,No +51,One year,Yes,Bank transfer (automatic),93.65,4839.15,Fiber optic,No,Yes,1,No +4,Month-to-month,Yes,Electronic check,49.4,184.4,DSL,No,Yes,0,Yes +1,Month-to-month,Yes,Mailed check,19.9,19.9,No,No internet service,No internet service,0,No +35,Month-to-month,No,Mailed check,55,2010.55,DSL,No,No,0,Yes +71,One year,Yes,Bank transfer (automatic),72.9,5139.65,DSL,Yes,No,1,No +1,Month-to-month,Yes,Electronic check,69.2,69.2,Fiber optic,No,No,0,Yes +69,Two year,Yes,Bank transfer (automatic),25.6,1673.4,No,No internet service,No internet service,0,No +14,One year,No,Mailed check,19.75,309.35,No,No internet service,No internet service,0,No +57,Month-to-month,No,Electronic check,55.7,3171.6,DSL,Yes,Yes,0,No +72,Two year,No,Credit card (automatic),117.5,8670.1,Fiber optic,Yes,Yes,0,No +48,Two year,No,Credit card (automatic),19.85,916,No,No internet service,No internet service,0,No +4,Month-to-month,Yes,Mailed check,78.9,299.75,Fiber optic,No,No,0,No +31,Month-to-month,Yes,Electronic check,20.65,702.05,No,No internet service,No internet service,0,No +38,One year,Yes,Mailed check,62.3,2354.8,DSL,Yes,No,0,Yes +37,Month-to-month,Yes,Electronic check,92.5,3473.4,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Mailed check,19.65,19.65,No,No internet service,No internet service,0,No +57,Two year,Yes,Bank transfer (automatic),79.75,4438.2,DSL,No,No,1,No +62,Two year,Yes,Credit card (automatic),79.95,4819.75,DSL,Yes,Yes,1,No +3,Month-to-month,Yes,Electronic check,29.9,92.25,DSL,Yes,No,0,No +72,Two year,Yes,Mailed check,19.75,1567,No,No internet service,No internet service,0,No +29,Month-to-month,Yes,Mailed check,45,1242.45,DSL,Yes,Yes,0,No +13,Month-to-month,No,Bank transfer (automatic),44.8,559.2,DSL,No,No,0,No +3,Month-to-month,No,Electronic check,69.65,220.1,Fiber optic,No,No,0,Yes +11,Month-to-month,No,Electronic check,51.1,531.15,DSL,No,No,0,No +21,Two year,No,Mailed check,53.15,1183.2,DSL,Yes,Yes,0,No +19,Month-to-month,No,Bank transfer (automatic),24.7,465.85,No,No internet service,No internet service,0,No +61,Two year,Yes,Credit card (automatic),111.6,6876.05,Fiber optic,Yes,Yes,0,Yes +11,Month-to-month,No,Credit card (automatic),48.55,501,DSL,No,Yes,0,Yes +35,Month-to-month,Yes,Electronic check,109.95,3782.4,Fiber optic,Yes,No,0,No +25,Month-to-month,No,Mailed check,20.8,460.2,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,20.2,20.2,No,No internet service,No internet service,0,Yes +67,Two year,Yes,Bank transfer (automatic),25.6,1790.35,No,No internet service,No internet service,0,No +19,Month-to-month,Yes,Electronic check,39.65,733.35,DSL,No,No,0,Yes +56,One year,No,Electronic check,24.9,1334,No,No internet service,No internet service,0,Yes +72,Two year,Yes,Credit card (automatic),108.4,7767.25,Fiber optic,No,Yes,0,No +43,Two year,No,Mailed check,19.55,876.15,No,No internet service,No internet service,0,No +55,Month-to-month,Yes,Electronic check,85.1,4600.95,Fiber optic,No,Yes,0,No +2,Month-to-month,No,Mailed check,56.7,113.55,DSL,No,Yes,0,Yes +27,Month-to-month,Yes,Mailed check,69.05,1793.25,Fiber optic,No,No,0,No +13,Month-to-month,Yes,Mailed check,70.15,886.7,Fiber optic,No,No,0,No +70,Two year,Yes,Mailed check,111.15,7737.55,Fiber optic,No,Yes,0,No +14,One year,No,Mailed check,105.95,1348.9,Fiber optic,Yes,Yes,0,Yes +19,One year,Yes,Bank transfer (automatic),89.35,1686.85,Fiber optic,Yes,No,0,No +20,Month-to-month,Yes,Bank transfer (automatic),89.1,1879.25,Fiber optic,No,Yes,0,No +43,One year,Yes,Credit card (automatic),91.25,4013.8,Fiber optic,Yes,Yes,0,No +5,Month-to-month,Yes,Mailed check,90.35,434.5,Fiber optic,No,Yes,0,No +70,One year,Yes,Bank transfer (automatic),105.55,7195.35,Fiber optic,Yes,No,1,No +40,Two year,No,Mailed check,19.1,780.1,No,No internet service,No internet service,0,No +6,Two year,Yes,Credit card (automatic),20.4,107.6,No,No internet service,No internet service,0,No +39,Two year,Yes,Electronic check,100.45,3801.7,Fiber optic,No,Yes,0,No +4,Month-to-month,No,Electronic check,74.95,308.7,Fiber optic,No,No,1,Yes +15,Month-to-month,Yes,Electronic check,29.7,438.25,DSL,Yes,No,0,Yes +1,Month-to-month,Yes,Electronic check,50.35,50.35,DSL,No,No,0,Yes +45,Month-to-month,Yes,Bank transfer (automatic),85.7,3778.1,Fiber optic,Yes,Yes,1,No +64,Two year,No,Electronic check,47.85,3147.5,DSL,Yes,Yes,0,Yes +57,Month-to-month,No,Credit card (automatic),94,5438.95,Fiber optic,No,No,1,No +72,Two year,No,Bank transfer (automatic),69.85,5102.35,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,70.3,70.3,Fiber optic,No,No,0,Yes +72,Two year,No,Credit card (automatic),25.85,1872.2,No,No internet service,No internet service,0,No +3,Two year,No,Mailed check,71.1,213.35,DSL,Yes,Yes,0,No +55,Month-to-month,Yes,Electronic check,98.8,5617.75,Fiber optic,No,Yes,1,Yes +59,Month-to-month,No,Electronic check,93.35,5386.5,Fiber optic,Yes,No,0,No +18,Month-to-month,Yes,Bank transfer (automatic),99.85,1776.95,Fiber optic,Yes,No,0,Yes +32,Month-to-month,Yes,Credit card (automatic),80.3,2483.05,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,DSL,No,Yes,0,No +66,Month-to-month,Yes,Credit card (automatic),80.45,5224.35,Fiber optic,No,No,1,Yes +27,Month-to-month,Yes,Electronic check,81.3,2272.8,Fiber optic,No,No,0,No +4,Month-to-month,Yes,Credit card (automatic),20.7,83.75,No,No internet service,No internet service,0,No +60,Month-to-month,Yes,Credit card (automatic),79.05,4663.4,DSL,Yes,Yes,0,No +8,Two year,No,Mailed check,19.05,201.7,No,No internet service,No internet service,0,No +8,Two year,No,Credit card (automatic),19.6,125,No,No internet service,No internet service,0,No +35,Two year,Yes,Mailed check,20.2,684.4,No,No internet service,No internet service,0,No +7,Month-to-month,Yes,Electronic check,86.8,620.35,Fiber optic,No,No,0,Yes +53,Two year,No,Mailed check,20.9,1146.05,No,No internet service,No internet service,0,No +18,Month-to-month,Yes,Credit card (automatic),103.6,1806.35,Fiber optic,Yes,No,1,No +15,Two year,Yes,Mailed check,38.8,603,DSL,No,No,0,No +67,One year,Yes,Bank transfer (automatic),88.4,5798.3,Fiber optic,No,No,0,No +6,Month-to-month,Yes,Electronic check,84.2,519.15,Fiber optic,No,No,1,Yes +6,Month-to-month,Yes,Electronic check,79.7,497.6,Fiber optic,No,No,1,No +13,Month-to-month,Yes,Mailed check,99,1301.7,Fiber optic,Yes,No,0,Yes +11,Month-to-month,Yes,Electronic check,100.75,1129.75,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,19.3,19.3,No,No internet service,No internet service,0,No +5,Month-to-month,Yes,Mailed check,55.75,266.95,DSL,Yes,Yes,0,No +13,One year,Yes,Mailed check,19.95,257,No,No internet service,No internet service,0,No +9,Month-to-month,No,Bank transfer (automatic),91.75,865.8,Fiber optic,No,Yes,0,Yes +29,Month-to-month,No,Mailed check,89.65,2623.65,Fiber optic,Yes,No,0,No +1,Month-to-month,Yes,Mailed check,45.85,45.85,DSL,No,No,1,No +1,Month-to-month,Yes,Mailed check,79.55,79.55,Fiber optic,No,No,0,Yes +18,Month-to-month,No,Mailed check,55.95,1082.8,DSL,No,No,0,No +2,Month-to-month,No,Credit card (automatic),69,147.8,DSL,No,No,0,No +30,Month-to-month,Yes,Bank transfer (automatic),83.55,2570.2,Fiber optic,Yes,No,0,No +66,Two year,No,Bank transfer (automatic),65.7,4378.9,DSL,Yes,Yes,0,No +38,Two year,Yes,Bank transfer (automatic),94.9,3616.25,Fiber optic,Yes,No,0,No +44,Month-to-month,Yes,Mailed check,61.9,2924.05,DSL,Yes,No,0,No +54,Month-to-month,No,Electronic check,111.1,6014.85,Fiber optic,Yes,No,0,Yes +2,Month-to-month,No,Mailed check,20,32.7,No,No internet service,No internet service,0,No +42,One year,Yes,Mailed check,67.7,2882.25,DSL,Yes,Yes,0,No +58,Two year,No,Credit card (automatic),25.15,1509.9,No,No internet service,No internet service,0,No +58,Month-to-month,Yes,Electronic check,92.85,5305.05,Fiber optic,No,No,0,No +25,Month-to-month,Yes,Electronic check,89.1,2368.4,Fiber optic,No,No,0,Yes +71,Two year,No,Mailed check,111.3,7985.9,Fiber optic,Yes,Yes,0,No +37,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Fiber optic,No,No,0,Yes +14,Month-to-month,Yes,Electronic check,91.65,1301,Fiber optic,Yes,No,0,Yes +4,Month-to-month,Yes,Electronic check,88.85,372.45,Fiber optic,No,No,1,Yes +48,One year,Yes,Bank transfer (automatic),60.6,2985.25,DSL,Yes,Yes,0,No +3,Month-to-month,No,Electronic check,25.3,77.75,DSL,No,No,1,Yes +8,Two year,No,Mailed check,65.5,564.35,DSL,Yes,Yes,0,No +1,Month-to-month,Yes,Electronic check,95.45,95.45,Fiber optic,No,No,0,Yes +67,Two year,No,Bank transfer (automatic),19.95,1311.75,No,No internet service,No internet service,0,No +13,Month-to-month,Yes,Electronic check,91.1,1135.7,Fiber optic,No,No,0,Yes +45,One year,Yes,Credit card (automatic),54.15,2319.8,DSL,Yes,No,0,Yes +49,Month-to-month,Yes,Bank transfer (automatic),74.6,3720.35,Fiber optic,No,No,0,No +52,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,Fiber optic,No,No,0,No +63,One year,Yes,Credit card (automatic),81.15,5224.5,Fiber optic,No,Yes,0,No +68,Two year,Yes,Bank transfer (automatic),89.05,6185.8,DSL,Yes,Yes,0,No +31,Month-to-month,Yes,Mailed check,49.2,1498.55,DSL,Yes,No,0,No +64,Two year,No,Credit card (automatic),19.45,1208.6,No,No internet service,No internet service,0,No +62,One year,Yes,Electronic check,104.3,6613.65,Fiber optic,Yes,Yes,0,No +1,Month-to-month,No,Bank transfer (automatic),69.7,69.7,Fiber optic,No,No,0,Yes +6,Month-to-month,Yes,Electronic check,89.5,573.3,Fiber optic,No,No,0,Yes +21,Month-to-month,Yes,Electronic check,86.05,1818.9,Fiber optic,Yes,No,0,No +72,Two year,No,Bank transfer (automatic),25.2,1787.35,No,No internet service,No internet service,0,No +32,Month-to-month,Yes,Electronic check,35.15,1051.05,DSL,No,Yes,0,No +71,One year,Yes,Credit card (automatic),99.65,7181.25,Fiber optic,Yes,Yes,1,No +34,Month-to-month,Yes,Bank transfer (automatic),105.35,3688.6,Fiber optic,No,Yes,0,No +3,Month-to-month,Yes,Electronic check,35.15,99.75,DSL,No,No,0,Yes +12,Month-to-month,Yes,Credit card (automatic),73.75,871.4,Fiber optic,No,No,0,Yes +8,Month-to-month,No,Electronic check,101.35,780.5,Fiber optic,No,No,1,Yes +35,Two year,No,Bank transfer (automatic),24.3,821.6,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Electronic check,80.7,239.45,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Mailed check,89.85,244.45,Fiber optic,Yes,No,0,No +53,One year,Yes,Electronic check,61.1,3357.9,DSL,No,No,0,No +4,Month-to-month,Yes,Electronic check,29.05,129.6,DSL,No,Yes,0,No +48,One year,Yes,Bank transfer (automatic),99.7,4977.2,Fiber optic,No,Yes,0,No +6,Month-to-month,No,Credit card (automatic),55.9,365.35,DSL,No,Yes,0,Yes +3,Month-to-month,Yes,Electronic check,105.9,334.65,Fiber optic,No,No,1,Yes +54,Two year,No,Credit card (automatic),46,2424.05,DSL,Yes,No,0,No +1,Month-to-month,No,Mailed check,43.95,43.95,DSL,No,No,0,Yes +62,Month-to-month,Yes,Bank transfer (automatic),80.4,4981.15,DSL,Yes,No,0,No +22,One year,Yes,Mailed check,100.05,2090.25,Fiber optic,No,No,0,No +1,Month-to-month,Yes,Bank transfer (automatic),45.1,45.1,DSL,No,No,0,Yes +51,One year,Yes,Bank transfer (automatic),94,4905.75,Fiber optic,No,No,1,No +30,One year,Yes,Credit card (automatic),68.95,2038.7,DSL,No,No,0,No +56,One year,Yes,Credit card (automatic),68.45,4014,DSL,Yes,Yes,1,No +35,One year,Yes,Electronic check,69,2441.7,DSL,Yes,No,0,No +64,Month-to-month,Yes,Electronic check,43.85,2751,DSL,Yes,No,1,No +30,Month-to-month,Yes,Electronic check,44.5,1307.8,DSL,No,No,0,No +25,Two year,Yes,Mailed check,18.7,383.65,No,No internet service,No internet service,0,No +41,Month-to-month,No,Bank transfer (automatic),70.25,2868.05,Fiber optic,No,No,0,Yes +9,Month-to-month,No,Electronic check,55.35,449.75,DSL,No,No,0,Yes +1,Month-to-month,Yes,Mailed check,53.55,53.55,DSL,No,Yes,0,No +70,Two year,Yes,Electronic check,114.6,7882.5,Fiber optic,Yes,Yes,0,No +57,Two year,Yes,Bank transfer (automatic),20.1,1087.7,No,No internet service,No internet service,0,No +9,Month-to-month,Yes,Electronic check,85.5,791.7,Fiber optic,No,No,0,No +69,One year,Yes,Bank transfer (automatic),108.75,7493.05,Fiber optic,Yes,No,0,No +43,Month-to-month,Yes,Electronic check,103,4414.3,Fiber optic,No,No,1,Yes +72,Two year,Yes,Electronic check,97.85,6841.3,Fiber optic,No,No,0,No +44,Two year,No,Bank transfer (automatic),19.55,819.95,No,No internet service,No internet service,0,No +72,Two year,Yes,Bank transfer (automatic),84.05,6052.25,Fiber optic,No,Yes,0,No +33,One year,Yes,Electronic check,103.75,3361.05,Fiber optic,Yes,Yes,0,Yes +54,Month-to-month,No,Credit card (automatic),89.4,4869.5,Fiber optic,No,No,0,No +27,Two year,No,Credit card (automatic),19.7,509.3,No,No internet service,No internet service,0,No +54,Month-to-month,Yes,Bank transfer (automatic),79.85,4308.25,Fiber optic,No,No,0,No +3,Month-to-month,No,Credit card (automatic),74.45,221.1,Fiber optic,No,No,0,No +53,One year,No,Bank transfer (automatic),74.1,3833.95,DSL,No,Yes,0,No +1,Month-to-month,Yes,Electronic check,69.35,69.35,Fiber optic,No,No,0,Yes +15,One year,No,Mailed check,18.8,294.95,No,No internet service,No internet service,0,No +56,Month-to-month,Yes,Electronic check,73.85,4092.85,Fiber optic,No,No,0,Yes +5,Month-to-month,No,Credit card (automatic),64.4,316.9,DSL,Yes,Yes,0,No +48,One year,Yes,Credit card (automatic),55.8,2651.2,DSL,No,No,0,No +25,Month-to-month,No,Credit card (automatic),20.05,471.7,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Credit card (automatic),75.15,216.75,Fiber optic,No,No,0,Yes +58,One year,No,Bank transfer (automatic),99.15,5720.95,Fiber optic,No,Yes,0,No +10,Month-to-month,Yes,Bank transfer (automatic),56.75,503.25,DSL,No,No,0,No +1,Month-to-month,Yes,Electronic check,69.6,69.6,Fiber optic,No,No,0,Yes +71,Two year,Yes,Credit card (automatic),104.15,7365.3,Fiber optic,Yes,No,0,No +65,Two year,Yes,Credit card (automatic),110.8,7245.9,Fiber optic,Yes,No,0,No +5,Month-to-month,Yes,Electronic check,80.15,385,Fiber optic,No,No,0,Yes +28,Month-to-month,Yes,Mailed check,35.75,961.4,DSL,Yes,No,0,No +67,Two year,Yes,Bank transfer (automatic),69.9,4615.9,DSL,Yes,No,0,No +35,One year,Yes,Electronic check,89.2,3251.3,Fiber optic,Yes,Yes,0,No +72,Two year,No,Credit card (automatic),55.65,3880.05,DSL,Yes,Yes,0,No +61,One year,Yes,Bank transfer (automatic),50.7,3088.75,DSL,Yes,Yes,0,No +68,Two year,Yes,Credit card (automatic),20,1396,No,No internet service,No internet service,1,No +1,Month-to-month,No,Bank transfer (automatic),30.5,30.5,DSL,No,Yes,0,Yes +3,Month-to-month,Yes,Mailed check,19.1,53.05,No,No internet service,No internet service,0,No +70,Two year,No,Bank transfer (automatic),98.3,6859.5,Fiber optic,No,No,0,Yes +48,Month-to-month,No,Credit card (automatic),45.55,2108.35,DSL,No,No,0,No +68,One year,Yes,Credit card (automatic),101.05,6770.5,Fiber optic,No,No,0,No +47,One year,Yes,Electronic check,103.7,4730.6,Fiber optic,Yes,Yes,0,No +32,One year,Yes,Mailed check,36.25,1151.05,DSL,Yes,No,0,No +5,Month-to-month,Yes,Mailed check,49.4,232.55,DSL,No,Yes,0,No +49,Two year,Yes,Credit card (automatic),19.9,1022.6,No,No internet service,No internet service,0,No +48,Month-to-month,Yes,Bank transfer (automatic),107.4,5121.3,Fiber optic,No,No,0,Yes +13,Month-to-month,Yes,Electronic check,82,1127.2,Fiber optic,No,No,1,Yes +15,Month-to-month,Yes,Mailed check,19.8,309.4,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,45.05,523.1,DSL,No,No,0,No +67,Two year,Yes,Bank transfer (automatic),64.55,4250.1,DSL,Yes,Yes,1,No +9,Month-to-month,No,Electronic check,86.25,770.5,Fiber optic,Yes,No,0,No +13,Two year,Yes,Bank transfer (automatic),19.75,246.7,No,No internet service,No internet service,0,No +38,One year,Yes,Mailed check,89.1,3342,Fiber optic,No,No,0,No +42,Month-to-month,Yes,Electronic check,95.55,3930.6,Fiber optic,No,No,1,No +24,Month-to-month,Yes,Credit card (automatic),75.4,1747.85,Fiber optic,No,No,0,Yes +27,Month-to-month,Yes,Electronic check,101.25,2754.45,Fiber optic,No,Yes,1,Yes +9,Month-to-month,Yes,Credit card (automatic),102.6,897.75,Fiber optic,No,No,0,No +49,One year,Yes,Credit card (automatic),56.3,2780.6,DSL,Yes,No,0,No +61,Month-to-month,Yes,Credit card (automatic),94.2,5895.45,Fiber optic,Yes,Yes,1,No +50,One year,Yes,Bank transfer (automatic),43.05,2208.05,DSL,No,Yes,0,No +25,Month-to-month,Yes,Electronic check,89.5,2196.15,Fiber optic,No,No,1,Yes +22,Month-to-month,Yes,Bank transfer (automatic),74.4,1692.6,Fiber optic,No,No,1,Yes +1,Month-to-month,No,Mailed check,20.5,20.5,No,No internet service,No internet service,0,Yes +4,Month-to-month,Yes,Electronic check,74.35,265.35,Fiber optic,No,No,0,Yes +18,Month-to-month,No,Bank transfer (automatic),99.75,1836.25,Fiber optic,Yes,No,1,Yes +56,One year,Yes,Electronic check,111.95,6418.9,Fiber optic,Yes,No,1,Yes +53,One year,Yes,Electronic check,94,4871.45,Fiber optic,Yes,No,1,No +51,One year,Yes,Electronic check,98.85,4947.55,Fiber optic,No,No,0,No +24,Two year,No,Electronic check,64.35,1558.65,DSL,No,Yes,0,No +62,Two year,Yes,Credit card (automatic),72,4284.2,DSL,No,Yes,0,No +24,Month-to-month,Yes,Mailed check,49.7,1218.25,DSL,No,No,0,No +70,Two year,No,Electronic check,80.7,5617.95,DSL,Yes,Yes,0,No +1,Month-to-month,No,Mailed check,24.2,24.2,DSL,No,No,0,No +16,Month-to-month,Yes,Mailed check,39,679.85,DSL,No,No,1,Yes +8,Month-to-month,Yes,Electronic check,65.45,554.45,DSL,Yes,No,0,No +72,Two year,Yes,Electronic check,74.35,5237.4,DSL,Yes,Yes,0,No +23,Month-to-month,No,Bank transfer (automatic),83.2,2032.3,Fiber optic,Yes,No,0,No +31,Month-to-month,No,Credit card (automatic),25,789.2,DSL,No,No,0,No +37,One year,Yes,Electronic check,40.2,1525.35,DSL,Yes,Yes,0,No +30,Month-to-month,Yes,Credit card (automatic),94.1,2804.45,Fiber optic,Yes,No,0,Yes +35,One year,Yes,Electronic check,108.35,3726.15,Fiber optic,No,Yes,1,No +23,Month-to-month,Yes,Credit card (automatic),69.5,1652.1,DSL,Yes,No,0,No +20,One year,No,Bank transfer (automatic),76,1588.75,DSL,No,Yes,0,No +36,Month-to-month,Yes,Electronic check,93.6,3366.05,Fiber optic,No,Yes,0,No +8,Month-to-month,No,Bank transfer (automatic),95.65,778.1,Fiber optic,No,No,0,Yes +71,One year,No,Bank transfer (automatic),100.55,7113.75,Fiber optic,No,No,0,No +50,Month-to-month,Yes,Electronic check,88.05,4367.35,Fiber optic,No,No,1,Yes +43,One year,Yes,Bank transfer (automatic),24.45,993.15,No,No internet service,No internet service,0,No +57,Two year,No,Mailed check,89.55,5012.35,DSL,Yes,Yes,0,No +41,One year,Yes,Bank transfer (automatic),66.5,2728.6,DSL,Yes,No,0,Yes +27,Month-to-month,Yes,Electronic check,76.1,2093.4,Fiber optic,No,No,0,No +13,Month-to-month,Yes,Electronic check,80.5,1011.8,Fiber optic,No,No,0,No +3,Month-to-month,Yes,Mailed check,35.45,106.85,DSL,No,Yes,0,Yes +67,One year,No,Electronic check,20.55,1343.4,No,No internet service,No internet service,0,No +3,Month-to-month,Yes,Mailed check,49.9,130.1,DSL,No,No,0,Yes +64,Two year,Yes,Bank transfer (automatic),105.4,6794.75,Fiber optic,Yes,No,0,No +26,Month-to-month,No,Electronic check,35.75,1022.5,DSL,Yes,No,0,No +38,Month-to-month,Yes,Credit card (automatic),95.1,3691.2,Fiber optic,No,No,0,No +23,One year,No,Credit card (automatic),19.3,486.2,No,No internet service,No internet service,0,No +40,Month-to-month,Yes,Credit card (automatic),104.5,4036.85,Fiber optic,No,No,0,Yes +72,Two year,Yes,Bank transfer (automatic),63.1,4685.55,DSL,Yes,Yes,1,No +3,Month-to-month,Yes,Credit card (automatic),75.05,256.25,Fiber optic,No,No,1,Yes +23,Month-to-month,Yes,Electronic check,81,1917.1,Fiber optic,No,No,0,Yes +1,Month-to-month,Yes,Electronic check,74.45,74.45,Fiber optic,No,No,1,Yes +4,Month-to-month,Yes,Mailed check,60.4,272.15,DSL,Yes,Yes,0,Yes +62,Two year,Yes,Electronic check,84.95,5150.55,DSL,Yes,Yes,0,No +40,Month-to-month,Yes,Bank transfer (automatic),93.4,3756.4,Fiber optic,No,No,0,No +41,Month-to-month,Yes,Electronic check,89.2,3645.75,Fiber optic,No,No,0,No +34,Month-to-month,Yes,Credit card (automatic),85.2,2874.45,Fiber optic,No,No,1,No +1,Month-to-month,No,Electronic check,49.95,49.95,DSL,No,No,0,No +51,Two year,No,Bank transfer (automatic),20.65,1020.75,No,No internet service,No internet service,0,No +1,Month-to-month,Yes,Mailed check,70.65,70.65,Fiber optic,No,No,0,Yes +39,Two year,No,Mailed check,20.15,826,No,No internet service,No internet service,0,No +12,Month-to-month,Yes,Electronic check,19.2,239,No,No internet service,No internet service,0,No +12,One year,Yes,Electronic check,59.8,727.8,DSL,Yes,No,0,Yes +72,One year,Yes,Electronic check,104.95,7544.3,Fiber optic,No,No,0,No +63,Month-to-month,Yes,Electronic check,103.5,6479.4,Fiber optic,No,No,1,No +44,Month-to-month,Yes,Credit card (automatic),84.8,3626.35,Fiber optic,No,Yes,0,No +18,Month-to-month,Yes,Bank transfer (automatic),95.05,1679.4,Fiber optic,Yes,No,0,No +9,Month-to-month,Yes,Bank transfer (automatic),44.2,403.35,DSL,No,No,0,Yes +13,Month-to-month,No,Mailed check,73.35,931.55,DSL,Yes,No,0,No +68,Two year,No,Bank transfer (automatic),64.1,4326.25,DSL,Yes,No,0,No +6,Month-to-month,Yes,Electronic check,44.4,263.05,DSL,No,No,1,No +2,Month-to-month,Yes,Mailed check,20.05,39.25,No,No internet service,No internet service,0,No +55,One year,No,Credit card (automatic),60,3316.1,DSL,No,Yes,1,No +1,Month-to-month,Yes,Electronic check,75.75,75.75,Fiber optic,No,No,1,Yes +38,Month-to-month,Yes,Credit card (automatic),69.5,2625.25,Fiber optic,No,No,0,No +67,Month-to-month,Yes,Credit card (automatic),102.95,6886.25,Fiber optic,No,Yes,0,Yes +19,Month-to-month,Yes,Bank transfer (automatic),78.7,1495.1,Fiber optic,No,No,0,No +12,One year,No,Electronic check,60.65,743.3,DSL,Yes,No,0,No +72,Two year,Yes,Bank transfer (automatic),21.15,1419.4,No,No internet service,No internet service,0,No +24,One year,Yes,Mailed check,84.8,1990.5,DSL,Yes,Yes,0,No +72,One year,Yes,Credit card (automatic),103.2,7362.9,Fiber optic,No,No,0,No +11,Month-to-month,Yes,Electronic check,29.6,346.45,DSL,No,Yes,0,No +4,Month-to-month,Yes,Mailed check,74.4,306.6,Fiber optic,No,No,1,Yes +66,Two year,Yes,Bank transfer (automatic),105.65,6844.5,Fiber optic,Yes,Yes,0,No