Sex,Marital_Status,Term,Phone_service,International_plan,Voice_mail_plan,Multiple_line,Internet_service,Technical_support,Streaming_Videos,Agreement_period,Monthly_Charges,Total_Charges,Churn Female,Married,16,Yes,Yes,Yes,No,Cable,Yes,No,Monthly contract,98.05,1410.25,Yes Male,Married,70,Yes,No,Yes,No,Cable,Yes,Yes,One year contract,75.25,5023,No Female,Married,36,Yes,No,Yes,No,Cable,Yes,Yes,Monthly contract,73.35,2379.1,No Female,Married,72,Yes,No,No,Yes,Cable,Yes,Yes,One year contract,112.6,7882.25,No Female,Married,40,Yes,Yes,No,Yes,Cable,No,Yes,Monthly contract,95.05,3646.8,No Female,Single,15,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.85,255.35,No Male,Married,1,Yes,Yes,Yes,Yes,Cable,No,No,Monthly contract,89.2,38.8,No Female,Married,36,Yes,Yes,No,Yes,Cable,No,Yes,Monthly contract,94.65,3266,Yes Male,Married,5,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,97.1,497.55,Yes Female,Married,57,Yes,No,No,Yes,Cable,Yes,Yes,One year contract,113.25,6068.65,No Female,Married,54,Yes,No,No,Yes,Cable,No,Yes,Monthly contract,105.6,6033.3,No Male,Single,55,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.4,1124.2,No Male,Single,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.9,74.6,No Male,Married,42,Yes,Yes,No,Yes,Cable,No,Yes,One year contract,95.45,3944.5,Yes Male,Single,52,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.6,1022.95,No Male,Married,43,Yes,No,No,Yes,Cable,No,Yes,Monthly contract,104.15,5067.45,Yes Female,Single,54,No,No,No,No phone ,Cable,No,No,Monthly contract,33.75,1782,Yes Male,Married,2,Yes,No,Yes,Yes,Cable,No,No,Monthly contract,76,81.25,Yes Male,Married,7,Yes,No,No,No,Cable,No,Yes,Monthly contract,98.5,445.95,Yes Male,Single,57,No,No,No,No phone ,Cable,No,No,One year contract,30.2,1336.1,No Male,Married,1,Yes,No,No,No,Cable,No,No,Monthly contract,75.05,75.05,Yes Male,Married,38,Yes,No,No,Yes,Cable,No,Yes,Monthly contract,100.15,4113.1,Yes Male,Married,32,No,No,No,No phone ,Cable,Yes,Yes,One year contract,54.6,1665.2,No Female,Married,34,Yes,No,No,Yes,Cable,No,No,Monthly contract,85.45,3236.35,No Female,Single,12,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.05,225.55,No Female,Married,72,Yes,No,No,Yes,Cable,Yes,Yes,Two year contract,115.8,8220.4,No Female,Married,22,Yes,Yes,Yes,Yes,Cable,Yes,No,One year contract,59.6,1832.4,No Male,Married,12,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,81.7,764.55,Yes Male,Married,67,Yes,No,No,No,Cable,Yes,Yes,Two year contract,80.3,5293.95,No Female,Married,57,Yes,No,No,Yes,Cable,No,Yes,One year contract,103.85,5000.2,Yes Male,Married,31,Yes,No,Yes,Yes,Cable,Yes,Yes,Monthly contract,115.1,3046.05,Yes Male,Married,71,Yes,No,Yes,No,Cable,Yes,Yes,Two year contract,81.05,5714.25,No Female,Single,5,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,44.8,191.05,No Female,Married,70,Yes,No,Yes,No,Cable,Yes,No,Two year contract,66.85,4908.25,No Female,Single,15,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.75,237.7,No Male,Single,48,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.25,1417.9,No Male,Married,45,No,No,No,No phone ,Cable,Yes,Yes,One year contract,60.3,2754,No Male,Married,13,Yes,No,No,Yes,Cable,Yes,Yes,One year contract,100.55,1511.2,No Female,Married,2,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,75.35,19,Yes Male,Single,27,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,19.7,367.55,No Male,Married,63,Yes,No,Yes,No,Cable,No,Yes,One year contract,110,7107,No Female,Married,50,No,No,No,No phone ,Cable,No,No,One year contract,52.55,2473.95,No Female,Married,72,Yes,No,Yes,Yes,Cable,Yes,Yes,Monthly contract,88.85,5986.45,Yes Female,Single,59,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.6,973.35,No Female,Single,52,No,No,No,No phone ,Cable,No,No,Monthly contract,40.2,2145,Yes Male,Married,24,Yes,No,Yes,No,Cable,No,Yes,Monthly contract,95.15,2857.6,Yes Male,Married,35,No,No,No,No phone ,Cable,Yes,No,Monthly contract,54.85,1916,No Female,Married,65,Yes,No,Yes,Yes,Cable,No,Yes,One year contract,105.9,6300.15,No Male,Single,35,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,25.55,697.65,No Male,Single,1,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,25.25,85.7,No Female,Single,37,No,No,No,No phone ,Cable,No,Yes,One year contract,40.05,780.2,No Male,Married,25,Yes,No,Yes,No,Cable,Yes,Yes,One year contract,99.45,2686.05,No Female,Married,5,Yes,Yes,Yes,Yes,Cable,Yes,Yes,Monthly contract,82.45,292.8,No Female,Married,13,Yes,Yes,Yes,Yes,Cable,Yes,Yes,Monthly contract,104.65,1410.25,Yes Male,Single,23,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,25.55,419.9,No Female,Married,32,Yes,No,No,Yes,Cable,No,No,Monthly contract,81.1,2516.2,No Female,Married,60,Yes,No,Yes,Yes,Cable,Yes,Yes,Monthly contract,104.8,5614.45,Yes Male,Single,7,Yes,No,No,No,Cable,No,No,Monthly contract,45.65,587.45,Yes Female,Married,27,Yes,Yes,Yes,Yes,Cable,No,No,Monthly contract,78.55,1874.45,Yes Female,Married,25,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,72.85,1929.35,Yes Female,Married,72,Yes,No,Yes,Yes,Cable,Yes,No,Two year contract,69.65,4811.6,Yes Male,Single,58,No,No,No,No phone ,Cable,No,No,One year contract,30.1,1423.85,No Male,Single,3,Yes,No,No,No,No Internet,No internet ,No internet ,Monthly contract,20.55,132.25,No Male,Single,10,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.35,137.6,Yes Female,Single,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.55,119.5,No Male,Single,17,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.75,204.55,No Female,Single,55,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,25.7,1423.85,No Female,Married,25,Yes,No,Yes,No,Cable,No,Yes,Monthly contract,89.35,2395.7,Yes Male,Married,72,No,No,No,No phone ,Cable,Yes,Yes,Two year contract,60,4264,Yes Female,Married,18,Yes,Yes,Yes,No,Cable,Yes,No,Monthly contract,52.2,1058.1,No Male,Married,41,Yes,No,Yes,No,Cable,Yes,No,Two year contract,65,3141.7,No Female,Single,17,No,No,No,No phone ,DSL,No,No,Monthly contract,40.4,363.15,No Female,Married,65,Yes,Yes,Yes,Yes,DSL,Yes,No,One year contract,55.9,4264,No Female,Married,1,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,70,19.9,Yes Male,Single,22,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,25.8,587.4,No Female,Married,60,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,105.05,5238.9,No Male,Married,47,Yes,Yes,No,Yes,DSL,Yes,No,Two year contract,59.6,3342.45,No Female,Married,10,Yes,Yes,No,No,DSL,No,No,Monthly contract,56.75,857.25,No Female,Married,1,Yes,Yes,No,Yes,Cable,No,No,Monthly contract,80.7,45.7,Yes Female,Married,15,Yes,Yes,No,No,Cable,Yes,No,One year contract,79.95,1074.3,No Female,Single,40,Yes,Yes,No,No,No Internet,No internet ,No internet ,Two year contract,20.65,780.2,No Female,Married,5,Yes,Yes,No,No,Cable,No,Yes,Monthly contract,96.5,245.15,Yes Male,Married,17,Yes,Yes,No,No,DSL,No,No,Monthly contract,50.65,394.1,No Male,Single,2,Yes,Yes,No,No,DSL,No,No,Monthly contract,44.85,20.25,No Male,Single,72,Yes,Yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,23.8,1620.2,No Female,Married,27,Yes,Yes,No,Yes,Cable,No,No,Monthly contract,74.95,2193,No Male,Single,9,Yes,Yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.85,268.45,No Male,Married,34,Yes,Yes,Yes,No,Cable,No,Yes,Monthly contract,95.1,3480,No Male,Married,25,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,76.05,2028.8,Yes Female,Single,10,Yes,Yes,Yes,No,DSL,Yes,No,Monthly contract,49.3,587.45,Yes Male,Single,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.9,29.85,No Male,Single,67,No,No,No,No phone ,DSL,Yes,No,Two year contract,30.2,1620.2,Yes Female,Single,2,No,No,No,No phone ,DSL,No,No,Monthly contract,28.45,74.7,Yes Female,Single,2,No,No,No,No phone ,DSL,No,No,Monthly contract,24.8,84.5,Yes Male,Single,4,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,46,100.2,Yes Female,Single,65,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,45.3,3687.75,No Female,Married,16,Yes,Yes,Yes,Yes,DSL,No,Yes,Monthly contract,78.75,1212.85,No Female,Married,65,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,54.55,2962,No Male,Married,72,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,75.25,5502.55,No Male,Married,71,Yes,No,Yes,Yes,DSL,Yes,No,Two year contract,69.65,4807.45,No Male,Single,7,No,No,No,No phone ,DSL,No,No,Monthly contract,25.25,225.55,No Female,Married,1,Yes,No,Yes,No,Cable,No,No,Monthly contract,70.4,19.9,No Male,Single,1,Yes,No,Yes,No,DSL,No,No,Monthly contract,44.95,72.1,Yes Female,Married,68,Yes,No,Yes,No,DSL,No,Yes,Monthly contract,81.15,5589.3,No Female,Married,15,Yes,No,Yes,No,Cable,Yes,No,Monthly contract,98.05,1667.25,Yes Female,Married,61,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,89.8,5822.3,No Male,Married,57,Yes,Yes,Yes,Yes,Cable,No,No,One year contract,90.95,5515.45,Yes Male,Single,15,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.7,237.7,No Female,Married,4,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,99.05,195.65,Yes Male,Married,50,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.75,945.7,No Female,Married,28,Yes,Yes,Yes,No,DSL,No,Yes,Monthly contract,64.95,1785.65,No Female,Married,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.7,114.1,Yes Male,Married,59,Yes,No,No,Yes,Cable,Yes,Yes,One year contract,104.8,5509.3,No Male,Married,39,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,94.4,3266,Yes Female,Married,4,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,18.95,168.15,Yes Female,Married,66,Yes,Yes,Yes,Yes,Cable,No,No,Monthly contract,92.05,5308.7,No Female,Married,21,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,26.1,537.35,No Male,Married,2,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.55,85.7,No Male,Married,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.8,20.15,No Male,Married,66,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.6,1414.45,No Male,Married,48,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20,855.1,No Female,Married,1,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,75.15,19.9,No Female,Married,71,Yes,No,Yes,No,Cable,No,No,Two year contract,74.8,4784.45,No Male,Married,40,Yes,No,Yes,Yes,Cable,No,Yes,Monthly contract,101.3,3480,Yes Female,Married,4,Yes,No,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,25.25,82.15,No Female,Married,45,Yes,No,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.1,1110.5,No Male,Married,57,Yes,No,Yes,No,DSL,Yes,Yes,Two year contract,75.95,4461.85,No Female,Married,63,Yes,No,Yes,Yes,Cable,No,Yes,Monthly contract,103.7,6985.65,Yes Female,Married,16,Yes,No,No,No,DSL,No,No,Monthly contract,48.85,422.3,Yes Female,Married,72,Yes,No,No,Yes,DSL,No,Yes,Two year contract,78.4,5714.25,No Female,Married,72,Yes,No,No,Yes,Cable,Yes,No,Two year contract,99.05,7422.1,No Male,Married,24,Yes,Yes,No,No,Cable,Yes,Yes,Monthly contract,96.1,2423.4,No Female,Married,28,Yes,Yes,No,Yes,Cable,No,No,Monthly contract,80.6,2656.5,Yes Male,Married,57,No,No,No,No phone ,DSL,Yes,No,Two year contract,30.1,1782,No Female,Married,46,Yes,Yes,No,No,Cable,Yes,No,Monthly contract,84.05,2958.95,No Male,Married,13,Yes,Yes,No,No,No Internet,No internet ,No internet ,One year contract,20,170.9,No Female,Married,45,Yes,Yes,No,No,No Internet,No internet ,No internet ,Two year contract,20.35,1167.6,No Male,Married,71,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,60.2,4179.2,No Female,Married,2,Yes,Yes,No,No,DSL,No,Yes,Monthly contract,55,161.5,Yes Female,Married,6,No,No,No,No phone ,DSL,No,No,Monthly contract,44.85,92.5,No Male,Married,30,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,24.45,5,No Female,Married,4,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,105.35,424.45,Yes Female,Married,15,Yes,Yes,Yes,No,Cable,Yes,No,Monthly contract,86.8,1559.25,No Male,Married,48,Yes,No,Yes,Yes,Cable,No,Yes,One year contract,99.15,4016.75,Yes Female,Married,47,No,No,No,No phone ,DSL,No,No,Monthly contract,42.3,2348.45,Yes Male,Married,35,Yes,No,Yes,Yes,Cable,No,Yes,Monthly contract,94.3,3365.4,No Female,Married,46,Yes,No,Yes,No,No Internet,No internet ,No internet ,One year contract,20.05,868.1,No Male,Single,1,Yes,No,No,No,No Internet,No internet ,No internet ,Monthly contract,19.7,20.05,No Male,Married,1,Yes,No,Yes,Yes,Cable,No,No,Monthly contract,76.1,48.55,Yes Female,Married,19,Yes,No,Yes,Yes,Cable,No,Yes,Monthly contract,94.3,2317.1,No Female,Married,22,Yes,No,Yes,No,Cable,No,No,Monthly contract,75.2,1901.05,No Female,Married,15,Yes,No,Yes,Yes,Cable,No,No,Monthly contract,78.55,731.3,No Female,Married,72,Yes,Yes,Yes,Yes,Cable,Yes,Yes,Two year contract,116.05,8476.5,No Male,Married,50,Yes,Yes,No,Yes,Cable,Yes,Yes,One year contract,111.2,5686.4,No Male,Married,68,No,No,No,No phone ,DSL,Yes,Yes,Monthly contract,59.85,3975.7,No Male,Single,1,Yes,No,No,No,No Internet,No internet ,No internet ,Monthly contract,20.25,79.35,No Male,Single,3,Yes,Yes,No,No,No Internet,No internet ,No internet ,Two year contract,19.45,100.9,No Male,Married,3,Yes,Yes,No,Yes,Cable,No,No,Monthly contract,75.25,334.8,Yes Female,Married,37,Yes,Yes,No,Yes,Cable,Yes,No,Monthly contract,80.5,3084.9,No Female,Single,41,Yes,Yes,No,No,No Internet,No internet ,No internet ,One year contract,19.25,624.15,No Male,Married,50,Yes,No,No,Yes,DSL,Yes,No,One year contract,64.4,3487.95,No Female,Married,5,Yes,No,No,No,Cable,No,No,Monthly contract,69.7,307.4,Yes Male,Married,20,Yes,No,No,Yes,Cable,No,Yes,Monthly contract,105.35,2239.4,No Female,Single,43,Yes,No,No,Yes,No Internet,No internet ,No internet ,Two year contract,25.6,1270.25,No Female,Single,1,Yes,No,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.4,19.9,No Female,Single,1,Yes,No,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.6,85.15,No Female,Married,58,Yes,No,Yes,Yes,Cable,Yes,Yes,Monthly contract,107,6519.75,No Male,Single,7,Yes,No,Yes,No,No Internet,No internet ,No internet ,Monthly contract,21.05,170.9,Yes Female,Married,43,Yes,No,Yes,Yes,Cable,Yes,Yes,One year contract,108,4860.35,Yes Female,Married,21,Yes,No,Yes,Yes,Cable,Yes,Yes,Monthly contract,110,2172.05,Yes Male,Married,4,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,100.5,531,Yes Male,Married,71,Yes,No,Yes,Yes,Cable,Yes,No,Two year contract,90.95,6782.15,No Male,Married,22,Yes,Yes,Yes,No,DSL,Yes,Yes,Monthly contract,65.55,1652.95,No Female,Married,11,Yes,Yes,Yes,No,DSL,Yes,Yes,Two year contract,75.3,760.05,No Male,Single,72,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,One year contract,25.4,1620.2,No Female,Married,1,Yes,Yes,Yes,Yes,Cable,No,No,Monthly contract,82.4,38.8,No Female,Single,4,No,No,No,No phone ,DSL,No,Yes,Monthly contract,49.85,61.7,Yes Female,Single,43,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.7,1270.25,No Female,Married,3,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,83.55,244.75,No Female,Married,7,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,85.95,516.15,Yes Male,Married,47,Yes,No,Yes,No,DSL,Yes,No,Two year contract,59.75,3437.45,No Male,Married,10,Yes,Yes,Yes,No,Cable,No,Yes,Monthly contract,95,597.9,Yes Female,Married,35,Yes,No,Yes,No,Cable,No,No,Monthly contract,91.65,3161.2,Yes Male,Married,61,Yes,No,Yes,Yes,Cable,No,Yes,One year contract,97,6413.65,No Female,Married,68,Yes,No,Yes,Yes,Cable,Yes,No,One year contract,90.35,6668.05,No Female,Married,34,Yes,No,No,No,DSL,Yes,Yes,Two year contract,81.15,2497.2,No Female,Single,54,Yes,Yes,No,Yes,No Internet,No internet ,No internet ,One year contract,24.7,1203.95,No Female,Married,43,Yes,No,No,Yes,Cable,No,Yes,Two year contract,99.8,4747.5,No Male,Married,2,Yes,Yes,No,No,DSL,No,No,Monthly contract,51.8,19.25,No Male,Married,1,Yes,Yes,No,No,DSL,Yes,No,Monthly contract,52.2,90.55,Yes Female,Married,15,Yes,Yes,No,No,Cable,No,No,Monthly contract,79.25,981.45,No Female,Married,4,Yes,Yes,No,Yes,Cable,No,No,Monthly contract,85.7,244.75,Yes Female,Married,68,Yes,No,No,No,Cable,No,Yes,One year contract,97.55,6858.9,No Male,Married,66,Yes,No,No,Yes,DSL,Yes,Yes,Two year contract,75.8,5714.25,No Female,Single,15,Yes,Yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,24.6,112.3,No Male,Single,1,Yes,Yes,No,No,No Internet,No internet ,No internet ,Monthly contract,19.6,35.45,No Female,Married,46,Yes,No,Yes,Yes,DSL,Yes,No,Two year contract,65,3545.05,No Male,Married,63,Yes,No,Yes,Yes,Cable,No,Yes,Monthly contract,85.5,5965.95,No Male,Single,27,Yes,No,No,No,No Internet,No internet ,No internet ,One year contract,20.2,507.4,No Male,Married,2,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,53.85,135.2,Yes Male,Single,59,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.1,930.9,No Male,Married,1,Yes,Yes,Yes,No,DSL,Yes,Yes,Monthly contract,69.5,73.6,No Female,Married,40,Yes,Yes,Yes,No,Cable,Yes,No,Monthly contract,86.1,3339.05,Yes Male,Married,30,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,98.55,2538.05,Yes Male,Married,47,Yes,Yes,No,Yes,Cable,Yes,Yes,One year contract,104.8,4874.8,No Female,Married,12,Yes,Yes,No,Yes,Cable,No,Yes,Monthly contract,99.3,1269.55,Yes Female,Married,1,Yes,Yes,No,Yes,Cable,No,No,Monthly contract,74.45,45.7,Yes Male,Married,16,Yes,Yes,No,Yes,Cable,No,No,Monthly contract,74.35,1112.3,Yes Female,Married,70,Yes,Yes,No,No,DSL,No,Yes,Two year contract,55,3975.7,No Male,Single,1,Yes,Yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.55,74.6,No Female,Married,71,Yes,Yes,No,Yes,DSL,No,Yes,Two year contract,78.4,5411.4,No Male,Married,72,Yes,No,No,Yes,DSL,Yes,No,Two year contract,66.85,5357.75,No Female,Married,36,Yes,No,No,No,DSL,Yes,Yes,One year contract,78.8,2278.75,No Male,Married,69,Yes,No,No,Yes,DSL,Yes,No,Two year contract,66.85,4805.65,No Male,Single,4,Yes,No,No,No,No Internet,No internet ,No internet ,Monthly contract,20.05,100.9,No Female,Married,65,Yes,No,Yes,No,DSL,Yes,No,Two year contract,79.45,5324.5,No Female,Single,72,Yes,No,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.65,1269.1,No Female,Single,55,No,No,No,No phone ,DSL,No,No,Monthly contract,30.2,1066.15,No Female,Married,15,Yes,No,Yes,No,Cable,No,No,Monthly contract,70,5,No Female,Married,5,Yes,No,Yes,No,Cable,No,No,Monthly contract,75.05,270.7,No Male,Single,27,Yes,No,Yes,No,No Internet,No internet ,No internet ,One year contract,19.8,507.4,No Female,Married,8,Yes,No,Yes,No,Cable,Yes,No,Monthly contract,84.05,644.35,Yes Female,Married,68,Yes,No,Yes,Yes,DSL,No,No,One year contract,51.6,2799.75,No Male,Single,60,No,No,No,No phone ,DSL,Yes,No,Two year contract,35.8,1195.25,No Male,Married,32,Yes,No,Yes,No,DSL,Yes,Yes,Monthly contract,69.5,2438.6,No Female,Married,34,Yes,No,Yes,Yes,Cable,Yes,Yes,Monthly contract,105.05,4113.1,Yes Male,Married,58,Yes,No,Yes,No,DSL,Yes,Yes,Two year contract,80.6,4039.5,No Male,Married,33,Yes,Yes,No,Yes,Cable,Yes,No,One year contract,89,2768.35,No Male,Married,70,Yes,Yes,No,Yes,DSL,Yes,No,One year contract,69.65,5154.5,No Male,Married,4,Yes,Yes,No,No,DSL,Yes,No,Monthly contract,69.5,313.6,No Female,Married,27,No,No,No,No phone ,DSL,No,Yes,Monthly contract,50.6,1277.5,No Female,Married,4,Yes,Yes,No,No,Cable,No,No,Monthly contract,69.55,268.35,No Female,Married,5,Yes,Yes,No,No,Cable,No,Yes,Monthly contract,95.8,202.9,Yes Female,Married,46,Yes,Yes,No,No,DSL,No,Yes,Monthly contract,69.55,2958.95,Yes Female,Married,52,Yes,Yes,No,Yes,Cable,No,Yes,Two year contract,105.55,5138.1,No Male,Married,5,Yes,Yes,No,No,Cable,No,Yes,Monthly contract,93.95,234.85,Yes Male,Single,4,Yes,Yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.2,202.15,Yes Male,Married,27,Yes,Yes,No,Yes,Cable,Yes,Yes,One year contract,110.85,2681.15,No Female,Married,15,Yes,Yes,Yes,No,Cable,No,Yes,Monthly contract,89.15,1021.75,No Male,Married,4,Yes,Yes,Yes,Yes,DSL,Yes,No,One year contract,58.95,302.6,No Male,Single,16,Yes,No,No,No,No Internet,No internet ,No internet ,Two year contract,20.85,220.35,No Male,Married,65,Yes,No,Yes,No,DSL,Yes,Yes,Two year contract,78.8,5411.4,No Female,Married,46,Yes,No,Yes,No,DSL,No,No,Monthly contract,56.15,3590.2,No Male,Married,71,Yes,No,Yes,Yes,Cable,No,No,Two year contract,91.7,6369.45,No Female,Married,15,Yes,No,Yes,Yes,Cable,No,No,Monthly contract,73.85,771.95,Yes Female,Married,68,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,88.85,6309.65,No Male,Single,56,No,No,No,No phone ,DSL,No,No,One year contract,30.2,1266.4,No Male,Married,64,Yes,No,No,Yes,Cable,No,Yes,One year contract,108.1,7008.15,No Male,Married,26,Yes,No,No,Yes,Fiber optic,No,No,Monthly contract,94.9,2088.05,Yes Male,Married,35,Yes,No,No,Yes,Fiber optic,No,Yes,One year contract,100.8,4188.4,No Female,Single,34,Yes,No,No,No,No Internet,No internet ,No internet ,Monthly contract,20.4,865,No Female,Married,72,Yes,No,No,Yes,Fiber optic,Yes,Yes,Two year contract,111.65,7966.9,No Male,Married,36,Yes,No,No,No,DSL,Yes,Yes,Two year contract,75.55,2937.65,No Female,Married,55,Yes,No,No,No,Fiber optic,No,No,One year contract,81.15,4456.35,No Female,Married,21,Yes,No,No,No,Fiber optic,No,No,Monthly contract,73.25,1339.8,No Female,Married,50,Yes,No,No,Yes,DSL,Yes,No,One year contract,51.6,2348.45,No Female,Married,66,Yes,No,No,Yes,Fiber optic,No,Yes,One year contract,100.35,7250.15,No Male,Married,60,Yes,Yes,No,Yes,Fiber optic,No,Yes,One year contract,89.85,4884.85,No Female,Married,70,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Two year contract,104.6,6819.45,No Female,Single,26,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,19.4,537.35,No Female,Married,5,Yes,Yes,Yes,Yes,Cable,No,No,Monthly contract,74.4,273,Yes Male,Single,35,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.9,865,No Female,Single,49,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,25.45,1174.8,No Male,Married,72,Yes,No,No,Yes,Cable,Yes,Yes,Two year contract,115.75,8196.4,No Male,Single,72,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,41.15,3423.5,No Male,Married,72,Yes,No,Yes,Yes,Cable,Yes,Yes,Two year contract,108.05,8065.65,No Male,Married,12,Yes,No,Yes,Yes,Cable,No,Yes,Monthly contract,84.9,1511.2,No Female,Single,49,Yes,No,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.5,868.1,No Female,Married,31,Yes,No,Yes,No,DSL,No,No,One year contract,54.75,1916,No Female,Married,2,Yes,No,Yes,No,Cable,No,No,Monthly contract,80.85,90.85,No Male,Married,50,Yes,No,No,No,DSL,Yes,Yes,Two year contract,73.25,3682.45,No Male,Married,33,Yes,No,No,Yes,DSL,No,Yes,Monthly contract,78.75,2111.3,No Male,Single,28,Yes,No,No,No,No Internet,No internet ,No internet ,Two year contract,20.05,720.05,No Female,Married,22,Yes,No,No,No,Cable,Yes,No,Two year contract,74.7,1845.9,No Female,Single,56,Yes,No,No,Yes,No Internet,No internet ,No internet ,Two year contract,24.7,1505.9,No Female,Married,68,Yes,No,No,Yes,DSL,Yes,Yes,Two year contract,88.6,6223.8,No Female,Single,7,Yes,No,No,Yes,DSL,No,No,Monthly contract,44,362.6,No Male,Single,2,Yes,No,No,No,DSL,No,No,Monthly contract,44.35,62,Yes Female,Single,49,Yes,No,No,Yes,No Internet,No internet ,No internet ,One year contract,24.95,1108.2,No Female,Married,52,Yes,No,No,No,Cable,No,No,One year contract,100.55,4298.45,No Female,Married,8,Yes,No,No,No,Cable,No,Yes,Monthly contract,95.1,655.5,No Female,Single,2,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,45.35,20.75,No Female,Married,16,Yes,Yes,Yes,Yes,Cable,Yes,Yes,Monthly contract,105.25,1470.05,Yes Male,Single,2,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.4,19.75,No Female,Married,8,Yes,Yes,Yes,No,Cable,No,Yes,Monthly contract,95.5,564.35,No Male,Married,32,Yes,Yes,Yes,Yes,Cable,No,No,Monthly contract,81.1,2848.45,No Female,Married,11,Yes,Yes,Yes,No,Cable,Yes,No,Monthly contract,80.85,1120.3,Yes Female,Single,1,No,No,No,No phone ,DSL,No,No,Monthly contract,24.8,74.6,Yes Male,Married,66,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Two year contract,89.8,5965.95,No Female,Married,15,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,81.7,713.75,No Female,Married,15,Yes,Yes,Yes,Yes,Cable,No,Yes,Monthly contract,99.05,1288.3,Yes Male,Married,63,Yes,Yes,Yes,Yes,Cable,No,Yes,One year contract,103.4,6597.25,No Female,Single,72,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,One year contract,25.8,1710.9,No Male,Married,1,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,50.15,80,Yes Female,Married,66,Yes,No,Yes,Yes,Cable,Yes,Yes,One year contract,108.65,7379.8,No Male,Married,1,Yes,No,Yes,No,DSL,Yes,No,Monthly contract,58.95,25.35,No Female,Married,56,Yes,No,Yes,Yes,Cable,No,No,One year contract,93.85,5000.2,Yes Female,Married,43,Yes,No,Yes,Yes,Cable,Yes,Yes,One year contract,104.4,4327.5,No Female,Single,72,Yes,No,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.4,1253.8,No Female,Married,57,Yes,No,Yes,Yes,Cable,Yes,Yes,Monthly contract,99.75,5509.3,No Male,Married,7,Yes,No,Yes,Yes,Fiber optic,No,No,Monthly contract,78.85,574.35,No Male,Single,35,Yes,No,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.5,1126.35,No Female,Married,35,Yes,No,Yes,No,Fiber optic,No,No,Monthly contract,85.05,2917.5,No Female,Married,66,Yes,No,Yes,No,DSL,Yes,No,One year contract,79.85,5468.45,No Female,Single,3,Yes,No,No,Yes,No Internet,No internet ,No internet ,Monthly contract,25.7,61.7,No Male,Married,1,Yes,No,Yes,No,DSL,No,Yes,Monthly contract,59.95,174.8,Yes Female,Married,56,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,106.7,6049.5,No Female,Married,60,Yes,No,Yes,Yes,Fiber optic,Yes,No,One year contract,85.4,4925.35,No Male,Single,2,Yes,No,No,No,DSL,Yes,No,Monthly contract,49.05,62,Yes Male,Single,3,Yes,No,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,24.85,94.15,No Female,Single,68,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,40.05,3260.1,No Female,Married,35,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,100.25,3480,Yes Female,Single,9,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,45.7,435.4,Yes Male,Single,59,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.35,868.1,Yes Male,Married,22,Yes,Yes,Yes,Yes,DSL,No,Yes,One year contract,76.8,1502.65,No Male,Married,24,Yes,Yes,Yes,No,Fiber optic,No,No,Monthly contract,73.25,2193,No Female,Married,56,Yes,Yes,Yes,Yes,Fiber optic,Yes,No,Monthly contract,86,5450.7,Yes Female,Single,19,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,19.6,504.2,No Female,Married,10,Yes,Yes,Yes,No,DSL,Yes,No,Monthly contract,63.95,846,No Female,Married,1,Yes,Yes,Yes,No,Fiber optic,No,No,Monthly contract,70.6,45.65,Yes Female,Married,20,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,86.1,2239.4,No Male,Single,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.5,75.05,No Female,Married,27,Yes,Yes,Yes,No,Fiber optic,No,No,Monthly contract,75,1783.6,No Female,Married,49,Yes,Yes,Yes,Yes,DSL,No,No,Monthly contract,59.6,2970.3,Yes Female,Married,10,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,64.5,887.35,Yes Male,Married,72,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Two year contract,109.7,7930.55,No Female,Married,45,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,95.65,4422.95,Yes Female,Single,35,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.4,1024.7,No Male,Married,42,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,101.15,5067.45,Yes Female,Married,65,Yes,Yes,No,Yes,Fiber optic,No,Yes,Monthly contract,97,6430.9,Yes Female,Single,72,Yes,Yes,No,No,No Internet,No internet ,No internet ,Two year contract,20.7,1375.4,No Male,Single,2,Yes,Yes,No,No,DSL,No,No,Monthly contract,44.95,75.05,Yes Female,Single,5,Yes,Yes,No,No,DSL,No,No,Monthly contract,44.7,77.6,Yes Female,Married,7,Yes,Yes,No,No,Fiber optic,No,No,Monthly contract,69.55,633.3,No Female,Married,5,Yes,Yes,No,No,DSL,Yes,No,One year contract,69.5,273.4,No Male,Married,29,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,90.85,2768.35,Yes Female,Single,10,No,No,No,No phone ,DSL,No,No,Monthly contract,40.7,394.1,No Male,Married,9,Yes,No,No,No,DSL,No,No,Monthly contract,56,846,No Male,Married,35,Yes,No,No,Yes,Fiber optic,Yes,Yes,Monthly contract,108,3959.15,No Male,Married,10,Yes,No,No,Yes,DSL,No,Yes,Monthly contract,58.95,834.1,No Male,Married,33,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Monthly contract,94.3,3036.75,No Male,Married,10,Yes,No,Yes,No,Fiber optic,Yes,Yes,Two year contract,96.1,1008.55,No Female,Married,65,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,One year contract,109.9,7008.15,No Male,Married,69,Yes,No,Yes,Yes,DSL,No,Yes,Two year contract,68.75,4758.8,No Male,Married,50,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,98.65,4422.95,Yes Female,Married,10,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,94.4,846,No Female,Single,46,Yes,No,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.4,1336.1,No Male,Single,52,Yes,No,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.6,1192.7,No Female,Single,40,Yes,No,Yes,No,No Internet,No internet ,No internet ,One year contract,20.55,540.05,No Male,Single,1,Yes,No,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.2,19.55,No Male,Married,4,Yes,No,Yes,No,Fiber optic,No,Yes,Monthly contract,89.35,371.9,Yes Male,Single,5,No,No,No,No phone ,DSL,No,No,Monthly contract,24.25,298.7,No Female,Single,1,No,No,No,No phone ,DSL,No,No,Monthly contract,25.25,79.9,Yes Female,Married,72,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,116.1,8468.2,No Male,Married,71,Yes,Yes,Yes,No,DSL,Yes,Yes,Two year contract,73.8,4758.8,No Female,Married,72,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Two year contract,105.55,7015.9,No Male,Single,20,No,No,No,No phone ,DSL,Yes,Yes,Monthly contract,39.65,805.1,No Male,Married,5,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,101.3,308.05,No Female,Single,43,No,No,No,No phone ,DSL,Yes,Yes,One year contract,45.3,2838.55,No Male,Married,19,Yes,Yes,Yes,No,Fiber optic,Yes,No,Monthly contract,80.05,1683.7,No Male,Married,27,Yes,Yes,Yes,No,DSL,Yes,No,Monthly contract,54.65,1058.1,No Female,Married,63,Yes,Yes,Yes,Yes,Fiber optic,Yes,No,One year contract,89.7,5898.6,Yes Female,Single,8,No,No,No,No phone ,DSL,No,No,Monthly contract,25.25,275.7,No Male,Single,35,Yes,No,No,No,No Internet,No internet ,No internet ,Two year contract,20.15,780.2,No Male,Married,1,Yes,Yes,Yes,No,Fiber optic,No,No,Monthly contract,69.65,20,No Male,Single,40,No,No,No,No phone ,DSL,No,No,Monthly contract,40.4,899.45,No Male,Married,30,No,No,No,No phone ,DSL,Yes,Yes,One year contract,59.55,1785.65,No Male,Single,27,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,19.4,417,No Male,Married,45,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,103.75,4895.1,No Female,Married,58,Yes,Yes,Yes,Yes,Fiber optic,Yes,No,One year contract,96.35,5000.2,No Female,Single,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.05,40.2,Yes Male,Married,43,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,One year contract,89.85,3662.25,No Female,Married,69,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,108.55,7882.25,No Female,Married,20,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,72.1,1463.5,No Male,Married,1,Yes,Yes,Yes,No,DSL,No,Yes,Monthly contract,68.75,47.7,Yes Female,Married,63,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,94.85,6126.15,No Male,Married,2,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,79.4,20,No Male,Married,1,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,56,19.75,No Female,Single,18,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.7,490.65,No Female,Married,6,Yes,Yes,Yes,No,Fiber optic,No,Yes,Monthly contract,83.3,434.5,Yes Female,Married,44,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,109.8,4874.8,Yes Male,Married,9,Yes,Yes,Yes,No,DSL,Yes,No,Monthly contract,55.05,1064.65,Yes Male,Married,8,Yes,Yes,Yes,No,Fiber optic,No,Yes,Monthly contract,89.55,609.65,Yes Male,Married,65,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,54.6,3027.25,No Male,Single,70,Yes,No,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,23.95,1679.25,No Female,Married,18,Yes,No,No,No,DSL,Yes,No,Monthly contract,55.2,996.85,No Male,Single,70,Yes,No,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.8,1304.8,No Female,Married,60,Yes,No,No,Yes,Fiber optic,Yes,No,One year contract,81.7,3958.25,No Male,Married,15,Yes,No,No,Yes,Fiber optic,Yes,Yes,One year contract,102.1,1625.65,No Female,Married,62,Yes,No,No,No,DSL,Yes,Yes,Two year contract,79.15,5435,No Female,Single,60,Yes,No,No,Yes,No Internet,No internet ,No internet ,Two year contract,25.4,1359.7,No Male,Married,3,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,100.05,316.9,Yes Female,Married,72,Yes,No,No,Yes,Fiber optic,No,No,Two year contract,78.9,5468.45,No Female,Married,5,Yes,No,No,Yes,Fiber optic,No,No,Monthly contract,79.05,371.9,Yes Male,Single,1,Yes,No,No,No,DSL,No,No,Monthly contract,45.4,75.05,Yes Female,Married,46,Yes,No,No,No,Fiber optic,No,No,Monthly contract,79.85,3650.35,No Male,Married,45,Yes,No,No,Yes,DSL,No,No,Monthly contract,54.75,2550.9,No Male,Single,72,Yes,No,No,Yes,No Internet,No internet ,No internet ,Two year contract,25.7,1710.9,No Female,Married,10,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,100.55,858.6,No Male,Married,57,Yes,Yes,Yes,No,DSL,Yes,Yes,Monthly contract,76.05,4461.85,No Male,Single,68,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.7,1414.45,No Female,Married,32,Yes,Yes,Yes,Yes,DSL,Yes,No,One year contract,56.6,2215.45,No Male,Married,44,Yes,Yes,Yes,Yes,DSL,No,No,Monthly contract,59.6,3437.45,No Female,Single,70,Yes,yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,24.25,1723.95,No Female,Single,70,Yes,yes,No,No,No Internet,No internet ,No internet ,Two year contract,20.55,1566.9,No Male,Married,72,Yes,yes,Yes,Yes,Fiber optic,No,No,Two year contract,84.3,5,No Female,Married,60,Yes,No,No,Yes,DSL,Yes,No,Two year contract,59.6,3487.95,No Male,Married,27,Yes,yes,Yes,No,DSL,Yes,Yes,Monthly contract,81.05,1861.5,No Male,Married,72,Yes,Yes,No,No,Fiber optic,Yes,Yes,Two year contract,94.45,6563.4,No Male,Married,58,Yes,Yes,No,Yes,Fiber optic,No,Yes,One year contract,105.05,5453.4,Yes Male,Married,32,Yes,Yes,No,Yes,Fiber optic,No,Yes,Monthly contract,90.15,3105.55,No Male,Married,1,Yes,Yes,Yes,No,Fiber optic,No,No,Monthly contract,75.3,33.6,No Male,Married,5,Yes,Yes,Yes,No,Fiber optic,No,Yes,Monthly contract,89.35,307.4,Yes Male,Married,63,Yes,Yes,No,Yes,Fiber optic,No,Yes,Two year contract,100.9,6413.65,No Male,Married,22,Yes,Yes,Yes,Yes,DSL,No,Yes,One year contract,79.7,2015.35,No Male,Married,69,Yes,Yes,No,No,DSL,Yes,No,Two year contract,79.85,5289.05,No Male,Single,17,Yes,Yes,Yes,No,DSL,No,No,One year contract,45.35,363.15,No Male,Married,29,Yes,No,No,Yes,Fiber optic,Yes,Yes,One year contract,90.4,2679.7,No Female,Married,3,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,80.25,302.6,Yes Male,Married,65,Yes,No,No,No,DSL,Yes,Yes,Two year contract,86.1,5965.95,No Male,Married,62,Yes,No,No,No,DSL,No,Yes,One year contract,79.2,4786.15,No Male,Married,45,Yes,No,No,Yes,Fiber optic,Yes,Yes,One year contract,113.3,4874.8,No Female,Married,15,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,75.1,927.35,Yes Female,Single,46,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,One year contract,23.6,1623.4,No Male,Single,2,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.45,19.25,No Female,Married,24,Yes,yes,Yes,No,DSL,No,No,Monthly contract,54.65,1288.75,No Male,Married,4,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,69.55,341.6,No Male,Married,31,Yes,No,No,No,Fiber optic,Yes,Yes,Monthly contract,105,3046.05,Yes Male,Married,30,Yes,yes,Yes,No,DSL,No,No,One year contract,55,1830.1,No Male,Married,41,Yes,No,No,No,Fiber optic,No,No,Monthly contract,79.25,3089.1,Yes Male,Single,43,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,19.8,1124.2,No Male,Married,37,Yes,No,Yes,No,Fiber optic,No,Yes,Monthly contract,93.95,3247.55,No Male,Single,24,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,23.75,514.75,No Male,Married,24,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,79.85,1712.7,Yes Male,Married,66,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,89.85,5755.8,No Female,Married,58,Yes,No,Yes,Yes,DSL,Yes,No,Two year contract,73.5,4542.35,No Male,Married,26,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,One year contract,104.95,2514.5,No Female,Married,4,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,69.85,292.8,Yes Male,Married,72,Yes,No,Yes,Yes,DSL,No,No,Two year contract,64.5,4508.65,No Female,Single,56,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,26.4,1423.85,No Female,Married,15,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,72.85,771.95,Yes Female,Married,60,Yes,No,No,No,DSL,No,Yes,Monthly contract,79.2,4326.8,No Male,Married,1,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,70.7,19.75,No Male,Single,43,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.15,927.1,No Female,Single,41,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.85,720.05,No Male,Married,8,Yes,yes,Yes,No,DSL,Yes,No,Two year contract,69.65,655.5,No Male,Married,47,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,71.4,3173.35,No Male,Married,56,Yes,No,Yes,No,DSL,Yes,No,Two year contract,73.5,4461.85,No Female,Married,3,Yes,yes,Yes,No,DSL,Yes,No,Monthly contract,64.3,233.7,No Male,Married,13,Yes,yes,Yes,No,DSL,No,Yes,Monthly contract,70.3,1181.75,No Male,Married,33,Yes,No,Yes,Yes,Fiber optic,Yes,No,Monthly contract,95,2723.15,No Male,Married,7,Yes,yes,Yes,No,DSL,No,No,Monthly contract,59,832.35,No Male,Single,8,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.6,267,No Female,Married,72,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,115.8,8306.05,No Female,Married,1,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,70.4,35.45,No Male,Single,1,Yes,yes,Yes,No,DSL,No,No,Monthly contract,49.25,89.5,No Male,Single,2,Yes,yes,Yes,No,DSL,No,No,Monthly contract,45.25,34.75,Yes Male,Married,1,Yes,yes,Yes,No,DSL,No,No,Monthly contract,54.8,24.8,No Male,Married,26,Yes,No,Yes,Yes,Fiber optic,Yes,No,Monthly contract,89.15,2857.6,No Male,Single,1,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.15,29.85,No Female,Married,30,Yes,yes,Yes,No,DSL,Yes,No,Monthly contract,64.35,1889.5,No Female,Married,2,Yes,yes,Yes,No,Fiber optic,Yes,No,Monthly contract,80,19,No Male,Married,32,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,84.3,2545.75,No Female,Single,72,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.35,1360.25,No Female,Single,2,No,No,No,No phone ,DSL,Yes,No,Monthly contract,24.25,19.9,No Male,Single,20,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,25.4,587.4,No Female,Single,66,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.3,1397.65,No Female,Married,41,Yes,Yes,Yes,No,Fiber optic,Yes,Yes,One year contract,94.3,3340.55,No Female,Married,22,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,100.5,1907.85,Yes Male,Married,72,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,114.55,8399.15,Yes Male,Married,1,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,51.2,167.5,Yes Male,Single,10,Yes,yes,Yes,No,DSL,No,No,Monthly contract,44.95,435.4,Yes Female,Married,21,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,78.95,1231.85,No Female,Married,65,Yes,No,No,Yes,Fiber optic,No,No,Monthly contract,93.85,5965.95,No Male,Single,15,No,No,No,No phone ,DSL,Yes,No,Monthly contract,30.75,362.6,No Female,Married,2,Yes,yes,No,No,Fiber optic,Yes,No,Monthly contract,90.35,184.65,No Female,Single,12,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,19.65,268.45,No Female,Married,34,Yes,No,No,No,Fiber optic,Yes,Yes,Monthly contract,98.8,3527.6,No Male,Single,1,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.05,181.5,No Male,Married,24,Yes,No,No,Yes,Fiber optic,Yes,Yes,Monthly contract,108.45,2231.05,No Male,Married,72,Yes,No,No,No,Fiber optic,Yes,Yes,Two year contract,95.1,7303.05,No Female,Single,52,Yes,yes,No,No,No Internet,No internet ,No internet ,Two year contract,19.55,1099.6,No Female,Married,71,Yes,No,No,Yes,DSL,Yes,Yes,Two year contract,89.65,6668.05,No Male,Married,44,Yes,No,No,Yes,Fiber optic,No,Yes,One year contract,100.9,4619.55,No Male,Married,29,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,85.95,2664.3,No Male,Married,56,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,73.25,4149.45,No Male,Married,66,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,57.8,4103.9,No Male,Married,71,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,108.55,7984.15,No Male,Married,71,Yes,No,Yes,Yes,Fiber optic,No,Yes,Two year contract,104.15,6858.9,No Female,Married,72,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,113.1,7382.25,No Male,Married,42,Yes,No,No,Yes,Fiber optic,No,Yes,Two year contract,101.15,4889.3,No Male,Single,18,No,No,No,No phone ,DSL,Yes,No,Monthly contract,35.75,830.8,No Male,Married,23,Yes,yes,No,No,Fiber optic,Yes,Yes,Monthly contract,93.5,1782.4,No Male,Married,11,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,79.85,663.05,Yes Female,Single,1,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,19.85,181.5,No Female,Married,27,Yes,yes,No,No,DSL,Yes,Yes,One year contract,79.15,2028.8,No Female,Married,69,Yes,Yes,No,No,DSL,Yes,Yes,Two year contract,71.9,4616.05,No Female,Single,1,Yes,Yes,No,No,No Internet,No internet ,No internet ,Monthly contract,19.3,86.6,No Female,Single,35,Yes,Yes,No,No,No Internet,No internet ,No internet ,One year contract,19.95,963.95,No Male,Married,4,Yes,Yes,No,No,Fiber optic,No,No,Monthly contract,75.15,208.85,No Male,Married,68,Yes,Yes,No,Yes,DSL,No,Yes,Two year contract,76.9,5550.1,No Male,Married,58,Yes,Yes,No,Yes,Fiber optic,No,Yes,One year contract,99.7,5794.65,Yes Male,Single,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.35,181.5,No Female,Married,58,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Two year contract,75.8,4461.85,No Female,Single,2,Yes,Yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,25.45,20.05,No Male,Married,35,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,95.45,3741.85,No Female,Married,15,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,75.1,1170.5,No Male,Married,62,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,100.5,6413.65,Yes Male,Single,20,No,No,No,No phone ,DSL,Yes,Yes,Monthly contract,45.3,1277.5,No Male,Single,4,No,No,No,No phone ,DSL,Yes,No,Monthly contract,29.8,92.75,No Female,Married,52,Yes,No,Yes,Yes,Fiber optic,No,No,Monthly contract,80.35,4542.35,No Male,Single,2,Yes,yes,Yes,No,DSL,No,No,Monthly contract,44.3,19.45,Yes Female,Married,2,Yes,yes,Yes,No,Fiber optic,Yes,Yes,Monthly contract,100.3,52.2,Yes Female,Single,1,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20,147.15,No Female,Married,22,Yes,yes,Yes,Yes,DSL,No,Yes,Monthly contract,74.55,1600.25,No Female,Single,11,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.05,202.25,No Female,Married,1,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,74.5,49.9,Yes Female,Married,20,Yes,yes,Yes,No,Fiber optic,Yes,Yes,One year contract,95.15,1779.95,No Male,Married,10,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,80.3,528.35,Yes Female,Married,35,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,94.4,3266,No Male,Married,62,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,94.4,5459.2,Yes Male,Married,52,Yes,No,Yes,Yes,Cable,Yes,Yes,One year contract,83.7,4054.2,No Female,Married,60,Yes,No,No,Yes,Cable,Yes,Yes,Two year contract,89.85,4884.85,No Female,Married,22,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,88.9,1975.85,No Male,Married,23,Yes,yes,Yes,No,Cable,No,No,Monthly contract,64.75,1832.4,No Female,Married,23,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,89.15,1949.4,No Male,Married,72,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,116.1,8468.2,No Female,Married,15,Yes,yes,Yes,No,Fiber optic,Yes,Yes,Monthly contract,102.45,1667.25,Yes Male,Single,72,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.85,1756.2,No Female,Married,72,Yes,No,Yes,Yes,Cable,Yes,No,Two year contract,64.15,3739.8,No Female,Married,22,Yes,yes,No,No,Fiber optic,Yes,Yes,Monthly contract,103.7,1901.65,No Male,Married,72,Yes,Yes,Yes,Yes,Cable,No,Yes,Two year contract,79.7,5293.95,No Male,Single,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.65,40.2,No Female,Married,66,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,One year contract,104.8,7039.45,No Male,Married,15,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,106.35,1559.25,Yes Male,Single,37,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.55,927.65,No Male,Single,1,Yes,Yes,Yes,No,Cable,No,No,Monthly contract,45.65,161.5,Yes Male,Married,1,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,78.3,35.9,No Male,Married,72,Yes,Yes,Yes,Yes,Fiber optic,No,No,Two year contract,74.25,4872.35,No Male,Married,12,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,106.35,1164.05,Yes Male,Married,72,Yes,No,No,Yes,Cable,Yes,Yes,Two year contract,89.65,6562.9,No Male,Single,15,No,No,No,No phone ,Cable,Yes,No,Monthly contract,31.05,681.4,No Male,Married,2,No,No,No,No phone ,Cable,Yes,No,Monthly contract,54.85,19.9,No Female,Married,12,Yes,yes,No,No,Cable,Yes,No,Monthly contract,55.05,1212.85,Yes Female,Married,5,Yes,yes,No,No,Fiber optic,No,Yes,Monthly contract,86.45,238.1,No Female,Married,61,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,99.45,6215.35,Yes Female,Married,55,Yes,No,No,No,Fiber optic,No,Yes,One year contract,103.75,5238.9,No Female,Married,8,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,75.1,574.35,Yes Male,Single,15,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,20.8,219.35,No Male,Married,24,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,70,2028.8,No Female,Single,63,Yes,yes,No,Yes,No Internet,No internet ,No internet ,One year contract,24.45,1679.25,No Male,Married,3,Yes,yes,No,No,Cable,Yes,No,Monthly contract,58.95,302.6,Yes Male,Married,2,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,73.6,55.05,No Male,Single,4,No,No,No,No phone ,Cable,No,No,Monthly contract,30.4,208.45,No Female,Married,47,Yes,No,Yes,No,Fiber optic,No,No,One year contract,70,3548.3,No Male,Married,15,Yes,yes,Yes,No,Cable,Yes,No,Monthly contract,65,731.3,No Female,Married,65,Yes,No,Yes,Yes,Fiber optic,No,No,Monthly contract,76.5,5550.1,No Male,Married,66,Yes,No,Yes,Yes,Fiber optic,No,Yes,Two year contract,103.4,7007.6,No Female,Married,6,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,76.45,248.4,Yes Male,Married,64,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,One year contract,108.05,7008.15,No Male,Married,72,Yes,No,Yes,Yes,Fiber optic,No,Yes,Two year contract,105.4,7848.5,No Female,Single,15,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.45,225.55,No Male,Married,29,Yes,No,Yes,Yes,Fiber optic,Yes,No,One year contract,89.15,2538.05,No Female,Married,22,Yes,yes,Yes,No,Cable,No,Yes,Monthly contract,64.95,1614.05,No Male,Married,59,Yes,No,Yes,No,Fiber optic,No,Yes,One year contract,110.5,6396.45,No Female,Single,72,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,One year contract,25.05,1756.2,No Male,Married,35,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,81.1,2111.3,No Male,Married,6,Yes,yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,95,308.05,Yes Male,Married,35,Yes,No,Yes,Yes,Fiber optic,No,No,Monthly contract,85.45,2917.5,No Female,Single,12,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.25,193.05,No Female,Married,64,Yes,No,Yes,Yes,Cable,No,No,Monthly contract,59.6,4039.3,No Male,Single,1,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.35,80,No Female,Married,43,Yes,No,Yes,Yes,Cable,No,Yes,Monthly contract,78.4,3650.35,No Male,Married,7,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,89.25,554.05,Yes Female,Married,66,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,105.9,7085.5,No Female,Single,42,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.75,1174.8,No Female,Single,41,No,No,No,No phone ,Cable,No,Yes,Monthly contract,41.15,702,No Male,Married,27,Yes,No,Yes,No,Fiber optic,Yes,Yes,One year contract,105,2595.25,Yes Male,Married,46,Yes,No,Yes,Yes,Cable,No,No,One year contract,60.9,3902.6,No Female,Married,29,Yes,yes,Yes,Yes,Cable,Yes,No,Monthly contract,58.25,1929.95,No Female,Married,55,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,91.25,5645.8,No Male,Married,15,Yes,Yes,Yes,No,Fiber optic,Yes,Yes,One year contract,98.8,1238.45,No Male,Married,29,Yes,Yes,Yes,No,Fiber optic,No,No,Monthly contract,76.05,2111.3,Yes Female,Married,22,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,95.1,1975.85,Yes Female,Married,8,Yes,Yes,Yes,Yes,Fiber optic,Yes,No,One year contract,89.55,515.45,No Female,Married,2,Yes,Yes,Yes,No,Fiber optic,No,No,Monthly contract,69.55,79.35,Yes Male,Single,34,No,No,No,No phone ,Cable,Yes,No,Monthly contract,30.35,690.25,No Male,Married,43,Yes,Yes,No,Yes,Cable,Yes,Yes,Two year contract,82.45,3344.1,No Male,Single,11,Yes,Yes,No,No,No Internet,No internet ,No internet ,One year contract,19.3,233.55,No Female,Single,27,Yes,yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,24.25,419.9,No Female,Married,2,Yes,yes,No,No,Cable,Yes,No,Monthly contract,64.3,19.9,Yes Male,Married,8,Yes,yes,No,No,Cable,Yes,No,Monthly contract,55.05,644.35,Yes Male,Married,9,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,74.4,697.25,Yes Male,Married,38,Yes,No,No,No,Cable,Yes,Yes,Two year contract,81.05,2708.2,No Female,Married,56,Yes,No,No,Yes,Fiber optic,No,Yes,One year contract,99.65,5681.1,Yes Female,Married,72,Yes,No,No,Yes,Fiber optic,Yes,Yes,Two year contract,115.75,8468.2,No Female,Single,44,Yes,yes,No,Yes,No Internet,No internet ,No internet ,One year contract,25.7,1505.9,No Male,Single,66,No,No,No,No phone ,DSL,Yes,No,Two year contract,42.1,2799.75,No Male,Married,65,Yes,No,No,Yes,DSL,Yes,No,One year contract,79.45,5023,No Male,Married,2,Yes,yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,99.7,20.8,Yes Female,Married,27,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,73.85,1509.8,Yes Male,Married,15,Yes,yes,Yes,No,Fiber optic,Yes,Yes,One year contract,100.3,1120.95,No Male,Married,32,Yes,No,Yes,No,DSL,Yes,Yes,Two year contract,86.1,3036.75,No Female,Married,52,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,94.4,3944.5,No Female,Married,12,Yes,yes,Yes,Yes,Fiber optic,Yes,No,Monthly contract,80.85,1093.1,No Male,Married,49,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,100.9,4016.75,Yes Male,Married,27,Yes,yes,No,No,DSL,Yes,Yes,One year contract,81.05,2015.35,No Female,Married,66,Yes,No,Yes,Yes,Fiber optic,No,No,One year contract,76.5,5730.7,No Male,Single,58,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,19.95,1153.25,No Male,Married,34,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Monthly contract,105.25,3741.85,Yes Male,Single,10,No,No,No,No phone ,DSL,No,Yes,Monthly contract,43.75,681.4,No Female,Married,32,Yes,No,Yes,No,DSL,Yes,Yes,Monthly contract,80.3,2227.1,No Male,Married,1,Yes,yes,Yes,No,Fiber optic,Yes,No,Monthly contract,83.55,75.3,Yes Female,Married,4,Yes,yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,98.3,371.9,Yes Female,Single,47,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.35,930.9,No Female,Married,65,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,One year contract,109.55,7008.15,No Male,Married,8,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,93.95,516.15,Yes Male,Single,16,Yes,yes,Yes,No,DSL,No,No,One year contract,44.3,422.3,No Female,Married,72,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,112.25,7984.15,No Male,Married,63,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Two year contract,84.5,5459.2,No Female,Married,32,No,No,No,No phone ,DSL,Yes,No,One year contract,54.85,1442.6,No Male,Married,24,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,85.25,2514.5,No Male,Married,35,Yes,Yes,No,Yes,Fiber optic,Yes,Yes,Monthly contract,107.25,3527.6,Yes Female,Married,1,Yes,Yes,No,No,Fiber optic,No,Yes,Monthly contract,81.05,29.85,Yes Female,Married,66,Yes,Yes,No,Yes,Fiber optic,Yes,Yes,Two year contract,108.65,7076.35,No Female,Married,3,Yes,Yes,No,Yes,Fiber optic,No,No,Monthly contract,75.6,319.15,Yes Female,Single,35,Yes,Yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,25.05,835.15,No Male,Married,61,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,59.55,3009.5,No Male,Married,51,Yes,No,No,Yes,Fiber optic,No,No,Monthly contract,94.7,4733.1,No Female,Single,1,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.8,143.65,No Male,Married,2,Yes,yes,No,Yes,DSL,Yes,No,Monthly contract,58.95,19.55,No Male,Single,52,No,No,No,No phone ,DSL,No,No,One year contract,33.75,1195.25,No Male,Single,66,No,No,No,No phone ,DSL,Yes,No,Two year contract,30.1,1813.35,No Male,Married,64,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,100.5,5971.25,Yes Male,Married,15,Yes,yes,Yes,No,Fiber optic,Yes,Yes,Monthly contract,101.9,1288.3,Yes Male,Married,70,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,105.4,6962.85,No Male,Single,18,No,No,No,No phone ,DSL,No,No,Monthly contract,30.4,805.1,No Female,Married,70,Yes,No,Yes,No,DSL,Yes,No,One year contract,66.5,5154.5,No Male,Married,15,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,94.8,1120.95,Yes Female,Single,8,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,19.75,202.25,No Female,Married,8,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,75.6,535.55,No Female,Single,2,Yes,yes,Yes,No,DSL,No,No,Monthly contract,45.35,114.1,No Female,Married,12,Yes,yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,85.95,1882.55,Yes Female,Married,34,Yes,yes,Yes,No,DSL,Yes,Yes,Two year contract,74.75,2111.3,No Female,Single,60,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.6,1107.2,No Male,Married,34,Yes,No,Yes,No,DSL,Yes,Yes,Two year contract,80.15,2633.3,No Female,Single,12,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.2,326.8,No Female,Married,71,Yes,No,No,Yes,Fiber optic,Yes,Yes,Two year contract,108.05,7984.15,Yes Male,Married,57,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,110.5,6068.65,Yes Female,Single,10,Yes,yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,25.4,161.95,No Female,Married,22,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,89,1752.55,No Male,Married,6,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,76.45,424.45,Yes Male,Single,18,Yes,yes,No,No,DSL,No,No,One year contract,45.7,1253.15,No Male,Single,2,Yes,yes,No,No,DSL,No,No,Monthly contract,44.7,25.25,No Male,Married,36,Yes,No,No,No,DSL,Yes,Yes,One year contract,84.85,3089.1,No Male,Married,24,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,75.1,1861.5,No Female,Married,72,No,No,No,No phone ,DSL,Yes,Yes,One year contract,60,4189.7,No Male,Single,1,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.95,19.75,No Female,Single,32,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,19.75,720.05,No Female,Married,59,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,111.05,6519.75,Yes Male,Married,68,Yes,No,No,Yes,DSL,Yes,No,Two year contract,79.45,5411.4,No Female,Married,40,Yes,No,No,Yes,Fiber optic,Yes,Yes,Monthly contract,107.15,3527.6,No Female,Married,24,Yes,yes,No,No,Fiber optic,No,Yes,Monthly contract,95.15,2088.05,Yes Male,Married,72,Yes,No,No,Yes,Fiber optic,Yes,No,Two year contract,90.05,6369.45,Yes Female,Married,6,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,81.35,424.45,Yes Female,Married,25,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,74.35,1406,Yes Male,Single,43,Yes,yes,No,No,No Internet,No internet ,No internet ,Two year contract,19.8,1099.6,No Male,Married,70,Yes,No,No,No,DSL,No,Yes,Two year contract,74.75,4543.15,No Male,Married,28,Yes,No,No,Yes,Fiber optic,Yes,Yes,Monthly contract,104,3046.05,No Female,Single,41,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,20.55,720.05,No Male,Married,71,Yes,Yes,No,Yes,Fiber optic,Yes,Yes,Two year contract,110.8,8126.65,No Male,Married,1,Yes,Yes,No,No,Fiber optic,No,No,Monthly contract,69.65,80,Yes Male,Married,63,Yes,Yes,No,No,Fiber optic,No,Yes,One year contract,94.4,5817,No Male,Single,20,Yes,Yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,25.6,413,No Female,Married,8,Yes,Yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.2,237.7,No Female,Married,2,Yes,Yes,No,No,Fiber optic,No,No,Monthly contract,78.85,62.25,Yes Male,Married,2,Yes,Yes,No,No,DSL,No,No,Monthly contract,56.15,90.85,Yes Male,Married,22,Yes,Yes,No,No,DSL,No,Yes,One year contract,64.05,1821.95,No Male,Married,33,Yes,Yes,No,No,Fiber optic,No,No,Monthly contract,74.4,2303.35,Yes Male,Married,34,Yes,yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,26.4,624.15,No Male,Married,72,Yes,yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,25.9,1642.75,No Male,Married,12,No,No,No,No phone ,DSL,Yes,Yes,Monthly contract,45.3,475.7,Yes Male,Married,1,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,74.95,45.7,Yes Male,Married,72,Yes,No,Yes,Yes,Fiber optic,No,Yes,Two year contract,99.65,7303.05,No Female,Married,29,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,25.05,759.35,No Male,Married,72,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,107.5,7532.15,No Female,Married,26,No,No,No,No phone ,DSL,No,Yes,Monthly contract,45,1315.35,No Male,Married,5,Yes,yes,No,Yes,Fiber optic,No,Yes,Monthly contract,94.35,313.6,Yes Female,Married,56,Yes,No,No,Yes,Fiber optic,No,No,One year contract,96.75,5812,No Male,Married,5,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,89.2,396.1,Yes Female,Married,65,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,110.5,7008.15,Yes Female,Married,19,Yes,yes,No,No,Fiber optic,Yes,Yes,Monthly contract,101.9,1886.25,No Female,Married,19,Yes,yes,No,Yes,Fiber optic,No,Yes,Monthly contract,107.95,1968.1,No Female,Married,16,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,75.6,764.55,No Female,Married,48,Yes,No,No,No,Fiber optic,No,No,One year contract,84.3,3682.45,No Male,Married,70,Yes,yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,26.25,1798.9,No Female,Married,10,Yes,yes,No,No,DSL,No,Yes,Monthly contract,64.8,663.05,No Female,Married,69,Yes,No,No,Yes,DSL,Yes,Yes,Two year contract,85.75,6130.85,No Female,Married,15,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,75.1,1152.8,No Male,Married,68,Yes,yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,26.4,1798.9,No Male,Married,23,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,75.1,1732.6,No Male,Married,66,Yes,yes,No,No,No Internet,No internet ,No internet ,Two year contract,20.55,1363.25,No Female,Married,61,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,55,2473.95,No Male,Married,59,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,100,5861.75,Yes Male,Married,50,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,85.15,3906.7,No Male,Married,46,Yes,yes,No,No,No Internet,No internet ,No internet ,Two year contract,20.05,1252,No Male,Married,65,No,No,No,No phone ,DSL,Yes,No,Two year contract,35.8,1563.95,No Female,Married,1,Yes,yes,No,No,Fiber optic,Yes,No,Monthly contract,75.9,20.25,No Male,Married,58,Yes,No,No,Yes,Fiber optic,Yes,Yes,One year contract,105.45,5430.35,No Male,Married,1,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.75,45.7,Yes Female,Married,72,Yes,No,No,Yes,DSL,Yes,Yes,One year contract,88.05,5986.45,No Female,Married,1,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,69.35,90.85,Yes Male,Married,1,Yes,yes,No,No,Fiber optic,No,Yes,Monthly contract,85.9,44.8,Yes Female,Married,42,Yes,No,Yes,Yes,Fiber optic,No,No,One year contract,83.15,3442.15,No Female,Married,61,Yes,No,Yes,Yes,DSL,Yes,No,Two year contract,59.6,3505.1,No Male,Married,6,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,93.95,424.45,No Female,Married,5,Yes,yes,No,Yes,Fiber optic,No,Yes,Monthly contract,85.25,308.05,Yes Female,Married,2,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.15,168.2,No Female,Married,6,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,74.35,567.8,Yes Female,Married,15,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,19.45,320.45,No Male,Married,3,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,19.15,131.05,No Male,Married,45,Yes,No,No,No,Fiber optic,No,No,Monthly contract,74.8,3344.1,No Female,Married,11,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,21.05,170.9,No Male,Married,69,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,54.6,3687.75,No Male,Married,4,Yes,yes,No,No,Fiber optic,No,No,One year contract,69.7,313.6,No Male,Married,64,Yes,No,No,Yes,Fiber optic,No,Yes,Two year contract,97.55,6413.65,No Female,Married,30,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,One year contract,113.25,3327.05,No Male,Married,57,Yes,No,Yes,No,DSL,Yes,No,Two year contract,70.9,4048.95,No Male,Married,70,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.2,1292.6,No Female,Married,72,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,90.4,6588.95,No Female,Married,3,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,89.15,292.8,Yes Male,Married,51,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,90.05,4884.85,No Female,Married,15,No,No,No,No phone ,DSL,Yes,Yes,Monthly contract,59.85,952.3,No Female,Married,52,Yes,yes,No,Yes,No Internet,No internet ,No internet ,One year contract,24.75,1229.1,No Male,Married,18,Yes,No,No,No,Fiber optic,Yes,Yes,Monthly contract,105.1,2172.05,No Female,Married,53,Yes,No,Yes,No,Fiber optic,No,Yes,Two year contract,105.55,5916.95,Yes Female,Married,19,Yes,yes,Yes,No,DSL,No,Yes,Monthly contract,70.05,1463.5,Yes Male,Married,30,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,26.4,927.65,No Female,Married,72,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Two year contract,85.75,6309.65,No Male,Married,1,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.4,38.8,No Male,Married,2,Yes,Yes,No,No,Fiber optic,No,Yes,Monthly contract,98.5,52.2,Yes Male,Married,2,Yes,Yes,No,No,DSL,No,No,Monthly contract,44.95,89.3,Yes Male,Married,47,Yes,Yes,No,Yes,Fiber optic,No,Yes,One year contract,104.55,4874.8,No Male,Married,68,Yes,Yes,No,Yes,Fiber optic,Yes,No,Two year contract,98.2,7085.5,No Female,Married,70,Yes,Yes,No,Yes,Fiber optic,No,Yes,Two year contract,90.35,6668.05,No Female,Married,65,Yes,Yes,No,No,Fiber optic,No,Yes,Monthly contract,97,6311.2,Yes Male,Married,41,Yes,Yes,No,No,No Internet,No internet ,No internet ,One year contract,19.9,1126.35,No Female,Married,25,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,75.6,1929.35,Yes Male,Married,5,No,No,No,No phone ,DSL,No,No,Monthly contract,25.25,77.6,No Male,Married,31,Yes,No,No,No,Fiber optic,No,Yes,Monthly contract,89.25,2861.45,No Female,Married,2,No,No,No,No phone ,DSL,No,No,Monthly contract,25.35,19.6,Yes Female,Married,2,Yes,yes,No,No,DSL,Yes,Yes,Monthly contract,70.3,34.75,No Male,Married,1,Yes,yes,No,No,DSL,No,No,Monthly contract,48.55,19.9,Yes Male,Married,72,Yes,No,Yes,Yes,Fiber optic,No,Yes,Two year contract,105.55,7422.1,No Male,Married,32,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,94.35,3082.1,Yes Male,Married,59,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,One year contract,101,5509.3,No Male,Married,14,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,19.8,161.95,No Male,Married,60,No,No,No,No phone ,DSL,Yes,No,Two year contract,42.1,2550.9,No Male,Married,72,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,88.15,6316.2,No Male,Married,72,Yes,No,Yes,Yes,DSL,Yes,Yes,One year contract,89.85,6369.45,No Female,Married,55,Yes,No,Yes,Yes,DSL,Yes,No,Two year contract,79.85,4461.85,Yes Female,Married,68,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,54.6,3260.1,No Male,Married,72,Yes,No,No,Yes,Fiber optic,No,No,Two year contract,80.6,5436.45,No Female,Married,1,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,19.8,73.55,No Male,Married,71,Yes,No,No,Yes,Fiber optic,No,Yes,Two year contract,104.6,6962.85,No Female,Married,3,Yes,yes,No,No,Fiber optic,No,Yes,Monthly contract,93.95,273.4,No Female,Single,11,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,20.05,219.35,No Male,Married,22,Yes,yes,No,Yes,Fiber optic,No,Yes,Monthly contract,99.8,1842.8,Yes Female,Single,13,Yes,yes,No,No,DSL,No,No,Monthly contract,44.4,449.3,Yes Male,Married,45,Yes,No,No,Yes,DSL,No,Yes,Two year contract,79.7,2958.95,No Female,Single,1,Yes,yes,No,No,DSL,No,No,Monthly contract,49.25,25.4,No Female,Single,36,No,No,No,No phone ,DSL,Yes,No,Two year contract,30.85,808.95,Yes Male,Single,1,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,21.05,75.3,No Female,Married,36,Yes,No,No,Yes,Fiber optic,No,No,Monthly contract,88.8,2917.5,No Female,Single,23,No,No,No,No phone ,DSL,No,Yes,Monthly contract,44.95,1183.8,No Female,Single,35,Yes,yes,No,No,No Internet,No internet ,No internet ,Two year contract,20.35,690.25,No Male,Married,24,Yes,No,No,No,Fiber optic,Yes,Yes,Monthly contract,105.1,2595.25,Yes Female,Married,3,Yes,yes,No,No,DSL,No,Yes,Monthly contract,81.95,531,Yes Female,Married,54,Yes,No,Yes,Yes,DSL,Yes,No,One year contract,73.5,4054.2,No Male,Married,20,Yes,Yes,Yes,No,Fiber optic,Yes,Yes,One year contract,89.9,2162.6,No Female,Married,4,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,99.3,273,Yes Female,Married,43,Yes,Yes,Yes,No,DSL,No,No,One year contract,64.5,2958.95,No Male,Single,41,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.6,624.15,No Female,Married,20,Yes,Yes,No,No,Fiber optic,No,Yes,Monthly contract,84.6,1949.4,No Female,Married,2,Yes,Yes,No,No,Fiber optic,No,No,Monthly contract,70.6,89.5,Yes Male,Single,1,Yes,Yes,No,No,DSL,No,No,Monthly contract,44.7,145.15,Yes Female,Married,56,Yes,Yes,No,Yes,Fiber optic,No,Yes,One year contract,93.4,5238.9,No Female,Married,15,Yes,Yes,No,No,Fiber optic,Yes,Yes,Two year contract,105.5,1430.25,No Male,Married,15,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,76.1,889,No Female,Single,15,No,No,No,No phone ,DSL,Yes,No,Monthly contract,30.75,518.9,No Male,Married,64,Yes,No,Yes,Yes,Fiber optic,Yes,No,Two year contract,91.25,5459.2,No Female,Married,20,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,82,1373.05,No Male,Married,31,Yes,No,Yes,Yes,Fiber optic,Yes,No,One year contract,96.55,3082.1,No Female,Single,6,No,No,No,No phone ,DSL,No,Yes,Monthly contract,34.7,141.5,No Male,Married,52,Yes,No,No,Yes,DSL,Yes,Yes,Two year contract,83.7,3958.25,No Male,Married,49,Yes,No,No,Yes,Fiber optic,No,Yes,Monthly contract,100.5,4914.9,Yes Female,Married,1,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,71.1,44,No Female,Single,48,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.5,1252,No Female,Single,16,No,No,No,No phone ,DSL,No,No,Monthly contract,40.4,444.75,Yes Female,Single,24,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.4,504.2,No Male,Single,54,No,No,No,No phone ,DSL,No,No,Two year contract,30.1,1453.1,No Female,Single,1,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.15,20.2,No Male,Married,38,Yes,No,No,No,DSL,Yes,Yes,Two year contract,73.8,2379.1,No Female,Married,70,Yes,No,No,No,DSL,Yes,Yes,Two year contract,69.5,4973.4,No Female,Married,4,Yes,yes,Yes,Yes,DSL,Yes,No,Monthly contract,55.2,334.8,Yes Female,Married,25,Yes,No,No,Yes,Fiber optic,Yes,Yes,One year contract,89.85,2964,No Female,Married,55,Yes,No,No,No,Fiber optic,No,Yes,One year contract,100.5,5608.4,Yes Female,Married,4,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,69.55,319.15,Yes Female,Married,4,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,85.7,502.85,Yes Female,Married,54,Yes,Yes,Yes,Yes,DSL,Yes,Yes,One year contract,85.1,4326.8,No Male,Married,2,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,75.25,50.65,No Male,Married,35,Yes,Yes,Yes,No,DSL,No,No,One year contract,63.3,2003.6,No Male,Married,41,Yes,Yes,Yes,No,DSL,No,No,Monthly contract,64.5,2708.2,No Male,Married,71,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,107.5,7853.7,No Female,Single,12,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.1,320.45,Yes Female,Married,7,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,78.85,624.6,Yes Male,Married,21,Yes,Yes,Yes,No,DSL,No,No,One year contract,54.65,1546.3,No Male,Single,1,Yes,Yes,Yes,No,DSL,Yes,No,Two year contract,49.3,114.15,No Female,Married,60,Yes,No,Yes,Yes,Fiber optic,No,No,One year contract,81.85,4456.35,No Female,Single,11,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20,268.45,No Female,Married,32,Yes,No,Yes,No,Fiber optic,No,No,Monthly contract,79.85,2633.3,Yes Female,Single,60,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,25.4,1216.6,No Female,Married,1,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,69.55,71.1,Yes Male,Single,70,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.9,1357.1,No Male,Single,70,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.55,1355.1,No Female,Married,56,Yes,No,No,Yes,Fiber optic,No,Yes,One year contract,110.3,6396.45,Yes Male,Single,46,Yes,yes,No,Yes,No Internet,No internet ,No internet ,Two year contract,24.35,1359.7,No Female,Married,10,Yes,yes,No,No,Fiber optic,Yes,Yes,Monthly contract,105.5,1008.55,Yes Male,Married,3,Yes,yes,No,No,DSL,Yes,Yes,Monthly contract,75.3,531,No Female,Married,66,Yes,No,No,Yes,DSL,Yes,Yes,Two year contract,89.65,5308.7,No Female,Married,22,Yes,yes,No,Yes,Fiber optic,No,Yes,Monthly contract,93.35,1862.9,No Male,Married,35,Yes,yes,Yes,No,DSL,No,Yes,One year contract,80.6,2054.4,No Male,Married,2,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,76.1,44,No Female,Married,2,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,70.15,44.8,No Male,Married,13,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,79.25,1111.65,No Male,Single,9,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.8,320.45,No Male,Married,71,Yes,No,Yes,Yes,Fiber optic,No,No,Two year contract,81.4,5411.4,No Female,Married,1,Yes,yes,Yes,No,DSL,No,Yes,Monthly contract,58.95,75.3,Yes Female,Married,4,Yes,yes,Yes,Yes,DSL,Yes,Yes,Monthly contract,65.55,308.05,No Male,Single,2,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.75,242.8,No Female,Married,32,Yes,No,Yes,No,Fiber optic,No,Yes,Monthly contract,89.55,2896.55,No Male,Single,1,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.85,97,No Male,Married,72,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,112.25,8003.8,No Male,Married,60,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,85.55,4884.85,No Male,Single,18,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.05,514.75,No Female,Married,8,Yes,yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,98.3,655.5,Yes Male,Married,30,Yes,No,Yes,Yes,Fiber optic,Yes,No,One year contract,81.2,2651.1,No Male,Married,35,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,104.15,3646.8,Yes Female,Single,9,Yes,yes,Yes,No,DSL,Yes,No,Monthly contract,49.9,518.9,Yes Female,Single,7,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.5,326.8,No Female,Married,68,Yes,Yes,Yes,Yes,DSL,Yes,No,Two year contract,59.6,4039.3,No Female,Married,12,Yes,Yes,Yes,No,Fiber optic,No,No,Monthly contract,80.3,1112.3,No Female,Married,72,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Two year contract,85.75,5986.45,No Male,Married,71,Yes,Yes,Yes,Yes,DSL,No,Yes,Two year contract,83.5,5398.6,No Female,Single,8,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.9,251.6,No Male,Married,9,Yes,Yes,Yes,No,DSL,Yes,No,Monthly contract,52.2,422.3,Yes Female,Married,62,Yes,Yes,Yes,Yes,DSL,Yes,No,One year contract,66.15,4919.7,No Male,Married,49,Yes,Yes,No,Yes,DSL,Yes,Yes,Two year contract,81.75,2958.95,No Female,Married,11,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,98.55,855.3,Yes Male,Married,46,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,One year contract,110.35,5032.25,No Male,Married,68,Yes,No,No,Yes,DSL,Yes,Yes,Two year contract,73.25,4732.35,No Male,Married,2,Yes,yes,No,No,Fiber optic,No,Yes,Monthly contract,95.15,71.1,Yes Female,Married,72,Yes,No,No,Yes,Fiber optic,No,Yes,Two year contract,101.55,7848.5,No Female,Married,65,Yes,No,No,Yes,Fiber optic,No,No,Two year contract,80.35,5436.45,Yes Male,Single,1,Yes,yes,No,No,DSL,No,No,Monthly contract,44.6,24.6,No Male,Married,69,Yes,Yes,No,Yes,Fiber optic,Yes,No,Two year contract,85.3,6094.25,No Male,Married,60,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,One year contract,89.85,4874.7,No Male,Single,33,Yes,Yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.2,678.8,No Female,Single,34,Yes,Yes,No,No,No Internet,No internet ,No internet ,One year contract,19.85,654.55,No Male,Single,3,No,No,No,No phone ,DSL,No,No,Monthly contract,24.6,83.75,Yes Male,Married,70,Yes,Yes,Yes,Yes,DSL,Yes,Yes,Two year contract,89.05,6254.45,Yes Male,Married,44,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,84.3,3566.6,No Male,Married,72,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,114.55,8468.2,No Female,Married,15,Yes,Yes,Yes,Yes,Fiber optic,No,No,Monthly contract,82,994.8,No Male,Single,3,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,24.3,220.45,No Male,Married,13,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,99.1,1415,Yes Male,Married,38,Yes,No,No,Yes,Fiber optic,Yes,Yes,Two year contract,116.25,3395.8,No Male,Married,8,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,86.05,496.9,Yes Male,Single,7,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,20.55,193.05,No Female,Single,30,No,No,No,No phone ,DSL,No,No,One year contract,30.35,540.05,No Female,Married,52,Yes,No,No,No,Fiber optic,No,Yes,One year contract,97.55,4619.55,No Female,Married,25,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,75.5,2028.8,No Female,Single,13,Yes,yes,Yes,No,DSL,No,No,Monthly contract,44.8,597,No Female,Married,72,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,113.1,8248.5,No Male,Married,43,Yes,No,Yes,No,Fiber optic,No,Yes,Monthly contract,95.5,4738.3,Yes Female,Married,70,Yes,No,Yes,Yes,Fiber optic,No,No,Two year contract,81.55,5289.05,No Male,Single,15,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.95,233.9,No Female,Married,56,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,89.85,4925.35,No Female,Married,11,Yes,yes,Yes,No,Fiber optic,Yes,No,One year contract,84.35,858.6,No Male,Married,72,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,92,6369.45,No Male,Married,21,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,110.5,2239.4,No Female,Married,71,Yes,No,No,No,DSL,Yes,Yes,One year contract,80.3,5289.05,No Male,Married,35,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Monthly contract,111.25,3646.8,No Female,Married,30,No,No,No,No phone ,DSL,Yes,Yes,One year contract,58.25,1785.65,No Male,Married,3,Yes,yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,90.15,273,Yes Female,Single,14,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.9,214.75,No Male,Married,65,No,No,No,No phone ,DSL,Yes,No,Two year contract,54.85,2962,No Male,Single,10,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.65,233.9,No Female,Married,15,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,76,927.35,No Female,Married,50,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,94.4,4016.75,No Male,Married,71,Yes,No,Yes,Yes,Fiber optic,Yes,No,Two year contract,89,6132.7,No Female,Married,26,Yes,yes,Yes,No,DSL,Yes,No,One year contract,64.4,1845.9,No Male,Married,71,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,114.95,8404.9,No Male,Married,71,Yes,Yes,Yes,Yes,DSL,Yes,Yes,One year contract,76.3,5600.15,No Male,Single,15,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.4,301.9,No Male,Single,13,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.4,202.25,No Male,Single,6,No,No,No,No phone ,DSL,No,No,Monthly contract,24.8,61.35,No Male,Married,18,Yes,yes,Yes,No,Fiber optic,Yes,Yes,Monthly contract,101.9,1934.45,No Female,Single,12,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.55,365.8,No Male,Married,0,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,80.25,19.75,No Female,Married,45,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,108.15,4687.9,No Male,Single,51,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20,905.55,No Female,Married,3,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,84.35,234.85,Yes Female,Married,56,Yes,Yes,No,Yes,Fiber optic,No,Yes,Two year contract,104.8,5608.4,No Male,Married,72,Yes,Yes,Yes,Yes,Fiber optic,No,Yes,Two year contract,84.5,6309.65,No Male,Single,16,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,19.9,299.05,No Male,Married,4,Yes,yes,Yes,No,DSL,Yes,No,Monthly contract,67.65,273,No Male,Single,3,No,No,No,No phone ,DSL,No,No,Monthly contract,25.25,141.5,Yes Female,Married,1,Yes,yes,No,No,Fiber optic,No,No,Monthly contract,75.3,167.5,No Male,Married,10,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,96.5,855.3,Yes Female,Single,1,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.75,84.6,No Female,Married,71,Yes,Yes,No,Yes,Fiber optic,Yes,Yes,Two year contract,116.1,8404.9,No Male,Single,6,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20.15,132.25,No Female,Single,1,Yes,yes,Yes,No,DSL,No,No,Monthly contract,45.35,139.4,Yes Male,Married,24,Yes,yes,No,No,DSL,No,Yes,Monthly contract,64.7,1758.6,No Male,Married,3,Yes,yes,Yes,No,DSL,Yes,No,Monthly contract,55.2,233.7,Yes Male,Single,8,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Monthly contract,25.55,233.9,No Male,Single,17,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.45,237.7,No Female,Married,1,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,74.4,80,Yes Female,Married,11,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,76,858.6,No Male,Married,31,Yes,Yes,No,Yes,Fiber optic,Yes,No,Monthly contract,81.2,2497.2,No Male,Single,10,No,No,No,No phone ,DSL,No,No,Monthly contract,30.15,498.25,No Female,Married,65,Yes,Yes,No,Yes,Fiber optic,Yes,Yes,One year contract,104.8,6744.25,No Female,Single,68,Yes,yes,No,No,No Internet,No internet ,No internet ,Two year contract,20.85,1277.75,No Female,Married,46,Yes,Yes,No,Yes,Fiber optic,No,No,Monthly contract,86.1,4287.2,No Male,Single,3,Yes,yes,No,No,DSL,No,No,Monthly contract,44.85,89.05,Yes Female,Married,32,Yes,yes,No,No,DSL,No,No,One year contract,56.7,1889.5,No Female,Single,5,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.75,298.7,No Female,Married,12,Yes,yes,No,No,DSL,No,No,Monthly contract,50.55,597,No Male,Single,1,No,No,No,No phone ,DSL,No,No,Monthly contract,29.85,75.1,Yes Female,Married,4,Yes,yes,No,Yes,Fiber optic,No,Yes,Monthly contract,94.35,244.75,Yes Male,Single,1,Yes,yes,No,No,DSL,No,No,Monthly contract,45.35,33.6,No Female,Single,2,Yes,yes,No,No,No Internet,No internet ,No internet ,Monthly contract,20.05,19.55,Yes Male,Married,63,Yes,No,No,Yes,Fiber optic,No,Yes,One year contract,99.35,6311.2,No Female,Married,53,Yes,No,No,Yes,Fiber optic,Yes,Yes,One year contract,104.8,6017.65,No Female,Married,32,Yes,No,No,Yes,Fiber optic,No,No,Monthly contract,85.45,2768.35,No Male,Single,5,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20,94.15,No Male,Married,72,Yes,No,No,Yes,Fiber optic,Yes,Yes,Two year contract,114.95,8476.5,No Female,Single,17,No,No,No,No phone ,DSL,No,No,Monthly contract,44.85,540.95,Yes Male,Single,58,Yes,yes,Yes,No,No Internet,No internet ,No internet ,One year contract,20.05,1090.65,No Male,Married,56,Yes,No,Yes,Yes,Fiber optic,No,No,One year contract,75.65,4217.8,No Female,Married,13,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,73.25,1074.3,Yes Male,Single,6,No,No,No,No phone ,DSL,No,No,Monthly contract,30.4,168.15,No Female,Married,12,Yes,yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,85.95,1582.75,No Female,Single,12,Yes,yes,Yes,No,DSL,No,No,Monthly contract,49.25,382.2,No Female,Married,28,Yes,No,Yes,No,DSL,Yes,Yes,One year contract,81.75,2149.05,No Female,Married,65,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,105.55,6744.25,Yes Male,Married,44,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,103.85,5032.25,Yes Female,Married,7,Yes,yes,Yes,Yes,Fiber optic,No,Yes,Monthly contract,95.6,624.6,Yes Male,Married,56,Yes,No,Yes,No,Fiber optic,Yes,Yes,One year contract,98.8,5681.1,Yes Female,Married,17,Yes,yes,Yes,No,DSL,Yes,No,One year contract,55.05,1195.75,No Male,Married,50,Yes,No,Yes,Yes,DSL,Yes,No,One year contract,64.35,3009.5,No Male,Married,29,Yes,yes,Yes,No,DSL,No,No,Monthly contract,55.3,1183.8,Yes Female,Married,22,Yes,yes,Yes,No,Fiber optic,No,Yes,Monthly contract,86.45,1899.65,No Male,Single,56,No,No,No,No phone ,DSL,No,No,One year contract,45.25,2688.85,No Male,Married,3,Yes,yes,Yes,Yes,DSL,Yes,Yes,Monthly contract,64.9,273,No Male,Married,13,No,No,No,No phone ,DSL,No,Yes,Monthly contract,50.35,565.35,No Female,Single,50,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.4,1167.6,No Female,Married,63,Yes,No,Yes,Yes,Fiber optic,No,Yes,Monthly contract,105.5,6597.25,Yes Male,Single,58,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,20.2,1305.95,No Female,Married,63,Yes,No,Yes,No,Fiber optic,No,Yes,One year contract,100.15,6311.2,No Female,Married,17,Yes,yes,Yes,No,DSL,No,Yes,One year contract,69.7,731.3,No Female,Married,12,Yes,yes,Yes,No,DSL,Yes,No,Monthly contract,55.2,771.95,Yes Male,Married,12,Yes,yes,Yes,Yes,Fiber optic,No,No,Monthly contract,79.4,1111.65,No Male,Single,1,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,21.1,47.7,No Male,Married,65,Yes,No,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,113.3,7107,No Male,Married,63,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,103.25,6985.65,No Female,Married,64,No,No,No,No phone ,DSL,No,No,Monthly contract,52.55,3139.8,Yes Female,Single,1,Yes,yes,No,No,No Internet,No internet ,No internet ,One year contract,19.85,119.5,No Male,Single,38,Yes,yes,Yes,Yes,No Internet,No internet ,No internet ,Two year contract,24.8,865,No Male,Single,4,Yes,yes,No,Yes,No Internet,No internet ,No internet ,One year contract,25.4,92.75,No Male,Married,72,Yes,Yes,No,No,Fiber optic,No,Yes,Two year contract,90.4,6369.45,No Male,Married,29,Yes,Yes,No,Yes,Fiber optic,Yes,Yes,Monthly contract,98.5,2830.45,No Female,Married,6,Yes,yes,No,No,Fiber optic,Yes,Yes,Monthly contract,94.45,352.65,No Male,Married,68,Yes,Yes,No,Yes,DSL,Yes,Yes,Two year contract,88.6,6316.2,No Male,Married,3,Yes,yes,No,Yes,Fiber optic,No,No,Monthly contract,73.85,318.1,Yes Male,Married,71,Yes,Yes,Yes,Yes,Fiber optic,Yes,Yes,Two year contract,107.5,7882.25,No Female,Married,49,Yes,Yes,Yes,No,Fiber optic,No,No,One year contract,91.25,3921.3,No Male,Single,20,Yes,yes,Yes,No,DSL,No,No,Monthly contract,49.25,1442,No Female,Single,2,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Monthly contract,20,74.35,No Female,Married,70,No,No,No,No phone ,DSL,Yes,Yes,Two year contract,60.2,3739.8,No Male,Married,72,Yes,No,Yes,Yes,DSL,Yes,Yes,Two year contract,88.15,6148.45,No Male,Married,46,Yes,No,Yes,No,DSL,No,No,Monthly contract,62.15,2970.3,Yes Female,Married,5,Yes,yes,Yes,No,Fiber optic,No,No,Monthly contract,69.55,302.6,Yes Male,Single,59,No,No,No,No phone ,DSL,Yes,No,One year contract,44.45,2145,No Female,Married,56,Yes,No,Yes,Yes,Fiber optic,No,Yes,One year contract,84.5,4054.2,No Female,Married,56,Yes,No,Yes,Yes,DSL,No,Yes,Two year contract,83.5,3958.25,No Male,Married,57,Yes,No,Yes,No,Fiber optic,No,No,One year contract,73.95,4326.8,No Male,Married,51,Yes,No,Yes,No,DSL,Yes,No,One year contract,60.9,3582.4,No Male,Single,69,Yes,yes,Yes,No,No Internet,No internet ,No internet ,Two year contract,19.15,1363.45,No