tenure_months,monthly_charges,contract,support_calls,payment_method,churned 10,33.79,one-year,0,bank transfer,no 10,59.04,month-to-month,1,electronic check,yes 57,69.78,one-year,0,bank transfer,no 36,48.58,month-to-month,0,bank transfer,no 42,80.58,month-to-month,2,electronic check,no 43,80.25,one-year,2,credit card,no 51,43.98,month-to-month,1,electronic check,no 3,82.26,two-year,3,electronic check,no 35,55.73,month-to-month,3,credit card,no 11,93.47,two-year,2,bank transfer,yes 29,49.04,two-year,4,bank transfer,no 66,99.88,two-year,3,bank transfer,no 39,61.51,two-year,2,bank transfer,no 5,75.32,month-to-month,0,electronic check,yes 39,87.33,month-to-month,2,bank transfer,no 10,71.84,month-to-month,2,electronic check,yes 54,45.76,month-to-month,1,credit card,no 68,117.94,month-to-month,1,bank transfer,no 70,29.61,month-to-month,1,electronic check,no 45,52.49,month-to-month,1,electronic check,yes 62,74.91,two-year,2,credit card,no 27,22.87,month-to-month,1,electronic check,no 11,35.49,one-year,1,electronic check,no 37,99.93,month-to-month,3,credit card,yes 32,98.38,one-year,1,electronic check,yes 48,83.7,two-year,1,electronic check,yes 71,110.18,month-to-month,2,bank transfer,yes 20,95.55,one-year,0,electronic check,no 61,49.88,month-to-month,1,credit card,no 10,84.49,month-to-month,3,electronic check,yes 25,54.01,month-to-month,2,bank transfer,no 56,94.98,month-to-month,3,electronic check,yes 18,58.48,month-to-month,0,credit card,no 48,35.32,one-year,1,electronic check,no 33,107.65,month-to-month,4,electronic check,yes 37,89.04,month-to-month,1,electronic check,no 67,94.47,two-year,1,bank transfer,no 58,75.96,month-to-month,3,bank transfer,no 60,98.29,month-to-month,2,electronic check,yes 39,64.79,month-to-month,2,bank transfer,no 70,76.58,two-year,2,bank transfer,no 70,26.26,one-year,3,electronic check,no 10,75.51,one-year,6,bank transfer,no 15,101.46,two-year,1,bank transfer,yes 22,90.55,month-to-month,4,credit card,yes 40,100.32,two-year,3,credit card,no 59,69.61,month-to-month,4,credit card,no 35,108.13,one-year,0,credit card,no 70,30.83,one-year,3,credit card,no 26,107.57,one-year,4,credit card,no 66,57.13,month-to-month,1,bank transfer,no 43,29.1,month-to-month,1,electronic check,no 52,81.93,month-to-month,0,credit card,no 17,65.49,month-to-month,1,credit card,no 43,62.84,two-year,1,bank transfer,no 57,105.2,two-year,1,credit card,no 63,33.78,one-year,5,credit card,no 62,81.69,one-year,1,electronic check,no 69,61.38,two-year,3,electronic check,no 10,72.83,month-to-month,1,credit card,yes 56,69.94,two-year,2,electronic check,no 34,33.41,month-to-month,1,credit card,yes 49,71.2,month-to-month,2,credit card,yes 20,106.21,one-year,3,credit card,yes 2,37.12,one-year,0,credit card,no 6,21.15,one-year,2,credit card,no 70,26.76,one-year,0,bank transfer,no 64,65.98,month-to-month,3,electronic check,no 22,117.45,one-year,3,electronic check,no 31,24.42,two-year,1,credit card,no 18,119.09,one-year,2,credit card,yes 11,73.61,two-year,5,bank transfer,yes 61,32.01,one-year,6,credit card,no 48,61.85,two-year,1,credit card,no 6,40.74,month-to-month,3,credit card,no 15,91.42,two-year,2,credit card,yes 41,74.15,month-to-month,2,credit card,no 65,48.8,two-year,0,electronic check,no 71,45.54,month-to-month,2,credit card,no 16,106.7,one-year,2,credit card,yes 44,96.62,two-year,3,electronic check,yes 3,63.62,one-year,3,credit card,no 13,60.55,one-year,4,credit card,no 15,93.75,two-year,0,electronic check,no 32,117.07,month-to-month,5,credit card,yes 25,27.96,month-to-month,0,bank transfer,no 52,35.91,one-year,3,credit card,no 34,56.23,two-year,3,bank transfer,no 25,70.77,one-year,2,electronic check,yes 65,27.14,month-to-month,2,credit card,no 45,25.35,month-to-month,1,electronic check,no 50,41.95,month-to-month,2,bank transfer,no 53,58.6,month-to-month,3,bank transfer,no 25,93.93,month-to-month,2,credit card,yes 64,80.99,one-year,2,bank transfer,no 2,22.92,month-to-month,1,bank transfer,no 22,24.5,two-year,2,electronic check,no 12,65.2,month-to-month,0,credit card,yes 1,107.49,month-to-month,2,bank transfer,yes 71,111.5,month-to-month,3,credit card,yes 7,56.51,two-year,2,credit card,no 33,108.74,month-to-month,2,bank transfer,yes 59,112.91,month-to-month,1,bank transfer,yes 50,60.66,two-year,2,electronic check,yes 61,94.61,month-to-month,3,credit card,yes 4,56.53,two-year,2,electronic check,yes 36,35.36,month-to-month,2,bank transfer,no 3,77.52,two-year,0,electronic check,no 14,28.64,month-to-month,2,credit card,no 61,86.34,month-to-month,2,bank transfer,no 6,100.92,one-year,1,electronic check,yes 42,111.54,two-year,3,bank transfer,no 2,64.8,two-year,2,bank transfer,yes 22,31.74,one-year,1,electronic check,no 67,110.25,two-year,0,electronic check,no 23,107.04,two-year,2,electronic check,no 22,116.76,one-year,3,bank transfer,yes 7,79.4,month-to-month,2,electronic check,yes 56,87.34,two-year,1,electronic check,yes 13,57.33,month-to-month,2,bank transfer,yes 36,38.31,month-to-month,5,bank transfer,no 2,49.17,one-year,3,bank transfer,no 2,92.07,month-to-month,1,credit card,yes 60,52.5,month-to-month,2,electronic check,no 1,89.16,month-to-month,4,credit card,yes 34,70.22,one-year,3,credit card,no 31,64.9,one-year,1,electronic check,no 10,116.76,two-year,2,credit card,no 46,36.61,two-year,0,electronic check,no 53,68.72,two-year,3,electronic check,no 70,35.97,one-year,3,bank transfer,no 14,113.75,one-year,4,credit card,yes 66,68.86,one-year,2,bank transfer,no 5,53.2,month-to-month,4,electronic check,yes 11,36.83,month-to-month,0,electronic check,yes 43,79.41,one-year,4,electronic check,no 62,59.9,month-to-month,7,credit card,yes 64,32.72,one-year,0,credit card,no 53,23.24,month-to-month,2,bank transfer,no 2,59.13,month-to-month,0,electronic check,yes 30,78.32,one-year,1,bank transfer,yes 58,71.88,month-to-month,4,credit card,no 38,110.0,month-to-month,4,credit card,yes 14,111.16,month-to-month,0,credit card,yes 49,113.63,month-to-month,2,electronic check,yes 7,99.97,month-to-month,2,electronic check,yes 50,67.76,one-year,2,electronic check,yes 2,72.38,month-to-month,1,electronic check,no 26,59.73,month-to-month,2,bank transfer,no 21,59.95,one-year,1,electronic check,yes 67,24.16,two-year,2,electronic check,no 52,99.88,month-to-month,1,bank transfer,yes 47,44.6,month-to-month,3,electronic check,no 36,22.93,month-to-month,2,electronic check,no 21,66.65,month-to-month,1,credit card,no 61,91.79,month-to-month,2,bank transfer,no 68,63.6,month-to-month,1,credit card,no 16,56.41,month-to-month,3,electronic check,yes 18,85.85,month-to-month,1,bank transfer,no 23,36.29,month-to-month,3,electronic check,no 34,21.13,one-year,2,electronic check,no 19,79.24,month-to-month,5,credit card,yes 29,73.05,month-to-month,3,bank transfer,yes 70,106.58,month-to-month,3,electronic check,yes 27,61.59,month-to-month,4,electronic check,yes 67,98.61,month-to-month,1,electronic check,no 36,21.79,month-to-month,3,electronic check,no 25,22.73,two-year,1,electronic check,no 67,79.86,one-year,0,bank transfer,no 31,42.62,month-to-month,5,bank transfer,no 55,26.73,month-to-month,0,credit card,no 23,32.77,month-to-month,2,credit card,no 71,57.47,month-to-month,1,credit card,no 54,53.71,month-to-month,1,electronic check,no 63,76.38,one-year,2,electronic check,no 3,108.76,month-to-month,2,bank transfer,yes 8,56.57,month-to-month,1,credit card,no 5,38.42,one-year,2,credit card,no 38,77.8,one-year,2,electronic check,no 29,20.22,one-year,1,credit card,no 70,58.48,two-year,2,bank transfer,no 18,51.72,month-to-month,1,credit card,yes 12,58.74,month-to-month,2,electronic check,no 61,25.08,one-year,0,electronic check,no 22,75.42,one-year,1,electronic check,no 53,82.42,two-year,3,credit card,yes 21,94.95,two-year,1,electronic check,no 39,115.75,one-year,1,electronic check,yes 6,55.47,one-year,1,bank transfer,yes 47,85.63,one-year,1,credit card,no 66,64.2,month-to-month,3,electronic check,no 50,41.5,one-year,0,electronic check,no 63,108.93,month-to-month,2,credit card,yes 56,94.59,month-to-month,2,credit card,no 41,114.28,month-to-month,1,credit card,yes 66,102.15,month-to-month,3,bank transfer,no 35,111.75,two-year,0,credit card,yes 11,32.8,one-year,1,credit card,no 40,21.57,one-year,2,credit card,no 45,39.86,month-to-month,2,electronic check,no 13,61.21,month-to-month,4,electronic check,yes 11,88.76,month-to-month,4,credit card,yes 48,63.85,one-year,3,electronic check,no 32,71.33,two-year,4,bank transfer,no 35,96.1,one-year,0,credit card,no 56,27.06,two-year,1,bank transfer,no 49,87.83,month-to-month,1,credit card,yes 64,24.87,one-year,4,bank transfer,no 12,44.86,month-to-month,5,bank transfer,yes 54,92.23,one-year,2,credit card,no 39,88.31,month-to-month,3,credit card,no 3,60.53,one-year,2,credit card,yes 6,49.46,one-year,0,credit card,yes 26,102.81,month-to-month,1,electronic check,yes 46,47.48,month-to-month,1,electronic check,no 12,23.12,one-year,4,credit card,no 39,44.73,month-to-month,2,credit card,no 71,22.12,month-to-month,2,credit card,no 11,101.07,month-to-month,4,bank transfer,yes 11,32.23,month-to-month,0,electronic check,no 69,117.4,two-year,1,electronic check,yes 18,41.3,two-year,2,electronic check,no 63,50.61,month-to-month,2,bank transfer,no 26,78.52,two-year,2,electronic check,no 54,50.82,two-year,0,bank transfer,no 5,57.93,month-to-month,2,bank transfer,yes 45,30.42,month-to-month,0,credit card,no 62,58.91,one-year,2,electronic check,no 25,22.52,month-to-month,4,electronic check,yes 46,42.4,two-year,1,bank transfer,yes 16,110.95,month-to-month,2,credit card,yes 12,48.08,one-year,0,credit card,no 1,47.09,one-year,0,credit card,no 36,87.93,month-to-month,1,bank transfer,yes 38,108.29,two-year,6,electronic check,yes 6,49.58,month-to-month,2,bank transfer,no 17,57.63,month-to-month,2,electronic check,yes 44,91.47,month-to-month,2,bank transfer,yes 26,99.21,month-to-month,1,credit card,yes 17,81.38,one-year,6,electronic check,yes 1,37.9,month-to-month,2,bank transfer,yes 3,38.07,two-year,1,credit card,no 46,95.8,month-to-month,4,electronic check,yes 9,90.68,two-year,3,electronic check,yes 60,109.63,month-to-month,2,bank transfer,yes 40,97.98,month-to-month,3,bank transfer,yes 18,62.12,month-to-month,1,bank transfer,yes 46,33.33,month-to-month,4,electronic check,yes 12,109.05,month-to-month,2,credit card,yes 24,89.55,month-to-month,5,bank transfer,yes 36,77.64,two-year,2,bank transfer,no 46,88.19,one-year,3,credit card,no 10,58.51,one-year,3,electronic check,yes 25,54.33,month-to-month,0,bank transfer,no 7,77.54,two-year,3,credit card,no 10,68.27,one-year,3,credit card,yes 16,90.9,one-year,0,electronic check,yes 23,113.61,two-year,2,bank transfer,yes 65,104.73,one-year,4,electronic check,no 29,58.75,month-to-month,5,bank transfer,no 8,57.25,month-to-month,1,credit card,no 65,112.68,two-year,2,electronic check,no 41,59.46,one-year,0,electronic check,no 9,100.02,one-year,3,credit card,yes 6,29.27,month-to-month,2,bank transfer,no 7,65.11,month-to-month,2,bank transfer,yes 65,71.62,two-year,1,credit card,no 40,100.88,month-to-month,2,bank transfer,no 49,107.76,two-year,1,electronic check,no 69,35.27,one-year,5,electronic check,no 29,81.72,month-to-month,1,credit card,no 65,82.91,month-to-month,4,electronic check,yes 29,35.15,month-to-month,3,electronic check,no 50,103.36,one-year,0,bank transfer,no 59,75.35,one-year,2,bank transfer,no 5,116.17,month-to-month,2,electronic check,yes 53,38.63,month-to-month,2,electronic check,no 58,72.5,one-year,2,bank transfer,no 69,52.35,month-to-month,2,credit card,yes 49,84.25,one-year,2,electronic check,no 35,80.81,two-year,2,electronic check,no 11,71.24,one-year,3,electronic check,yes 55,52.49,month-to-month,3,electronic check,no 34,70.39,two-year,0,bank transfer,no 58,57.23,one-year,0,electronic check,no 4,109.08,one-year,2,credit card,yes 25,66.15,month-to-month,2,electronic check,yes 57,67.52,one-year,2,bank transfer,no 44,45.86,month-to-month,4,credit card,yes 52,45.38,month-to-month,2,credit card,no 42,115.39,month-to-month,1,electronic check,yes 58,51.4,month-to-month,0,credit card,no 59,106.83,month-to-month,1,bank transfer,yes 54,79.48,month-to-month,3,credit card,no 48,118.05,one-year,2,bank transfer,no 19,36.41,one-year,3,electronic check,no 6,114.16,one-year,2,electronic check,yes 57,97.25,two-year,2,bank transfer,no 25,76.8,month-to-month,0,electronic check,no 18,90.89,month-to-month,1,bank transfer,yes