total_bill,tip,sex,smoker,day,time,size,tip_pct 16.99,1.01,Female,No,Sun,Dinner,2,5.94 10.34,1.66,Male,No,Sun,Dinner,3,16.05 21.01,3.5,Male,No,Sun,Dinner,3,16.66 23.68,3.31,Male,No,Sun,Dinner,2,13.98 24.59,3.61,Female,No,Sun,Dinner,4,14.68 25.29,4.71,Male,No,Sun,Dinner,4,18.62 8.77,2.0,Male,No,Sun,Dinner,2,22.81 26.88,3.12,Male,No,Sun,Dinner,4,11.61 15.04,1.96,Male,No,Sun,Dinner,2,13.03 14.78,3.23,Male,No,Sun,Dinner,2,21.85 10.27,1.71,Male,No,Sun,Dinner,2,16.65 35.26,5.0,Female,No,Sun,Dinner,4,14.18 15.42,1.57,Male,No,Sun,Dinner,2,10.18 18.43,3.0,Male,No,Sun,Dinner,4,16.28 14.83,3.02,Female,No,Sun,Dinner,2,20.36 21.58,3.92,Male,No,Sun,Dinner,2,18.16 10.33,1.67,Female,No,Sun,Dinner,3,16.17 16.29,3.71,Male,No,Sun,Dinner,3,22.77 16.97,3.5,Female,No,Sun,Dinner,3,20.62 20.65,3.35,Male,No,Sat,Dinner,3,16.22 17.92,4.08,Male,No,Sat,Dinner,2,22.77 20.29,2.75,Female,No,Sat,Dinner,2,13.55 15.77,2.23,Female,No,Sat,Dinner,2,14.14 39.42,7.58,Male,No,Sat,Dinner,4,19.23 19.82,3.18,Male,No,Sat,Dinner,2,16.04 17.81,2.34,Male,No,Sat,Dinner,4,13.14 13.37,2.0,Male,No,Sat,Dinner,2,14.96 12.69,2.0,Male,No,Sat,Dinner,2,15.76 21.7,4.3,Male,No,Sat,Dinner,2,19.82 19.65,3.0,Female,No,Sat,Dinner,2,15.27 9.55,1.45,Male,No,Sat,Dinner,2,15.18 18.35,2.5,Male,No,Sat,Dinner,4,13.62 15.06,3.0,Female,No,Sat,Dinner,2,19.92 20.69,2.45,Female,No,Sat,Dinner,4,11.84 17.78,3.27,Male,No,Sat,Dinner,2,18.39 24.06,3.6,Male,No,Sat,Dinner,3,14.96 16.31,2.0,Male,No,Sat,Dinner,3,12.26 16.93,3.07,Female,No,Sat,Dinner,3,18.13 18.69,2.31,Male,No,Sat,Dinner,3,12.36 31.27,5.0,Male,No,Sat,Dinner,3,15.99 16.04,2.24,Male,No,Sat,Dinner,3,13.97 17.46,2.54,Male,No,Sun,Dinner,2,14.55 13.94,3.06,Male,No,Sun,Dinner,2,21.95 9.68,1.32,Male,No,Sun,Dinner,2,13.64 30.4,5.6,Male,No,Sun,Dinner,4,18.42 18.29,3.0,Male,No,Sun,Dinner,2,16.4 22.23,5.0,Male,No,Sun,Dinner,2,22.49 32.4,6.0,Male,No,Sun,Dinner,4,18.52 28.55,2.05,Male,No,Sun,Dinner,3,7.18 18.04,3.0,Male,No,Sun,Dinner,2,16.63 12.54,2.5,Male,No,Sun,Dinner,2,19.94 10.29,2.6,Female,No,Sun,Dinner,2,25.27 34.81,5.2,Female,No,Sun,Dinner,4,14.94 9.94,1.56,Male,No,Sun,Dinner,2,15.69 25.56,4.34,Male,No,Sun,Dinner,4,16.98 19.49,3.51,Male,No,Sun,Dinner,2,18.01 38.01,3.0,Male,Yes,Sat,Dinner,4,7.89 26.41,1.5,Female,No,Sat,Dinner,2,5.68 11.24,1.76,Male,Yes,Sat,Dinner,2,15.66 48.27,6.73,Male,No,Sat,Dinner,4,13.94 20.29,3.21,Male,Yes,Sat,Dinner,2,15.82 13.81,2.0,Male,Yes,Sat,Dinner,2,14.48 11.02,1.98,Male,Yes,Sat,Dinner,2,17.97 18.29,3.76,Male,Yes,Sat,Dinner,4,20.56 17.59,2.64,Male,No,Sat,Dinner,3,15.01 20.08,3.15,Male,No,Sat,Dinner,3,15.69 16.45,2.47,Female,No,Sat,Dinner,2,15.02 3.07,1.0,Female,Yes,Sat,Dinner,1,32.57 20.23,2.01,Male,No,Sat,Dinner,2,9.94 15.01,2.09,Male,Yes,Sat,Dinner,2,13.92 12.02,1.97,Male,No,Sat,Dinner,2,16.39 17.07,3.0,Female,No,Sat,Dinner,3,17.57 26.86,3.14,Female,Yes,Sat,Dinner,2,11.69 25.28,5.0,Female,Yes,Sat,Dinner,2,19.78 14.73,2.2,Female,No,Sat,Dinner,2,14.94 10.51,1.25,Male,No,Sat,Dinner,2,11.89 17.92,3.08,Male,Yes,Sat,Dinner,2,17.19 27.2,4.0,Male,No,Thur,Lunch,4,14.71 22.76,3.0,Male,No,Thur,Lunch,2,13.18 17.29,2.71,Male,No,Thur,Lunch,2,15.67 19.44,3.0,Male,Yes,Thur,Lunch,2,15.43 16.66,3.4,Male,No,Thur,Lunch,2,20.41 10.07,1.83,Female,No,Thur,Lunch,1,18.17 32.68,5.0,Male,Yes,Thur,Lunch,2,15.3 15.98,2.03,Male,No,Thur,Lunch,2,12.7 34.83,5.17,Female,No,Thur,Lunch,4,14.84 13.03,2.0,Male,No,Thur,Lunch,2,15.35 18.28,4.0,Male,No,Thur,Lunch,2,21.88 24.71,5.85,Male,No,Thur,Lunch,2,23.67 21.16,3.0,Male,No,Thur,Lunch,2,14.18 28.97,3.0,Male,Yes,Fri,Dinner,2,10.36 22.49,3.5,Male,No,Fri,Dinner,2,15.56 5.75,1.0,Female,Yes,Fri,Dinner,2,17.39 16.32,4.3,Female,Yes,Fri,Dinner,2,26.35 22.75,3.25,Female,No,Fri,Dinner,2,14.29 40.17,4.73,Male,Yes,Fri,Dinner,4,11.77 27.28,4.0,Male,Yes,Fri,Dinner,2,14.66 12.03,1.5,Male,Yes,Fri,Dinner,2,12.47 21.01,3.0,Male,Yes,Fri,Dinner,2,14.28 12.46,1.5,Male,No,Fri,Dinner,2,12.04 11.35,2.5,Female,Yes,Fri,Dinner,2,22.03 15.38,3.0,Female,Yes,Fri,Dinner,2,19.51 44.3,2.5,Female,Yes,Sat,Dinner,3,5.64 22.42,3.48,Female,Yes,Sat,Dinner,2,15.52 20.92,4.08,Female,No,Sat,Dinner,2,19.5 15.36,1.64,Male,Yes,Sat,Dinner,2,10.68 20.49,4.06,Male,Yes,Sat,Dinner,2,19.81 25.21,4.29,Male,Yes,Sat,Dinner,2,17.02 18.24,3.76,Male,No,Sat,Dinner,2,20.61 14.31,4.0,Female,Yes,Sat,Dinner,2,27.95 14.0,3.0,Male,No,Sat,Dinner,2,21.43 7.25,1.0,Female,No,Sat,Dinner,1,13.79 38.07,4.0,Male,No,Sun,Dinner,3,10.51 23.95,2.55,Male,No,Sun,Dinner,2,10.65 25.71,4.0,Female,No,Sun,Dinner,3,15.56 17.31,3.5,Female,No,Sun,Dinner,2,20.22 29.93,5.07,Male,No,Sun,Dinner,4,16.94 10.65,1.5,Female,No,Thur,Lunch,2,14.08 12.43,1.8,Female,No,Thur,Lunch,2,14.48 24.08,2.92,Female,No,Thur,Lunch,4,12.13 11.69,2.31,Male,No,Thur,Lunch,2,19.76 13.42,1.68,Female,No,Thur,Lunch,2,12.52 14.26,2.5,Male,No,Thur,Lunch,2,17.53 15.95,2.0,Male,No,Thur,Lunch,2,12.54 12.48,2.52,Female,No,Thur,Lunch,2,20.19 29.8,4.2,Female,No,Thur,Lunch,6,14.09 8.52,1.48,Male,No,Thur,Lunch,2,17.37 14.52,2.0,Female,No,Thur,Lunch,2,13.77 11.38,2.0,Female,No,Thur,Lunch,2,17.57 22.82,2.18,Male,No,Thur,Lunch,3,9.55 19.08,1.5,Male,No,Thur,Lunch,2,7.86 20.27,2.83,Female,No,Thur,Lunch,2,13.96 11.17,1.5,Female,No,Thur,Lunch,2,13.43 12.26,2.0,Female,No,Thur,Lunch,2,16.31 18.26,3.25,Female,No,Thur,Lunch,2,17.8 8.51,1.25,Female,No,Thur,Lunch,2,14.69 10.33,2.0,Female,No,Thur,Lunch,2,19.36 14.15,2.0,Female,No,Thur,Lunch,2,14.13 16.0,2.0,Male,Yes,Thur,Lunch,2,12.5 13.16,2.75,Female,No,Thur,Lunch,2,20.9 17.47,3.5,Female,No,Thur,Lunch,2,20.03 34.3,6.7,Male,No,Thur,Lunch,6,19.53 41.19,5.0,Male,No,Thur,Lunch,5,12.14 27.05,5.0,Female,No,Thur,Lunch,6,18.48 16.43,2.3,Female,No,Thur,Lunch,2,14.0 8.35,1.5,Female,No,Thur,Lunch,2,17.96 18.64,1.36,Female,No,Thur,Lunch,3,7.3 11.87,1.63,Female,No,Thur,Lunch,2,13.73 9.78,1.73,Male,No,Thur,Lunch,2,17.69 7.51,2.0,Male,No,Thur,Lunch,2,26.63 14.07,2.5,Male,No,Sun,Dinner,2,17.77 13.13,2.0,Male,No,Sun,Dinner,2,15.23 17.26,2.74,Male,No,Sun,Dinner,3,15.87 24.55,2.0,Male,No,Sun,Dinner,4,8.15 19.77,2.0,Male,No,Sun,Dinner,4,10.12 29.85,5.14,Female,No,Sun,Dinner,5,17.22 48.17,5.0,Male,No,Sun,Dinner,6,10.38 25.0,3.75,Female,No,Sun,Dinner,4,15.0 13.39,2.61,Female,No,Sun,Dinner,2,19.49 16.49,2.0,Male,No,Sun,Dinner,4,12.13 21.5,3.5,Male,No,Sun,Dinner,4,16.28 12.66,2.5,Male,No,Sun,Dinner,2,19.75 16.21,2.0,Female,No,Sun,Dinner,3,12.34 13.81,2.0,Male,No,Sun,Dinner,2,14.48 17.51,3.0,Female,Yes,Sun,Dinner,2,17.13 24.52,3.48,Male,No,Sun,Dinner,3,14.19 20.76,2.24,Male,No,Sun,Dinner,2,10.79 31.71,4.5,Male,No,Sun,Dinner,4,14.19 10.59,1.61,Female,Yes,Sat,Dinner,2,15.2 10.63,2.0,Female,Yes,Sat,Dinner,2,18.81 50.81,10.0,Male,Yes,Sat,Dinner,3,19.68 15.81,3.16,Male,Yes,Sat,Dinner,2,19.99 7.25,5.15,Male,Yes,Sun,Dinner,2,71.03 31.85,3.18,Male,Yes,Sun,Dinner,2,9.98 16.82,4.0,Male,Yes,Sun,Dinner,2,23.78 32.9,3.11,Male,Yes,Sun,Dinner,2,9.45 17.89,2.0,Male,Yes,Sun,Dinner,2,11.18 14.48,2.0,Male,Yes,Sun,Dinner,2,13.81 9.6,4.0,Female,Yes,Sun,Dinner,2,41.67 34.63,3.55,Male,Yes,Sun,Dinner,2,10.25 34.65,3.68,Male,Yes,Sun,Dinner,4,10.62 23.33,5.65,Male,Yes,Sun,Dinner,2,24.22 45.35,3.5,Male,Yes,Sun,Dinner,3,7.72 23.17,6.5,Male,Yes,Sun,Dinner,4,28.05 40.55,3.0,Male,Yes,Sun,Dinner,2,7.4 20.69,5.0,Male,No,Sun,Dinner,5,24.17 20.9,3.5,Female,Yes,Sun,Dinner,3,16.75 30.46,2.0,Male,Yes,Sun,Dinner,5,6.57 18.15,3.5,Female,Yes,Sun,Dinner,3,19.28 23.1,4.0,Male,Yes,Sun,Dinner,3,17.32 15.69,1.5,Male,Yes,Sun,Dinner,2,9.56 19.81,4.19,Female,Yes,Thur,Lunch,2,21.15 28.44,2.56,Male,Yes,Thur,Lunch,2,9.0 15.48,2.02,Male,Yes,Thur,Lunch,2,13.05 16.58,4.0,Male,Yes,Thur,Lunch,2,24.13 7.56,1.44,Male,No,Thur,Lunch,2,19.05 10.34,2.0,Male,Yes,Thur,Lunch,2,19.34 43.11,5.0,Female,Yes,Thur,Lunch,4,11.6 13.0,2.0,Female,Yes,Thur,Lunch,2,15.38 13.51,2.0,Male,Yes,Thur,Lunch,2,14.8 18.71,4.0,Male,Yes,Thur,Lunch,3,21.38 12.74,2.01,Female,Yes,Thur,Lunch,2,15.78 16.4,2.5,Female,Yes,Thur,Lunch,2,15.24 20.53,4.0,Male,Yes,Thur,Lunch,4,19.48 16.47,3.23,Female,Yes,Thur,Lunch,3,19.61 26.59,3.41,Male,Yes,Sat,Dinner,3,12.82 38.73,3.0,Male,Yes,Sat,Dinner,4,7.75 24.27,2.03,Male,Yes,Sat,Dinner,2,8.36 12.76,2.23,Female,Yes,Sat,Dinner,2,17.48 30.06,2.0,Male,Yes,Sat,Dinner,3,6.65 25.89,5.16,Male,Yes,Sat,Dinner,4,19.93 48.33,9.0,Male,No,Sat,Dinner,4,18.62 13.27,2.5,Female,Yes,Sat,Dinner,2,18.84 28.17,6.5,Female,Yes,Sat,Dinner,3,23.07 12.9,1.1,Female,Yes,Sat,Dinner,2,8.53 28.15,3.0,Male,Yes,Sat,Dinner,5,10.66 11.59,1.5,Male,Yes,Sat,Dinner,2,12.94 7.74,1.44,Male,Yes,Sat,Dinner,2,18.6 30.14,3.09,Female,Yes,Sat,Dinner,4,10.25 12.16,2.2,Male,Yes,Fri,Lunch,2,18.09 13.42,3.48,Female,Yes,Fri,Lunch,2,25.93 8.58,1.92,Male,Yes,Fri,Lunch,1,22.38 15.98,3.0,Female,No,Fri,Lunch,3,18.77 13.42,1.58,Male,Yes,Fri,Lunch,2,11.77 16.27,2.5,Female,Yes,Fri,Lunch,2,15.37 10.09,2.0,Female,Yes,Fri,Lunch,2,19.82 20.45,3.0,Male,No,Sat,Dinner,4,14.67 13.28,2.72,Male,No,Sat,Dinner,2,20.48 22.12,2.88,Female,Yes,Sat,Dinner,2,13.02 24.01,2.0,Male,Yes,Sat,Dinner,4,8.33 15.69,3.0,Male,Yes,Sat,Dinner,3,19.12 11.61,3.39,Male,No,Sat,Dinner,2,29.2 10.77,1.47,Male,No,Sat,Dinner,2,13.65 15.53,3.0,Male,Yes,Sat,Dinner,2,19.32 10.07,1.25,Male,No,Sat,Dinner,2,12.41 12.6,1.0,Male,Yes,Sat,Dinner,2,7.94 32.83,1.17,Male,Yes,Sat,Dinner,2,3.56 35.83,4.67,Female,No,Sat,Dinner,3,13.03 29.03,5.92,Male,No,Sat,Dinner,3,20.39 27.18,2.0,Female,Yes,Sat,Dinner,2,7.36 22.67,2.0,Male,Yes,Sat,Dinner,2,8.82 17.82,1.75,Male,No,Sat,Dinner,2,9.82 18.78,3.0,Female,No,Thur,Dinner,2,15.97