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my_app_assignment.py

@@ -6,9 +6,8 @@ import seaborn as sns
 import matplotlib.pyplot as plt
 
 # Load dataset
-df = sns.load_dataset("tips")
-df["tip_pct"] = (df["tip"] / df["total_bill"]) * 100
-df["tip_pct"] = df["tip_pct"].round(2)
+# Load dataset from CSV
+df = pd.read_csv("tips.csv")
 
 # App title
 st.title("Restaurant Tip Insights")

tips.csv

@@ -0,0 +1,244 @@
+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