Statistical practice

Age_group
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Over 35
29 -35
23 – 28
29 -35
22 or younger
23 – 28
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
29 -35
29 -35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
Over 35
22 or younger
Sex
Female
Female
Female
Male
Male
Female
Male
Female
Female
Male
Female
Male
Female
Other
Female
Female
Male
Female
Female
Female
Other
Male
Female
Female
Male
Female
Male
Male
Female
Female
Female
Male
Male
Male
Female
Male
Male
Female
Female
Female
Female
Female
Female
Female
Female
Female
Male
Female
Male
Female
Male
Current_credit_hrs
15.00
12.00
6.00
12.00
12.00
7.00
12.00
9.00
15.00
14.00
9.00
10.00
7.00
7.00
16.00
10.00
10.00
4.00
12.00
10.00
12.00
6.00
9.00
15.00
6.00
13.00
12.00
3.00
15.00
9.00
12.00
12.00
12.00
12.00
9.00
20.00
11.00
6.00
10.00
12.00
13.00
3.00
9.00
16.00
12.00
3.00
12.00
10.00
12.00
3.00
9.00
Expected_grade
A
A
B
A
A
B
B
B
A
B
B
A
B
A
A
A
B
B
C
A
A
A
B
A
A
A
B
B
A
A
A
B
A
B
A
B
B
A
A
B
A
B
B
B
B
A
B
B
B
A
A
Smartphone_type
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Android
Android
Android
Android
Android
Apple
HS_GPA
3.15
4.00
3.00
3.51
3.80
4.00
3.53
3.45
3.20
3.00
3.00
3.00
3.75
3.40
3.90
3.00
3.00
4.00
3.00
3.75
3.00
3.50
4.00
4.00
3.75
3.00
3.30
3.80
3.00
3.80
3.50
3.20
2.70
2.30
2.75
3.00
3.40
3.80
3.00
2.50
3.75
3.50
3.00
3.25
4.00
3.80
2.52
3.00
3.00
4.00
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
Over 35
29 -35
22 or younger
22 or younger
29 -35
22 or younger
29 -35
Over 35
22 or younger
22 or younger
29 -35
23 – 28
29 -35
29 -35
22 or younger
Over 35
22 or younger
29 -35
Over 35
22 or younger
Over 35
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Over 35
Over 35
22 or younger
22 or younger
Female
Female
Female
Male
Female
Female
Female
Female
Female
Male
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Male
Female
Female
Female
Female
Female
Female
Female
Female
Male
Female
Female
Female
Male
Female
Female
Female
Male
Male
Other
Male
Female
Male
Male
Female
Male
Female
Female
Female
Female
Female
10.00
15.00
15.00
6.00
7.00
6.00
15.00
12.00
3.00
16.00
16.00
9.00
6.00
3.00
16.00
7.00
7.00
7.00
13.00
7.00
6.00
7.00
9.00
8.00
3.00
11.00
9.00
3.00
7.00
7.00
12.00
7.00
3.00
12.00
10.00
3.00
3.00
6.00
6.00
15.00
11.00
10.00
15.00
9.00
13.00
3.00
9.00
10.00
3.00
6.00
10.00
13.00
B
A
B
B
B
A
A
A
C
B
A
B
A
A
B
A
B
C
B
B
C
B
B
A
B
A
B
A
B
B
B
A
B
A
B
B
A
A
A
A
B
A
B
A
B
A
A
A
B
A
A
A
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Android
Apple
Apple
Apple
Android
Apple
Android
Android
Apple
Apple
Android
Android
Android
Android
Apple
Android
Apple
Android
Apple
Apple
Apple
Android
Android
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
3.00
3.50
3.20
3.50
4.00
3.20
3.40
3.25
3.56
3.00
2.90
3.00
2.50
3.05
2.70
3.50
3.40
2.50
3.40
3.00
3.40
3.21
3.20
3.80
3.40
3.75
2.00
3.42
2.50
3.00
1.86
2.80
2.00
2.80
3.60
3.00
3.50
3.25
2.60
3.80
3.00
3.50
2.87
3.50
3.50
3.50
3.00
3.00
3.80
3.75
4.00
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
23 – 28
22 or younger
Over 35
22 or younger
22 or younger
22 or younger
22 or younger
Over 35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
Over 35
Over 35
23 – 28
29 -35
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Female
Male
Female
Female
Male
Female
Female
Female
Male
Female
Female
Male
Female
Female
Female
Female
Female
Male
Male
Female
Male
Female
Male
Female
Male
Female
Female
Male
Female
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Female
Female
Female
Male
Female
Female
Female
Female
Female
Male
Female
Female
Female
16.00
16.00
14.00
12.00
9.00
14.00
3.00
3.00
13.00
13.00
12.00
12.00
17.00
12.00
15.00
15.00
9.00
9.00
13.00
16.00
12.00
12.00
16.00
9.00
9.00
9.00
13.00
9.00
14.00
15.00
9.00
12.00
3.00
23.00
9.00
12.00
10.00
12.00
B
A
A
B
A
A
B
B
A
A
B
B
B
A
A
A
C
A
A
A
B
A
A
A
B
A
A
A
A
B
B
B
A
B
A
C
B
B
Apple
Apple
Android
Android
Apple
Apple
Apple
Android
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Android
Apple
Android
Android
Apple
Apple
Android
Apple
Apple
Apple
3.34
2.40
4.00
2.50
3.10
2.70
12.00
12.00
7.00
15.00
15.00
15.00
15.00
16.00
12.00
18.00
15.00
16.00
15.00
A
B
B
A
A
B
A
A
A
B
A
B
B
Apple
Apple
Android
Apple
3.20
3.00
4.00
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
3.85
3.98
3.78
3.50
3.50
3.70
3.55
4.00
2.70
3.30
3.95
3.00
3.00
3.90
3.50
3.25
4.00
3.25
3.60
3.50
3.68
3.50
2.50
3.25
3.50
2.55
3.50
3.88
3.85
3.80
3.00
2.71
3.00
3.41
3.20
2.30
3.40
3.20
2.00
22 or younger
22 or younger
Over 35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
29 -35
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Female
Female
Male
Female
Female
Female
Female
Female
Male
Female
Female
Female
Female
Other
Male
Female
Female
Female
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Female
Male
Female
Female
Female
Female
Female
Female
Male
Female
Female
Female
Female
Female
Male
Female
Female
Female
Female
Male
Female
Female
Female
Female
16.00
15.00
12.00
17.00
15.00
15.00
16.00
15.00
12.00
16.00
15.00
15.00
18.00
15.00
15.00
14.00
16.00
16.00
12.00
12.00
15.00
19.00
15.00
12.00
18.00
12.00
16.00
15.00
16.00
18.00
16.00
17.00
16.00
15.00
18.00
16.00
17.00
13.00
15.00
18.00
14.00
16.00
12.00
17.00
19.00
16.00
15.00
14.00
13.00
15.00
15.00
15.00
A
B
A
A
Other
C
B
A
A
B
A
A
B
B
A
B
A
A
A
Other
B
A
B
A
A
B
B
B
A
A
A
A
A
B
A
A
A
A
B
B
A
A
B
A
A
A
B
A
B
B
B
A
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
3.51
3.60
2.30
3.90
3.77
3.03
3.80
3.80
4.00
3.66
3.65
3.70
3.30
3.27
3.80
4.00
3.80
4.00
3.85
3.66
3.60
3.89
3.51
3.70
3.30
3.60
3.87
4.00
3.75
3.55
3.00
3.70
3.15
3.45
3.97
4.00
3.70
3.60
4.00
3.68
4.00
3.80
3.80
4.00
3.90
3.80
2.10
3.50
3.40
3.80
3.84
3.75
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Male
Female
Female
Male
Female
Male
Male
Female
Male
Female
Female
Female
Male
Female
Female
Female
Female
Male
Female
Male
Male
Male
Male
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Male
Male
Female
Male
Female
Female
Male
Female
Male
Male
Female
Male
Male
Female
Female
Female
Female
Female
Male
15.00
15.00
15.00
15.00
15.00
16.00
12.00
16.00
16.00
16.00
18.00
16.00
15.00
16.00
18.00
16.00
4.00
15.00
17.00
15.00
15.00
14.00
16.00
15.00
18.00
16.00
16.00
14.00
18.00
16.00
16.00
15.00
15.00
15.00
15.00
15.00
22.00
17.00
15.00
15.00
9.00
17.00
12.00
16.00
15.00
14.00
15.00
15.00
16.00
16.00
16.00
17.00
A
A
A
A
C
A
A
B
A
A
B
A
B
A
B
A
B
B
A
A
A
A
A
A
A
A
A
A
A
B
A
A
A
A
B
A
A
B
A
A
A
B
A
A
A
B
B
A
A
A
B
A
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
Android
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
3.72
3.75
3.90
3.50
3.25
3.50
3.00
3.00
3.50
3.20
4.00
3.90
3.70
3.70
3.80
3.56
3.25
3.00
4.00
3.20
3.25
3.84
3.50
4.00
4.00
3.98
3.40
4.00
3.10
3.30
3.92
3.48
3.71
3.56
4.00
3.56
3.50
3.90
4.00
3.50
3.00
3.78
3.72
3.84
3.75
3.80
4.00
3.25
4.00
3.87
3.83
3.79
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
Female
Female
Female
Female
Male
Female
Female
Female
Female
Male
Female
Female
Female
Male
Female
Female
Male
Female
Male
Male
Female
Male
Female
Female
Female
Female
Female
Female
Female
Male
Female
Male
Male
Female
Female
Female
Male
Female
Female
Female
Female
Female
Female
Female
Male
Male
Male
Male
Female
Female
Male
Female
12.00
15.00
16.00
17.00
12.00
17.00
16.00
16.00
16.00
15.00
15.00
12.00
15.00
15.00
16.00
17.00
12.00
12.00
15.00
14.00
13.00
15.00
17.00
15.00
12.00
15.00
16.00
16.00
16.00
15.00
19.00
12.00
15.00
16.00
7.00
14.00
14.00
15.00
16.00
16.00
15.00
15.00
18.00
15.00
20.00
15.00
16.00
15.00
15.00
15.00
17.00
16.00
A
B
A
A
A
A
A
A
A
A
B
B
A
C
B
C
A
B
A
A
A
B
B
A
A
A
A
A
A
A
A
A
A
B
B
A
A
A
B
Other
A
A
B
A
A
A
B
B
B
B
A
A
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
3.00
3.25
4.00
4.00
3.40
3.83
3.60
3.80
3.20
3.64
3.98
2.75
3.50
2.70
3.75
3.70
1.10
3.20
3.20
3.50
4.00
3.20
4.00
3.70
4.00
3.60
3.33
3.94
3.70
3.60
3.50
2.00
3.70
3.85
3.60
3.90
3.75
3.50
3.45
3.67
3.50
3.90
3.70
3.00
3.25
4.00
3.22
3.10
3.80
3.36
2.50
3.50
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
Over 35
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Male
Male
Female
Male
Male
Male
Female
Male
Male
Female
Female
Male
Female
Female
Male
Male
Female
Female
Male
Male
Male
Male
Female
Male
Male
Female
Female
Male
Male
Female
Female
Female
Female
Female
Male
Male
Male
Male
Female
Male
Female
Male
Male
Female
Female
Male
Female
Female
Female
Female
Male
Female
15.00
15.00
16.00
15.00
15.00
11.00
16.00
18.00
15.00
14.00
13.00
15.00
16.00
15.00
15.00
15.00
16.00
15.00
15.00
12.00
16.00
18.00
20.00
10.00
12.00
17.00
15.00
15.00
15.00
12.00
15.00
16.00
21.00
16.00
12.00
12.00
9.00
8.00
17.00
15.00
15.00
15.00
16.00
18.00
14.00
12.00
16.00
15.00
15.00
15.00
15.00
18.00
C
A
B
A
A
A
A
B
A
A
B
A
B
A
A
A
B
A
A
A
A
B
B
A
A
B
B
A
A
B
A
A
A
B
B
A
A
A
A
A
A
A
A
A
A
B
A
B
B
B
A
A
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
3.60
3.50
3.60
3.60
2.50
3.20
3.38
3.00
3.12
3.71
3.60
3.00
3.00
3.84
3.75
3.80
3.90
3.50
3.83
3.20
3.60
3.40
3.75
3.75
3.80
3.74
3.90
3.20
3.25
2.77
2.90
3.95
3.86
3.90
2.90
3.00
3.30
2.50
3.95
3.20
3.70
3.25
3.00
4.00
3.20
3.00
3.86
3.37
3.20
3.50
3.10
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
Male
Female
Male
Female
Male
Female
Male
Female
Male
Female
Male
Female
Female
Female
Female
Female
Male
Female
Male
Female
Male
Female
Female
Female
Female
Female
Female
Female
Male
Male
Female
Male
Female
Female
Female
Female
Female
Male
Male
Male
Female
Female
Female
Male
Female
Male
Female
Male
Male
Female
Female
Female
16.00
15.00
16.00
15.00
16.00
18.00
12.00
19.00
16.00
13.00
17.00
15.00
16.00
17.00
16.00
15.00
15.00
14.00
15.00
16.00
16.00
15.00
15.00
15.00
16.00
15.00
15.00
13.00
14.00
12.00
15.00
17.00
12.00
15.00
16.00
15.00
17.00
15.00
13.00
16.00
13.00
18.00
20.00
14.00
16.00
15.00
12.00
15.00
14.00
16.00
15.00
16.00
A
A
A
A
B
B
A
A
A
A
B
A
B
B
A
B
A
A
A
A
A
A
B
A
A
A
A
A
A
B
B
A
A
A
A
A
C
A
A
A
B
B
A
A
A
A
A
A
A
B
A
A
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
3.33
3.86
3.40
3.85
3.84
3.50
3.43
3.86
3.70
3.50
3.75
3.70
3.83
4.00
3.70
3.10
3.70
3.65
3.60
4.00
3.30
3.00
3.70
3.70
4.00
3.50
3.90
3.40
4.00
3.20
3.60
3.60
2.60
4.00
4.00
3.80
4.00
3.75
3.00
3.40
3.40
3.30
3.56
3.60
3.50
3.57
3.70
3.70
1.69
3.40
3.80
3.80
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
Female
Male
Male
Female
Female
Female
Male
Female
Male
Female
Female
Female
Female
Female
Male
Male
Male
Female
Male
Male
Male
Female
Female
Female
Female
Female
Female
Female
Male
Female
Female
Female
Male
Male
Male
Female
Female
Male
Female
Female
Female
Female
Female
Male
Male
Male
Female
Male
Female
Male
Male
Male
17.00
14.00
12.00
18.00
15.00
7.00
4.00
15.00
12.00
15.00
8.00
17.00
13.00
7.00
16.00
8.00
12.00
16.00
13.00
20.00
15.00
16.00
11.00
18.00
14.00
15.00
12.00
10.00
15.00
12.00
14.00
12.00
15.00
15.00
14.00
17.00
15.00
15.00
13.00
15.00
13.00
15.00
17.00
16.00
15.00
13.00
16.00
15.00
15.00
16.00
16.00
9.00
A
B
A
A
A
C
B
A
C
Other
C
B
B
A
A
B
B
B
A
A
B
A
A
A
B
A
C
A
B
B
A
C
A
B
A
A
B
A
B
B
A
B
A
A
A
A
B
A
B
B
A
A
Apple
Apple
Android
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
3.93
3.70
3.40
3.60
3.90
2.00
3.00
4.00
4.00
3.60
2.00
3.90
3.00
3.80
3.40
3.00
3.50
3.36
2.20
2.70
2.75
3.58
2.50
3.80
3.40
3.68
3.45
3.00
4.00
3.38
3.83
3.88
3.00
3.70
3.75
3.87
3.50
3.20
3.81
4.00
3.63
3.78
4.00
3.65
3.20
3.40
3.70
3.20
3.40
3.80
3.50
3.70
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Female
Male
Female
Male
Female
Other
Female
Female
Male
Male
Male
Male
Male
Female
Female
Male
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Male
Female
Female
Male
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
15.00
16.00
16.00
16.00
17.00
15.00
12.00
15.00
18.00
12.00
17.00
15.00
15.00
10.00
13.00
15.00
12.00
13.00
13.00
15.00
15.00
15.00
13.00
12.00
6.00
17.00
10.00
4.00
4.00
16.00
11.00
10.00
7.00
15.00
12.00
14.00
11.00
13.00
15.00
16.00
16.00
15.00
17.00
15.00
15.00
17.00
15.00
13.00
12.00
16.00
16.00
15.00
B
A
A
A
A
B
A
B
A
A
A
A
A
B
A
B
B
A
B
B
B
A
A
A
C
A
B
A
B
B
B
B
A
A
A
A
A
A
B
A
B
A
A
A
A
B
A
A
A
A
A
B
Apple
Apple
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
3.65
3.90
3.60
3.89
3.57
3.56
2.63
4.00
4.00
2.90
3.25
3.14
2.70
3.25
3.98
4.00
4.00
3.50
3.80
4.00
3.35
3.55
3.30
2.85
3.91
3.00
3.25
3.50
3.30
3.00
2.80
2.00
4.00
3.30
3.80
4.00
3.80
3.60
3.83
3.89
3.82
3.80
3.90
3.67
4.00
3.80
3.76
3.60
4.00
3.50
3.50
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Female
Female
Female
Male
Male
Male
Female
Female
Female
Female
Female
Male
Female
Male
Male
Male
Female
Female
Male
Male
Female
Female
Male
Female
Male
Female
Male
Male
Male
Female
Female
Female
Male
Male
Female
Female
Male
Male
Female
Male
Male
Male
Female
Female
Male
Female
Male
Female
Female
Female
Female
Male
16.00
14.00
13.00
12.00
12.00
12.00
13.00
18.00
14.00
14.00
16.00
15.00
17.00
15.00
13.00
13.00
16.00
15.00
16.00
15.00
12.00
15.00
15.00
16.00
12.00
15.00
18.00
15.00
15.00
15.00
15.00
14.00
15.00
16.00
16.00
16.00
14.00
15.00
16.00
15.00
15.00
12.00
16.00
14.00
15.00
16.00
15.00
12.00
12.00
15.00
17.00
15.00
A
B
B
B
A
A
A
A
A
B
B
A
A
B
A
A
A
B
B
B
B
A
B
A
B
A
A
A
D
A
A
A
A
A
B
A
A
A
A
A
A
A
A
A
A
A
B
A
B
A
A
A
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
3.90
3.25
3.70
3.20
3.42
3.00
3.90
3.48
3.35
3.87
3.40
3.75
3.67
4.00
3.50
3.66
3.46
3.75
3.71
3.31
2.80
3.00
3.60
3.20
4.00
3.60
2.80
3.00
3.40
3.45
4.00
3.80
4.00
3.60
3.00
3.50
3.50
4.00
3.89
4.00
2.00
3.70
3.80
3.80
3.80
3.70
3.50
3.80
4.00
3.90
3.42
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
23 – 28
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
29 -35
22 or younger
29 -35
22 or younger
Female
Female
Male
Male
Female
Male
Male
Female
Female
Male
Female
Male
Female
Male
Female
Female
Female
Male
Female
Female
Female
Female
Female
Male
Male
Male
Female
Male
Male
Male
Female
Female
Male
Female
Female
Female
Male
Female
Male
Female
Female
Female
Female
Female
Female
Female
Female
Female
Male
Male
Female
Female
16.00
12.00
12.00
15.00
15.00
13.00
16.00
14.00
20.00
16.00
16.00
13.00
16.00
15.00
16.00
12.00
15.00
16.00
16.00
19.00
13.00
11.00
12.00
13.00
16.00
13.00
4.00
16.00
13.00
10.00
12.00
14.00
14.00
7.00
12.00
12.00
12.00
15.00
4.00
11.00
14.00
8.00
13.00
14.00
11.00
12.00
12.00
11.00
8.00
14.00
A
B
A
Other
A
B
A
A
A
A
B
B
A
A
A
A
A
B
A
A
B
A
B
B
A
A
A
B
B
B
A
A
A
B
A
C
C
A
A
A
A
A
A
A
A
B
A
B
A
A
A
A
Apple
Apple
Android
Other
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Do not own a smartphone
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
3.88
3.50
3.60
3.61
4.00
4.00
3.82
3.75
3.53
3.50
3.70
2.90
3.60
3.70
4.00
3.70
3.00
2.75
3.67
3.60
3.10
2.80
2.50
3.30
3.20
3.25
2.80
3.00
2.50
2.50
3.63
2.80
3.20
2.50
3.73
3.45
3.50
3.00
3.51
3.00
2.50
3.25
3.80
3.50
3.83
3.80
3.25
4.00
3.70
2.90
3.80
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
22 or younger
Over 35
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
29 -35
22 or younger
23 – 28
Female
Female
Female
Female
Male
Male
Female
Male
Male
Female
Male
Female
Other
Male
Male
Male
Female
Female
Female
Female
Male
Male
Male
Male
Female
Female
Male
Male
Female
Male
Female
Female
Female
Female
Male
Female
Female
Female
Male
Male
Male
Male
Male
Male
Male
Female
Female
Female
Male
Female
Male
Male
10.00
11.00
11.00
12.00
13.00
10.00
13.00
16.00
13.00
8.00
15.00
14.00
12.00
15.00
15.00
13.00
13.00
12.00
15.00
13.00
15.00
12.00
15.00
9.00
15.00
12.00
17.00
13.00
21.00
15.00
7.00
12.00
12.00
15.00
15.00
15.00
18.00
18.00
14.00
12.00
15.00
15.00
12.00
14.00
13.00
15.00
16.00
12.00
12.00
8.00
17.00
14.00
B
B
A
B
B
A
B
A
A
B
B
A
A
A
A
A
A
Other
B
B
B
A
A
A
A
A
A
A
C
A
A
A
C
B
B
A
B
A
B
B
A
B
A
A
A
A
B
B
A
A
A
A
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Other
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Android
3.50
3.45
3.20
0.00
3.27
3.30
3.00
3.90
2.43
0.00
2.50
3.50
3.85
3.06
2.75
3.33
4.00
3.50
3.73
3.79
3.40
3.85
3.40
2.50
3.50
3.20
3.61
2.90
3.00
3.10
4.00
3.65
3.25
3.33
3.30
3.80
3.50
2.80
3.60
2.80
3.50
3.10
3.50
3.90
3.20
3.90
3.20
3.00
3.75
3.50
3.42
23 – 28
23 – 28
29 -35
22 or younger
23 – 28
23 – 28
22 or younger
22 or younger
29 -35
23 – 28
29 -35
23 – 28
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
23 – 28
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
Over 35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
29 -35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
Female
Female
Female
Male
Male
Male
Male
Female
Male
Female
Female
Female
Prefer not to say
Female
16.00
7.00
10.00
7.00
12.00
15.00
12.00
13.00
8.00
4.00
7.00
14.00
16.00
12.00
Male
Female
Male
Male
Female
Male
Male
Female
Female
Female
Female
Female
Female
Male
Female
Male
Female
Male
Female
Male
Female
Male
Male
Female
Female
Female
Female
Male
Male
Female
Male
Male
Female
Female
Female
Female
Female
15.00
11.00
12.00
12.00
9.00
13.00
9.00
18.00
6.00
16.00
15.00
3.00
13.00
15.00
16.00
15.00
16.00
15.00
4.00
13.00
10.00
12.00
12.00
13.00
15.00
12.00
8.00
16.00
14.00
17.00
13.00
8.00
11.00
11.00
11.00
8.00
13.00
B
A
B
A
A
A
B
C
A
B
B
B
Other
B
A
A
B
B
B
B
A
B
C
B
B
A
A
A
B
A
A
B
A
B
A
B
A
A
B
B
A
A
A
A
A
C
A
A
A
B
A
A
Apple
Android
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
3.50
3.10
3.33
2.80
0.00
3.00
3.00
3.33
3.50
2.80
3.50
2.00
0.00
3.00
3.80
3.50
2.40
3.30
3.50
2.88
3.00
3.70
3.56
2.65
3.75
4.00
3.90
2.00
3.90
3.42
3.50
2.50
4.00
3.30
3.20
3.50
3.75
3.75
2.70
3.80
3.00
3.50
2.65
3.95
0.80
3.60
3.50
3.67
2.75
3.63
3.00
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
22 or younger
22 or younger
23 – 28
22 or younger
Over 35
22 or younger
23 – 28
Over 35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
Prefer not to say
Female
Female
Female
Male
Female
Male
Female
Male
Female
Female
Male
Male
Female
Female
Female
Female
Male
Female
Female
Female
Female
Female
Female
Male
Female
Male
Female
Male
Female
Female
Female
Prefer not to say
Male
Female
Female
Female
Female
Male
Male
Female
Male
Female
Male
Female
Female
Female
Female
Female
Female
Male
Female
16.00
10.00
5.00
14.00
13.00
15.00
13.00
16.00
12.00
15.00
15.00
12.00
15.00
15.00
15.00
15.00
15.00
15.00
15.00
16.00
15.00
16.00
12.00
12.00
16.00
13.00
12.00
11.00
15.00
12.00
10.00
3.00
14.00
12.00
12.00
15.00
13.00
7.00
11.00
13.00
14.00
13.00
13.00
6.00
12.00
14.00
7.00
13.00
13.00
8.00
B
B
B
C
A
B
B
A
A
C
B
C
A
A
A
A
B
A
C
B
B
A
B
B
C
A
B
B
A
B
A
A
B
B
A
B
B
A
A
A
B
B
C
A
A
A
B
B
A
A
A
A
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Other
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Android
Apple
3.69
3.50
4.00
2.76
2.50
3.65
2.70
3.60
3.20
3.20
2.90
2.90
3.20
3.30
3.50
2.50
3.30
3.00
3.50
3.50
2.50
3.80
3.70
2.90
3.00
3.75
3.20
3.75
2.60
2.60
3.75
3.20
2.00
2.50
3.70
2.90
3.25
4.00
3.00
3.50
2.80
3.80
3.00
3.30
3.80
3.00
3.25
3.60
3.50
2.70
3.00
3.75
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
Male
Female
Female
Male
Male
Female
Female
Female
Female
Male
Female
Male
Male
Female
Female
Male
Female
Female
Male
Male
Female
Female
Male
Female
Female
Male
Male
Female
Male
Male
Female
Male
Female
Female
Female
Female
Female
Prefer not to say
Male
Male
Male
Female
Male
Male
Female
Female
Female
Female
Female
Male
Male
Female
10.00
11.00
7.00
13.00
15.00
16.00
13.00
13.00
5.00
16.00
14.00
16.00
15.00
18.00
9.00
17.00
16.00
16.00
12.00
12.00
13.00
13.00
14.00
18.00
18.00
15.00
16.00
12.00
15.00
15.00
15.00
12.00
16.00
15.00
16.00
16.00
14.00
12.00
15.00
15.00
16.00
15.00
13.00
15.00
10.00
14.00
14.00
3.00
18.00
13.00
8.00
13.00
B
B
B
B
A
A
B
B
B
A
A
B
A
A
B
A
A
A
A
B
A
A
B
A
A
B
A
A
B
B
B
B
A
B
B
B
B
B
A
B
A
B
B
B
C
A
A
C
B
B
A
A
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
3.40
3.50
2.75
3.00
3.50
3.50
3.30
3.00
2.50
3.50
3.25
3.75
3.70
3.68
2.70
3.20
4.00
2.80
3.25
3.90
3.90
2.80
3.20
3.10
2.89
3.25
3.60
3.90
3.40
3.02
2.70
3.50
2.80
2.70
3.25
3.70
2.29
3.30
2.70
3.50
2.80
3.00
3.40
3.20
3.60
3.70
2.75
3.20
3.00
2.00
3.50
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
29 -35
29 -35
22 or younger
22 or younger
23 – 28
22 or younger
29 -35
22 or younger
22 or younger
23 – 28
29 -35
22 or younger
Over 35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
29 -35
22 or younger
22 or younger
23 – 28
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
Over 35
22 or younger
23 – 28
23 – 28
22 or younger
22 or younger
23 – 28
Over 35
22 or younger
23 – 28
Male
Female
Female
Male
Female
Female
Male
Female
Male
Male
Male
Female
Male
Female
Female
Female
Male
Female
Female
Male
Female
Male
Female
Female
Male
Male
Male
Male
Male
Male
Female
Male
Male
Female
Female
Female
Female
Male
Male
Female
Male
Female
Female
Female
Female
Female
Female
Male
Male
Female
Female
Male
13.00
15.00
11.00
12.00
8.00
14.00
8.00
11.00
16.00
7.00
13.00
8.00
16.00
14.00
17.00
8.00
17.00
8.00
18.00
8.00
13.00
15.00
10.00
13.00
12.00
15.00
24.00
16.00
14.00
11.00
11.00
15.00
15.00
4.00
7.00
13.00
7.00
13.00
7.00
14.00
15.00
4.00
16.00
13.00
7.00
12.00
10.00
4.00
7.00
7.00
11.00
7.00
A
A
B
A
A
A
A
C
B
A
A
A
B
A
A
B
A
A
A
B
C
A
A
A
A
B
B
A
A
A
A
A
C
B
B
A
B
A
B
A
A
B
A
B
A
A
A
C
A
C
C
B
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Android
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
3.50
3.70
3.25
3.50
3.78
3.75
3.50
2.80
3.25
3.80
2.50
2.80
3.50
2.00
2.00
3.10
3.50
3.92
3.40
2.50
3.00
2.80
1.50
2.90
3.50
3.25
3.50
3.45
2.00
2.89
3.80
2.90
3.67
3.90
3.00
3.00
3.00
3.20
3.50
3.85
3.25
2.90
3.25
2.80
3.30
3.00
2.00
3.28
3.00
2.25
1.50
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
Over 35
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
Over 35
Female
Female
Female
Male
Male
Female
Female
Female
Female
Female
Female
Male
Male
Female
Male
Female
Female
Female
Female
Male
Female
Female
Male
Female
Male
Female
Male
Male
Female
Female
Male
Male
Male
Female
Female
Female
Female
Female
Female
Female
Female
Female
Male
Female
Female
Female
Female
Male
Female
Female
Male
Female
11.00
11.00
9.00
11.00
17.00
15.00
15.00
17.00
10.00
15.00
15.00
15.00
16.00
16.00
12.00
15.00
12.00
14.00
17.00
16.00
10.00
15.00
16.00
14.00
14.00
18.00
15.00
14.00
14.00
13.00
12.00
12.00
6.00
17.00
15.00
14.00
12.00
11.00
8.00
11.00
4.00
8.00
4.00
4.00
10.00
16.00
15.00
9.00
4.00
11.00
11.00
7.00
A
A
B
A
B
A
A
A
B
A
B
C
A
B
B
B
B
B
B
B
B
A
A
A
A
A
A
B
A
A
A
A
B
B
A
A
A
A
A
B
A
A
C
A
A
A
A
A
B
B
A
B
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Other
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
3.00
3.50
2.50
3.00
3.10
3.10
3.75
3.00
3.50
3.25
3.50
3.40
3.80
3.40
3.00
3.47
2.89
3.07
3.50
3.60
3.50
4.00
3.25
3.30
2.75
3.30
3.85
3.40
3.54
3.25
3.00
3.50
2.50
3.30
3.80
3.50
3.75
3.57
3.20
2.93
3.43
3.00
2.70
3.68
3.00
2.70
3.50
3.50
3.50
2.00
3.50
3.00
29 -35
Over 35
23 – 28
Over 35
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Over 35
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
Over 35
Over 35
Male
Female
Female
Female
Female
Male
Male
Male
Female
Male
Male
Female
Male
Female
Female
Female
Male
Female
Female
Male
Male
Female
Female
Female
Male
Male
Male
Male
Male
Male
Female
Male
Female
Female
Male
Male
Female
Female
Male
Male
Male
Female
Female
Female
Male
Female
Female
Female
Female
Female
Female
Male
11.00
7.00
7.00
10.00
7.00
9.00
15.00
9.00
13.00
15.00
16.00
15.00
16.00
16.00
15.00
12.00
15.00
16.00
13.00
13.00
15.00
12.00
15.00
16.00
15.00
13.00
15.00
15.00
15.00
19.00
16.00
20.00
11.00
15.00
10.00
10.00
11.00
13.00
15.00
11.00
13.00
4.00
10.00
13.00
17.00
7.00
16.00
13.00
15.00
14.00
10.00
14.00
A
A
B
A
A
A
A
B
A
A
A
B
B
A
B
B
A
A
B
B
A
A
A
A
B
A
A
B
B
A
B
A
B
B
A
A
B
B
A
A
A
A
B
B
A
A
A
B
B
B
A
A
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
3.00
2.70
3.15
3.40
3.60
3.14
3.00
3.90
3.00
3.75
2.70
3.88
3.00
3.50
3.25
3.30
3.60
3.40
3.19
3.50
4.00
3.42
3.10
3.50
3.00
3.50
3.80
3.80
3.75
2.80
3.17
2.50
3.20
3.59
2.50
3.30
3.00
3.10
3.90
3.22
2.90
2.50
3.00
4.00
3.60
3.90
3.25
3.50
3.30
22 or younger
22 or younger
29 -35
23 – 28
29 -35
22 or younger
Over 35
Over 35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
Over 35
Female
Female
Female
Female
Female
Female
Female
Female
Female
Female
Male
Male
Female
Male
Female
Female
Female
Female
Male
Female
Female
Female
Male
Male
Male
Male
Male
Female
Female
Male
Female
Female
Male
Male
Male
Male
Female
Male
Female
Female
Female
Male
Female
Male
Female
Female
Female
Female
Female
Male
Female
Male
8.00
13.00
10.00
10.00
10.00
19.00
4.00
4.00
19.00
15.00
16.00
17.00
16.00
15.00
16.00
16.00
15.00
15.00
16.00
17.00
15.00
16.00
15.00
15.00
17.00
16.00
15.00
14.00
14.00
16.00
15.00
14.00
16.00
15.00
16.00
14.00
12.00
15.00
15.00
15.00
14.00
16.00
12.00
14.00
13.00
16.00
14.00
18.50
17.00
12.00
14.00
16.00
A
B
A
A
B
A
A
B
C
B
A
B
A
A
C
A
A
A
B
A
A
B
B
A
A
B
A
B
A
B
A
B
B
A
B
B
B
A
A
A
A
B
A
A
A
B
C
B
B
A
B
A
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
3.00
3.40
2.50
2.20
2.90
3.53
3.40
3.20
3.50
3.50
3.10
3.50
2.30
3.45
2.80
3.00
3.00
3.80
2.80
2.50
3.30
3.25
3.22
3.95
3.66
3.20
3.19
3.10
3.70
3.86
3.50
3.90
3.21
3.00
2.90
2.80
2.59
3.40
3.20
4.00
3.00
3.00
4.00
2.50
3.00
3.00
2.80
3.83
3.75
3.40
3.98
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
29 -35
22 or younger
23 – 28
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
23 – 28
23 – 28
23 – 28
23 – 28
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
Over 35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
Female
Female
Female
Female
Female
Male
Female
Female
Male
Female
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Female
Male
Male
Female
Male
Male
Male
Female
Male
Male
Female
Female
Female
Male
Female
Male
Female
Female
Female
Female
Male
Female
Female
14.00
10.00
14.00
18.00
10.00
3.00
15.00
16.00
14.00
15.00
15.00
16.00
10.00
16.00
15.00
6.00
9.00
6.00
6.00
16.00
14.00
3.00
10.00
15.00
19.00
9.00
13.00
13.00
5.00
15.00
18.00
21.00
18.00
13.00
16.00
12.00
12.00
15.00
16.00
3.00
15.00
17.00
16.00
15.00
16.00
15.00
16.00
20.00
16.00
14.00
B
A
B
B
A
A
B
A
A
B
A
A
A
B
A
B
A
B
C
A
A
A
B
A
B
B
B
B
A
B
B
A
A
B
A
C
A
B
C
A
A
A
A
B
A
B
A
B
A
A
B
B
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Android
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
3.72
3.80
3.90
3.30
3.40
3.00
3.78
3.30
3.20
3.30
3.00
3.20
3.50
3.20
3.40
2.50
3.50
2.10
2.90
3.20
2.20
2.80
2.50
2.80
3.10
3.95
3.70
2.65
2.98
3.50
4.00
2.90
3.40
2.00
2.80
3.70
2.95
3.00
3.39
3.80
3.80
2.60
3.80
3.70
3.50
3.60
3.40
3.50
3.00
3.42
3.80
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
Male
Male
Male
Female
Female
Male
Female
Female
Female
Female
Female
Female
Male
Female
Male
Male
Female
Female
Female
Male
Male
Male
Female
Female
Male
Male
Female
Male
Male
Female
Female
Male
Female
Male
Male
Male
Male
Male
Female
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Female
Female
15.00
12.00
18.00
11.00
16.00
15.00
18.00
16.00
15.00
14.00
16.00
11.00
16.00
14.00
16.00
11.00
12.00
18.00
15.00
15.00
12.00
17.00
16.00
17.00
15.00
16.00
18.00
15.00
13.00
15.00
17.00
15.00
17.00
12.00
16.00
14.00
13.00
12.00
16.00
14.00
14.00
11.00
10.00
11.00
13.00
10.00
14.00
13.00
16.00
15.00
14.00
12.00
A
A
A
A
B
B
A
C
B
A
B
A
C
A
A
A
C
A
B
A
A
A
A
A
B
A
B
A
B
A
A
B
B
B
B
B
A
A
B
A
A
A
B
A
C
C
B
A
B
A
C
A
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
3.75
3.50
3.30
3.03
3.80
2.70
3.90
3.40
3.40
3.70
3.20
3.40
3.67
3.40
3.20
3.10
2.65
3.60
3.00
3.64
2.80
3.00
3.85
3.50
2.35
2.50
3.20
2.90
2.80
2.50
3.56
3.50
1.50
2.60
3.00
3.60
2.65
4.00
3.80
3.75
3.65
2.50
2.75
3.50
2.45
3.25
3.00
2.00
2.50
3.00
3.10
3.40
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
23 – 28
23 – 28
23 – 28
Over 35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Over 35
22 or younger
22 or younger
22 or younger
Over 35
22 or younger
22 or younger
Over 35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
29 -35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Female
Male
Male
Female
Other
Female
Male
Female
Female
Female
Other
Other
Female
Male
Male
Female
Female
Male
Female
Female
Female
Female
Female
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Female
Female
Female
Female
Male
Male
Female
Male
Male
Male
Female
Female
Male
Male
Female
Female
Other
Female
18.00
7.00
17.00
12.00
14.00
10.00
15.00
15.00
6.00
16.00
18.00
18.00
10.00
8.00
16.00
7.00
19.00
9.00
16.00
7.00
12.00
13.00
15.00
15.00
15.00
7.00
12.00
17.00
13.00
12.00
8.00
15.00
15.00
16.00
12.00
16.00
16.00
16.00
14.00
17.00
20.00
7.00
12.00
15.00
12.00
13.00
16.00
12.00
16.00
10.00
15.00
16.00
A
B
A
B
B
B
C
B
A
A
A
A
B
A
A
C
B
A
B
A
A
A
B
A
A
Other
B
A
A
B
A
A
B
B
A
A
A
C
B
B
A
B
B
A
A
A
B
B
A
A
B
A
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Android
Apple
Apple
Apple
Other
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
3.00
3.70
3.25
3.70
3.50
3.50
3.30
3.00
2.80
4.00
3.75
3.75
1.98
3.00
3.40
2.90
3.20
2.50
3.50
3.67
3.00
3.80
2.70
3.50
3.90
3.00
3.85
3.00
3.20
2.50
3.60
3.85
3.22
3.80
3.80
4.00
3.20
3.01
3.80
3.50
2.00
3.30
3.50
2.80
3.98
4.00
2.80
3.56
3.20
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
29 -35
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
Male
Female
Female
Female
Female
Male
Male
Female
Male
Female
Male
Female
Male
Male
Male
Male
Female
Female
Male
Female
Female
Male
Female
Male
Female
Male
Female
Female
Male
Female
Female
Female
Female
Female
Female
Male
Female
Male
Female
Male
Female
Female
Female
Male
Female
Other
Female
Female
Female
Female
Male
Male
12.00
14.00
15.00
15.00
10.00
14.00
7.00
10.00
14.00
16.00
11.00
17.00
7.00
13.00
13.00
13.00
8.00
16.00
16.00
10.00
15.00
12.00
C
A
B
A
B
A
A
A
A
B
A
A
A
A
B
C
A
A
A
A
B
A
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
0.00
2.80
3.00
3.70
3.25
3.50
4.00
3.00
3.50
2.00
3.50
3.50
2.50
2.65
3.50
2.60
2.50
3.35
2.50
2.50
3.20
3.30
17.00
16.00
15.00
18.00
16.00
14.00
14.00
15.00
B
A
A
A
A
B
B
A
A
A
A
B
A
A
B
B
A
B
A
C
A
A
B
B
A
B
A
B
B
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Android
Android
3.10
3.30
3.60
3.25
3.40
3.70
3.60
3.90
3.80
3.56
3.60
4.00
3.70
2.80
3.30
2.75
3.40
3.83
3.20
3.30
3.10
3.65
2.85
3.35
3.89
3.20
3.65
3.25
3.90
13.00
14.00
15.00
16.00
16.00
15.00
17.00
14.00
15.00
6.00
18.00
5.00
15.00
8.00
14.00
15.00
15.00
12.00
10.00
14.00
Over 35
Over 35
22 or younger
29 -35
22 or younger
29 -35
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Male
Female
Female
Female
Male
Male
Male
Male
Female
Male
Female
Female
Male
Female
Female
Female
Female
Female
Male
Female
Male
Male
Female
Male
Female
Male
Male
Female
Male
Male
Female
Female
Female
Male
Female
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Female
Male
Male
11.00
7.00
18.00
7.00
15.00
11.00
15.00
8.00
16.00
15.00
15.00
16.00
16.00
15.00
22.00
10.00
10.00
15.00
15.00
14.00
15.00
15.00
15.00
15.00
13.00
15.00
18.00
19.00
15.00
15.00
13.00
15.00
13.00
15.00
16.00
16.00
16.00
15.00
12.00
13.00
12.00
15.00
15.00
15.00
12.00
15.00
12.00
16.00
15.00
15.00
15.00
14.00
A
B
B
B
B
A
B
A
A
B
B
B
B
A
A
C
C
A
B
A
B
B
B
B
B
B
A
A
A
A
A
A
A
B
B
A
B
A
B
A
A
A
B
A
A
A
B
A
A
C
A
A
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
3.20
2.00
3.25
3.80
3.00
3.50
2.98
2.60
3.90
3.70
3.25
2.00
3.60
3.80
2.50
2.70
3.50
3.75
3.81
2.00
3.60
3.60
3.20
3.20
3.55
3.40
3.90
4.00
3.40
3.50
3.20
3.54
3.28
3.40
3.50
2.50
3.75
3.90
3.10
1.30
3.75
3.20
2.50
2.50
3.50
3.20
3.60
2.10
2.30
3.40
3.70
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
Female
Female
Female
Female
Male
Female
Male
Female
Male
Male
Female
Male
Male
Female
Female
Female
Male
Female
Male
Female
Female
Female
Male
Female
Female
Male
Male
Male
Male
Female
Female
Female
Male
Female
Male
Female
Female
Female
Female
Female
Male
Male
Female
Male
Female
Male
Male
Male
Male
Female
Female
Male
15.00
15.00
15.00
13.00
16.00
14.00
15.00
14.00
15.00
15.00
16.00
18.00
16.00
15.00
14.00
15.00
15.00
16.00
15.00
8.00
13.00
15.00
13.00
16.00
16.00
15.00
15.00
15.00
12.00
15.00
16.00
12.00
18.00
9.00
16.00
12.00
15.00
15.00
12.00
13.00
15.00
16.00
17.00
18.00
17.00
12.00
16.00
15.00
15.00
16.00
14.00
16.00
B
A
B
A
A
A
A
A
A
B
A
B
A
A
B
A
A
A
A
A
B
B
A
B
B
A
A
A
A
A
A
B
B
A
A
B
B
B
A
B
A
A
A
A
B
B
B
B
A
A
B
A
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
Apple
3.75
2.50
3.94
3.90
3.30
3.90
3.30
3.68
3.20
3.00
4.00
3.60
2.80
3.95
3.80
3.25
3.50
3.80
3.70
2.50
3.65
3.25
2.30
3.80
3.14
3.80
3.30
3.70
3.80
3.40
3.40
3.40
3.00
3.50
3.50
3.25
3.25
1.00
3.80
2.30
2.10
3.50
3.74
4.00
3.45
3.30
3.50
2.80
3.00
3.50
2.80
3.17
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
22 or younger
Over 35
22 or younger
29 -35
22 or younger
22 or younger
Over 35
23 – 28
22 or younger
23 – 28
Over 35
23 – 28
Over 35
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
23 – 28
22 or younger
22 or younger
22 or younger
22 or younger
22 or younger
29 -35
22 or younger
Male
Male
Female
Female
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Male
Female
Female
Female
Female
Female
Male
Female
Female
Male
Male
Female
Female
Female
Female
Male
Female
Female
Male
Female
Female
Male
Female
Female
Female
Female
11.00
16.00
13.00
8.00
8.00
15.00
13.00
7.00
8.00
13.00
7.00
10.00
11.00
13.00
3.00
13.00
13.00
11.00
4.00
6.00
15.00
15.00
15.00
14.00
C
B
A
B
B
B
A
B
B
B
B
A
A
B
A
B
A
A
B
A
A
A
A
C
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Apple
Apple
Android
Android
3.70
3.20
2.40
2.95
3.00
3.00
3.00
3.00
2.80
2.00
2.40
3.50
3.65
3.24
3.20
2.50
3.95
3.50
3.85
2.40
Apple
Apple
Android
3.50
4.00
3.00
15.00
15.50
17.00
14.00
15.00
15.00
12.00
15.00
10.00
16.00
3.00
12.00
15.00
13.00
8.00
16.00
A
C
A
B
A
C
A
A
C
A
B
B
B
F
A
A
Android
Apple
Apple
Android
Apple
Apple
Apple
Apple
Apple
Android
Android
Apple
Apple
Apple
Apple
Android
3.30
3.30
4.00
3.67
3.50
3.26
3.90
3.16
2.50
3.62
3.31
3.40
2.99
3.90
Height_inches
67.00
67.00
66.00
68.00
69.00
64.00
74.00
63.00
63.00
69.00
64.00
71.00
64.00
65.00
60.00
59.00
70.00
64.00
66.00
65.00
60.00
74.00
59.00
67.50
69.00
67.00
72.00
72.00
64.00
60.00
65.00
72.00
67.00
73.00
67.00
70.00
70.00
68.00
64.00
66.00
67.00
56.00
68.00
69.00
60.00
69.00
65.00
Tatoos
Yes
No
No
No
No
Yes
No
Yes
No
No
Yes
Yes
No
Yes
No
Yes
No
No
Yes
Yes
No
No
Yes
Yes
No
Yes
No
No
No
Yes
No
No
Yes
Yes
Yes
No
No
No
No
No
Yes
No
No
No
No
No
No
No
70.00 No
71.00 Yes
75.00 No
67.00
70.00
60.00
72.00
63.00
58.00
60.00
62.00
68.00
72.00
61.00
65.00
64.00
63.00
66.00
62.00
56.00
60.00
65.00
63.00
63.00
70.00
63.50
56.00
61.00
63.00
64.00
78.00
70.00
63.00
75.00
64.00
65.00
67.00
75.00
59.00
64.00
65.00
71.00
70.00
62.00
71.00
60.00
73.00
64.00
67.00
63.00
65.00
64.00
61.00
63.00
64.00
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
No
No
Yes
No
Yes
No
Yes
Yes
Yes
No
No
No
Yes
No
No
Yes
No
Yes
No
65.00
67.00
62.00
64.00
63.00
64.00
63.00
61.00
78.00
70.00
62.00
72.00
63.00
64.00
62.00
64.00
64.00
67.00
64.00
62.00
65.00
63.00
69.00
60.00
74.00
60.00
59.00
67.00
64.00
63.00
64.00
59.00
66.00
59.00
66.00
64.00
67.00
71.00
No
No
Yes
Yes
No
No
61.00
65.00
63.00
71.00
67.00
60.00
66.00
67.00
65.00
70.00
62.00
63.00
63.00
Yes
No
Yes
No
Yes
Yes
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
Yes
Yes
Yes
No
Yes
No
No
No
No
No
Yes
No
No
69.00
63.00
64.00
65.00
65.00
63.00
60.00
66.00
75.00
64.00
60.00
73.00
63.00
69.00
66.00
64.00
67.00
63.00
75.00
68.00
72.00
65.00
69.00
67.50
75.00
64.00
64.00
69.00
69.00
73.00
63.00
63.00
63.00
68.00
67.00
66.00
69.00
67.00
69.00
68.00
64.00
69.00
70.00
58.00
63.00
64.00
64.00
71.00
63.00
64.00
62.00
66.00
No
No
No
No
Yes
No
Yes
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
Yes
No
No
No
Yes
No
No
No
No
No
70.00
65.00
69.00
72.00
66.00
67.00
74.00
61.00
70.00
63.00
63.00
64.00
69.00
61.00
63.00
66.00
62.00
70.00
64.00
74.00
72.00
70.00
68.00
64.00
60.00
66.00
65.00
69.00
62.00
63.00
66.00
62.00
65.00
70.00
68.00
63.00
75.00
66.00
65.00
67.00
68.00
71.00
70.00
61.00
71.00
69.00
63.00
63.00
64.50
60.00
64.00
72.00
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
Yes
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
62.00
64.00
68.00
62.00
74.00
68.00
66.00
59.00
65.00
70.00
67.00
70.00
63.00
71.00
63.00
63.00
69.00
60.00
65.00
71.00
66.00
67.00
65.00
62.00
67.00
63.00
66.00
69.00
63.00
60.00
65.00
69.00
67.00
70.00
56.00
64.00
73.00
67.00
63.00
65.00
65.00
63.00
67.00
60.00
74.00
70.00
69.00
72.50
63.00
59.00
72.00
66.00
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
Yes
Yes
No
No
Yes
No
No
Yes
Yes
No
67.00
68.00
61.00
78.00
75.00
70.00
65.00
72.00
73.00
61.00
67.00
70.00
66.00
65.00
71.00
77.00
66.00
68.00
66.00
72.00
75.00
70.00
63.00
67.00
70.00
65.00
63.50
69.00
74.00
62.00
63.00
65.00
61.00
58.00
77.00
58.00
72.00
60.00
70.00
73.00
65.00
71.00
70.00
63.00
63.00
74.00
66.50
63.00
62.00
65.00
70.00
67.00
No
No
No
No
Yes
No
No
No
No
No
Yes
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
Yes
No
Yes
No
No
No
No
No
Yes
No
Yes
No
66.00
63.00
58.00
62.00
76.00
63.00
70.50
68.00
72.00
64.00
70.00
66.00
65.00
65.00
67.50
67.00
72.00
64.00
73.00
64.00
71.00
62.00
65.00
64.00
63.00
66.00
64.00
63.00
56.00
70.00
68.00
71.00
63.00
66.00
62.00
62.00
59.00
70.00
72.00
71.00
62.00
63.00
63.00
70.00
64.00
70.00
67.00
58.00
69.00
65.00
63.00
66.50
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
62.00
72.00
75.00
67.00
69.00
65.00
80.00
61.00
68.00
63.00
63.00
67.00
62.00
59.00
78.00
69.00
73.00
60.00
72.00
63.00
75.00
63.00
66.00
63.00
63.00
62.00
72.00
67.00
64.00
62.00
64.00
60.00
70.00
69.00
70.00
63.00
65.00
67.00
60.00
62.00
64.00
61.00
64.00
72.00
71.00
69.00
62.00
69.00
67.00
71.00
68.00
71.00
No
No
No
No
Yes
No
No
No
No
No
No
Yes
Yes
Yes
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
Yes
No
No
Yes
No
No
No
No
No
Yes
No
63.00
69.00
63.00
71.00
64.00
65.00
66.00
68.00
71.00
72.00
72.00
71.00
71.00
63.00
62.00
75.00
59.00
66.00
62.00
62.00
59.00
64.00
71.00
65.00
64.00
68.00
63.00
69.00
68.00
63.00
62.00
64.00
63.00
63.00
60.00
69.00
60.00
70.00
63.00
60.00
59.00
64.00
70.00
66.00
64.00
63.00
63.00
64.00
63.00
63.00
69.00
66.00
No
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
Yes
Yes
No
No
Yes
No
No
Yes
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
71.00
60.00
63.00
72.00
70.00
74.00
60.00
66.00
63.00
67.00
68.00
75.00
63.00
70.00
66.00
75.00
64.00
65.00
67.00
62.00
65.00
63.00
70.00
59.00
71.00
60.00
71.00
73.00
66.00
61.00
65.00
65.00
66.00
73.00
63.00
61.00
70.00
70.00
65.00
72.00
71.00
74.00
63.00
64.00
67.00
62.00
68.00
66.00
62.00
64.00
65.00
69.00
No
No
No
No
Yes
No
Yes
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
Yes
Yes
Yes
No
Yes
No
No
No
Yes
No
Yes
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
Yes
67.00
63.00
69.00
68.00
71.00
67.00
75.00
68.00
65.00
68.00
68.00
74.00
56.00
67.00
66.00
63.00
70.00
68.00
66.00
64.00
62.00
61.00
66.00
75.00
72.00
63.00
61.00
71.00
61.00
72.00
63.00
67.00
70.00
63.00
64.00
62.00
72.00
61.00
71.00
74.00
60.00
65.00
61.00
65.00
62.00
62.00
66.00
63.00
67.00
62.00
62.00
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
Yes
Yes
Yes
No
No
No
Yes
No
No
Yes
No
Yes
Yes
No
No
Yes
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
63.00
62.00
65.00
64.00
69.00
73.00
63.00
59.00
68.00
66.00
69.00
64.00
67.00
70.00
75.00
70.00
62.00
65.00
66.00
65.00
71.00
67.00
69.00
72.00
61.00
63.00
70.00
70.00
63.00
72.00
66.00
59.00
63.00
62.00
68.00
69.00
65.00
66.00
70.00
76.00
71.00
72.00
68.00
56.00
69.00
58.00
61.00
59.00
69.00
63.00
63.00
63.00
Yes
Yes
No
No
Yes
No
Yes
No
Yes
Yes
Yes
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
Yes
Yes
Yes
No
No
No
No
Yes
Yes
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
No
No
60.00
63.00
62.00
77.00
59.00
72.00
63.00
56.00
74.00
64.00
65.00
57.00
70.00
63.00
Yes
No
No
No
No
No
No
No
No
Yes
Yes
Yes
No
Yes
69.00
63.00
71.00
67.00
69.00
66.00
73.00
66.00
63.00
64.00
62.00
68.00
65.00
70.00
60.00
67.00
60.00
61.00
62.00
71.00
64.00
68.00
70.00
63.00
63.00
63.00
69.00
68.00
72.00
64.00
73.00
70.00
62.00
65.00
64.00
66.00
59.00
Yes
No
No
No
Yes
No
Yes
Yes
Yes
No
No
Yes
No
No
No
No
Yes
Yes
No
No
Yes
No
No
Yes
Yes
No
Yes
No
No
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
69.00
65.00
63.00
70.00
76.00
65.00
72.00
64.00
73.00
69.00
71.00
73.00
72.00
67.00
67.00
56.00
66.00
67.00
65.00
65.00
62.00
64.00
66.00
62.00
73.00
62.00
70.00
59.00
70.00
67.00
69.00
62.00
70.00
61.00
67.00
70.00
63.00
65.00
70.00
72.00
69.00
59.00
65.00
70.50
62.00
63.00
66.00
64.00
61.00
64.00
67.00
62.00
Yes
Yes
No
Yes
No
No
Yes
No
Yes
No
No
No
No
Yes
Yes
No
Yes
No
Yes
No
Yes
No
No
Yes
No
Yes
No
No
No
No
No
Yes
Yes
No
Yes
No
No
Yes
No
No
No
No
Yes
Yes
No
Yes
No
No
No
Yes
No
No
66.00
65.00
63.00
72.00
73.00
63.00
61.00
65.00
63.00
67.00
66.00
72.00
75.00
62.00
71.00
70.00
67.00
65.00
67.70
71.00
63.00
67.00
75.00
58.00
67.00
69.00
59.00
62.00
71.00
68.00
66.00
72.00
63.00
62.00
63.00
68.00
63.00
78.00
68.00
70.00
63.00
73.00
74.00
65.00
66.00
60.00
70.00
60.00
72.00
68.00
65.00
No
Yes
Yes
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
No
Yes
No
Yes
Yes
No
No
Yes
No
Yes
No
Yes
Yes
No
No
No
Yes
No
No
Yes
69.00
63.00
63.00
68.00
61.00
61.00
69.00
61.00
67.00
61.00
72.00
65.00
68.00
65.00
57.00
64.00
70.00
66.00
62.50
70.00
68.00
75.00
56.00
64.00
70.00
72.00
70.00
72.00
68.00
69.50
62.00
70.00
72.00
67.50
63.00
63.00
63.00
70.00
61.00
63.00
69.00
63.00
68.00
63.00
64.00
67.00
63.00
70.00
71.00
63.00
64.00
70.00
No
No
Yes
No
Yes
No
No
No
No
No
No
Yes
No
No
Yes
Yes
No
No
Yes
Yes
No
No
Yes
Yes
No
No
No
No
No
No
Yes
Yes
Yes
No
Yes
Yes
No
No
Yes
No
No
No
Yes
No
Yes
Yes
No
No
No
Yes
Yes
Yes
66.00
65.00
62.00
75.00
72.00
63.50
63.00
64.00
63.00
66.00
66.00
70.00
69.00
67.00
71.00
64.00
60.50
61.00
62.00
60.00
62.00
63.00
71.00
66.00
72.00
66.00
73.00
63.00
66.00
66.00
69.00
71.00
67.00
65.00
66.00
60.00
63.00
68.00
63.00
63.00
67.00
63.00
69.00
65.00
63.00
63.00
67.00
69.00
63.00
64.00
70.00
65.00
Yes
No
Yes
No
No
Yes
No
Yes
No
No
No
No
No
No
No
Yes
Yes
Yes
No
No
Yes
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
Yes
No
Yes
No
Yes
No
No
Yes
Yes
No
No
No
No
No
Yes
No
No
No
59.00
63.00
62.00
63.00
62.00
72.00
61.00
62.00
70.00
72.00
60.00
70.00
65.00
57.00
61.00
72.00
65.00
63.00
75.00
74.00
64.00
68.00
66.00
65.00
76.00
67.00
67.00
72.00
57.00
66.00
63.00
64.00
63.00
73.00
69.00
67.00
61.00
72.00
69.00
69.00
63.00
63.00
62.00
70.00
69.00
64.00
63.00
57.00
63.00
65.00
63.00
No
No
Yes
No
No
No
No
No
Yes
Yes
No
Yes
Yes
No
No
No
Yes
No
No
No
Yes
Yes
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
Yes
Yes
No
Yes
No
Yes
Yes
No
No
Yes
59.00
64.00
65.00
71.00
66.00
63.00
64.00
68.00
66.00
61.00
76.00
64.00
66.00
68.00
65.00
62.00
67.00
64.00
71.00
67.00
67.00
64.00
70.00
72.00
69.00
63.00
62.00
67.00
71.00
63.00
62.00
67.00
72.00
71.00
59.00
62.00
69.00
63.00
60.00
63.00
75.00
60.00
56.00
63.00
62.00
65.00
60.00
68.00
70.00
64.00
66.00
No
No
Yes
Yes
Yes
No
No
No
Yes
Yes
Yes
No
No
No
No
Yes
No
Yes
No
No
Yes
Yes
Yes
Yes
No
No
Yes
No
No
No
Yes
Yes
No
No
Yes
Yes
No
No
No
No
No
No
No
Yes
Yes
Yes
Yes
Yes
No
No
No
Yes
64.00
62.00
64.00
63.50
70.00
61.00
70.00
70.00
66.00
71.00
64.00
68.00
63.00
65.00
71.00
72.00
68.00
67.00
71.00
71.00
70.00
67.00
73.00
60.00
69.00
69.00
72.00
72.00
62.00
69.00
75.00
67.00
67.00
67.00
65.00
67.00
71.00
71.00
62.00
68.00
61.00
72.00
62.00
70.00
68.00
62.00
67.00
66.00
69.00
64.00
67.00
Yes
No
No
No
No
Yes
Yes
Yes
No
Yes
No
No
No
Yes
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
75.00
73.00
74.00
70.00
60.00
70.00
68.00
63.00
63.50
69.00
63.00
59.00
73.00
70.00
68.00
76.00
65.00
64.00
62.00
70.00
70.00
67.00
65.00
63.00
65.00
68.00
56.00
82.00
64.00
56.00
65.00
71.00
62.00
66.00
72.00
64.00
65.00
75.00
64.00
64.00
75.60
65.00
72.00
72.00
71.00
69.00
65.00
70.00
69.00
68.00
61.00
64.00
No
Yes
No
No
Yes
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
Yes
Yes
No
No
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
66.00
72.00
70.00
61.00
64.00
64.00
69.00
64.00
64.00
65.00
60.00
60.00
61.00
72.00
59.00
71.00
67.00
64.00
64.00
64.00
62.00
63.00
63.00
68.00
68.00
69.00
72.00
65.00
66.00
65.00
60.00
73.00
69.00
69.00
56.00
64.00
63.00
69.00
67.00
70.00
67.00
Yes
No
No
No
Yes
No
No
Yes
Yes
No
No
No
Yes
No
Yes
Yes
No
Yes
No
No
No
No
Yes
No
No
No
No
No
Yes
Yes
Yes
No
No
Yes
No
No
No
Yes
No
No
No
No
68.00 Yes
71.00
66.00 Yes
67.00 No
71.00 No
77.00 No
67.00 No
67.00 Yes
65.00 No
63.00 Yes
60.00
64.00
62.00
64.00
61.00
70.00
71.00
64.00
64.00
64.00
61.00
66.00
67.00
69.00
70.00
63.00
62.00
72.00
65.00
63.00
69.00
64.00
70.00
71.00
70.00
65.00
68.00
69.00
68.00
69.00
64.00
62.00
64.00
67.00
63.00
63.00
69.00
64.00
68.00
67.00
70.00
67.00
60.00
56.00
72.00
67.00
63.00
67.00
66.00
68.00
69.00
No
No
Yes
No
No
Yes
No
Yes
No
Yes
No
No
No
No
No
Yes
No
No
No
Yes
Yes
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
Yes
Yes
No
No
No
No
No
70.00
66.00
68.00
61.50
69.00
68.00
68.00
68.00
63.00
56.00
65.00
65.00
70.00
65.00
63.00
59.00
59.00
60.00
72.00
61.00
72.00
70.00
65.00
72.00
62.00
68.00
68.00
64.00
70.00
74.00
62.00
68.00
69.00
75.00
63.00
65.00
74.00
70.00
69.00
68.00
69.00
71.00
72.50
72.00
75.00
63.00
70.00
63.00
71.00
62.00
70.00
72.00
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
No
Yes
Yes
No
Yes
No
Yes
No
No
Yes
Yes
No
Yes
Yes
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
Yes
No
No
No
68.00
63.00
63.00
67.00
70.00
63.00
75.00
64.00
75.00
60.00
65.00
74.00
70.00
65.00
65.00
64.00
67.00
64.00
69.00
63.00
60.00
66.00
72.00
63.00
60.00
77.00
70.00
70.00
64.00
67.00
68.00
58.00
72.00
62.00
63.00
63.00
64.00
68.00
66.00
64.00
70.00
70.00
66.00
71.00
68.00
68.00
68.00
75.00
70.00
65.00
68.00
68.00
No
No
No
No
No
No
No
No
Yes
No
Yes
No
Yes
Yes
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
No
Yes
No
No
No
No
Yes
Yes
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
71.00
74.00
60.00
65.00
63.00
64.00
64.00
70.00
63.00
69.00
82.00
67.00
66.00
60.00
70.00
68.80
72.00
56.00
57.00
64.00
66.00
70.00
63.00
65.00
69.00
72.00
67.00
60.00
68.00
65.00
72.00
65.00
64.00
71.00
62.00
64.00
68.00
67.00
64.00
63.00
67.00
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
Yes
No
Yes
No
No
Yes
No
No
No
No
No
No
No
Yes
Yes
No
STAT100 Fall 19 Class Activity 6 – Student Worksheet
Unit 3: Exploratory Data Analysis
Answer the following questions:
1. In your own words, write down definitions for the following terms:
● explanatory variable –
●
response variable –
2. For each of the following questions, identify the explanatory variable, the response variable, and the
specific role-type classification. Use the shorthand notation for role-type classification (the first one
is done for you).
a) How does the number of hours spent studying influence final exam grades (on a 0 – 100 numeric
scale)?
Explanatory variable: hours spent studying
Response variable: final exam grade (numeric)
Q -> Q
b) Is the type of high school (public traditional, public charter, or private) attended by a student
related to a student’s Math SAT score (0 – 800 scale)?
c) Is an individual’s employment status (employed or unemployed) predicted by the number of
years of education completed?
d) Is there a relationship between gender and an individual’s political affiliation?
The data file for this activity contains data that was collected from students enrolled in
introductory statistics courses in various colleges and universities in MD. The population of
interest is all students enrolled in introductory statistics courses in the US. Thus, we can use this
data set to make claims about all students enrolled in introductory statistics courses in the US.
3. Create a two-way table with Sex (Gender) as the row variable and Tattoos as the column variable.
For the Tattoos variable, students were asked if they have any tattoos on their body. With this table
you can examine if there appears to be a relationship between gender and whether a student has
any tattoos. Insert your table below and answer the following questions.
STAT100 Fall 19 Class Activity 6 – Student Worksheet
Unit 3: Exploratory Data Analysis
1) Does each category of the Gender variable have a similar distribution on the Tattoos
variable? Explain.
2) Based on the two-way table, would you say that there appears to be a relationship between
gender and whether a student has any tattoos? Explain why or why not.
4. Describe in general how you can use two-way tables with percentages to examine the relationship
between two categorical variables.

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