[Only including dataset "F"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "e"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
total_bill
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tip
0.68
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
size
0.70
day
0.24
time
0.18
smoker
0.01
sex
0.00
MOST FREQUENT VALUES
10.33
2
2.3%
0
0.0%
13.42
2
2.3%
1
0.6%
13.0
2
2.3%
0
0.0%
16.99
1
1.1%
0
0.0%
8.35
1
1.1%
0
0.0%
17.51
1
1.1%
0
0.0%
16.21
1
1.1%
0
0.0%
13.39
1
1.1%
0
0.0%
25.0
1
1.1%
0
0.0%
29.85
1
1.1%
0
0.0%
11.87
1
1.1%
0
0.0%
18.64
1
1.1%
0
0.0%
16.43
1
1.1%
0
0.0%
10.63
1
1.1%
0
0.0%
27.05
1
1.1%
0
0.0%
SMALLEST VALUES
3.07
1
1.1%
0
0.0%
5.75
1
1.1%
0
0.0%
7.25
1
1.1%
1
0.6%
8.35
1
1.1%
0
0.0%
8.51
1
1.1%
0
0.0%
9.6
1
1.1%
0
0.0%
10.07
1
1.1%
1
0.6%
10.09
1
1.1%
0
0.0%
10.29
1
1.1%
0
0.0%
10.33
2
2.3%
0
0.0%
10.59
1
1.1%
0
0.0%
10.63
1
1.1%
0
0.0%
10.65
1
1.1%
0
0.0%
11.17
1
1.1%
0
0.0%
11.35
1
1.1%
0
0.0%
LARGEST VALUES
44.3
1
1.1%
0
0.0%
43.11
1
1.1%
0
0.0%
35.83
1
1.1%
0
0.0%
35.26
1
1.1%
0
0.0%
34.83
1
1.1%
0
0.0%
34.81
1
1.1%
0
0.0%
30.14
1
1.1%
0
0.0%
29.85
1
1.1%
0
0.0%
29.8
1
1.1%
0
0.0%
28.17
1
1.1%
0
0.0%
27.18
1
1.1%
0
0.0%
27.05
1
1.1%
0
0.0%
26.86
1
1.1%
0
0.0%
26.41
1
1.1%
0
0.0%
25.71
1
1.1%
0
0.0%
tip
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_bill
0.68
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
size
0.58
day
0.25
time
0.18
smoker
0.07
sex
0.00
MOST FREQUENT VALUES
2.0
11
12.6%
22
14.0%
3.0
7
8.0%
16
10.2%
2.5
5
5.7%
5
3.2%
3.5
5
5.7%
4
2.5%
5.0
4
4.6%
6
3.8%
1.5
4
4.6%
5
3.2%
4.0
3
3.4%
9
5.7%
1.0
3
3.4%
1
0.6%
2.23
2
2.3%
0
0.0%
2.75
2
2.3%
0
0.0%
3.48
2
2.3%
1
0.6%
3.25
2
2.3%
0
0.0%
1.63
1
1.1%
0
0.0%
2.83
1
1.1%
0
0.0%
1.25
1
1.1%
2
1.3%
SMALLEST VALUES
1.0
3
3.4%
1
0.6%
1.01
1
1.1%
0
0.0%
1.1
1
1.1%
0
0.0%
1.25
1
1.1%
2
1.3%
1.36
1
1.1%
0
0.0%
1.5
4
4.6%
5
3.2%
1.61
1
1.1%
0
0.0%
1.63
1
1.1%
0
0.0%
1.67
1
1.1%
0
0.0%
1.68
1
1.1%
0
0.0%
1.8
1
1.1%
0
0.0%
1.83
1
1.1%
0
0.0%
2.0
11
12.6%
22
14.0%
2.01
1
1.1%
1
0.6%
2.2
1
1.1%
1
0.6%
LARGEST VALUES
6.5
1
1.1%
1
0.6%
5.2
1
1.1%
0
0.0%
5.17
1
1.1%
0
0.0%
5.14
1
1.1%
0
0.0%
5.0
4
4.6%
6
3.8%
4.67
1
1.1%
0
0.0%
4.3
1
1.1%
1
0.6%
4.2
1
1.1%
0
0.0%
4.19
1
1.1%
0
0.0%
4.08
1
1.1%
1
0.6%
4.0
3
3.4%
9
5.7%
3.75
1
1.1%
0
0.0%
3.61
1
1.1%
0
0.0%
3.5
5
5.7%
4
2.5%
3.48
2
2.3%
1
0.6%
sex
MISSING:
---
---
TOP CATEGORIES
Female
87
100%
0
0%
Male
0
0%
157
100%
ALL
87
100%
157
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sex
PROVIDES INFORMATION ON...
size
0.00
smoker
0.00
day
0.00
time
-0.00
THESE FEATURES GIVE INFORMATION
ON sex:
smoker
1.00
day
1.00
time
1.00
size
1.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sex
CORRELATION RATIO WITH...
total_bill
0.00
tip
0.00
smoker
MISSING:
---
---
TOP CATEGORIES
No
54
62%
97
62%
Yes
33
38%
60
38%
ALL
87
100%
157
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
smoker
PROVIDES INFORMATION ON...
sex
1.00
day
0.06
size
0.03
time
0.02
THESE FEATURES GIVE INFORMATION
ON smoker:
day
0.13
size
0.04
time
0.02
sex
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
smoker
CORRELATION RATIO WITH...
tip
0.07
total_bill
0.01
day
MISSING:
---
---
TOP CATEGORIES
Thur
32
37%
30
19%
Sat
28
32%
59
38%
Sun
18
21%
58
37%
Fri
9
10%
10
6%
ALL
87
100%
157
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
day
PROVIDES INFORMATION ON...
sex
1.00
time
0.82
smoker
0.13
size
0.12
THESE FEATURES GIVE INFORMATION
ON day:
time
0.43
size
0.10
smoker
0.06
sex
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
day
CORRELATION RATIO WITH...
tip
0.25
total_bill
0.24
time
MISSING:
---
---
TOP CATEGORIES
Dinner
52
60%
124
79%
Lunch
35
40%
33
21%
ALL
87
100%
157
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
time
PROVIDES INFORMATION ON...
sex
1.00
day
0.43
size
0.04
smoker
0.02
THESE FEATURES GIVE INFORMATION
ON time:
day
0.82
size
0.07
smoker
0.02
sex
-0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
time
CORRELATION RATIO WITH...
tip
0.18
total_bill
0.18
size
MISSING:
---
---
TOP CATEGORIES
2
58
67%
98
62%
3
14
16%
24
15%
4
9
10%
28
18%
1
3
3%
1
<1%
6
2
2%
2
1%
5
1
1%
4
3%
ALL
87
100%
157
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
size
PROVIDES INFORMATION ON...
sex
1.00
day
0.10
time
0.07
smoker
0.04
THESE FEATURES GIVE INFORMATION
ON size:
day
0.12
time
0.04
smoker
0.03
sex
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)