CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
default
PROVIDES INFORMATION ON...
education
0.01
THESE FEATURES GIVE INFORMATION
ON default:
education
0.01
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
default
CORRELATION RATIO WITH...
debtinc
0.39
employ
0.28
creddebt
0.24
address
0.16
othdebt
0.15
age
0.14
income
0.07
Associations
[Only including dataset "DataFrame"]
■ 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 "None"]
■ 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.
default
MISSING:
---
TOP CATEGORIES
default
0.0
517
74%
1.0
183
26%
ALL
700
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
default
PROVIDES INFORMATION ON...
education
0.01
THESE FEATURES GIVE INFORMATION
ON default:
education
0.01
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
default
CORRELATION RATIO WITH...
debtinc
0.39
employ
0.28
creddebt
0.24
address
0.16
othdebt
0.15
age
0.14
income
0.07
age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
address
0.60
employ
0.54
income
0.48
othdebt
0.34
creddebt
0.30
debtinc
0.02
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
default
0.14
education
0.11
MOST FREQUENT VALUES
29
44
6.3%
28
37
5.3%
39
37
5.3%
31
36
5.1%
41
34
4.9%
34
33
4.7%
36
29
4.1%
27
28
4.0%
40
27
3.9%
35
27
3.9%
32
25
3.6%
33
25
3.6%
30
24
3.4%
24
24
3.4%
38
23
3.3%
SMALLEST VALUES
20
2
0.3%
21
10
1.4%
22
12
1.7%
23
18
2.6%
24
24
3.4%
25
20
2.9%
26
23
3.3%
27
28
4.0%
28
37
5.3%
29
44
6.3%
30
24
3.4%
31
36
5.1%
32
25
3.6%
33
25
3.6%
34
33
4.7%
LARGEST VALUES
56
1
0.1%
55
2
0.3%
54
4
0.6%
53
6
0.9%
52
7
1.0%
51
6
0.9%
50
8
1.1%
49
4
0.6%
48
15
2.1%
47
16
2.3%
46
13
1.9%
45
16
2.3%
44
9
1.3%
43
17
2.4%
42
16
2.3%
education
MISSING:
---
TOP CATEGORIES
default
1
372
53%
79
21%
2
198
28%
59
30%
3
87
12%
30
34%
4
38
5%
14
37%
5
5
<1%
1
20%
ALL
700
100%
183
26%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
education
PROVIDES INFORMATION ON...
default
0.01
THESE FEATURES GIVE INFORMATION
ON education:
default
0.01
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)