[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.
age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
cons.conf.idx
0.13
pdays
-0.03
nr.employed
-0.02
euribor3m
0.01
campaign
0.00
duration
-0.00
cons.price.idx
0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
job
0.50
marital
0.42
education
0.27
default
0.17
month
0.13
emp.var.rate
0.12
day_of_week
0.04
poutcome
0.04
previous
0.03
y
0.03
loan
0.01
contact
0.01
housing
0.00
MOST FREQUENT VALUES
31
1,947
4.7%
32
1,846
4.5%
33
1,833
4.5%
36
1,780
4.3%
35
1,759
4.3%
34
1,745
4.2%
30
1,714
4.2%
37
1,475
3.6%
29
1,453
3.5%
39
1,432
3.5%
38
1,407
3.4%
41
1,278
3.1%
40
1,161
2.8%
42
1,142
2.8%
45
1,103
2.7%
SMALLEST VALUES
17
5
<0.1%
18
28
<0.1%
19
42
0.1%
20
65
0.2%
21
102
0.2%
22
137
0.3%
23
226
0.5%
24
463
1.1%
25
598
1.5%
26
698
1.7%
27
851
2.1%
28
1,001
2.4%
29
1,453
3.5%
30
1,714
4.2%
31
1,947
4.7%
LARGEST VALUES
98
2
<0.1%
95
1
<0.1%
94
1
<0.1%
92
4
<0.1%
91
2
<0.1%
89
2
<0.1%
88
22
<0.1%
87
1
<0.1%
86
8
<0.1%
85
15
<0.1%
84
7
<0.1%
83
17
<0.1%
82
17
<0.1%
81
20
<0.1%
80
31
<0.1%
job
MISSING:
---
TOP CATEGORIES
admin.
10,422
25%
blue-collar
9,254
22%
technician
6,743
16%
services
3,969
10%
management
2,924
7%
retired
1,720
4%
entrepreneur
1,456
4%
self-employed
1,421
3%
housemaid
1,060
3%
unemployed
1,014
2%
student
875
2%
unknown
330
<1%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
job
PROVIDES INFORMATION ON...
education
0.23
marital
0.06
default
0.04
emp.var.rate
0.03
month
0.03
y
0.03
poutcome
0.02
previous
0.02
contact
0.01
loan
0.00
day_of_week
0.00
housing
0.00
THESE FEATURES GIVE INFORMATION
ON job:
education
0.20
month
0.03
marital
0.02
emp.var.rate
0.02
default
0.01
y
0.00
poutcome
0.00
contact
0.00
previous
0.00
day_of_week
0.00
housing
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
job
CORRELATION RATIO WITH...
age
0.50
nr.employed
0.23
euribor3m
0.19
cons.conf.idx
0.16
pdays
0.14
cons.price.idx
0.12
campaign
0.03
duration
0.03
marital
MISSING:
---
TOP CATEGORIES
married
24,928
61%
single
11,568
28%
divorced
4,612
11%
unknown
80
<1%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
marital
PROVIDES INFORMATION ON...
job
0.02
default
0.02
education
0.01
emp.var.rate
0.01
y
0.00
contact
0.00
previous
0.00
poutcome
0.00
month
0.00
housing
0.00
day_of_week
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON marital:
job
0.06
education
0.02
default
0.01
emp.var.rate
0.01
month
0.00
contact
0.00
previous
0.00
y
0.00
poutcome
0.00
day_of_week
0.00
housing
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
marital
CORRELATION RATIO WITH...
age
0.42
euribor3m
0.11
nr.employed
0.10
cons.price.idx
0.06
cons.conf.idx
0.06
pdays
0.04
campaign
0.01
duration
0.01
education
MISSING:
---
TOP CATEGORIES
university.degree
12,168
30%
high.school
9,515
23%
basic.9y
6,045
15%
professional.course
5,243
13%
basic.4y
4,176
10%
basic.6y
2,292
6%
unknown
1,731
4%
illiterate
18
<1%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
education
PROVIDES INFORMATION ON...
job
0.20
default
0.05
marital
0.02
month
0.02
contact
0.01
emp.var.rate
0.01
y
0.01
poutcome
0.00
previous
0.00
day_of_week
0.00
housing
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON education:
job
0.23
month
0.02
default
0.02
marital
0.01
emp.var.rate
0.01
contact
0.00
y
0.00
poutcome
0.00
previous
0.00
day_of_week
0.00
housing
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
education
CORRELATION RATIO WITH...
age
0.27
cons.conf.idx
0.12
cons.price.idx
0.10
nr.employed
0.06
pdays
0.06
euribor3m
0.05
duration
0.02
campaign
0.01
default
MISSING:
---
TOP CATEGORIES
no
32,588
79%
unknown
8,597
21%
yes
3
<1%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
default
PROVIDES INFORMATION ON...
emp.var.rate
0.02
y
0.02
education
0.02
poutcome
0.02
previous
0.01
contact
0.01
job
0.01
marital
0.01
month
0.01
housing
0.00
day_of_week
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON default:
emp.var.rate
0.06
education
0.05
job
0.04
month
0.03
marital
0.02
contact
0.02
poutcome
0.01
previous
0.01
y
0.01
day_of_week
0.00
housing
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
default
CORRELATION RATIO WITH...
euribor3m
0.20
nr.employed
0.19
cons.price.idx
0.17
age
0.17
pdays
0.08
campaign
0.03
cons.conf.idx
0.03
duration
0.01
housing
MISSING:
---
TOP CATEGORIES
yes
21,576
52%
no
18,622
45%
unknown
990
2%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
housing
PROVIDES INFORMATION ON...
loan
0.21
contact
0.01
emp.var.rate
0.00
month
0.00
previous
0.00
poutcome
0.00
default
0.00
education
0.00
y
0.00
day_of_week
0.00
job
0.00
marital
0.00
THESE FEATURES GIVE INFORMATION
ON housing:
loan
0.15
contact
0.00
emp.var.rate
0.00
month
0.00
previous
0.00
job
0.00
education
0.00
poutcome
0.00
day_of_week
0.00
default
0.00
marital
0.00
y
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
housing
CORRELATION RATIO WITH...
cons.price.idx
0.08
euribor3m
0.06
nr.employed
0.05
cons.conf.idx
0.03
campaign
0.01
pdays
0.01
duration
0.01
age
0.00
loan
MISSING:
---
TOP CATEGORIES
no
33,950
82%
yes
6,248
15%
unknown
990
2%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
loan
PROVIDES INFORMATION ON...
housing
0.15
contact
0.00
month
0.00
emp.var.rate
0.00
previous
0.00
job
0.00
default
0.00
education
0.00
day_of_week
0.00
marital
0.00
poutcome
0.00
y
0.00
THESE FEATURES GIVE INFORMATION
ON loan:
housing
0.21
month
0.00
emp.var.rate
0.00
job
0.00
contact
0.00
education
0.00
day_of_week
0.00
previous
0.00
default
0.00
marital
0.00
poutcome
0.00
y
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan
CORRELATION RATIO WITH...
cons.price.idx
0.02
cons.conf.idx
0.02
age
0.01
campaign
0.01
duration
0.00
nr.employed
0.00
euribor3m
0.00
pdays
0.00
contact
MISSING:
---
TOP CATEGORIES
cellular
26,144
63%
telephone
15,044
37%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contact
PROVIDES INFORMATION ON...
emp.var.rate
0.17
month
0.11
poutcome
0.08
previous
0.07
y
0.03
default
0.02
housing
0.00
education
0.00
job
0.00
marital
0.00
day_of_week
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON contact:
emp.var.rate
0.41
month
0.31
previous
0.06
poutcome
0.06
y
0.02
default
0.01
job
0.01
education
0.01
housing
0.01
marital
0.00
day_of_week
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contact
CORRELATION RATIO WITH...
cons.price.idx
0.59
euribor3m
0.40
nr.employed
0.27
cons.conf.idx
0.25
pdays
0.12
campaign
0.08
duration
0.03
age
0.01
month
MISSING:
---
TOP CATEGORIES
may
13,769
33%
jul
7,174
17%
aug
6,178
15%
jun
5,318
13%
nov
4,101
10%
apr
2,632
6%
oct
718
2%
sep
570
1%
mar
546
1%
dec
182
<1%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
month
PROVIDES INFORMATION ON...
emp.var.rate
0.69
contact
0.31
poutcome
0.10
previous
0.10
y
0.08
default
0.03
job
0.03
education
0.02
day_of_week
0.01
marital
0.00
housing
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON month:
emp.var.rate
0.61
contact
0.11
job
0.03
poutcome
0.03
previous
0.03
education
0.02
y
0.01
default
0.01
day_of_week
0.01
marital
0.00
housing
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
CORRELATION RATIO WITH...
nr.employed
0.65
cons.conf.idx
0.61
cons.price.idx
0.61
euribor3m
0.58
pdays
0.24
campaign
0.16
age
0.13
duration
0.07
day_of_week
MISSING:
---
TOP CATEGORIES
thu
8,623
21%
mon
8,514
21%
wed
8,134
20%
tue
8,090
20%
fri
7,827
19%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
day_of_week
PROVIDES INFORMATION ON...
month
0.01
emp.var.rate
0.00
contact
0.00
y
0.00
previous
0.00
poutcome
0.00
education
0.00
job
0.00
housing
0.00
default
0.00
marital
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON day_of_week:
month
0.01
emp.var.rate
0.00
contact
0.00
education
0.00
job
0.00
previous
0.00
y
0.00
marital
0.00
housing
0.00
poutcome
0.00
default
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
day_of_week
CORRELATION RATIO WITH...
cons.conf.idx
0.07
euribor3m
0.04
campaign
0.04
age
0.04
nr.employed
0.03
duration
0.03
cons.price.idx
0.02
pdays
0.02
duration
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
campaign
-0.07
pdays
-0.05
nr.employed
-0.04
euribor3m
-0.03
cons.conf.idx
-0.01
cons.price.idx
0.01
age
-0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
y
0.41
month
0.07
emp.var.rate
0.06
poutcome
0.05
day_of_week
0.03
job
0.03
previous
0.03
contact
0.03
education
0.02
marital
0.01
default
0.01
housing
0.01
loan
0.00
MOST FREQUENT VALUES
90
170
0.4%
85
170
0.4%
136
168
0.4%
73
167
0.4%
124
164
0.4%
87
162
0.4%
72
161
0.4%
104
161
0.4%
111
160
0.4%
106
159
0.4%
97
158
0.4%
109
158
0.4%
122
157
0.4%
114
156
0.4%
135
156
0.4%
SMALLEST VALUES
0
4
<0.1%
1
3
<0.1%
2
1
<0.1%
3
3
<0.1%
4
12
<0.1%
5
30
<0.1%
6
37
<0.1%
7
54
0.1%
8
69
0.2%
9
77
0.2%
10
72
0.2%
11
81
0.2%
12
65
0.2%
13
77
0.2%
14
70
0.2%
LARGEST VALUES
4918
1
<0.1%
4199
1
<0.1%
3785
1
<0.1%
3643
1
<0.1%
3631
1
<0.1%
3509
1
<0.1%
3422
1
<0.1%
3366
1
<0.1%
3322
1
<0.1%
3284
1
<0.1%
3253
1
<0.1%
3183
1
<0.1%
3094
1
<0.1%
3078
1
<0.1%
3076
1
<0.1%
campaign
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nr.employed
0.14
euribor3m
0.14
cons.price.idx
0.13
duration
-0.07
pdays
0.05
cons.conf.idx
-0.01
age
0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
emp.var.rate
0.18
month
0.16
poutcome
0.09
previous
0.09
contact
0.08
y
0.07
day_of_week
0.04
default
0.03
job
0.03
marital
0.01
housing
0.01
education
0.01
loan
0.01
MOST FREQUENT VALUES
1
17,642
42.8%
2
10,570
25.7%
3
5,341
13.0%
4
2,651
6.4%
5
1,599
3.9%
6
979
2.4%
7
629
1.5%
8
400
1.0%
9
283
0.7%
10
225
0.5%
11
177
0.4%
12
125
0.3%
13
92
0.2%
14
69
0.2%
17
58
0.1%
SMALLEST VALUES
1
17,642
42.8%
2
10,570
25.7%
3
5,341
13.0%
4
2,651
6.4%
5
1,599
3.9%
6
979
2.4%
7
629
1.5%
8
400
1.0%
9
283
0.7%
10
225
0.5%
11
177
0.4%
12
125
0.3%
13
92
0.2%
14
69
0.2%
15
51
0.1%
LARGEST VALUES
56
1
<0.1%
43
2
<0.1%
42
2
<0.1%
41
1
<0.1%
40
2
<0.1%
39
1
<0.1%
37
1
<0.1%
35
5
<0.1%
34
3
<0.1%
33
4
<0.1%
32
4
<0.1%
31
7
<0.1%
30
7
<0.1%
29
10
<0.1%
28
8
<0.1%
pdays
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nr.employed
0.37
euribor3m
0.30
cons.conf.idx
-0.09
cons.price.idx
0.08
campaign
0.05
duration
-0.05
age
-0.03
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
poutcome
0.95
previous
0.60
emp.var.rate
0.41
y
0.32
month
0.24
job
0.14
contact
0.12
default
0.08
education
0.06
marital
0.04
day_of_week
0.02
housing
0.01
loan
0.00
MOST FREQUENT VALUES
999
39,673
96.3%
3
439
1.1%
6
412
1.0%
4
118
0.3%
9
64
0.2%
2
61
0.1%
7
60
0.1%
12
58
0.1%
10
52
0.1%
5
46
0.1%
13
36
<0.1%
11
28
<0.1%
1
26
<0.1%
15
24
<0.1%
14
20
<0.1%
SMALLEST VALUES
0
15
<0.1%
1
26
<0.1%
2
61
0.1%
3
439
1.1%
4
118
0.3%
5
46
0.1%
6
412
1.0%
7
60
0.1%
8
18
<0.1%
9
64
0.2%
10
52
0.1%
11
28
<0.1%
12
58
0.1%
13
36
<0.1%
14
20
<0.1%
LARGEST VALUES
999
39,673
96.3%
27
1
<0.1%
26
1
<0.1%
25
1
<0.1%
22
3
<0.1%
21
2
<0.1%
20
1
<0.1%
19
3
<0.1%
18
7
<0.1%
17
8
<0.1%
16
11
<0.1%
15
24
<0.1%
14
20
<0.1%
13
36
<0.1%
12
58
0.1%
previous
MISSING:
---
TOP CATEGORIES
0
35,563
86%
1
4,561
11%
2
754
2%
3
216
<1%
4
70
<1%
5
18
<1%
6
5
<1%
7
1
<1%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
previous
PROVIDES INFORMATION ON...
poutcome
0.85
emp.var.rate
0.10
contact
0.06
y
0.05
month
0.03
default
0.01
job
0.00
marital
0.00
education
0.00
housing
0.00
day_of_week
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON previous:
poutcome
0.83
emp.var.rate
0.32
month
0.10
contact
0.07
y
0.04
job
0.02
default
0.01
education
0.00
marital
0.00
housing
0.00
day_of_week
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
previous
CORRELATION RATIO WITH...
pdays
0.60
nr.employed
0.52
euribor3m
0.49
cons.price.idx
0.33
cons.conf.idx
0.14
campaign
0.09
age
0.03
duration
0.03
poutcome
MISSING:
---
TOP CATEGORIES
nonexistent
35,563
86%
failure
4,252
10%
success
1,373
3%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
poutcome
PROVIDES INFORMATION ON...
previous
0.83
emp.var.rate
0.10
y
0.09
contact
0.06
month
0.03
default
0.01
job
0.00
marital
0.00
education
0.00
housing
0.00
day_of_week
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON poutcome:
previous
0.85
emp.var.rate
0.33
month
0.10
contact
0.08
y
0.06
job
0.02
default
0.02
education
0.00
marital
0.00
housing
0.00
day_of_week
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
poutcome
CORRELATION RATIO WITH...
pdays
0.95
nr.employed
0.51
euribor3m
0.49
cons.price.idx
0.31
cons.conf.idx
0.18
campaign
0.09
duration
0.05
age
0.04
emp.var.rate
MISSING:
---
TOP CATEGORIES
1.4
16,234
39%
-1.8
9,184
22%
1.1
7,763
19%
-0.1
3,683
9%
-2.9
1,663
4%
-3.4
1,071
3%
-1.7
773
2%
-1.1
635
2%
-3.0
172
<1%
-0.2
10
<1%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
emp.var.rate
PROVIDES INFORMATION ON...
month
0.61
contact
0.41
poutcome
0.33
previous
0.32
y
0.16
default
0.06
job
0.02
education
0.01
marital
0.01
housing
0.00
day_of_week
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON emp.var.rate:
month
0.69
contact
0.17
previous
0.10
poutcome
0.10
y
0.03
job
0.03
default
0.02
education
0.01
marital
0.01
day_of_week
0.00
housing
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
emp.var.rate
CORRELATION RATIO WITH...
euribor3m
1.00
nr.employed
0.99
cons.price.idx
0.88
cons.conf.idx
0.83
pdays
0.41
campaign
0.18
age
0.12
duration
0.06
cons.price.idx
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
euribor3m
0.69
nr.employed
0.52
campaign
0.13
pdays
0.08
cons.conf.idx
0.06
duration
0.01
age
0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
emp.var.rate
0.88
month
0.61
contact
0.59
previous
0.33
poutcome
0.31
default
0.17
y
0.14
job
0.12
education
0.10
housing
0.08
marital
0.06
day_of_week
0.02
loan
0.02
MOST FREQUENT VALUES
93.994
7,763
18.8%
93.918
6,685
16.2%
92.893
5,794
14.1%
93.444
5,175
12.6%
94.465
4,374
10.6%
93.2
3,616
8.8%
93.075
2,458
6.0%
92.201
770
1.9%
92.963
715
1.7%
92.431
447
1.1%
92.649
357
0.9%
94.215
311
0.8%
94.199
303
0.7%
92.843
282
0.7%
92.379
267
0.6%
SMALLEST VALUES
92.201
770
1.9%
92.379
267
0.6%
92.431
447
1.1%
92.469
178
0.4%
92.649
357
0.9%
92.713
172
0.4%
92.756
10
<0.1%
92.843
282
0.7%
92.893
5,794
14.1%
92.963
715
1.7%
93.075
2,458
6.0%
93.2
3,616
8.8%
93.369
264
0.6%
93.444
5,175
12.6%
93.749
174
0.4%
LARGEST VALUES
94.767
128
0.3%
94.601
204
0.5%
94.465
4,374
10.6%
94.215
311
0.8%
94.199
303
0.7%
94.055
229
0.6%
94.027
233
0.6%
93.994
7,763
18.8%
93.918
6,685
16.2%
93.876
212
0.5%
93.798
67
0.2%
93.749
174
0.4%
93.444
5,175
12.6%
93.369
264
0.6%
93.2
3,616
8.8%
cons.conf.idx
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
euribor3m
0.28
age
0.13
nr.employed
0.10
pdays
-0.09
cons.price.idx
0.06
campaign
-0.01
duration
-0.01
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
emp.var.rate
0.83
month
0.61
contact
0.25
poutcome
0.18
job
0.16
previous
0.14
education
0.12
day_of_week
0.07
marital
0.06
y
0.05
housing
0.03
default
0.03
loan
0.02
MOST FREQUENT VALUES
-36.4
7,763
18.8%
-42.7
6,685
16.2%
-46.2
5,794
14.1%
-36.1
5,175
12.6%
-41.8
4,374
10.6%
-42.0
3,616
8.8%
-47.1
2,458
6.0%
-31.4
770
1.9%
-40.8
715
1.7%
-26.9
447
1.1%
-30.1
357
0.9%
-40.3
311
0.8%
-37.5
303
0.7%
-50.0
282
0.7%
-29.8
267
0.6%
SMALLEST VALUES
-50.8
128
0.3%
-50.0
282
0.7%
-49.5
204
0.5%
-47.1
2,458
6.0%
-46.2
5,794
14.1%
-45.9
10
<0.1%
-42.7
6,685
16.2%
-42.0
3,616
8.8%
-41.8
4,374
10.6%
-40.8
715
1.7%
-40.4
67
0.2%
-40.3
311
0.8%
-40.0
212
0.5%
-39.8
229
0.6%
-38.3
233
0.6%
LARGEST VALUES
-26.9
447
1.1%
-29.8
267
0.6%
-30.1
357
0.9%
-31.4
770
1.9%
-33.0
172
0.4%
-33.6
178
0.4%
-34.6
174
0.4%
-34.8
264
0.6%
-36.1
5,175
12.6%
-36.4
7,763
18.8%
-37.5
303
0.7%
-38.3
233
0.6%
-39.8
229
0.6%
-40.0
212
0.5%
-40.3
311
0.8%
euribor3m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nr.employed
0.95
cons.price.idx
0.69
pdays
0.30
cons.conf.idx
0.28
campaign
0.14
duration
-0.03
age
0.01
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
emp.var.rate
1.00
month
0.58
poutcome
0.49
previous
0.49
contact
0.40
y
0.31
default
0.20
job
0.19
marital
0.11
housing
0.06
education
0.05
day_of_week
0.04
loan
0.00
MOST FREQUENT VALUES
4.857
2,868
7.0%
4.962
2,613
6.3%
4.963
2,487
6.0%
4.961
1,902
4.6%
4.856
1,210
2.9%
4.964
1,175
2.9%
1.405
1,169
2.8%
4.965
1,071
2.6%
4.864
1,044
2.5%
4.96
1,013
2.5%
4.968
992
2.4%
4.959
895
2.2%
4.86
892
2.2%
4.855
840
2.0%
4.076
822
2.0%
SMALLEST VALUES
0.634
8
<0.1%
0.635
43
0.1%
0.636
14
<0.1%
0.637
6
<0.1%
0.638
7
<0.1%
0.639
16
<0.1%
0.64
10
<0.1%
0.642
35
<0.1%
0.643
23
<0.1%
0.644
38
<0.1%
0.645
26
<0.1%
0.646
49
0.1%
0.649
10
<0.1%
0.65
12
<0.1%
0.651
7
<0.1%
LARGEST VALUES
5.045
9
<0.1%
5.0
7
<0.1%
4.97
172
0.4%
4.968
992
2.4%
4.967
643
1.6%
4.966
622
1.5%
4.965
1,071
2.6%
4.964
1,175
2.9%
4.963
2,487
6.0%
4.962
2,613
6.3%
4.961
1,902
4.6%
4.96
1,013
2.5%
4.959
895
2.2%
4.958
581
1.4%
4.957
537
1.3%
nr.employed
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
euribor3m
0.95
cons.price.idx
0.52
pdays
0.37
campaign
0.14
cons.conf.idx
0.10
duration
-0.04
age
-0.02
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
emp.var.rate
0.99
month
0.65
previous
0.52
poutcome
0.51
y
0.35
contact
0.27
job
0.23
default
0.19
marital
0.10
education
0.06
housing
0.05
day_of_week
0.03
loan
0.00
MOST FREQUENT VALUES
5228.1
16,234
39.4%
5099.1
8,534
20.7%
5191.0
7,763
18.8%
5195.8
3,683
8.9%
5076.2
1,663
4.0%
5017.5
1,071
2.6%
4991.6
773
1.9%
5008.7
650
1.6%
4963.6
635
1.5%
5023.5
172
0.4%
5176.3
10
<0.1%
SMALLEST VALUES
4963.6
635
1.5%
4991.6
773
1.9%
5008.7
650
1.6%
5017.5
1,071
2.6%
5023.5
172
0.4%
5076.2
1,663
4.0%
5099.1
8,534
20.7%
5176.3
10
<0.1%
5191.0
7,763
18.8%
5195.8
3,683
8.9%
5228.1
16,234
39.4%
LARGEST VALUES
5228.1
16,234
39.4%
5195.8
3,683
8.9%
5191.0
7,763
18.8%
5176.3
10
<0.1%
5099.1
8,534
20.7%
5076.2
1,663
4.0%
5023.5
172
0.4%
5017.5
1,071
2.6%
5008.7
650
1.6%
4991.6
773
1.9%
4963.6
635
1.5%
y
MISSING:
---
TOP CATEGORIES
no
36,548
89%
yes
4,640
11%
ALL
41,188
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
y
PROVIDES INFORMATION ON...
poutcome
0.06
previous
0.04
emp.var.rate
0.03
contact
0.02
month
0.01
default
0.01
job
0.00
marital
0.00
education
0.00
day_of_week
0.00
housing
0.00
loan
0.00
THESE FEATURES GIVE INFORMATION
ON y:
emp.var.rate
0.16
poutcome
0.09
month
0.08
previous
0.05
contact
0.03
job
0.03
default
0.02
education
0.01
marital
0.00
day_of_week
0.00
housing
0.00
loan
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)