[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.
id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age
0.00
ap_hi
0.00
height
-0.00
ap_lo
-0.00
weight
-0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cholesterol
0.01
target
0.00
active
0.00
smoke
0.00
gender
0.00
gluc
0.00
alco
0.00
MOST FREQUENT VALUES
0
1
<0.1%
66623
1
<0.1%
66631
1
<0.1%
66630
1
<0.1%
66628
1
<0.1%
66626
1
<0.1%
66625
1
<0.1%
66624
1
<0.1%
66622
1
<0.1%
66566
1
<0.1%
66620
1
<0.1%
66619
1
<0.1%
66618
1
<0.1%
66617
1
<0.1%
66615
1
<0.1%
SMALLEST VALUES
0
1
<0.1%
1
1
<0.1%
2
1
<0.1%
3
1
<0.1%
4
1
<0.1%
8
1
<0.1%
9
1
<0.1%
12
1
<0.1%
13
1
<0.1%
14
1
<0.1%
15
1
<0.1%
16
1
<0.1%
18
1
<0.1%
21
1
<0.1%
23
1
<0.1%
LARGEST VALUES
99999
1
<0.1%
99998
1
<0.1%
99996
1
<0.1%
99995
1
<0.1%
99993
1
<0.1%
99992
1
<0.1%
99991
1
<0.1%
99990
1
<0.1%
99988
1
<0.1%
99986
1
<0.1%
99985
1
<0.1%
99981
1
<0.1%
99979
1
<0.1%
99978
1
<0.1%
99977
1
<0.1%
age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
height
-0.08
weight
0.05
ap_hi
0.02
ap_lo
0.02
id
0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.24
cholesterol
0.16
gluc
0.10
smoke
0.05
alco
0.03
gender
0.02
active
0.01
MOST FREQUENT VALUES
19741
32
<0.1%
18236
32
<0.1%
20376
31
<0.1%
18253
31
<0.1%
20442
31
<0.1%
20464
30
<0.1%
18184
30
<0.1%
20457
30
<0.1%
21159
30
<0.1%
21892
30
<0.1%
21927
29
<0.1%
19657
29
<0.1%
20389
29
<0.1%
19733
29
<0.1%
20401
29
<0.1%
SMALLEST VALUES
10798
1
<0.1%
10859
1
<0.1%
10878
1
<0.1%
10964
1
<0.1%
14275
1
<0.1%
14277
1
<0.1%
14282
1
<0.1%
14284
1
<0.1%
14287
1
<0.1%
14291
3
<0.1%
14292
1
<0.1%
14293
2
<0.1%
14294
2
<0.1%
14295
2
<0.1%
14296
1
<0.1%
LARGEST VALUES
23713
1
<0.1%
23701
1
<0.1%
23692
1
<0.1%
23690
1
<0.1%
23687
1
<0.1%
23684
1
<0.1%
23678
1
<0.1%
23677
1
<0.1%
23675
2
<0.1%
23673
2
<0.1%
23672
1
<0.1%
23670
3
<0.1%
23668
3
<0.1%
23667
2
<0.1%
23666
3
<0.1%
gender
MISSING:
---
TOP CATEGORIES
1
45,530
65%
2
24,470
35%
ALL
70,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gender
PROVIDES INFORMATION ON...
smoke
0.19
alco
0.07
cholesterol
0.00
gluc
0.00
target
0.00
active
0.00
THESE FEATURES GIVE INFORMATION
ON gender:
smoke
0.09
alco
0.02
cholesterol
0.00
gluc
0.00
target
0.00
active
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
CORRELATION RATIO WITH...
height
0.50
weight
0.16
age
0.02
ap_lo
0.02
ap_hi
0.01
id
0.00
height
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
weight
0.29
age
-0.08
ap_lo
0.01
ap_hi
0.01
id
-0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
0.50
smoke
0.19
alco
0.09
cholesterol
0.05
gluc
0.02
target
0.01
active
0.01
MOST FREQUENT VALUES
165
5,853
8.4%
160
5,022
7.2%
170
4,679
6.7%
168
4,399
6.3%
164
3,396
4.9%
158
3,313
4.7%
162
3,257
4.7%
169
2,791
4.0%
156
2,755
3.9%
167
2,538
3.6%
163
2,516
3.6%
172
2,016
2.9%
159
1,994
2.8%
166
1,979
2.8%
157
1,814
2.6%
SMALLEST VALUES
55
1
<0.1%
57
1
<0.1%
59
1
<0.1%
60
1
<0.1%
64
1
<0.1%
65
2
<0.1%
66
1
<0.1%
67
3
<0.1%
68
2
<0.1%
70
3
<0.1%
71
1
<0.1%
72
1
<0.1%
74
1
<0.1%
75
2
<0.1%
76
1
<0.1%
LARGEST VALUES
250
1
<0.1%
207
1
<0.1%
200
1
<0.1%
198
14
<0.1%
197
4
<0.1%
196
6
<0.1%
195
6
<0.1%
194
2
<0.1%
193
6
<0.1%
192
12
<0.1%
191
11
<0.1%
190
41
<0.1%
189
36
<0.1%
188
47
<0.1%
187
81
0.1%
weight
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
height
0.29
age
0.05
ap_lo
0.04
ap_hi
0.03
id
-0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.18
gender
0.16
cholesterol
0.14
gluc
0.12
smoke
0.07
alco
0.07
active
0.02
MOST FREQUENT VALUES
65.0
3,850
5.5%
70.0
3,764
5.4%
68.0
2,831
4.0%
75.0
2,740
3.9%
60.0
2,710
3.9%
80.0
2,625
3.8%
72.0
2,303
3.3%
69.0
2,195
3.1%
78.0
2,090
3.0%
74.0
1,867
2.7%
62.0
1,841
2.6%
85.0
1,668
2.4%
63.0
1,627
2.3%
67.0
1,614
2.3%
64.0
1,592
2.3%
SMALLEST VALUES
10.0
1
<0.1%
11.0
1
<0.1%
21.0
1
<0.1%
22.0
1
<0.1%
23.0
1
<0.1%
28.0
1
<0.1%
29.0
1
<0.1%
30.0
3
<0.1%
31.0
1
<0.1%
32.0
3
<0.1%
33.0
2
<0.1%
34.0
4
<0.1%
35.0
2
<0.1%
35.45
1
<0.1%
36.0
5
<0.1%
LARGEST VALUES
200.0
2
<0.1%
183.0
1
<0.1%
181.0
1
<0.1%
180.0
4
<0.1%
178.0
3
<0.1%
177.0
1
<0.1%
175.0
1
<0.1%
172.0
1
<0.1%
171.0
1
<0.1%
170.0
3
<0.1%
169.0
1
<0.1%
168.0
3
<0.1%
167.0
2
<0.1%
166.0
2
<0.1%
165.0
6
<0.1%
ap_hi
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
weight
0.03
age
0.02
ap_lo
0.02
height
0.01
id
0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.05
cholesterol
0.02
gluc
0.01
gender
0.01
alco
0.00
smoke
0.00
active
0.00
MOST FREQUENT VALUES
120
27,699
39.6%
140
9,506
13.6%
130
8,961
12.8%
110
8,644
12.3%
150
4,450
6.4%
160
3,036
4.3%
100
2,581
3.7%
90
982
1.4%
170
717
1.0%
180
695
1.0%
125
440
0.6%
145
230
0.3%
115
219
0.3%
135
210
0.3%
190
136
0.2%
SMALLEST VALUES
-150
1
<0.1%
-140
1
<0.1%
-120
2
<0.1%
-115
1
<0.1%
-100
2
<0.1%
1
2
<0.1%
7
1
<0.1%
10
7
<0.1%
11
28
<0.1%
12
76
0.1%
13
15
<0.1%
14
29
<0.1%
15
12
<0.1%
16
3
<0.1%
17
3
<0.1%
LARGEST VALUES
16020
1
<0.1%
14020
4
<0.1%
13010
2
<0.1%
11500
1
<0.1%
11020
1
<0.1%
2000
1
<0.1%
1620
1
<0.1%
1500
1
<0.1%
1420
2
<0.1%
1409
1
<0.1%
1400
3
<0.1%
1300
2
<0.1%
1205
1
<0.1%
1202
1
<0.1%
1130
1
<0.1%
ap_lo
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
weight
0.04
age
0.02
ap_hi
0.02
height
0.01
id
-0.00
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.07
cholesterol
0.03
gender
0.02
gluc
0.02
alco
0.01
smoke
0.01
active
0.00
MOST FREQUENT VALUES
80
34,847
49.8%
90
14,316
20.5%
70
10,245
14.6%
100
4,082
5.8%
60
2,727
3.9%
1000
666
1.0%
110
401
0.6%
79
357
0.5%
85
290
0.4%
75
211
0.3%
120
207
0.3%
95
161
0.2%
1100
156
0.2%
89
122
0.2%
69
100
0.1%
SMALLEST VALUES
-70
1
<0.1%
0
21
<0.1%
1
1
<0.1%
6
2
<0.1%
7
2
<0.1%
8
2
<0.1%
9
1
<0.1%
10
7
<0.1%
15
1
<0.1%
20
15
<0.1%
30
6
<0.1%
40
17
<0.1%
45
2
<0.1%
49
2
<0.1%
50
56
<0.1%
LARGEST VALUES
11000
1
<0.1%
10000
3
<0.1%
9800
1
<0.1%
9100
1
<0.1%
9011
2
<0.1%
8500
1
<0.1%
8200
1
<0.1%
8100
1
<0.1%
8099
3
<0.1%
8079
1
<0.1%
8077
1
<0.1%
8044
1
<0.1%
8000
2
<0.1%
7100
1
<0.1%
7099
1
<0.1%
cholesterol
MISSING:
---
TOP CATEGORIES
1
52,385
75%
2
9,549
14%
3
8,066
12%
ALL
70,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cholesterol
PROVIDES INFORMATION ON...
gluc
0.19
target
0.04
alco
0.00
gender
0.00
smoke
0.00
active
0.00
THESE FEATURES GIVE INFORMATION
ON cholesterol:
gluc
0.14
target
0.03
alco
0.00
gender
0.00
smoke
0.00
active
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cholesterol
CORRELATION RATIO WITH...
age
0.16
weight
0.14
height
0.05
ap_lo
0.03
ap_hi
0.02
id
0.01
gluc
MISSING:
---
TOP CATEGORIES
1
59,479
85%
3
5,331
8%
2
5,190
7%
ALL
70,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gluc
PROVIDES INFORMATION ON...
cholesterol
0.14
target
0.01
alco
0.00
smoke
0.00
gender
0.00
active
0.00
THESE FEATURES GIVE INFORMATION
ON gluc:
cholesterol
0.19
target
0.01
alco
0.00
gender
0.00
smoke
0.00
active
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gluc
CORRELATION RATIO WITH...
weight
0.12
age
0.10
height
0.02
ap_lo
0.02
ap_hi
0.01
id
0.00
smoke
MISSING:
---
TOP CATEGORIES
0
63,831
91%
1
6,169
9%
ALL
70,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
smoke
PROVIDES INFORMATION ON...
alco
0.16
gender
0.09
active
0.00
cholesterol
0.00
gluc
0.00
target
0.00
THESE FEATURES GIVE INFORMATION
ON smoke:
gender
0.19
alco
0.11
active
0.00
cholesterol
0.00
gluc
0.00
target
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
smoke
CORRELATION RATIO WITH...
height
0.19
weight
0.07
age
0.05
ap_lo
0.01
id
0.00
ap_hi
0.00
alco
MISSING:
---
TOP CATEGORIES
0
66,236
95%
1
3,764
5%
ALL
70,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
alco
PROVIDES INFORMATION ON...
smoke
0.11
gender
0.02
cholesterol
0.00
gluc
0.00
active
0.00
target
0.00
THESE FEATURES GIVE INFORMATION
ON alco:
smoke
0.16
gender
0.07
cholesterol
0.00
gluc
0.00
active
0.00
target
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
alco
CORRELATION RATIO WITH...
height
0.09
weight
0.07
age
0.03
ap_lo
0.01
ap_hi
0.00
id
0.00
active
MISSING:
---
TOP CATEGORIES
1
56,261
80%
0
13,739
20%
ALL
70,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
active
PROVIDES INFORMATION ON...
alco
0.00
smoke
0.00
target
0.00
cholesterol
0.00
gluc
0.00
gender
0.00
THESE FEATURES GIVE INFORMATION
ON active:
target
0.00
smoke
0.00
alco
0.00
cholesterol
0.00
gluc
0.00
gender
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
active
CORRELATION RATIO WITH...
weight
0.02
age
0.01
height
0.01
ap_lo
0.00
id
0.00
ap_hi
0.00
target
MISSING:
---
TOP CATEGORIES
0
35,021
50%
1
34,979
50%
ALL
70,000
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
target
PROVIDES INFORMATION ON...
cholesterol
0.03
gluc
0.01
active
0.00
smoke
0.00
alco
0.00
gender
0.00
THESE FEATURES GIVE INFORMATION
ON target:
cholesterol
0.04
gluc
0.01
active
0.00
smoke
0.00
gender
0.00
alco
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)