Male
Female
38496
ROWS
16312
0
DUPLICATES
0
13.7 MB
RAM
5.8 MB
13
FEATURES
13
9
CATEGORICAL
9
4
NUMERICAL
4
0
TEXT
0
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
is_promoted
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
1
employee_id
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
38,496
(100%)
16,312
(100%)
ZEROES:
---
---
MAX
78,294
78,298
95%
74,348
74,572
Q3
58,708
58,794
MEDIAN
39,249
39,166
AVG
39,173
39,249
Q1
19,623
19,752
5%
3,822
4,115
MIN
1
2
RANGE
78,293
78,296
IQR
39,085
39,042
STD
22,601
22,554
VAR
510.8M
508.7M
KURT.
-1.20
-1.20
SKEW
-0.006
0.003
SUM
1.5B
640.2M
2
department
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
9
(<1%)
9
(<1%)
3
region
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
34
(<1%)
34
(<1%)
4
education
VALUES:
36,478
(95%)
15,921
(98%)
MISSING:
2,018
(5%)
391
(2%)
DISTINCT:
3
(<1%)
3
(<1%)
5
gender
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
1
(<1%)
1
(<1%)
6
recruitment_channel
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
7
no_of_trainings
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
10
(<1%)
9
(<1%)
8
age
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
41
(<1%)
41
(<1%)
ZEROES:
---
---
MAX
60.0
60.0
95%
50.0
52.0
Q3
39.0
39.0
AVG
34.7
35.0
MEDIAN
33.0
33.0
Q1
29.0
29.0
5%
25.0
26.0
MIN
20.0
20.0
RANGE
40.0
40.0
IQR
10.0
10.0
STD
7.59
7.82
VAR
57.6
61.1
KURT.
0.707
0.944
SKEW
0.967
1.09
SUM
1.3M
571k
9
previous_year_rating
VALUES:
35,530
(92%)
15,154
(93%)
MISSING:
2,966
(8%)
1,158
(7%)
DISTINCT:
5
(<1%)
5
(<1%)
10
length_of_service
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
35
(<1%)
34
(<1%)
ZEROES:
---
---
MAX
37.0
34.0
95%
15.0
15.0
Q3
7.0
8.0
AVG
5.8
6.0
MEDIAN
5.0
5.0
Q1
3.0
3.0
5%
1.0
1.0
MIN
1.0
1.0
RANGE
36.0
33.0
IQR
4.00
5.00
STD
4.24
4.32
VAR
18.0
18.7
KURT.
4.34
4.57
SKEW
1.73
1.75
SUM
224k
97,781
11
awards_won?
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
12
avg_training_score
VALUES:
38,496
(100%)
16,312
(100%)
MISSING:
---
---
DISTINCT:
61
(<1%)
60
(<1%)
ZEROES:
---
---
MAX
99.0
99.0
95%
86.0
84.0
Q3
77.0
73.0
AVG
63.2
63.9
MEDIAN
60.0
61.0
Q1
51.0
54.0
5%
47.0
47.0
MIN
39.0
40.0
RANGE
60.0
59.0
IQR
26.0
19.0
STD
14.0
11.9
VAR
195
141
KURT.
-1.14
-0.796
SKEW
0.485
0.360
SUM
2.4M
1.0M
is_promoted
MISSING:
---
---
TOP CATEGORIES
is_promoted
is_promoted
0
35,295
92%
14,845
91%
1
3,201
8%
1,467
9%
ALL
38,496
100%
16,312
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
is_promoted
PROVIDES INFORMATION ON...
gender
1.00
awards_won?
0.10
previous_year_rating
0.01
region
0.00
education
0.00
no_of_trainings
0.00
department
0.00
recruitment_channel
0.00

THESE FEATURES
GIVE INFORMATION
ON is_promoted:
previous_year_rating
0.05
awards_won?
0.04
region
0.02
department
0.00
education
0.00
no_of_trainings
0.00
recruitment_channel
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_promoted
CORRELATION RATIO WITH...
avg_training_score
0.17
age
0.02
length_of_service
0.01
employee_id
0.00
Associations
[Only including dataset "Male"]
■ 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 "Female"]
■ 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.
is_promoted
MISSING:
---
---
TOP CATEGORIES
is_promoted
is_promoted
0
35,295
92%
14,845
91%
1
3,201
8%
1,467
9%
ALL
38,496
100%
16,312
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
is_promoted
PROVIDES INFORMATION ON...
gender
1.00
awards_won?
0.10
previous_year_rating
0.01
region
0.00
education
0.00
no_of_trainings
0.00
department
0.00
recruitment_channel
0.00

THESE FEATURES
GIVE INFORMATION
ON is_promoted:
previous_year_rating
0.05
awards_won?
0.04
region
0.02
department
0.00
education
0.00
no_of_trainings
0.00
recruitment_channel
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_promoted
CORRELATION RATIO WITH...
avg_training_score
0.17
age
0.02
length_of_service
0.01
employee_id
0.00
employee_id
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
length_of_service
-0.00
age
-0.00
avg_training_score
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
region
0.03
department
0.02
no_of_trainings
0.01
previous_year_rating
0.01
awards_won?
0.01
recruitment_channel
0.01
education
0.01
is_promoted
0.00
gender
0.00
MOST FREQUENT VALUES
65141
1
<0.1%
0
0.0%
44880
1
<0.1%
0
0.0%
74097
1
<0.1%
0
0.0%
16223
1
<0.1%
0
0.0%
37339
1
<0.1%
0
0.0%
68086
1
<0.1%
0
0.0%
78080
1
<0.1%
0
0.0%
52654
1
<0.1%
0
0.0%
31009
1
<0.1%
0
0.0%
60468
1
<0.1%
0
0.0%
9032
1
<0.1%
0
0.0%
14748
1
<0.1%
0
0.0%
32537
1
<0.1%
0
0.0%
70624
1
<0.1%
0
0.0%
1114
1
<0.1%
0
0.0%
SMALLEST VALUES
1
1
<0.1%
0
0.0%
4
1
<0.1%
0
0.0%
5
1
<0.1%
0
0.0%
7
1
<0.1%
0
0.0%
8
1
<0.1%
0
0.0%
9
1
<0.1%
0
0.0%
10
1
<0.1%
0
0.0%
12
1
<0.1%
0
0.0%
15
1
<0.1%
0
0.0%
26
1
<0.1%
0
0.0%
28
1
<0.1%
0
0.0%
33
1
<0.1%
0
0.0%
34
1
<0.1%
0
0.0%
35
1
<0.1%
0
0.0%
36
1
<0.1%
0
0.0%
LARGEST VALUES
78294
1
<0.1%
0
0.0%
78292
1
<0.1%
0
0.0%
78289
1
<0.1%
0
0.0%
78288
1
<0.1%
0
0.0%
78287
1
<0.1%
0
0.0%
78285
1
<0.1%
0
0.0%
78282
1
<0.1%
0
0.0%
78281
1
<0.1%
0
0.0%
78277
1
<0.1%
0
0.0%
78275
1
<0.1%
0
0.0%
78274
1
<0.1%
0
0.0%
78273
1
<0.1%
0
0.0%
78271
1
<0.1%
0
0.0%
78270
1
<0.1%
0
0.0%
78269
1
<0.1%
0
0.0%
department
MISSING:
---
---
TOP CATEGORIES
is_promoted
is_promoted
Sales & Marketing
13,686
36%
3,154
19%
1,037
8%
176
6%
Operations
6,671
17%
4,677
29%
581
9%
442
9%
Analytics
4,839
13%
513
3%
450
9%
62
12%
Technology
4,350
11%
2,788
17%
491
11%
277
10%
Procurement
3,851
10%
3,287
20%
303
8%
385
12%
Finance
1,855
5%
681
4%
151
8%
55
8%
HR
1,412
4%
1,006
6%
78
6%
58
6%
R&D
942
2%
57
<1%
63
7%
6
11%
Legal
890
2%
149
<1%
47
5%
6
4%
ALL
38,496
100%
16,312
100%
3,201
8%
1,467
9%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
department
PROVIDES INFORMATION ON...
gender
1.00
education
0.04
no_of_trainings
0.02
region
0.02
previous_year_rating
0.01
recruitment_channel
0.01
is_promoted
0.00
awards_won?
0.00

THESE FEATURES
GIVE INFORMATION
ON department:
region
0.04
education
0.02
previous_year_rating
0.01
no_of_trainings
0.01
recruitment_channel
0.00
is_promoted
0.00
awards_won?
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
department
CORRELATION RATIO WITH...
avg_training_score
0.94
age
0.16
length_of_service
0.12
employee_id
0.02
region
MISSING:
---
---
TOP CATEGORIES
is_promoted
is_promoted
region_2
7,497
19%
4,846
30%
599
8%
390
8%
region_22
4,662
12%
1,766
11%
523
11%
211
12%
region_7
3,262
8%
1,581
10%
343
11%
173
11%
region_15
2,186
6%
622
4%
157
7%
65
10%
region_13
1,790
5%
858
5%
157
9%
73
9%
region_26
1,687
4%
573
4%
106
6%
37
6%
region_31
1,430
4%
505
3%
78
5%
32
6%
region_4
1,212
3%
491
3%
170
14%
76
15%
region_27
1,211
3%
448
3%
96
8%
35
8%
region_28
1,055
3%
263
2%
141
13%
13
5%
region_11
1,024
3%
291
2%
51
5%
23
8%
region_16
967
3%
498
3%
71
7%
31
6%
region_23
883
2%
292
2%
97
11%
40
14%
region_29
802
2%
192
1%
33
4%
10
5%
region_19
711
2%
163
<1%
38
5%
15
9%
region_32
703
2%
242
1%
28
4%
12
5%
region_20
674
2%
176
1%
34
5%
15
9%
(Other)
6,740
18%
479
7%
ALL
38,496
100%
16,312
100%
3,201
8%
1,467
9%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
region
PROVIDES INFORMATION ON...
gender
1.00
education
0.05
department
0.04
recruitment_channel
0.02
is_promoted
0.02
no_of_trainings
0.02
previous_year_rating
0.01
awards_won?
0.00

THESE FEATURES
GIVE INFORMATION
ON region:
department
0.02
education
0.01
recruitment_channel
0.01
previous_year_rating
0.00
no_of_trainings
0.00
is_promoted
0.00
awards_won?
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
region
CORRELATION RATIO WITH...
age
0.32
length_of_service
0.22
avg_training_score
0.12
employee_id
0.03
education
MISSING:
2,018
(5%)
391
(2%)
TOP CATEGORIES
is_promoted
is_promoted
Bachelor's
25,815
71%
10,854
68%
2,078
8%
930
9%
Master's & above
10,147
28%
4,778
30%
969
10%
502
11%
Below Secondary
516
1%
289
2%
46
9%
21
7%
ALL
36,478
100%
15,921
100%
3,201
8%
1,467
9%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
education
PROVIDES INFORMATION ON...
gender
1.00
department
0.02
region
0.01
previous_year_rating
0.01
no_of_trainings
0.00
is_promoted
0.00
recruitment_channel
0.00
awards_won?
0.00

THESE FEATURES
GIVE INFORMATION
ON education:
region
0.05
department
0.04
previous_year_rating
0.03
no_of_trainings
0.00
recruitment_channel
0.00
is_promoted
0.00
awards_won?
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
education
CORRELATION RATIO WITH...
age
0.40
length_of_service
0.27
avg_training_score
0.09
employee_id
0.01
gender
MISSING:
---
---
TOP CATEGORIES
is_promoted
is_promoted
m
38,496
100%
0
0%
3,201
8%
f
0
0%
16,312
100%
1,467
9%
ALL
38,496
100%
16,312
100%
3,201
8%
1,467
9%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gender
PROVIDES INFORMATION ON...
awards_won?
0.00
is_promoted
0.00
recruitment_channel
0.00
department
0.00
region
0.00
education
0.00
no_of_trainings
0.00
previous_year_rating
0.00

THESE FEATURES
GIVE INFORMATION
ON gender:
is_promoted
1.00
department
1.00
region
1.00
education
1.00
recruitment_channel
1.00
no_of_trainings
1.00
previous_year_rating
1.00
awards_won?
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
CORRELATION RATIO WITH...
employee_id
0.00
age
0.00
length_of_service
0.00
avg_training_score
0.00
recruitment_channel
MISSING:
---
---
TOP CATEGORIES
is_promoted
is_promoted
other
21,291
55%
9,155
56%
1,751
8%
805
9%
sourcing
16,377
43%
6,843
42%
1,357
8%
617
9%
referred
828
2%
314
2%
93
11%
45
14%
ALL
38,496
100%
16,312
100%
3,201
8%
1,467
9%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
recruitment_channel
PROVIDES INFORMATION ON...
gender
1.00
region
0.01
department
0.00
previous_year_rating
0.00
education
0.00
no_of_trainings
0.00
is_promoted
0.00
awards_won?
0.00

THESE FEATURES
GIVE INFORMATION
ON recruitment_channel:
region
0.02
department
0.01
previous_year_rating
0.00
education
0.00
no_of_trainings
0.00
is_promoted
0.00
awards_won?
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
recruitment_channel
CORRELATION RATIO WITH...
age
0.05
length_of_service
0.04
avg_training_score
0.03
employee_id
0.01
no_of_trainings
MISSING:
---
---
TOP CATEGORIES
is_promoted
is_promoted
1
30,344
79%
14,034
86%
2,624
9%
1,286
9%
2
6,136
16%
1,851
11%
460
7%
145
8%
3
1,438
4%
338
2%
94
7%
28
8%
4
402
1%
66
<1%
18
4%
8
12%
5
115
<1%
13
<1%
3
3%
0
0%
6
40
<1%
4
<1%
2
5%
0
0%
7
8
<1%
4
<1%
0
0%
0
0%
9
5
<1%
0
0%
0
0%
8
4
<1%
1
<1%
0
0%
0
0%
10
4
<1%
1
<1%
0
0%
0
0%
ALL
38,496
100%
16,312
100%
3,201
8%
1,467
9%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
no_of_trainings
PROVIDES INFORMATION ON...
gender
1.00
department
0.01
region
0.00
previous_year_rating
0.00
education
0.00
is_promoted
0.00
recruitment_channel
0.00
awards_won?
0.00

THESE FEATURES
GIVE INFORMATION
ON no_of_trainings:
department
0.02
region
0.02
previous_year_rating
0.01
education
0.00
recruitment_channel
0.00
is_promoted
0.00
awards_won?
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
no_of_trainings
CORRELATION RATIO WITH...
age
0.10
avg_training_score
0.07
length_of_service
0.07
employee_id
0.01
age
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
length_of_service
0.66
avg_training_score
-0.06
employee_id
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
education
0.40
region
0.32
previous_year_rating
0.30
department
0.16
no_of_trainings
0.10
recruitment_channel
0.05
is_promoted
0.02
awards_won?
0.01
gender
0.00
MOST FREQUENT VALUES
30
2,591
6.7%
1,074
6.6%
31
2,444
6.3%
1,090
6.7%
29
2,392
6.2%
1,013
6.2%
32
2,376
6.2%
1,158
7.1%
28
2,225
5.8%
922
5.7%
33
2,199
5.7%
1,011
6.2%
34
2,125
5.5%
951
5.8%
27
2,048
5.3%
779
4.8%
35
1,873
4.9%
838
5.1%
36
1,775
4.6%
742
4.5%
37
1,519
3.9%
646
4.0%
26
1,493
3.9%
567
3.5%
38
1,339
3.5%
584
3.6%
40
1,211
3.1%
452
2.8%
39
1,184
3.1%
511
3.1%
SMALLEST VALUES
20
86
0.2%
27
0.2%
21
68
0.2%
30
0.2%
22
168
0.4%
63
0.4%
23
330
0.9%
98
0.6%
24
610
1.6%
235
1.4%
25
940
2.4%
359
2.2%
26
1,493
3.9%
567
3.5%
27
2,048
5.3%
779
4.8%
28
2,225
5.8%
922
5.7%
29
2,392
6.2%
1,013
6.2%
30
2,591
6.7%
1,074
6.6%
31
2,444
6.3%
1,090
6.7%
32
2,376
6.2%
1,158
7.1%
33
2,199
5.7%
1,011
6.2%
34
2,125
5.5%
951
5.8%
LARGEST VALUES
60
127
0.3%
90
0.6%
59
121
0.3%
88
0.5%
58
128
0.3%
85
0.5%
57
158
0.4%
80
0.5%
56
171
0.4%
93
0.6%
55
181
0.5%
113
0.7%
54
226
0.6%
87
0.5%
53
235
0.6%
129
0.8%
52
232
0.6%
119
0.7%
51
259
0.7%
130
0.8%
50
363
0.9%
158
1.0%
49
322
0.8%
119
0.7%
48
411
1.1%
146
0.9%
47
405
1.1%
152
0.9%
46
513
1.3%
184
1.1%
previous_year_rating
MISSING:
2,966
(8%)
1,158
(7%)
TOP CATEGORIES
is_promoted
is_promoted
3.0
12,985
37%
5,633
37%
951
7%
404
7%
5.0
8,139
23%
3,602
24%
1,283
16%
638
18%
4.0
6,840
19%
3,037
20%
547
8%
237
8%
1.0
4,562
13%
1,661
11%
62
1%
26
2%
2.0
3,004
8%
1,221
8%
111
4%
70
6%
ALL
35,530
100%
15,154
100%
3,201
8%
1,467
9%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
previous_year_rating
PROVIDES INFORMATION ON...
gender
1.00
is_promoted
0.05
education
0.03
department
0.01
no_of_trainings
0.01
recruitment_channel
0.00
region
0.00
awards_won?
0.00

THESE FEATURES
GIVE INFORMATION
ON previous_year_rating:
education
0.01
department
0.01
is_promoted
0.01
region
0.01
no_of_trainings
0.00
recruitment_channel
0.00
awards_won?
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
previous_year_rating
CORRELATION RATIO WITH...
length_of_service
0.33
age
0.30
avg_training_score
0.11
employee_id
0.01
length_of_service
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age
0.66
avg_training_score
-0.05
employee_id
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
previous_year_rating
0.33
education
0.27
region
0.22
department
0.12
no_of_trainings
0.07
awards_won?
0.04
recruitment_channel
0.04
is_promoted
0.01
gender
0.00
MOST FREQUENT VALUES
3
5,026
13.1%
2,007
12.3%
4
4,866
12.6%
1,970
12.1%
2
4,769
12.4%
1,915
11.7%
5
4,056
10.5%
1,776
10.9%
7
3,873
10.1%
1,678
10.3%
6
3,323
8.6%
1,411
8.7%
1
3,263
8.5%
1,284
7.9%
8
1,960
5.1%
923
5.7%
9
1,764
4.6%
865
5.3%
10
1,504
3.9%
689
4.2%
11
625
1.6%
291
1.8%
12
563
1.5%
231
1.4%
13
471
1.2%
216
1.3%
15
406
1.1%
187
1.1%
16
400
1.0%
148
0.9%
SMALLEST VALUES
1
3,263
8.5%
1,284
7.9%
2
4,769
12.4%
1,915
11.7%
3
5,026
13.1%
2,007
12.3%
4
4,866
12.6%
1,970
12.1%
5
4,056
10.5%
1,776
10.9%
6
3,323
8.6%
1,411
8.7%
7
3,873
10.1%
1,678
10.3%
8
1,960
5.1%
923
5.7%
9
1,764
4.6%
865
5.3%
10
1,504
3.9%
689
4.2%
11
625
1.6%
291
1.8%
12
563
1.5%
231
1.4%
13
471
1.2%
216
1.3%
14
391
1.0%
158
1.0%
15
406
1.1%
187
1.1%
LARGEST VALUES
37
1
<0.1%
0
0.0%
34
1
<0.1%
3
<0.1%
33
5
<0.1%
4
<0.1%
32
8
<0.1%
2
<0.1%
31
11
<0.1%
9
<0.1%
30
8
<0.1%
4
<0.1%
29
23
<0.1%
7
<0.1%
28
18
<0.1%
12
<0.1%
27
28
<0.1%
8
<0.1%
26
31
<0.1%
10
<0.1%
25
28
<0.1%
23
0.1%
24
39
0.1%
31
0.2%
23
46
0.1%
19
0.1%
22
39
0.1%
22
0.1%
21
52
0.1%
26
0.2%
awards_won?
MISSING:
---
---
TOP CATEGORIES
is_promoted
is_promoted
0
37,595
98%
15,943
98%
2,805
7%
1,304
8%
1
901
2%
369
2%
396
44%
163
44%
ALL
38,496
100%
16,312
100%
3,201
8%
1,467
9%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
awards_won?
PROVIDES INFORMATION ON...
gender
1.00
is_promoted
0.04
previous_year_rating
0.00
region
0.00
no_of_trainings
0.00
department
0.00
recruitment_channel
0.00
education
0.00

THESE FEATURES
GIVE INFORMATION
ON awards_won?:
is_promoted
0.10
region
0.00
previous_year_rating
0.00
no_of_trainings
0.00
department
0.00
recruitment_channel
0.00
education
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
awards_won?
CORRELATION RATIO WITH...
avg_training_score
0.07
length_of_service
0.04
employee_id
0.01
age
0.01
avg_training_score
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age
-0.06
length_of_service
-0.05
employee_id
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
department
0.94
is_promoted
0.17
region
0.12
previous_year_rating
0.11
education
0.09
no_of_trainings
0.07
awards_won?
0.07
recruitment_channel
0.03
gender
0.00
MOST FREQUENT VALUES
50
2,140
5.6%
576
3.5%
49
2,081
5.4%
600
3.7%
48
1,915
5.0%
522
3.2%
51
1,858
4.8%
489
3.0%
52
1,427
3.7%
429
2.6%
47
1,379
3.6%
367
2.2%
60
1,331
3.5%
824
5.1%
59
1,316
3.4%
748
4.6%
58
1,201
3.1%
697
4.3%
61
1,184
3.1%
695
4.3%
82
1,062
2.8%
385
2.4%
53
995
2.6%
329
2.0%
84
963
2.5%
205
1.3%
83
945
2.5%
253
1.6%
85
942
2.4%
130
0.8%
SMALLEST VALUES
39
2
<0.1%
0
0.0%
40
4
<0.1%
1
<0.1%
41
21
<0.1%
5
<0.1%
42
56
0.1%
6
<0.1%
43
133
0.3%
43
0.3%
44
269
0.7%
66
0.4%
45
531
1.4%
150
0.9%
46
877
2.3%
259
1.6%
47
1,379
3.6%
367
2.2%
48
1,915
5.0%
522
3.2%
49
2,081
5.4%
600
3.7%
50
2,140
5.6%
576
3.5%
51
1,858
4.8%
489
3.0%
52
1,427
3.7%
429
2.6%
53
995
2.6%
329
2.0%
LARGEST VALUES
99
24
<0.1%
11
<0.1%
98
27
<0.1%
10
<0.1%
97
33
<0.1%
16
<0.1%
96
32
<0.1%
16
<0.1%
95
29
<0.1%
16
<0.1%
94
47
0.1%
18
0.1%
93
61
0.2%
23
0.1%
92
75
0.2%
24
0.1%
91
99
0.3%
18
0.1%
90
144
0.4%
41
0.3%
89
259
0.7%
42
0.3%
88
388
1.0%
56
0.3%
87
587
1.5%
68
0.4%
86
786
2.0%
126
0.8%
85
942
2.4%
130
0.8%