Datasets:
eduvance
/
employee_attrition

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Age
int64
18
60
BusinessTravel_Num
int64
0
2
DailyRate
int64
102
1.5k
Department_Num
int64
0
2
DistanceFromHome
int64
1
29
EnvironmentSatisfaction
int64
1
4
JobInvolvement
int64
1
4
JobLevel
int64
1
5
JobRole_Num
int64
0
8
JobSatisfaction
int64
1
4
MaritalStatus_Num
int64
0
2
MonthlyIncome
int64
1.05k
20k
TotalWorkingYears
int64
0
40
YearsAtCompany
int64
0
36
YearsInCurrentRole
int64
0
18
YearsSinceLastPromotion
int64
0
15
YearsWithCurrManager
int64
0
17
Attrition_Num
int64
0
1
22
2
1,256
1
19
3
3
1
6
4
1
2,323
2
2
2
2
2
0
38
2
437
2
16
2
3
2
7
2
2
4,198
8
3
2
1
2
0
32
2
371
2
19
4
1
3
7
3
1
9,610
10
4
3
0
2
0
28
1
1,496
2
1
1
3
1
8
3
1
2,909
5
3
2
1
2
1
36
2
676
1
1
3
3
2
4
2
1
5,228
10
9
7
0
5
0
30
1
1,012
1
5
2
2
1
6
4
0
3,761
10
5
4
0
3
0
50
2
813
1
17
4
2
3
5
1
0
13,269
19
14
11
1
11
0
47
1
719
2
27
2
4
2
7
3
2
6,397
8
5
4
1
3
1
52
0
585
2
29
1
3
1
8
4
0
3,482
16
9
8
0
0
0
26
1
887
1
5
3
2
1
6
3
1
2,366
8
8
7
1
7
1
21
2
1,334
1
10
3
2
1
2
1
2
1,416
1
1
0
1
0
1
35
1
146
1
2
1
2
1
6
4
2
4,930
6
5
4
1
4
0
56
2
206
0
8
4
3
5
3
2
2
19,717
36
7
3
7
7
0
45
2
1,457
1
7
1
3
1
6
3
1
4,477
7
3
2
0
2
0
46
2
1,003
1
8
4
2
2
6
1
0
4,615
19
16
13
1
7
0
25
2
583
2
4
3
2
2
7
1
1
4,256
5
5
2
0
3
0
35
2
607
1
9
4
2
3
4
3
1
10,685
17
17
14
5
15
0
29
1
806
1
1
2
1
1
6
4
0
2,720
10
10
7
2
8
0
51
2
313
1
3
4
3
4
0
2
2
13,734
21
7
7
1
0
0
36
2
913
1
9
2
2
2
4
2
0
8,847
13
3
2
0
2
0
35
2
662
2
1
3
3
3
7
2
1
7,295
10
10
8
0
6
0
35
0
208
1
8
3
3
2
0
3
1
4,148
15
14
11
2
9
0
21
2
546
1
5
3
3
1
6
4
2
3,117
3
2
2
2
2
0
35
2
819
1
2
3
2
3
4
2
0
10,274
15
7
7
6
4
0
45
2
252
1
1
3
4
5
3
4
1
19,202
25
24
0
1
7
0
33
2
654
1
5
4
2
3
0
4
0
7,119
9
3
2
1
2
0
24
2
1,127
1
18
2
3
1
2
3
1
2,774
6
5
3
1
2
0
36
2
164
2
2
2
2
3
7
3
1
7,596
10
10
9
9
0
0
30
0
1,116
1
2
3
3
1
2
4
2
2,564
12
11
7
6
7
0
58
2
601
1
7
3
2
3
4
1
1
10,008
31
10
9
5
9
1
31
2
480
1
7
2
3
2
4
1
1
4,306
13
13
10
3
12
0
26
2
1,443
2
23
3
2
2
7
4
1
4,157
5
2
2
0
0
0
36
1
1,195
1
11
2
2
2
4
2
2
6,499
6
6
5
0
3
0
57
2
334
1
24
3
4
3
0
4
0
9,439
12
5
3
1
4
0
23
2
541
2
2
3
3
1
8
1
0
2,322
3
0
0
0
0
0
40
2
1,398
2
2
3
3
5
3
3
1
18,041
21
20
15
1
12
0
31
0
979
1
1
3
1
2
4
3
1
4,345
6
5
4
1
4
0
42
0
179
0
2
4
4
2
1
1
1
6,272
10
4
3
0
3
0
52
2
1,030
2
5
2
3
3
7
2
2
8,446
10
8
7
7
7
1
38
2
1,153
1
6
4
2
1
2
3
1
3,702
5
5
4
0
4
0
26
2
482
1
1
2
2
1
6
3
1
2,933
1
1
0
1
0
0
33
2
267
1
21
2
4
1
2
2
1
2,028
14
14
11
2
13
0
38
2
362
1
1
3
3
1
6
1
2
2,619
8
0
0
0
0
0
38
2
1,321
2
1
4
3
2
7
2
1
4,440
16
15
13
5
8
0
24
0
830
2
13
4
3
1
8
2
1
2,033
1
1
0
0
0
0
53
2
1,395
1
24
2
4
3
0
4
1
7,005
11
4
3
1
2
0
41
2
582
1
28
1
2
4
4
2
1
13,570
21
20
7
0
10
0
26
2
1,330
1
21
1
3
1
2
3
0
2,377
1
1
1
0
0
1
36
2
1,351
1
26
1
3
2
0
3
1
5,347
10
3
2
0
2
0
32
1
585
1
10
1
3
1
6
3
1
3,433
10
5
2
1
3
0
35
2
802
1
10
2
3
1
2
4
0
3,917
3
3
2
1
2
0
49
2
470
1
20
3
3
2
4
1
1
6,567
16
15
11
5
11
0
28
1
791
1
1
4
3
1
2
3
2
2,154
5
4
2
0
2
0
38
2
827
1
1
2
4
2
0
4
2
7,625
10
9
7
1
8
0
41
2
802
2
9
3
3
3
7
3
0
8,189
12
9
7
0
7
0
24
2
691
1
23
2
4
1
6
4
1
2,725
6
6
5
1
4
0
43
1
1,422
2
2
1
3
2
7
4
1
5,675
7
7
7
7
7
0
58
1
781
1
2
4
2
1
2
4
0
2,380
3
1
0
0
0
1
18
0
1,431
1
14
2
3
1
6
3
2
1,514
0
0
0
0
0
0
42
1
570
1
8
2
3
5
3
4
0
18,430
24
24
7
14
9
0
33
2
1,099
1
4
1
2
1
2
2
1
3,838
8
5
4
0
2
0
26
2
1,066
1
2
4
4
2
4
4
1
5,472
8
8
7
1
3
0
43
2
1,291
1
15
3
2
4
5
3
1
17,603
14
14
10
6
11
0
43
2
990
1
27
4
4
1
2
2
0
4,876
8
6
4
0
2
0
36
2
1,278
0
8
1
2
1
1
1
1
2,342
6
5
4
0
3
0
25
2
1,219
1
4
4
3
1
2
4
1
3,691
7
7
7
5
6
1
26
2
841
1
6
3
2
1
6
2
1
2,368
5
5
4
4
3
0
59
2
142
1
3
3
2
1
6
4
1
2,177
7
1
0
0
0
0
43
2
823
1
6
1
2
5
3
3
1
19,392
21
16
12
6
14
0
47
2
983
1
2
1
3
2
4
4
0
5,070
20
5
0
0
4
0
41
2
796
2
4
3
3
3
7
3
0
10,447
23
22
14
13
5
0
48
2
1,108
1
15
3
3
1
6
1
1
2,367
10
8
2
7
6
0
45
1
1,297
1
1
2
3
2
0
3
2
5,399
12
4
2
0
3
0
28
2
640
1
1
4
3
1
6
1
2
2,080
5
3
2
1
2
0
27
0
443
1
3
4
3
1
6
4
1
1,706
0
0
0
0
0
0
30
2
202
2
2
3
3
1
8
2
1
2,476
1
1
0
0
0
0
30
2
1,329
2
29
3
3
2
7
1
0
4,115
8
4
3
0
3
0
35
2
819
1
18
2
4
2
6
1
1
5,208
16
16
15
1
10
0
41
0
509
1
2
1
2
2
0
3
2
6,811
10
8
7
0
7
0
21
2
501
2
5
3
3
1
8
1
2
2,380
2
2
2
1
2
0
30
2
241
1
7
2
2
1
6
2
1
2,141
6
6
4
1
1
0
37
2
1,107
1
14
4
3
1
2
1
0
3,034
18
18
7
12
17
0
36
2
311
1
7
1
3
1
2
2
2
2,013
15
4
3
1
3
0
53
2
607
1
2
3
2
3
4
4
1
10,169
34
33
7
1
9
1
30
2
1,358
2
16
4
3
2
7
3
1
5,301
4
2
1
2
2
0
34
2
1,397
1
1
2
3
1
6
4
1
2,691
10
10
9
8
8
0
37
2
1,305
1
10
3
3
2
4
2
2
4,197
18
1
0
0
1
0
56
2
310
1
7
4
3
1
2
3
1
2,339
14
10
9
9
8
1
41
2
1,411
1
19
3
3
2
6
1
0
3,072
17
1
0
0
0
0
33
0
750
2
22
3
3
2
7
2
1
6,146
8
7
7
0
7
0
24
2
506
1
29
2
3
1
2
1
0
3,907
6
6
2
1
2
0
41
2
167
1
12
2
3
1
2
4
1
4,766
6
1
0
0
0
0
37
2
1,373
1
2
4
2
1
2
3
2
2,090
7
0
0
0
0
1
46
0
849
2
26
2
2
2
7
2
2
7,991
6
2
2
2
2
0
30
2
634
1
17
2
3
3
3
1
1
11,916
9
9
1
0
8
0
41
0
552
0
4
3
1
2
1
2
1
6,430
10
3
2
1
2
0
36
2
1,040
1
3
4
4
2
0
1
0
6,842
13
5
4
0
4
0
32
0
976
2
26
3
3
2
7
4
1
4,465
4
3
2
2
2
0
28
2
1,217
1
1
3
3
1
6
1
1
3,591
3
3
2
1
2
0
41
2
930
2
3
3
2
2
7
2
0
8,938
14
5
4
0
4
0