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
40
2
616
1
2
3
3
1
2
1
1
3,377
7
4
3
0
2
0
25
2
867
2
19
3
2
1
8
2
1
2,413
1
1
0
0
0
1
27
1
1,242
2
20
4
3
2
7
3
2
9,981
7
7
7
0
7
0
45
0
805
1
4
3
3
2
2
2
1
4,447
9
9
7
0
8
0
31
1
715
2
2
4
3
2
7
1
2
5,332
10
5
2
0
3
0
35
2
1,219
2
18
3
3
2
7
3
1
4,601
5
5
2
1
0
0
39
2
1,132
1
1
3
4
3
0
4
0
9,613
19
18
10
3
7
0
20
2
129
1
4
1
3
1
2
1
2
2,973
1
1
0
0
0
1
32
1
1,005
1
2
4
3
1
2
4
2
3,068
8
7
7
3
6
0
24
2
693
2
3
1
3
2
7
3
2
4,577
4
2
2
2
0
1
25
2
891
2
4
2
2
2
7
4
2
4,487
5
5
4
1
3
0
58
2
286
1
2
4
3
5
5
2
2
19,246
40
31
15
13
8
1
44
2
170
1
1
2
4
2
0
1
1
5,033
10
2
0
2
2
0
55
2
1,229
1
4
4
3
2
0
3
1
4,035
4
3
2
1
2
0
31
2
1,222
1
11
4
3
1
6
4
1
2,356
8
6
4
0
2
0
45
2
1,385
1
20
3
3
4
0
4
1
13,496
21
20
7
4
10
0
49
2
1,490
1
7
3
3
3
0
2
0
10,466
29
8
7
0
7
0
28
2
304
2
9
2
3
2
7
4
2
5,253
7
7
5
0
7
0
33
1
553
1
5
4
3
3
3
2
1
11,878
12
10
6
8
8
0
48
2
817
2
2
2
4
2
7
2
1
8,120
12
2
2
2
2
0
28
2
866
2
5
4
3
2
7
1
2
8,463
6
5
4
1
3
0
40
2
676
1
9
4
3
1
2
1
2
2,018
15
5
4
1
0
1
39
2
1,089
1
6
2
3
3
4
2
2
8,376
9
2
0
2
2
0
31
2
1,079
2
16
1
3
3
7
3
1
8,161
10
1
0
0
0
1
29
2
738
1
9
2
2
1
2
4
2
3,983
4
3
2
2
2
0
47
1
1,093
2
9
3
1
4
7
3
1
12,936
25
23
5
14
10
1
38
2
1,380
1
9
3
3
1
2
4
2
2,288
2
2
2
2
1
0
59
2
1,324
1
3
3
4
1
2
1
1
2,670
12
1
0
0
0
0
37
2
571
1
10
4
3
1
6
1
0
2,782
6
5
3
4
3
0
29
2
590
1
4
4
2
1
6
1
0
2,109
1
1
0
0
0
0
34
2
216
2
1
2
4
2
7
4
0
9,725
16
15
1
0
9
0
50
2
989
1
7
2
2
5
5
3
0
18,740
29
27
3
13
8
0
36
2
172
1
4
1
2
2
2
4
2
5,810
10
10
4
1
8
0
37
2
799
1
1
2
3
3
4
4
2
7,491
12
6
5
1
2
0
29
2
896
1
18
3
2
1
6
4
2
2,389
4
4
3
0
1
1
31
1
793
2
20
3
4
1
8
4
1
2,791
3
2
2
2
2
0
31
1
534
1
20
1
3
3
0
3
1
9,824
12
1
0
0
0
1
28
2
857
1
10
3
3
2
6
3
2
3,660
10
8
7
1
7
0
26
2
572
2
10
3
3
2
7
4
2
4,684
5
5
3
1
2
0
46
2
488
2
2
3
1
4
3
2
1
16,872
28
7
7
7
7
0
43
1
807
1
17
3
2
1
6
3
1
2,437
6
1
0
0
0
1
41
0
267
2
10
4
3
2
7
4
2
6,230
16
14
3
1
10
0
40
2
300
2
26
3
3
2
7
1
1
8,396
8
7
7
7
5
0
34
2
810
2
8
2
4
2
7
3
1
6,799
10
10
8
4
8
0
55
2
685
2
26
3
2
5
3
4
1
19,586
36
36
6
2
13
0
33
2
213
1
7
3
3
3
5
3
1
11,691
14
13
9
3
7
0
33
2
118
2
16
1
3
2
7
1
2
5,324
6
3
2
0
2
1
34
2
1,153
1
1
1
3
2
4
2
1
4,325
5
5
2
1
3
0
38
2
1,035
2
3
2
3
2
7
4
2
6,861
19
1
0
0
0
0
27
1
829
2
8
3
3
2
7
4
1
4,342
5
4
2
1
1
0
35
2
464
1
4
3
3
1
2
4
0
1,951
1
1
0
0
0
0
29
2
1,283
1
23
4
3
1
6
4
2
2,201
6
3
2
1
2
0
37
1
504
1
10
1
3
3
4
3
0
10,048
17
1
0
0
0
1
27
2
1,240
1
2
4
3
1
2
1
0
2,341
1
1
0
0
0
0
42
2
300
1
2
1
3
5
3
3
1
18,880
24
22
6
4
14
0
44
2
661
1
9
2
3
1
6
1
1
2,559
8
8
7
7
1
0
30
1
448
2
12
2
2
1
8
1
1
2,033
1
1
0
0
0
1
28
0
1,366
1
24
2
2
3
0
1
2
8,722
10
10
7
1
9
1
51
1
1,456
1
1
1
2
3
0
1
2
7,484
23
13
12
12
8
0