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
43
2
1,001
1
7
3
3
3
0
1
1
9,985
10
1
0
0
0
0
30
2
1,334
2
4
3
2
2
7
2
0
5,209
11
11
8
2
7
0
26
2
775
2
29
1
3
2
7
3
0
4,306
8
0
0
0
0
0
53
2
1,282
1
5
3
3
5
3
3
0
19,094
26
14
13
4
8
0
30
1
721
1
1
3
3
2
2
4
2
4,011
12
12
8
3
7
0
28
2
1,179
1
19
4
2
1
2
1
1
3,196
6
6
5
3
3
0
49
2
1,418
1
1
3
3
1
6
1
1
3,580
7
4
2
0
2
0
27
1
1,337
0
22
1
2
1
1
2
1
2,863
1
1
0
0
0
1
38
1
1,186
1
3
3
3
1
6
3
1
2,821
8
2
2
2
2
0
23
2
885
1
4
1
4
1
6
1
1
2,819
5
3
2
0
2
0
32
0
300
1
1
4
3
1
2
4
0
2,314
4
3
0
0
2
0
31
2
691
2
7
4
3
2
7
4
0
7,547
13
7
7
1
7
0
46
2
734
1
2
3
3
5
5
4
0
19,328
24
2
1
2
2
0
30
2
138
1
22
1
3
1
6
3
1
2,132
7
5
2
0
1
1
36
1
1,480
1
3
4
3
1
2
2
2
2,088
13
8
7
7
2
0
48
2
1,469
1
20
4
3
1
6
3
1
2,259
13
0
0
0
0
0
29
2
224
1
1
1
2
1
6
1
2
2,362
11
9
7
0
7
1
33
1
1,141
2
1
3
4
2
7
1
1
5,376
10
5
3
1
3
0
29
2
136
1
1
1
3
2
0
1
1
5,373
6
5
3
0
2
0
22
1
1,368
1
4
3
2
1
2
3
2
3,894
4
2
2
1
2
1
18
0
247
1
8
3
3
1
2
3
2
1,904
0
0
0
0
0
1
38
2
168
1
1
3
3
3
4
3
2
7,861
10
1
0
0
0
0
34
2
790
2
24
1
2
2
7
2
2
4,599
16
15
9
10
10
1
38
1
1,394
1
8
4
2
2
6
2
0
2,133
20
20
11
0
7
0
43
2
531
2
4
4
2
3
7
4
2
10,231
23
21
7
15
17
0
46
2
1,254
2
10
3
3
3
7
2
1
7,314
14
8
7
0
7
1
29
2
1,370
1
3
2
3
1
2
1
2
4,723
10
10
9
1
5
0
36
2
711
1
5
2
3
3
0
1
1
8,008
9
3
2
0
2
0
34
0
1,381
2
4
3
3
2
7
3
1
6,538
6
3
2
1
2
0
28
2
895
1
15
1
3
1
2
3
0
2,207
4
4
2
2
2
0
26
2
920
0
20
4
3
1
1
2
1
2,148
6
5
1
1
4
1
45
2
538
1
1
1
3
3
0
2
0
7,441
10
10
8
7
7
0
22
0
457
1
26
2
2
1
6
3
1
2,814
4
4
2
1
3
0
37
2
1,462
1
11
1
3
1
2
3
2
3,629
8
3
2
0
2
0
38
0
1,336
0
2
1
3
1
1
2
0
2,592
13
11
10
3
8
0
40
2
448
1
16
3
3
3
4
4
2
7,945
18
4
2
3
3
0
34
2
1,303
1
2
4
2
1
6
3
0
2,768
14
7
3
5
7
0
53
2
1,223
1
7
4
3
5
3
3
0
18,606
26
7
7
4
7
0
35
2
303
2
27
3
3
2
7
4
2
5,813
10
10
7
7
7
1
50
2
410
2
28
4
2
3
7
1
0
10,854
20
3
2
2
0
1
22
2
253
1
11
1
3
1
6
2
1
2,244
2
2
1
1
2
0
30
0
879
1
9
3
3
2
4
3
2
4,695
10
8
4
1
7
0
50
1
333
1
22
3
1
4
5
4
2
14,411
32
32
6
13
9
0
27
2
199
1
6
4
2
1
6
3
1
2,539
4
4
2
2
2
0
45
2
192
1
10
1
3
1
6
4
1
2,654
8
2
2
0
2
0
29
2
665
1
15
3
3
1
6
4
2
2,340
6
6
5
1
5
0
31
1
1,445
1
1
3
4
3
4
2
2
7,446
10
10
8
4
7
1
55
2
836
1
2
2
2
1
6
4
1
2,662
19
5
2
0
4
0
37
2
674
1
13
1
3
2
6
4
1
4,285
10
10
8
3
7
0
32
2
601
2
7
4
3
2
7
4
1
9,204
7
4
3
0
3
0
33
2
1,075
0
3
4
3
1
1
2
0
2,277
7
4
3
0
3
0
43
1
313
1
21
4
3
1
2
4
1
2,258
8
3
2
1
2
0
28
2
1,434
1
5
3
3
1
2
3
2
3,441
2
2
2
2
2
1
40
2
1,492
1
20
1
3
3
0
4
1
10,322
14
11
10
11
1
0
35
2
950
1
7
3
3
3
4
3
2
10,221
17
8
5
1
6
0
43
2
1,372
2
9
1
1
2
7
3
2
5,346
7
4
3
1
3
1
37
2
671
1
19
3
3
2
4
3
1
5,768
9
4
3
0
2
0
44
2
986
1
8
1
4
1
2
4
1
2,818
10
3
2
0
2
0
40
2
1,322
1
2
3
2
1
6
3
2
2,809
8
2
2
2
2
0
52
1
890
1
25
3
2
4
4
4
1
13,826
31
9
8
0
0
0
41
2
933
1
9
3
3
1
2
1
1
2,238
7
5
0
1
4
0
35
2
1,137
1
21
4
3
2
0
4
1
4,014
10
10
6
0
7
0
59
2
1,089
2
1
2
3
3
3
4
1
11,904
14
6
4
0
4
0
35
2
809
1
16
1
4
1
2
2
1
2,426
6
5
4
0
3
0
40
1
580
2
5
4
2
3
7
1
1
10,475
20
18
13
1
12
0
36
1
635
1
18
2
3
1
2
4
2
2,153
8
8
1
1
7
0
28
2
1,083
1
29
3
1
2
4
2
1
6,549
8
8
6
1
7
0
34
2
204
2
14
3
3
1
8
3
0
2,579
8
8
2
0
6
0
28
2
736
2
26
3
2
2
7
1
1
4,724
5
5
3
0
4
0
35
1
130
1
25
4
3
1
6
2
0
2,022
10
10
2
7
8
1
30
2
1,288
2
29
3
3
3
7
2
1
9,250
9
4
2
1
3
0
33
0
1,283
2
2
4
3
2
7
2
2
5,147
13
11
7
1
7
0
34
1
560
1
1
4
3
1
6
1
0
2,996
10
4
3
1
3
0
36
0
1,229
2
8
1
3
2
7
4
0
5,079
12
7
7
0
7
0
43
1
1,001
1
9
4
3
2
2
3
0
5,679
10
8
7
4
7
0
48
2
1,221
2
7
3
3
2
7
1
0
5,486
15
2
2
2
2
0
39
1
945
1
22
4
3
3
4
1
2
10,880
21
21
6
2
8
0
30
2
1,138
1
6
1
2
2
2
4
1
4,627
10
9
2
6
7
0
42
2
269
1
2
4
2
1
2
1
0
2,593
10
9
6
7
8
0
50
2
939
1
24
4
3
4
4
3
1
13,973
22
12
11
1
5
0
19
2
419
2
21
4
2
1
8
2
2
2,121
1
1
0
0
0
1
33
2
867
1
8
4
4
1
6
1
1
3,143
14
10
8
7
6
0
34
1
296
2
6
4
1
1
8
3
0
2,351
3
2
2
1
0
1
38
2
1,333
1
1
4
3
3
5
1
1
13,582
15
15
12
5
11
0
37
2
124
1
3
4
3
2
0
2
2
4,107
8
4
3
0
1
0
35
1
1,199
1
18
3
3
2
0
3
1
5,689
10
10
2
0
2
0
44
1
920
1
24
4
3
1
2
3
0
3,161
19
1
0
0
0
1
25
2
959
2
28
1
2
2
7
3
1
8,639
6
2
2
2
2
0
38
2
1,009
2
2
2
3
2
7
1
0
6,893
11
7
7
1
7
0
45
2
561
2
2
4
3
2
7
2
1
4,805
9
8
7
3
7
0
39
2
1,431
1
1
3
3
1
2
3
0
2,232
7
3
2
1
2
0
34
0
1,065
2
23
2
3
2
7
3
2
4,568
10
9
5
8
7
0
34
2
829
0
3
3
3
1
1
4
1
3,737
4
3
2
0
2
0
29
2
1,401
1
6
2
3
1
2
4
1
3,131
10
10
8
0
8
0
53
2
238
2
1
4
3
2
7
1
2
8,381
18
14
7
8
10
0
50
2
804
1
9
1
3
1
2
4
1
2,380
8
1
0
0
0
0
50
2
1,452
1
11
3
3
5
3
2
2
19,926
21
5
4
4
4
0
31
2
106
0
2
1
2
2
1
1
1
6,410
9
2
2
1
0
0
60
2
370
1
1
3
1
3
0
4
0
10,883
19
1
0
0
0
0
47
0
543
2
2
3
3
2
7
2
1
4,978
4
1
0
0
0
0