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
55
2
1,441
1
22
1
2
1
6
2
0
3,537
8
4
2
1
2
0
40
1
692
1
11
4
3
2
2
3
1
6,323
10
10
9
9
4
0
45
1
1,199
1
7
1
4
2
4
3
1
6,434
9
3
2
0
2
0
47
2
1,180
1
25
1
3
3
0
3
2
8,633
25
17
14
12
11
0
21
2
156
2
12
3
4
1
8
2
2
2,716
1
1
0
0
0
1
51
1
968
1
6
2
2
1
2
3
2
2,838
8
7
0
7
7
0
32
2
1,018
1
2
1
4
2
6
4
2
5,055
10
7
7
0
7
0
42
2
635
2
1
2
3
2
7
3
1
4,907
20
20
16
11
6
0
20
2
1,097
1
11
4
2
1
6
1
2
2,600
1
1
0
0
0
1
33
2
536
2
10
4
4
3
7
3
0
8,380
10
9
8
0
8
0
34
1
653
1
10
4
2
2
0
3
1
5,063
8
8
2
7
7
0
38
1
216
1
23
4
2
3
4
3
2
9,526
10
9
7
1
8
0
34
2
1,354
1
5
3
2
3
3
1
2
11,631
14
11
10
5
8
0
50
1
809
2
12
3
3
3
7
4
2
9,208
16
2
2
2
1
0
39
2
1,162
2
3
4
3
2
7
3
1
5,238
12
1
0
0
0
1
49
2
1,495
1
5
1
3
2
0
3
1
6,651
20
3
2
1
2
0
44
2
1,376
0
1
2
2
3
1
1
1
10,482
24
20
6
3
6
1
46
2
228
2
3
3
3
4
3
2
1
16,606
23
13
12
5
1
0
30
2
305
1
16
3
4
2
0
3
1
5,294
10
7
0
1
7
0
29
2
1,090
2
10
4
3
1
8
2
0
2,297
2
2
2
2
2
0
20
2
500
2
2
3
2
1
8
3
2
2,044
2
2
2
0
2
1
36
2
216
1
6
2
3
2
4
2
0
4,941
7
3
2
0
1
0
46
2
526
2
1
2
3
3
7
1
0
10,453
24
24
13
15
7
0
42
1
748
1
9
1
3
1
2
4
2
3,673
12
12
9
5
8
0
38
2
723
2
2
2
1
2
8
4
1
5,405
20
4
2
0
3
0
36
0
427
1
8
1
4
3
5
1
1
11,713
10
8
7
0
5
0
25
2
882
1
19
4
3
1
2
4
1
3,669
7
3
2
1
2
0
32
1
116
1
13
3
2
1
2
2
1
2,743
2
2
2
2
2
0
32
2
495
1
10
3
3
3
3
4
2
11,244
10
5
2
0
0
0
47
1
1,379
1
16
3
4
2
4
3
0
5,067
20
19
10
2
7
0
26
2
1,357
1
25
1
1
1
2
3
2
2,293
1
1
0
0
1
1
36
2
530
2
2
3
3
2
8
4
2
4,502
17
13
7
6
7
0
32
2
120
1
6
3
3
1
6
3
2
3,038
8
5
4
1
4
0
31
1
163
1
24
4
3
2
4
4
2
5,238
9
5
4
1
4
0
33
2
527
1
1
4
3
1
6
4
2
2,686
10
10
9
7
8
1
28
0
120
2
4
2
3
2
7
3
1
4,221
5
5
4
0
4
0
35
2
672
1
25
4
2
3
4
2
1
10,903
16
13
10
4
8
0
48
2
492
2
16
3
3
2
7
3
0
6,439
18
8
7
7
7
0
25
2
1,280
1
7
4
2
1
6
4
1
2,889
2
2
2
2
1
0
50
2
316
2
8
4
3
1
8
2
1
3,875
4
2
2
2
2
0
23
2
1,309
1
26
3
3
1
6
4
0
2,904
4
4
2
0
2
0
24
1
535
2
24
4
3
1
8
4
1
2,400
3
2
2
2
1
0
31
2
1,079
2
10
3
3
2
7
4
0
6,583
8
5
2
1
4
0
30
2
852
2
10
3
2
2
7
3
1
6,578
10
10
3
1
4
0
26
1
426
0
17
2
3
1
1
3
0
2,741
8
7
7
1
0
1
32
0
1,474
2
11
4
4
2
7
3
1
4,707
6
4
2
1
2
1
33
1
1,392
1
3
4
3
1
6
3
1
2,909
8
8
7
3
0
0
40
2
1,124
2
1
2
1
2
7
4
1
7,457
6
4
3
0
2
0
32
2
1,373
1
5
4
2
2
4
4
2
9,679
8
1
0
0
0
0
28
2
760
2
2
2
3
2
7
2
1
4,779
8
8
7
7
5
0
29
2
1,252
1
23
3
4
1
6
3
1
2,700
10
10
7
0
7
0
55
2
436
2
2
3
3
2
7
4
2
5,160
12
9
7
7
3
1
36
2
188
1
7
2
3
1
6
4
2
4,678
8
6
2
0
1
0
46
2
1,402
2
2
3
3
4
3
1
1
17,048
28
26
15
15
9
0
28
2
1,117
1
8
4
3
1
6
4
2
3,310
5
5
3
0
2
0
27
2
1,054
1
8
3
3
1
6
4
2
3,445
6
6
2
1
4
0
40
2
1,300
1
24
1
3
2
6
4
0
3,319
9
9
8
4
7
0
28
2
654
1
1
1
1
1
6
2
2
2,216
10
7
7
3
7
1
37
2
1,115
1
1
1
2
2
4
3
0
5,993
7
7
5
0
7
0
44
2
136
1
28
4
3
4
5
1
1
16,328
24
20
6
14
17
0
35
2
1,224
2
7
3
3
2
7
4
1
5,204
10
10
8
0
9
0
50
2
1,046
1
10
4
2
3
0
4
2
10,496
20
4
3
1
3
0
37
2
807
0
6
3
3
1
1
1
0
2,073
7
3
2
0
2
1
33
2
134
1
2
3
3
1
6
4
2
2,500
4
3
1
0
2
0
39
2
170
1
3
3
2
2
2
3
0
3,069
11
10
8
0
7
0
51
2
1,323
1
4
1
3
1
6
3
1
2,461
18
10
0
2
7
1
31
0
335
1
9
3
2
1
6
1
2
2,321
4
3
2
1
2
1
31
0
325
1
5
2
3
2
4
1
2
9,936
10
9
4
1
7
0
28
2
529
1
2
1
3
1
2
3
2
3,485
5
0
0
0
0
1
35
2
992
1
1
4
2
1
2
1
2
2,450
3
3
0
1
2
0
30
1
600
0
8
3
2
1
1
4
0
2,180
6
4
2
1
2
1
35
2
104
1
2
1
3
1
2
1
0
2,074
1
1
0
0
0
1
39
2
360
1
23
3
3
1
6
1
2
3,904
6
5
2
0
3
1
42
1
288
1
2
4
3
3
0
4
1
10,124
24
20
8
13
9
0
41
2
1,283
1
5
2
4
1
6
3
1
2,127
7
4
2
0
3
0
37
2
446
1
1
2
3
2
4
2
1
6,447
8
6
5
4
3
0
47
2
1,454
2
2
4
2
1
8
4
2
3,294
3
3
2
1
2
0
26
1
496
1
11
1
3
2
0
1
1
4,741
5
5
3
3
3
0
47
2
1,225
2
2
2
4
4
3
2
0
15,972
29
3
2
1
2
0
34
1
702
1
16
3
2
1
6
4
2
2,553
6
5
2
1
3
0
31
2
408
1
9
3
2
1
6
2
2
2,657
3
2
2
2
2
0
40
2
369
1
8
2
3
2
4
1
1
6,516
18
1
0
0
0
0
44
2
935
1
3
1
3
1
2
1
1
2,362
10
3
2
1
2
1
31
2
828
2
2
2
3
2
7
4
2
6,582
10
6
5
0
5
0
36
0
301
2
15
4
1
2
7
4
0
5,406
15
15
12
11
11
0
34
1
669
1
1
4
2
2
0
1
2
5,343
14
13
9
4
9
0
40
2
1,137
1
1
1
3
4
3
1
0
16,823
22
19
7
11
16
0
47
2
955
2
4
4
3
2
7
4
2
4,163
9
9
0
0
7
0
39
2
1,383
0
2
4
2
2
1
4
1
5,204
13
5
4
0
4
0
33
1
970
2
7
4
3
2
7
2
1
4,302
4
3
2
0
2
0
40
2
611
2
7
2
3
5
3
2
2
19,833
21
21
8
12
8
0
25
1
772
1
2
4
4
2
4
3
0
5,206
7
7
7
0
7
0
42
1
481
2
12
3
3
4
7
1
2
13,758
22
21
9
13
14
1
31
2
616
1
12
4
3
2
0
4
1
5,855
10
9
7
8
5
0
26
1
342
1
2
1
3
1
6
1
1
2,042
6
3
2
1
2
1
27
2
728
2
23
2
2
2
8
3
1
3,540
9
9
8
5
8
0
51
2
632
2
21
3
3
2
7
4
2
5,441
11
10
7
1
0
0
34
2
479
1
7
1
3
1
6
4
2
2,972
1
1
0
0
0
0
45
2
1,268
2
4
3
3
2
7
1
0
5,006
9
5
4
0
3
0
30
0
990
1
7
3
3
1
6
3
0
1,274
1
1
0
0
0
0