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
25
2
810
2
8
4
4
2
7
2
1
4,851
4
3
2
1
2
0
36
1
1,302
1
6
1
4
2
2
1
1
5,562
9
3
2
0
2
0
32
2
906
2
7
4
2
2
7
3
1
5,484
13
13
8
4
8
0
29
1
1,404
2
20
3
3
1
8
4
1
2,157
3
3
1
0
2
0
38
0
152
2
10
3
3
2
7
4
2
5,666
6
5
3
1
3
0
30
2
1,092
1
10
1
3
3
4
3
2
9,667
9
7
7
0
2
0
29
2
1,086
1
7
1
2
1
2
4
0
2,532
8
4
3
0
3
0
37
1
889
1
9
2
3
1
6
4
1
2,326
4
4
2
1
2
0
53
0
661
1
1
1
2
4
4
3
1
12,965
27
3
2
0
2
0
35
2
1,204
2
4
4
3
3
7
1
2
9,582
9
8
7
4
7
1
32
2
334
1
5
1
4
1
6
2
0
3,298
7
6
2
0
5
0
33
1
1,296
1
6
3
3
2
0
4
0
7,725
15
13
11
4
7
0
33
2
117
1
9
1
3
1
6
4
1
2,781
15
14
10
4
10
0
34
1
1,003
1
2
4
3
2
4
3
2
4,033
5
3
2
0
2
0
56
2
1,400
1
7
4
1
3
4
4
2
7,260
37
6
4
0
2
0
49
2
1,245
1
18
4
2
5
5
3
0
19,502
31
31
9
0
9
0
27
2
1,055
1
2
1
3
2
4
4
1
4,227
4
3
2
2
2
0
42
2
1,128
1
13
2
4
2
0
1
1
5,538
10
0
0
0
0
0
36
0
1,351
1
9
1
4
1
2
2
1
2,810
5
5
4
0
2
0
39
2
492
1
12
4
3
2
4
2
1
5,295
7
5
4
1
0
0
42
1
1,474
1
5
2
3
1
2
3
1
2,093
8
2
2
2
0
0
31
1
307
1
29
3
2
1
2
2
2
3,479
6
5
4
1
4
1
51
2
1,318
2
26
1
3
4
3
3
1
16,307
29
20
6
4
17
0
43
2
589
1
14
2
3
4
5
1
1
17,159
22
4
1
1
0
0
36
2
329
1
2
4
3
1
6
3
1
2,543
6
2
2
2
2
0
41
2
642
1
1
4
3
1
6
4
1
2,782
12
5
3
1
0
0
40
2
107
2
10
2
2
2
7
2
0
6,852
7
5
1
1
3
0
38
2
1,180
1
29
2
3
2
0
1
1
6,673
17
1
0
0
0
1
30
1
1,312
1
23
1
1
1
6
3
0
2,613
10
10
7
0
9
0
33
2
461
1
13
2
3
1
6
4
2
3,452
5
3
2
0
2
0
39
0
592
1
2
1
2
1
2
1
2
3,646
11
1
0
0
0
1
42
2
691
2
8
3
3
2
7
2
1
6,825
10
9
7
4
2
0
25
2
383
2
9
1
2
1
8
1
1
4,400
6
3
2
2
2
1
24
0
673
1
11
1
4
2
4
3
0
4,011
5
4
2
1
3
0
33
1
1,303
1
7
4
3
2
0
3
0
5,968
9
9
7
2
8
0
21
0
895
2
9
1
3
1
8
4
2
2,610
3
3
2
2
2
0
35
2
1,395
1
9
2
3
2
6
3
2
5,098
10
10
7
0
8
0
34
2
181
1
2
4
4
1
6
4
1
2,932
6
5
0
1
2
0
45
2
954
2
2
2
1
2
8
3
2
6,632
9
8
7
3
1
0
44
2
621
1
15
1
3
3
0
4
1
7,978
10
10
7
0
5
1
37
2
1,239
0
8
3
3
2
1
2
0
4,071
19
10
0
4
7
0
26
0
265
2
29
2
1
2
7
1
2
4,969
7
2
2
2
2
1
28
2
1,158
1
9
4
3
1
6
4
1
2,070
5
5
2
0
4
0
33
2
501
1
15
2
3
2
0
4
1
4,878
10
9
7
8
1
0
39
2
408
1
2
4
2
2
0
3
2
4,553
20
20
7
11
10
0
35
2
1,370
1
27
4
3
2
4
3
1
6,883
17
7
7
0
7
0
33
2
813
1
14
3
3
1
2
4
1
2,436
8
5
4
0
4
1
38
2
770
2
10
3
2
3
7
3
0
8,740
9
8
7
2
7
0
31
1
561
1
3
4
3
1
6
3
2
4,084
7
7
2
7
7
1
24
2
477
1
24
4
3
1
2
2
2
3,597
6
4
3
1
2
0
20
2
727
2
9
4
3
1
8
1
2
2,728
2
2
2
0
2
0
27
2
1,377
2
2
4
3
2
7
3
2
4,478
5
5
4
0
4
0
32
2
427
1
1
1
3
2
4
4
1
6,162
9
9
8
7
8
0
38
1
888
0
10
3
3
2
1
3
1
6,077
10
6
3
1
2
0
22
2
217
1
8
2
1
1
2
1
1
2,451
4
4
3
1
1
0
37
1
319
2
4
1
3
1
8
4
0
2,793
13
9
8
5
8
0
23
2
507
1
20
1
3
2
2
3
2
2,272
5
4
3
1
2
0
31
2
741
1
2
2
3
1
2
3
1
3,477
6
5
2
0
3
0
35
1
944
2
1
3
3
3
7
3
2
8,789
10
10
7
0
8
0
32
2
267
1
29
3
2
1
2
2
2
2,837
6
6
2
4
1
0
35
0
1,212
2
8
3
2
3
7
4
1
10,377
16
13
2
4
12
0
43
0
1,344
1
7
4
4
1
6
4
0
2,089
7
5
4
2
2
0
54
2
1,441
1
17
3
3
3
4
3
1
10,739
22
10
7
0
8
0
38
2
1,245
2
14
3
3
2
7
2
1
9,924
10
9
8
7
7
0
60
2
422
1
7
1
3
5
3
1
1
19,566
33
29
8
11
10
0
35
2
1,490
1
11
4
3
1
2
3
1
2,660
5
2
2
2
2
0
30
1
160
1
3
3
3
1
6
3
0
2,083
1
1
0
0
0
0
36
2
884
2
1
2
3
2
7
3
2
6,815
15
1
0
0
0
0
33
2
147
1
4
3
2
1
6
2
1
2,622
7
3
2
1
1
0
34
2
1,333
2
10
3
3
1
8
3
1
2,220
1
1
1
0
0
0
27
2
975
1
7
4
2
2
0
1
2
6,811
9
7
6
0
7
0
55
2
452
1
1
4
3
5
3
1
2
19,045
37
36
10
4
13
0
44
2
1,199
1
4
3
4
5
3
1
0
19,190
26
25
9
14
13
0
40
2
118
2
14
4
3
2
7
1
1
4,639
5
5
4
1
2
0
33
2
465
1
2
1
3
1
2
1
1
2,707
13
9
7
1
7
1
34
2
1,130
1
3
4
3
2
6
2
0
5,433
11
11
8
7
9
0
25
2
977
1
2
4
3
1
2
3
0
3,977
7
2
2
0
2
0
29
2
144
2
10
4
2
2
7
2
0
8,268
7
7
7
1
7
0
37
0
1,063
1
25
2
3
2
6
3
1
4,449
15
13
11
10
7
0
35
2
1,229
1
8
4
4
1
2
4
1
2,269
1
1
0
0
1
0
43
1
394
2
26
3
3
4
3
4
1
16,959
25
25
12
4
12
0
30
2
570
2
5
4
2
2
7
3
0
6,118
10
10
9
1
2
0
38
1
653
1
29
4
3
2
2
4
2
2,406
10
10
3
9
9
0
52
2
723
1
8
3
2
2
6
2
1
4,941
11
8
2
7
7
1
42
2
916
1
17
4
4
2
6
1
2
6,545
10
3
2
0
2
0
29
2
121
2
27
2
3
3
7
4
1
7,639
10
10
4
1
9
1
37
2
921
1
10
3
3
1
2
1
1
3,452
17
5
4
0
3
0
53
2
447
1
2
4
4
4
5
2
2
16,598
35
9
8
8
8
0
52
2
699
1
1
3
2
5
3
3
1
19,999
34
33
18
11
9
0
53
2
102
1
23
4
3
4
5
4
2
14,275
33
12
9
3
8
0
37
1
663
1
11
2
3
3
5
4
0
12,185
10
10
8
0
7
0
59
2
715
1
2
3
2
4
4
4
2
13,726
30
5
3
4
3
0
34
2
735
2
3
4
2
2
7
4
1
8,103
9
4
2
0
1
0
42
0
495
1
2
3
3
4
3
3
1
17,861
21
20
8
2
10
0
44
2
625
1
4
4
3
2
0
2
2
5,933
10
5
2
2
3
0
58
2
605
2
21
4
3
4
3
4
1
17,875
29
1
0
0
0
0
42
2
532
1
4
3
3
5
3
4
1
19,232
22
22
17
11
15
0
58
0
350
2
2
2
3
4
3
2
0
16,291
37
16
9
14
14
0
37
2
367
1
25
3
2
2
0
4
0
5,731
9
6
2
1
3
0
54
1
966
1
1
4
3
3
4
3
0
10,502
33
5
4
1
4
0