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Datasets:
eduvance
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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
34
2
1,480
2
4
3
3
3
7
4
1
9,713
9
5
3
1
0
0
19
2
489
0
2
1
2
1
1
4
2
2,564
1
1
0
0
0
1
36
2
329
2
16
3
2
2
7
1
1
5,647
11
3
2
0
2
0
53
2
1,219
2
2
1
2
4
3
4
1
15,427
31
25
8
3
7
0
52
0
771
2
2
1
2
5
3
3
2
19,068
33
33
7
15
12
0
44
0
489
1
23
2
3
2
2
2
1
2,042
17
3
2
1
2
0
45
0
248
1
23
4
3
2
2
1
1
3,633
9
9
8
0
8
0
18
0
1,124
1
1
4
3
1
2
4
2
1,611
0
0
0
0
0
0
36
2
938
1
2
3
3
1
2
3
2
2,519
16
11
8
3
9
0
27
0
210
2
1
3
3
2
7
2
1
6,349
6
5
4
1
4
0
55
2
267
2
13
1
4
4
7
3
2
13,695
24
19
7
3
8
1
21
2
391
1
15
3
3
1
6
4
2
1,232
0
0
0
0
0
0
33
2
586
2
1
1
4
2
7
1
0
4,037
9
9
8
0
8
0
35
2
1,343
1
27
3
2
1
6
1
2
2,559
6
6
5
1
1
0
35
0
727
1
3
3
2
1
2
3
1
1,281
1
1
0
0
0
0
46
1
638
1
1
3
2
3
0
1
1
10,673
21
10
9
9
5
0
59
0
1,420
0
2
3
2
5
3
4
1
18,844
30
3
2
2
2
0
35
2
622
1
14
3
2
1
2
2
0
3,743
5
4
2
0
2
1
20
1
871
1
6
4
2
1
2
4
2
2,926
1
1
0
1
0
1
25
2
309
0
2
3
3
1
1
2
1
2,187
6
2
0
1
2
0
22
2
581
1
1
4
3
1
6
3
2
3,375
4
3
2
1
2
0
52
2
1,053
1
1
4
3
4
3
4
1
17,099
26
9
8
7
8
0
43
0
343
1
9
1
3
1
6
3
2
2,438
7
3
2
1
2
0
34
1
426
1
10
3
4
2
4
4
0
4,724
9
9
7
7
2
0
40
2
1,329
1
7
1
3
1
2
1
2
2,166
10
4
2
0
3
1
36
2
318
1
9
4
2
1
6
3
1
3,388
2
1
0
0
0
1
53
2
1,070
1
3
3
3
4
5
3
1
17,584
21
5
3
1
3
0
36
2
325
1
10
4
3
3
0
3
1
7,094
10
7
7
1
7
0
35
2
776
2
1
3
2
2
7
1
2
4,312
16
15
13
2
8
0
31
2
1,276
1
2
4
1
1
2
4
0
1,129
1
1
0
0
0
0
34
2
131
2
2
3
3
2
7
1
2
4,538
4
3
2
0
2
0
41
2
896
2
6
4
3
3
3
4
2
13,591
16
1
0
0
0
0
30
2
1,427
1
2
2
2
1
2
4
2
2,720
6
5
3
1
2
0
47
2
703
2
14
4
3
2
7
1
2
4,960
20
7
7
1
7
0
47
2
249
2
2
3
3
2
7
4
1
4,537
8
7
6
7
7
0
35
1
664
1
1
2
3
1
6
1
1
2,194
5
3
2
1
2
0
31
2
1,365
2
13
2
3
2
7
1
0
4,233
9
3
1
1
2
1
38
2
364
1
3
4
3
2
6
3
2
4,317
19
3
2
2
2
0
37
2
161
1
10
3
4
3
5
4
1
13,744
16
16
11
6
8
0
28
2
1,423
1
1
1
2
1
6
3
0
1,563
1
1
0
0
0
0
33
1
430
2
7
4
3
2
7
1
1
4,373
5
4
3
0
3
0
27
2
269
1
5
3
2
3
5
4
0
12,808
9
9
8
0
8
0
24
2
350
1
21
3
2
1
2
1
0
2,296
2
1
1
0
0
0
35
2
619
2
1
2
3
2
7
3
1
4,717
15
11
9
6
9
0
53
1
124
2
2
3
2
3
7
2
1
7,525
30
15
7
6
12
0
36
2
1,456
2
13
2
2
2
7
1
0
6,134
16
2
2
2
2
1
32
2
964
2
1
1
1
2
7
2
2
6,735
10
0
0
0
0
1
18
1
544
2
3
2
3
1
8
4
2
1,569
0
0
0
0
0
1
51
2
770
0
5
3
3
4
3
2
0
14,026
33
33
9
0
10
0
45
0
336
2
26
1
2
2
7
1
1
4,385
10
10
7
4
5
0
38
2
243
2
7
4
2
2
7
4
2
4,028
8
7
7
0
5
0
38
1
240
1
2
1
4
2
4
1
2
5,980
17
15
7
4
12
0
52
0
715
1
19
4
3
1
6
4
1
4,258
5
4
3
1
2
0
58
2
1,055
1
1
4
3
5
5
1
1
19,701
32
9
8
1
5
0
34
2
1,031
1
6
3
2
2
6
2
0
4,505
12
1
0
0
0
0
51
2
684
1
6
1
3
5
5
3
2
19,537
23
20
18
15
15
0
36
2
132
1
6
2
4
1
2
4
1
3,038
5
1
0
0
0
0
19
2
303
1
2
2
2
1
2
4
2
1,102
1
1
0
1
0
1
50
1
959
2
1
4
3
2
7
3
2
4,728
5
0
0
0
0
1
39
2
1,329
2
4
4
2
2
7
3
1
5,902
17
15
11
5
9
0
37
2
1,372
1
1
4
3
1
6
4
2
2,115
17
17
12
5
7
0
38
2
1,495
1
10
3
3
2
0
3
1
9,824
18
1
0
0
0
0
45
2
1,316
1
29
3
3
1
6
4
2
3,452
9
6
5
0
3
0
49
1
1,064
1
2
2
3
5
5
4
1
19,161
28
5
4
4
3
0
54
1
928
1
20
4
3
2
6
3
2
4,869
20
4
3
0
3
0
33
2
147
0
2
2
3
1
1
3
1
3,600
5
5
4
1
4
0
41
2
483
1
6
4
2
2
4
2
2
6,032
8
5
4
1
2
0
34
2
507
2
15
3
3
2
7
1
2
6,125
10
10
8
9
6
0
27
2
1,220
1
5
3
3
1
6
2
2
2,478
4
4
3
1
2
0
44
2
921
1
2
3
4
3
0
4
1
7,879
9
8
7
6
7
0
28
2
890
1
2
3
3
1
6
3
2
4,382
5
2
2
2
1
1
39
0
1,485
1
25
3
3
3
0
3
1
10,920
13
6
4
0
5
0
37
0
728
1
1
1
3
3
5
4
0
13,603
15
5
2
0
2
0
28
2
103
1
24
3
2
1
2
3
2
2,028
6
4
2
0
3
1
36
0
217
1
18
1
3
2
4
4
2
7,779
18
11
9
0
9
0
34
1
135
1
19
3
3
2
2
2
0
4,444
15
11
8
5
10
0
45
2
549
1
8
4
3
2
6
4
1
3,697
12
10
9
9
8
0
32
1
430
1
24
1
3
2
2
4
1
5,309
10
10
8
4
7
0
39
0
439
1
9
3
3
2
2
2
2
6,782
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5
4
0
3
0
30
2
921
1
1
4
1
1
2
3
1
3,833
7
2
2
0
2
0
41
1
1,200
1
22
4
3
2
6
4
0
5,467
12
6
2
3
3
0
51
2
432
1
9
4
3
1
2
4
1
2,075
10
4
2
0
3
0
28
2
950
1
3
4
3
3
4
2
0
7,655
10
9
7
1
7
0
45
1
364
1
25
2
3
5
3
2
2
18,061
22
0
0
0
0
0
30
2
852
1
1
4
2
2
2
4
1
5,126
10
10
8
3
0
0
51
2
1,469
1
8
2
2
3
5
2
1
12,490
16
10
9
4
7
0
38
1
148
1
2
4
2
1
2
2
2
2,440
4
4
3
3
3
0
35
2
1,315
1
22
2
4
3
3
2
0
11,996
10
7
7
6
2
0
37
2
1,192
1
5
4
3
2
4
4
0
6,347
8
6
2
0
4
0
31
2
1,398
0
8
4
4
1
1
2
2
2,109
8
3
2
0
2
0
29
0
746
2
2
4
3
2
7
3
1
4,649
4
4
3
0
2
0
40
2
896
1
2
3
3
1
6
3
0
2,345
8
3
1
1
2
0
31
0
587
2
2
4
3
3
7
3
0
9,852
10
10
8
9
6
0
42
2
419
2
12
2
3
2
7
4
0
5,087
14
0
0
0
0
0
45
0
1,238
1
1
3
2
3
0
3
1
10,748
25
23
15
14
4
0
40
0
1,479
2
24
2
4
4
7
2
2
13,194
22
1
0
0
0
1
38
2
1,404
2
1
1
2
1
8
1
2
2,858
20
1
0
0
0
0
35
2
384
2
8
1
3
1
8
4
1
2,572
3
3
2
0
2
0
34
2
182
1
1
2
4
1
6
4
2
3,280
10
4
2
1
3
0
41
2
1,206
2
23
4
3
3
7
3
2
7,082
21
2
0
0
2
0
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