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
53
2
1,168
2
24
1
3
3
7
1
2
10,448
15
2
2
2
2
1
21
2
1,343
2
22
3
3
1
8
3
2
3,447
3
3
2
1
2
0
39
2
412
1
13
3
2
4
3
2
0
17,123
21
19
9
15
2
0
43
1
957
1
28
2
4
1
6
3
2
4,739
18
3
2
1
2
0
41
2
1,085
1
2
2
1
1
2
4
0
2,778
10
7
7
1
0
1
29
1
459
1
24
4
2
1
6
4
2
2,439
1
1
0
1
0
1
43
2
982
1
12
1
2
4
5
2
0
14,336
25
25
10
3
9
0
31
1
1,125
2
7
1
3
3
7
1
1
9,637
9
3
2
2
2
0
32
2
1,259
1
2
4
3
1
2
2
2
1,393
1
1
0
0
0
1
28
2
1,157
1
2
1
1
1
6
4
1
3,464
5
3
2
2
2
1
35
2
1,029
1
16
4
2
3
0
2
2
8,606
11
11
8
3
3
0
50
2
1,126
1
1
4
3
4
5
4
0
17,399
32
5
4
1
3
0
32
0
953
1
5
2
3
1
6
2
2
2,718
12
7
7
0
7
0
32
2
1,401
2
4
3
3
1
8
2
1
3,931
6
4
3
1
2
0
51
2
833
1
1
3
3
1
6
4
1
2,723
1
1
0
0
0
0
58
0
390
1
1
4
1
2
0
3
0
5,660
12
5
3
1
2
0
31
1
667
2
1
2
1
1
8
3
2
1,359
1
1
0
0
0
1
29
1
746
2
24
3
4
1
8
1
2
1,091
1
1
0
0
0
1
33
2
1,242
2
8
1
3
2
7
1
1
6,392
8
2
2
2
2
0
34
2
1,239
2
13
4
3
3
7
3
0
8,628
9
8
7
1
1
0
27
2
205
2
10
4
2
2
7
4
1
5,769
6
6
2
4
4
0
33
2
392
2
2
4
3
2
7
4
0
5,505
6
6
2
0
4
0
34
2
121
1
2
3
2
1
6
1
2
4,381
6
6
5
1
3
0
33
2
832
1
5
3
2
1
6
4
1
2,911
2
2
2
0
2
0
34
0
1,375
2
10
4
3
2
7
3
0
4,001
15
15
14
0
7
0
42
2
1,142
1
8
4
3
1
2
3
2
3,968
8
0
0
0
0
0
31
2
1,232
1
7
3
3
3
4
4
2
7,143
11
11
9
4
10
0
28
1
773
1
6
3
2
1
6
3
0
2,703
3
3
1
0
2
0
34
2
470
1
2
4
2
2
4
1
1
5,957
13
11
9
5
9
0
52
2
621
2
3
3
2
4
3
1
1
16,856
34
34
6
1
16
0
46
2
1,450
1
15
4
3
5
5
2
1
19,081
25
4
2
0
3
0
32
2
234
2
1
2
2
1
8
2
1
2,269
3
2
2
2
2
0
35
2
1,361
2
17
3
3
2
7
1
1
8,966
15
7
7
1
7
0
45
2
1,005
1
28
4
2
4
5
2
2
16,704
21
21
6
8
6
0
46
0
1,144
1
7
3
3
2
4
3
1
5,258
7
1
0
0
0
0
32
2
1,045
2
4
4
1
3
7
4
1
10,400
14
14
8
9
8
1
24
2
240
0
22
4
1
1
1
3
1
1,555
1
1
0
0
0
1
33
2
1,198
1
1
3
2
1
6
1
2
2,799
6
3
2
0
2
0
32
2
529
1
2
4
3
1
6
1
2
2,439
4
4
2
1
2
0
28
2
580
1
27
2
1
2
4
1
0
4,877
6
5
3
0
0
0
31
2
1,154
2
2
1
3
1
8
3
1
3,067
3
2
2
1
2
0
42
1
1,368
1
28
4
2
2
0
4
1
4,523
7
6
5
0
4
0
38
2
119
2
3
1
3
3
7
3
0
10,609
17
16
10
5
13
0
30
2
793
1
16
2
3
1
6
4
1
2,862
10
10
0
0
8
0
40
0
1,151
1
9
4
2
2
0
4
1
4,876
5
3
2
0
2
0
50
1
878
2
1
2
3
2
7
3
0
6,728
12
6
3
0
1
1
43
2
782
1
6
2
2
4
5
4
0
16,627
21
1
0
0
0
0
56
2
1,162
1
24
1
3
1
2
4
2
2,587
5
4
2
1
0
1
44
2
1,112
0
1
1
2
2
1
3
2
5,985
10
2
2
0
2
0
31
2
670
1
26
1
3
1
6
3
0
2,911
5
5
2
4
3
0
54
2
1,082
2
2
3
2
3
7
3
1
10,686
13
9
4
7
0
0
26
2
471
1
24
3
1
1
2
4
2
2,340
1
1
0
0
0
1
42
2
1,332
1
2
1
2
2
0
4
2
6,781
14
1
0
0
0
0
42
2
622
1
2
3
3
2
0
4
1
4,089
10
10
2
2
2
0
22
2
1,136
1
5
4
4
1
6
2
0
2,328
4
4
2
2
2
0
41
1
143
2
4
1
3
2
7
2
2
9,355
8
8
7
7
7
1
22
2
617
1
3
2
3
2
4
3
1
4,171
4
3
2
0
2
1
48
2
626
1
1
1
2
3
2
3
2
5,381
23
1
0
0
0
1
31
2
192
1
2
3
3
1
6
4
0
2,695
3
2
2
2
2
0
32
2
515
1
1
4
2
1
2
3
2
3,730
4
3
2
1
2
1
45
2
950
1
28
4
3
1
6
4
1
2,132
8
5
4
0
3
0
35
2
195
2
1
1
3
2
7
3
2
4,859
5
5
4
0
3
0
53
2
1,376
2
2
3
3
4
3
3
0
14,852
22
17
13
15
2
0
29
2
592
1
7
4
3
1
2
1
2
2,062
11
3
2
1
2
0
35
0
1,180
1
2
2
3
2
4
4
0
5,762
15
7
7
1
7
0
29
2
992
1
1
3
3
1
6
3
2
2,058
7
6
2
1
5
1
40
2
444
2
2
2
3
2
7
2
1
5,677
15
11
8
5
10
0
29
2
341
2
1
2
2
1
8
3
0
2,800
5
3
2
0
2
1
27
2
608
1
1
3
3
3
4
1
1
7,412
9
9
7
0
7
0
38
2
345
2
10
1
3
2
7
4
1
5,343
10
10
7
1
9
0
35
2
750
1
28
2
4
2
2
3
1
3,407
10
10
9
6
8
0
35
2
185
1
23
2
1
1
2
3
1
2,705
6
5
4
0
3
0
29
2
232
1
19
4
3
2
4
4
0
4,262
8
3
2
1
2
0
45
2
930
2
9
4
3
3
7
1
0
10,761
18
5
4
0
2
0
21
2
1,427
1
18
4
3
1
6
4
2
2,693
1
1
0
0
0
1
31
2
249
2
6
2
1
2
7
3
1
6,172
12
7
7
7
7
1
51
1
237
2
9
4
3
5
3
2
0
19,847
31
29
10
11
10
0
40
1
530
1
1
3
2
4
0
2
1
13,503
22
22
3
11
11
0
28
2
1,169
0
8
2
2
1
1
4
0
4,936
6
5
1
0
4
0
55
2
282
1
2
4
1
5
3
3
1
19,187
23
19
9
9
11
0
39
1
1,218
1
1
2
3
5
3
3
0
19,197
21
21
8
1
6
0
22
1
1,256
1
3
3
2
1
6
4
1
2,853
1
0
0
0
0
1
26
2
157
1
1
3
3
1
2
1
2
2,867
8
7
7
7
6
0
39
0
105
1
9
4
3
5
3
4
2
19,431
21
6
0
1
3
0
60
2
696
2
7
2
4
2
7
4
0
5,220
12
11
7
1
9
0
40
1
1,395
1
26
2
3
2
6
2
0
5,605
20
20
7
2
13
0
32
2
128
1
2
4
2
2
2
1
2
2,176
9
6
2
0
4
0
44
2
1,097
1
10
3
3
1
6
3
2
2,936
6
6
4
0
2
1
40
0
218
1
8
4
2
3
5
2
0
13,757
16
9
8
4
8
0
30
0
829
1
1
3
2
3
4
3
2
8,474
12
11
8
5
8
0
40
1
791
1
2
3
4
2
0
2
1
4,244
8
8
7
3
7
0
38
1
1,444
0
1
4
3
1
1
2
1
2,991
7
6
2
1
2
0
50
0
881
1
2
1
3
4
3
1
0
17,924
31
31
6
14
7
0
41
2
1,102
2
1
2
3
2
7
4
2
5,993
8
6
4
0
5
1
27
0
691
1
9
4
3
1
6
2
0
2,024
6
2
2
2
2
0
39
2
117
1
10
3
3
4
3
1
1
17,068
21
21
9
11
10
0
46
2
706
1
2
4
3
3
4
4
0
8,578
12
9
8
4
7
0
29
2
318
1
8
2
1
1
2
1
1
2,119
7
7
7
0
7
1
29
2
469
2
10
3
2
2
7
3
2
5,869
8
5
2
1
4
0
28
0
280
0
1
3
3
1
1
4
0
2,706
3
3
2
2
2
0