Age
int64
18
60
Attrition
stringclasses
2 values
BusinessTravel
stringclasses
3 values
DailyRate
int64
100
1.5k
Department
stringclasses
6 values
DistanceFromHome
int64
1
50
Education
int64
1
5
EducationField
stringclasses
6 values
EmployeeCount
int64
1
1
EmployeeNumber
int64
1
5k
EnvironmentSatisfaction
int64
1
4
Gender
stringclasses
2 values
HourlyRate
int64
30
200
JobInvolvement
int64
1
4
JobLevel
int64
1
5
JobRole
stringclasses
10 values
JobSatisfaction
int64
1
4
MaritalStatus
stringclasses
3 values
MonthlyIncome
int64
1k
51k
MonthlyRate
int64
1.05k
1.5M
NumCompaniesWorked
int64
0
8
Over18
stringclasses
1 value
OverTime
stringclasses
2 values
PercentSalaryHike
int64
0
49
PerformanceRating
int64
1
4
RelationshipSatisfaction
int64
1
4
StandardHours
int64
80
80
StockOptionLevel
int64
1
4
TotalWorkingYears
int64
1
40
TrainingTimesLastYear
int64
1
6
WorkLifeBalance
int64
1
4
YearsAtCompany
int64
1
40
YearsInCurrentRole
int64
1
35
YearsSinceLastPromotion
int64
1
39
YearsWithCurrManager
int64
1
40
50
Yes
Travel_Frequently
857
Hardware
20
1
Marketing
1
801
1
Male
70
4
1
Healthcare Representative
2
Single
23,679
118,395
1
Y
Yes
30
1
2
80
2
21
6
2
1
1
1
1
60
No
Non-Travel
1,395
Hardware
27
5
Other
1
802
2
Female
168
2
5
Laboratory Technician
2
Single
50,419
1,310,894
8
Y
No
37
2
4
80
1
20
6
4
18
11
1
18
24
Yes
Non-Travel
878
Software
50
3
Medical
1
803
3
Female
65
3
4
Laboratory Technician
4
Single
13,392
281,232
6
Y
No
13
3
2
80
4
31
3
2
8
1
3
5
26
No
Travel_Rarely
1,023
Support
28
5
Medical
1
804
1
Male
61
1
2
Sales Executive
4
Divorced
16,296
472,584
7
Y
Yes
44
4
1
80
1
11
2
3
7
7
4
3
47
Yes
Travel_Frequently
220
Research & Development
44
5
Life Sciences
1
805
2
Male
158
4
4
Developer
1
Divorced
41,179
1,111,833
3
Y
No
21
3
2
80
1
28
3
1
17
8
8
7
43
No
Travel_Frequently
988
Support
38
1
Marketing
1
806
4
Female
138
4
5
Sales Representative
2
Married
11,838
35,514
1
Y
No
32
1
3
80
3
19
1
2
17
8
17
16
52
Yes
Travel_Rarely
1,488
Support
3
4
Marketing
1
807
1
Male
87
4
5
Laboratory Technician
1
Single
32,546
943,834
3
Y
No
10
2
4
80
3
39
3
1
12
5
6
9
38
No
Travel_Rarely
547
Research & Development
15
1
Medical
1
808
4
Male
194
2
3
Developer
3
Married
1,021
15,315
0
Y
No
18
4
3
80
1
15
2
4
3
2
1
1
54
Yes
Travel_Rarely
1,053
Support
29
5
Other
1
809
1
Female
129
2
5
Developer
2
Divorced
24,647
714,763
5
Y
No
46
4
4
80
1
9
5
1
1
1
1
1
21
No
Non-Travel
1,095
Research & Development
34
1
Life Sciences
1
810
3
Female
55
4
2
Research Director
1
Divorced
48,494
339,458
6
Y
No
39
4
1
80
2
8
4
2
8
3
5
1
47
No
Travel_Rarely
627
Support
45
4
Other
1
811
4
Male
64
4
3
Sales Executive
1
Divorced
8,448
219,648
1
Y
No
14
2
3
80
3
30
3
4
26
26
1
21
24
No
Travel_Rarely
1,160
Support
32
3
Human Resources
1
812
1
Male
142
1
3
Manager
2
Married
44,068
44,068
8
Y
No
30
1
3
80
4
18
5
2
18
3
11
18
25
No
Non-Travel
438
Research & Development
5
2
Other
1
813
1
Male
183
3
5
Developer
2
Single
13,275
305,325
6
Y
No
19
2
4
80
2
24
1
4
9
2
7
9
50
Yes
Non-Travel
1,045
Research & Development
45
5
Technical Degree
1
814
1
Male
124
2
4
Research Director
4
Married
4,743
142,290
6
Y
Yes
41
2
1
80
1
29
5
4
24
9
12
21
38
Yes
Travel_Frequently
1,093
Support
41
2
Human Resources
1
815
3
Female
121
3
2
Laboratory Technician
2
Married
7,174
129,132
5
Y
Yes
15
3
2
80
2
28
5
1
4
1
1
2
30
Yes
Travel_Frequently
603
Research & Development
47
3
Marketing
1
816
4
Male
43
2
4
Manufacturing Director
4
Divorced
46,459
603,967
7
Y
Yes
0
2
4
80
3
7
1
2
1
1
1
1
32
Yes
Travel_Frequently
970
Research & Development
25
5
Marketing
1
817
2
Female
193
2
5
Developer
1
Single
49,040
588,480
1
Y
Yes
26
4
1
80
1
21
2
4
4
2
1
3
42
Yes
Travel_Frequently
603
Hardware
37
5
Technical Degree
1
818
4
Male
110
4
5
Developer
3
Married
30,264
786,864
5
Y
Yes
49
3
1
80
2
20
3
2
2
1
1
1
58
No
Non-Travel
107
Software
18
5
Marketing
1
819
4
Female
69
2
4
Sales Representative
3
Single
40,938
818,760
8
Y
Yes
38
4
1
80
3
15
6
4
13
3
2
9
48
Yes
Non-Travel
290
Support
8
1
Marketing
1
820
4
Male
52
4
4
Laboratory Technician
3
Married
50,085
150,255
7
Y
No
8
4
3
80
1
1
2
3
1
1
1
1
60
No
Non-Travel
928
Support
4
2
Technical Degree
1
821
4
Male
79
1
4
Human Resources
1
Single
41,548
41,548
5
Y
No
33
1
1
80
2
29
3
2
13
3
7
5
23
Yes
Travel_Rarely
916
Support
25
1
Life Sciences
1
822
2
Male
125
4
1
Developer
4
Divorced
41,779
376,011
5
Y
Yes
4
1
4
80
1
5
3
1
2
1
2
2
56
No
Travel_Frequently
676
Software
10
2
Human Resources
1
823
4
Female
51
2
3
Research Scientist
1
Single
14,193
397,404
7
Y
Yes
33
1
1
80
2
21
6
2
9
6
7
5
34
No
Non-Travel
111
Sales
23
1
Marketing
1
824
1
Male
117
1
1
Human Resources
2
Divorced
5,676
164,604
3
Y
Yes
1
3
2
80
4
9
6
3
4
1
2
3
37
Yes
Travel_Frequently
205
Sales
28
5
Life Sciences
1
825
4
Female
48
1
1
Human Resources
2
Married
45,371
45,371
5
Y
Yes
48
2
2
80
3
39
2
1
21
6
14
10
34
Yes
Travel_Rarely
198
Research & Development
27
1
Other
1
826
3
Female
94
1
5
Sales Executive
4
Single
47,268
330,876
7
Y
No
41
2
2
80
1
10
2
1
3
2
1
3
33
Yes
Travel_Frequently
889
Sales
23
2
Other
1
827
3
Male
36
4
4
Human Resources
4
Married
32,223
322,230
0
Y
Yes
15
4
2
80
2
34
5
1
5
4
3
2
58
Yes
Travel_Rarely
606
Sales
10
4
Life Sciences
1
828
4
Male
153
3
5
Sales Representative
4
Married
3,267
55,539
1
Y
No
9
3
1
80
1
33
6
3
8
8
3
2
34
No
Travel_Rarely
990
Human Resources
17
1
Human Resources
1
829
1
Female
198
2
1
Healthcare Representative
3
Single
49,899
1,097,778
2
Y
No
0
2
3
80
2
16
5
2
7
2
3
5
30
No
Travel_Frequently
979
Human Resources
49
2
Other
1
830
1
Male
112
2
4
Healthcare Representative
1
Married
32,689
947,981
7
Y
No
9
4
2
80
4
37
1
3
20
20
9
17
60
No
Travel_Frequently
373
Human Resources
5
3
Marketing
1
831
3
Female
45
4
3
Manufacturing Director
1
Divorced
22,233
244,563
3
Y
No
25
3
4
80
2
34
2
1
7
6
4
4
45
Yes
Non-Travel
1,273
Hardware
1
5
Medical
1
832
1
Male
78
4
2
Laboratory Technician
4
Divorced
15,171
212,394
2
Y
Yes
27
2
2
80
2
39
3
1
18
13
1
8
54
No
Non-Travel
387
Hardware
12
2
Technical Degree
1
833
1
Female
165
1
2
Manager
1
Married
31,680
253,440
1
Y
No
24
3
3
80
2
3
6
1
1
1
1
1
48
Yes
Travel_Rarely
885
Software
24
2
Marketing
1
834
4
Female
167
1
1
Manufacturing Director
2
Single
11,200
33,600
4
Y
Yes
12
4
2
80
3
39
6
4
11
11
4
2
47
Yes
Non-Travel
1,499
Software
37
4
Human Resources
1
835
1
Female
71
3
1
Laboratory Technician
4
Divorced
16,948
135,584
5
Y
No
1
1
2
80
4
2
5
3
1
1
1
1
36
Yes
Travel_Frequently
642
Software
18
1
Technical Degree
1
836
3
Female
71
3
4
Healthcare Representative
4
Divorced
1,443
1,443
2
Y
No
7
3
3
80
1
27
3
1
12
8
12
12
49
No
Non-Travel
206
Sales
11
5
Technical Degree
1
837
1
Female
172
3
2
Research Director
4
Married
19,263
327,471
2
Y
No
23
1
2
80
3
27
5
4
5
5
3
5
51
Yes
Travel_Frequently
587
Support
10
2
Human Resources
1
838
1
Male
70
3
3
Developer
4
Divorced
34,871
34,871
5
Y
Yes
5
3
2
80
1
33
1
3
21
16
10
3
45
Yes
Non-Travel
1,129
Software
29
2
Marketing
1
839
1
Female
42
3
5
Manufacturing Director
3
Married
50,703
304,218
7
Y
Yes
12
1
2
80
1
20
4
1
13
10
1
8
30
Yes
Non-Travel
885
Research & Development
1
3
Human Resources
1
840
1
Male
179
3
1
Manufacturing Director
4
Single
27,850
167,100
0
Y
No
15
2
1
80
2
24
1
4
24
15
10
13
21
No
Non-Travel
279
Hardware
29
3
Other
1
841
1
Male
80
3
5
Sales Executive
3
Single
20,542
534,092
0
Y
Yes
23
3
2
80
3
27
6
3
5
3
1
2
33
No
Travel_Frequently
888
Human Resources
10
5
Other
1
842
2
Female
118
2
5
Research Director
3
Married
18,909
113,454
1
Y
Yes
7
1
2
80
1
16
6
4
8
6
6
5
34
Yes
Travel_Frequently
924
Hardware
35
1
Medical
1
843
2
Male
177
1
2
Human Resources
4
Single
18,037
342,703
7
Y
Yes
3
2
3
80
1
9
5
2
8
2
5
4
55
Yes
Travel_Rarely
182
Support
11
5
Life Sciences
1
844
2
Male
149
4
4
Research Director
2
Married
46,344
1,204,944
4
Y
No
44
3
1
80
4
4
1
2
1
1
1
1
22
No
Non-Travel
546
Sales
17
2
Other
1
845
2
Male
186
1
3
Manager
2
Married
12,601
88,207
0
Y
No
5
4
2
80
3
24
3
3
11
10
2
6
46
No
Travel_Rarely
162
Support
44
2
Medical
1
846
3
Female
82
2
5
Human Resources
1
Divorced
28,376
141,880
2
Y
Yes
26
3
4
80
1
18
6
3
12
12
12
2
30
No
Non-Travel
1,198
Hardware
22
5
Human Resources
1
847
2
Male
174
3
1
Sales Representative
2
Single
44,791
313,537
1
Y
No
5
3
3
80
4
16
6
3
3
3
2
1
33
No
Non-Travel
841
Human Resources
32
3
Marketing
1
848
4
Female
150
4
4
Human Resources
1
Married
38,025
76,050
5
Y
Yes
2
2
3
80
2
27
5
1
14
10
9
1
20
Yes
Travel_Rarely
679
Research & Development
36
3
Technical Degree
1
849
2
Female
185
2
4
Research Director
1
Married
44,059
528,708
0
Y
No
44
2
4
80
4
21
5
1
21
7
12
1
33
No
Non-Travel
552
Support
44
4
Life Sciences
1
850
2
Female
132
4
3
Manufacturing Director
1
Divorced
27,404
465,868
8
Y
Yes
44
2
2
80
3
39
2
1
4
2
4
3
27
Yes
Travel_Rarely
714
Human Resources
13
1
Technical Degree
1
851
4
Male
167
1
1
Sales Representative
2
Divorced
21,697
477,334
0
Y
Yes
4
4
3
80
3
12
3
1
5
1
1
4
41
Yes
Non-Travel
957
Hardware
47
3
Life Sciences
1
852
1
Female
169
1
5
Manager
1
Divorced
18,612
446,688
4
Y
No
0
2
3
80
3
23
4
4
14
2
5
1
46
Yes
Travel_Rarely
1,462
Research & Development
9
3
Marketing
1
853
3
Male
49
3
2
Developer
2
Divorced
49,910
1,497,300
1
Y
No
13
1
2
80
2
38
2
4
8
4
3
1
53
No
Travel_Frequently
500
Sales
5
5
Human Resources
1
854
3
Female
75
4
5
Healthcare Representative
4
Divorced
40,916
327,328
8
Y
No
17
4
1
80
1
37
5
4
28
10
26
4
36
No
Non-Travel
1,045
Hardware
32
4
Marketing
1
855
4
Female
170
2
2
Sales Representative
1
Divorced
50,471
302,826
6
Y
No
27
2
4
80
1
37
4
3
7
1
7
5
27
No
Travel_Rarely
432
Research & Development
17
2
Marketing
1
856
4
Female
142
2
1
Sales Representative
1
Divorced
6,413
166,738
8
Y
Yes
8
4
1
80
3
24
1
1
1
1
1
1
43
No
Travel_Rarely
918
Human Resources
18
4
Medical
1
857
1
Female
105
3
1
Healthcare Representative
4
Divorced
28,870
692,880
0
Y
Yes
46
4
4
80
2
31
4
1
4
3
1
3
39
Yes
Travel_Frequently
247
Support
47
2
Marketing
1
858
3
Female
195
3
5
Human Resources
4
Married
28,847
144,235
4
Y
Yes
37
2
1
80
3
13
4
3
13
5
4
5
49
No
Travel_Rarely
1,473
Hardware
17
5
Medical
1
859
3
Female
92
1
4
Developer
3
Divorced
2,414
41,038
7
Y
Yes
37
4
4
80
1
20
5
3
7
5
4
7
52
No
Travel_Frequently
342
Software
31
4
Life Sciences
1
860
4
Male
118
1
2
Healthcare Representative
2
Single
2,791
16,746
4
Y
Yes
25
3
2
80
4
10
3
4
1
1
1
1
28
No
Travel_Rarely
590
Support
29
4
Life Sciences
1
861
3
Male
122
1
5
Developer
3
Divorced
33,216
298,944
8
Y
No
13
2
3
80
3
26
4
2
8
6
2
3
49
Yes
Travel_Frequently
667
Support
44
2
Medical
1
862
2
Male
71
4
1
Laboratory Technician
1
Divorced
22,857
525,711
6
Y
Yes
7
4
2
80
4
12
6
3
12
8
1
8
60
Yes
Non-Travel
1,243
Sales
45
2
Medical
1
863
3
Female
126
3
5
Research Director
4
Married
39,496
394,960
4
Y
No
41
4
1
80
2
21
4
3
11
9
5
8
21
Yes
Non-Travel
1,248
Hardware
15
3
Technical Degree
1
864
1
Female
129
4
3
Manager
3
Divorced
35,137
1,054,110
3
Y
No
5
2
4
80
2
3
6
3
1
1
1
1
55
No
Travel_Frequently
964
Human Resources
15
1
Medical
1
865
3
Male
153
2
2
Manufacturing Director
1
Married
21,139
465,058
1
Y
No
17
3
1
80
2
18
3
4
16
15
16
3
49
No
Non-Travel
1,063
Software
17
1
Technical Degree
1
866
2
Male
179
4
2
Research Scientist
1
Married
25,557
306,684
2
Y
Yes
26
2
3
80
1
32
3
1
27
16
11
20
47
No
Non-Travel
767
Support
15
3
Medical
1
867
2
Male
157
2
2
Healthcare Representative
4
Married
47,957
623,441
8
Y
Yes
12
3
3
80
1
33
6
3
32
26
19
26
41
No
Travel_Rarely
463
Research & Development
48
1
Human Resources
1
868
2
Male
102
1
3
Laboratory Technician
4
Divorced
12,334
283,682
6
Y
No
6
2
4
80
4
12
1
1
3
1
1
3
52
Yes
Travel_Rarely
1,452
Human Resources
7
1
Medical
1
869
2
Male
48
4
2
Developer
3
Married
21,577
21,577
0
Y
Yes
39
4
1
80
4
8
5
2
7
7
5
4
50
Yes
Travel_Rarely
102
Human Resources
31
4
Medical
1
870
1
Female
111
3
2
Developer
2
Divorced
22,222
222,220
0
Y
No
37
4
3
80
1
3
3
3
2
2
1
2
58
Yes
Travel_Frequently
375
Hardware
3
3
Human Resources
1
871
1
Male
74
1
3
Research Scientist
2
Divorced
34,399
756,778
4
Y
No
22
2
1
80
2
4
5
3
4
1
3
1
38
No
Travel_Frequently
872
Research & Development
50
3
Other
1
872
2
Male
157
2
5
Manufacturing Director
1
Divorced
42,729
1,110,954
3
Y
No
43
4
3
80
4
26
4
1
12
5
5
5
18
No
Non-Travel
717
Sales
44
2
Other
1
873
2
Female
45
4
2
Manager
1
Married
11,566
104,094
0
Y
Yes
5
1
3
80
1
39
5
2
10
9
7
2
47
Yes
Non-Travel
1,312
Human Resources
13
1
Human Resources
1
874
3
Male
95
3
3
Human Resources
3
Divorced
5,011
70,154
8
Y
No
45
2
4
80
2
37
3
4
35
33
25
12
45
Yes
Travel_Frequently
821
Research & Development
21
4
Medical
1
875
4
Female
116
3
2
Research Director
4
Married
34,377
240,639
1
Y
No
39
4
3
80
2
21
6
4
15
11
1
1
51
Yes
Travel_Frequently
490
Hardware
29
2
Marketing
1
876
4
Male
91
2
1
Developer
3
Single
14,600
438,000
4
Y
No
2
3
2
80
3
20
2
3
9
8
3
5
58
Yes
Non-Travel
152
Research & Development
42
4
Other
1
877
3
Female
195
3
1
Developer
1
Single
6,081
54,729
7
Y
Yes
17
1
1
80
1
13
6
3
8
1
7
1
47
Yes
Travel_Frequently
716
Hardware
29
1
Other
1
878
1
Female
158
3
4
Research Scientist
4
Married
9,688
48,440
7
Y
Yes
32
3
2
80
4
29
4
4
5
1
3
5
52
No
Non-Travel
1,334
Human Resources
38
4
Human Resources
1
879
4
Male
72
3
2
Laboratory Technician
1
Married
33,496
33,496
2
Y
Yes
33
3
1
80
4
26
5
2
15
14
4
7
49
No
Travel_Rarely
586
Sales
35
5
Other
1
880
2
Male
100
2
1
Developer
4
Married
39,125
430,375
5
Y
No
27
1
3
80
4
8
5
2
4
4
3
3
39
No
Travel_Frequently
712
Support
27
3
Medical
1
881
2
Male
184
3
3
Research Scientist
4
Single
10,380
124,560
1
Y
No
38
2
3
80
3
27
2
1
5
5
5
4
27
No
Travel_Rarely
1,429
Hardware
24
3
Other
1
882
1
Female
185
3
1
Healthcare Representative
1
Single
14,839
29,678
1
Y
No
2
4
4
80
2
40
4
3
23
4
7
8
35
No
Non-Travel
821
Human Resources
23
5
Other
1
883
3
Male
53
3
1
Research Director
4
Married
1,003
4,012
3
Y
No
3
1
3
80
1
24
1
2
13
11
6
6
22
Yes
Travel_Rarely
141
Software
35
2
Human Resources
1
884
1
Male
177
3
5
Human Resources
3
Single
5,852
99,484
0
Y
No
9
2
4
80
1
28
3
3
1
1
1
1
35
No
Non-Travel
1,483
Software
24
3
Technical Degree
1
885
3
Male
39
4
3
Manager
3
Married
34,848
696,960
8
Y
No
46
1
2
80
3
13
5
1
11
9
2
2
30
Yes
Non-Travel
591
Human Resources
23
4
Other
1
886
2
Female
194
1
1
Human Resources
2
Divorced
3,591
71,820
2
Y
Yes
26
1
1
80
4
6
6
3
2
2
2
2
22
Yes
Non-Travel
821
Support
39
3
Human Resources
1
887
4
Female
118
3
4
Research Scientist
2
Married
35,883
825,309
8
Y
Yes
2
1
1
80
2
23
5
4
13
8
13
5
41
Yes
Travel_Rarely
469
Research & Development
44
4
Other
1
888
1
Female
74
3
3
Sales Executive
2
Married
50,668
608,016
7
Y
Yes
41
4
4
80
4
17
6
2
14
5
10
8
48
Yes
Travel_Frequently
1,420
Research & Development
16
1
Marketing
1
889
2
Male
35
3
5
Developer
1
Married
22,341
134,046
6
Y
Yes
1
2
2
80
2
10
1
3
2
1
1
1
57
No
Non-Travel
468
Hardware
47
5
Life Sciences
1
890
4
Female
144
4
1
Manufacturing Director
1
Single
37,830
794,430
6
Y
Yes
4
3
1
80
2
17
1
1
7
5
5
6
42
No
Travel_Frequently
409
Support
7
1
Medical
1
891
3
Female
112
2
1
Sales Representative
4
Single
25,449
712,572
5
Y
Yes
40
2
1
80
2
15
2
2
12
10
11
12
26
Yes
Travel_Rarely
380
Sales
25
4
Medical
1
892
4
Male
143
2
2
Healthcare Representative
2
Married
36,263
36,263
4
Y
No
40
4
1
80
3
13
2
2
13
8
12
2
43
No
Travel_Frequently
1,417
Sales
9
2
Life Sciences
1
893
1
Female
124
4
2
Developer
3
Divorced
38,030
912,720
8
Y
No
19
4
2
80
2
26
3
1
15
14
11
13
53
Yes
Non-Travel
282
Support
40
2
Medical
1
894
3
Male
124
1
5
Research Scientist
2
Divorced
44,922
1,257,816
6
Y
No
40
4
3
80
3
8
3
3
6
1
6
2
54
No
Travel_Rarely
1,248
Software
31
4
Medical
1
895
1
Male
59
1
2
Research Scientist
4
Divorced
16,439
476,731
7
Y
No
42
3
4
80
2
17
4
3
6
1
4
4
37
No
Travel_Rarely
1,497
Research & Development
41
3
Human Resources
1
896
4
Male
190
1
1
Research Director
1
Married
45,106
541,272
2
Y
Yes
23
1
1
80
2
13
3
3
8
4
7
5
35
Yes
Non-Travel
1,143
Human Resources
15
2
Other
1
897
1
Male
92
3
1
Healthcare Representative
4
Single
21,743
500,089
7
Y
No
13
4
2
80
2
12
6
2
11
6
5
10
40
No
Non-Travel
1,009
Hardware
10
1
Medical
1
898
1
Female
69
1
4
Human Resources
3
Divorced
16,929
152,361
3
Y
Yes
28
3
1
80
4
16
4
1
3
2
1
3
60
Yes
Travel_Rarely
389
Software
32
2
Other
1
899
2
Male
81
2
3
Research Director
2
Divorced
48,608
1,020,768
3
Y
No
15
3
2
80
3
36
3
4
9
5
6
6
28
No
Non-Travel
1,319
Support
35
1
Human Resources
1
900
3
Male
64
4
2
Sales Representative
1
Married
34,908
69,816
8
Y
Yes
2
3
1
80
2
34
3
1
13
7
1
13