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
57
Yes
Travel_Frequently
838
Support
16
3
Other
1
501
1
Male
200
4
1
Human Resources
1
Married
38,278
76,556
8
Y
No
41
2
3
80
1
2
6
3
1
1
1
1
39
No
Non-Travel
1,234
Sales
13
4
Medical
1
502
1
Male
186
3
3
Human Resources
4
Single
38,727
38,727
7
Y
No
33
4
2
80
2
5
1
1
2
2
1
2
42
No
Non-Travel
679
Support
49
4
Technical Degree
1
503
1
Male
45
4
4
Developer
3
Single
22,494
517,362
4
Y
Yes
47
4
4
80
4
38
4
3
2
1
2
1
24
Yes
Non-Travel
1,407
Human Resources
10
4
Human Resources
1
504
4
Male
149
4
2
Healthcare Representative
1
Married
35,550
639,900
4
Y
No
40
1
4
80
2
27
2
2
25
15
24
10
28
Yes
Travel_Rarely
868
Human Resources
1
4
Human Resources
1
505
1
Male
67
3
5
Manager
3
Married
27,657
110,628
1
Y
No
24
3
4
80
4
19
3
4
9
3
2
5
45
No
Non-Travel
1,334
Human Resources
22
3
Technical Degree
1
506
4
Female
122
4
5
Developer
4
Divorced
32,494
584,892
1
Y
No
7
4
1
80
4
25
5
4
17
15
11
7
37
No
Non-Travel
885
Software
28
4
Medical
1
507
2
Female
83
2
4
Manager
4
Divorced
5,499
153,972
2
Y
No
29
1
1
80
1
31
4
3
5
3
4
1
56
No
Travel_Rarely
725
Sales
13
1
Other
1
508
3
Female
39
1
4
Healthcare Representative
3
Divorced
18,906
264,684
8
Y
No
33
3
1
80
4
25
3
2
14
12
3
4
28
Yes
Travel_Rarely
881
Human Resources
11
1
Human Resources
1
509
4
Female
175
1
3
Manufacturing Director
4
Married
17,790
480,330
1
Y
Yes
46
3
4
80
4
20
3
1
13
5
5
12
52
Yes
Travel_Rarely
581
Hardware
45
4
Technical Degree
1
510
1
Female
165
1
2
Research Scientist
4
Married
29,094
523,692
5
Y
Yes
18
4
2
80
4
26
3
4
6
5
3
6
60
Yes
Non-Travel
1,322
Hardware
35
3
Marketing
1
511
1
Female
118
2
4
Developer
1
Single
50,767
507,670
3
Y
No
3
4
4
80
3
10
2
4
6
1
4
1
20
Yes
Travel_Frequently
306
Research & Development
49
3
Medical
1
512
2
Female
191
1
2
Manager
4
Single
9,395
18,790
5
Y
No
4
3
1
80
3
13
5
4
4
4
3
2
45
No
Travel_Rarely
586
Software
23
4
Other
1
513
1
Female
83
3
3
Manufacturing Director
1
Single
18,819
244,647
3
Y
No
18
2
1
80
4
12
2
4
6
2
4
3
18
Yes
Travel_Rarely
870
Software
37
5
Life Sciences
1
514
4
Male
44
2
4
Sales Representative
3
Single
47,152
471,520
7
Y
Yes
12
2
4
80
4
26
3
1
10
8
2
4
35
Yes
Travel_Frequently
135
Research & Development
43
5
Human Resources
1
515
1
Female
172
3
4
Healthcare Representative
2
Single
5,867
52,803
3
Y
Yes
7
3
2
80
1
28
5
2
13
9
1
13
54
Yes
Travel_Frequently
1,018
Hardware
40
4
Other
1
516
4
Female
32
3
1
Sales Executive
3
Married
28,794
86,382
8
Y
No
5
1
3
80
4
18
6
4
6
3
2
2
27
Yes
Travel_Rarely
544
Support
36
5
Life Sciences
1
517
3
Female
149
4
4
Sales Representative
4
Married
5,385
161,550
1
Y
Yes
22
3
3
80
2
2
6
4
1
1
1
1
49
Yes
Non-Travel
485
Software
39
1
Life Sciences
1
518
2
Male
38
3
2
Sales Representative
4
Divorced
6,708
201,240
6
Y
No
49
2
2
80
4
36
2
4
19
11
10
11
35
No
Non-Travel
118
Software
18
4
Technical Degree
1
519
1
Female
77
4
5
Research Scientist
4
Married
32,478
324,780
1
Y
Yes
27
3
4
80
1
7
2
1
4
1
1
1
48
No
Travel_Rarely
723
Human Resources
45
3
Life Sciences
1
520
2
Female
99
2
5
Research Director
4
Divorced
17,088
512,640
2
Y
Yes
12
1
2
80
3
24
2
2
2
2
1
2
27
No
Non-Travel
1,092
Human Resources
25
4
Technical Degree
1
521
1
Female
74
1
5
Developer
1
Single
43,978
307,846
4
Y
No
31
3
2
80
1
35
5
4
17
12
8
13
35
No
Non-Travel
996
Hardware
49
2
Other
1
522
3
Female
99
3
5
Laboratory Technician
3
Single
3,439
37,829
8
Y
No
17
4
2
80
3
19
1
2
9
5
7
6
32
No
Travel_Rarely
811
Sales
30
5
Life Sciences
1
523
4
Female
163
2
3
Manufacturing Director
1
Divorced
14,983
254,711
6
Y
Yes
35
3
4
80
4
2
4
3
2
2
2
1
20
No
Non-Travel
645
Sales
49
5
Life Sciences
1
524
2
Female
157
4
3
Manager
4
Single
12,947
181,258
0
Y
Yes
46
3
3
80
3
18
4
2
18
7
2
13
29
No
Travel_Rarely
221
Research & Development
16
4
Technical Degree
1
525
2
Male
32
4
4
Healthcare Representative
2
Married
32,775
983,250
7
Y
Yes
36
4
2
80
3
8
2
3
8
4
8
1
24
Yes
Travel_Rarely
493
Research & Development
49
1
Other
1
526
4
Female
39
3
5
Research Scientist
4
Married
45,374
453,740
2
Y
No
3
1
3
80
3
17
2
3
13
9
4
2
44
Yes
Travel_Frequently
751
Human Resources
29
1
Other
1
527
4
Male
117
1
5
Sales Executive
4
Divorced
31,565
441,910
1
Y
No
0
3
1
80
4
40
2
3
8
4
3
2
18
No
Travel_Rarely
878
Hardware
28
5
Technical Degree
1
528
3
Female
94
4
3
Sales Executive
1
Married
46,690
793,730
0
Y
No
49
1
2
80
1
39
1
4
16
14
4
6
31
Yes
Non-Travel
207
Software
7
1
Medical
1
529
3
Female
153
4
2
Research Director
1
Married
3,989
115,681
7
Y
No
34
4
1
80
4
13
2
3
6
2
1
1
51
No
Travel_Rarely
1,183
Research & Development
40
2
Human Resources
1
530
4
Male
108
1
4
Laboratory Technician
1
Single
2,113
12,678
6
Y
Yes
33
2
2
80
1
15
2
3
13
9
12
10
34
No
Travel_Rarely
1,483
Sales
30
4
Other
1
531
3
Female
102
3
3
Laboratory Technician
4
Divorced
37,801
982,826
1
Y
Yes
13
3
3
80
1
7
4
2
3
2
3
2
46
Yes
Travel_Frequently
461
Sales
15
1
Other
1
532
2
Female
174
1
1
Manager
2
Single
45,755
823,590
6
Y
No
31
3
4
80
3
4
4
1
1
1
1
1
59
Yes
Travel_Frequently
588
Human Resources
19
2
Technical Degree
1
533
2
Female
35
2
3
Sales Representative
3
Single
38,706
38,706
0
Y
Yes
29
2
1
80
2
5
4
3
4
2
2
1
57
Yes
Travel_Frequently
525
Human Resources
49
4
Medical
1
534
4
Female
70
2
4
Research Scientist
4
Divorced
16,551
380,673
2
Y
Yes
19
4
4
80
1
7
1
1
6
1
3
1
37
Yes
Travel_Frequently
707
Sales
12
2
Marketing
1
535
4
Male
34
3
5
Research Director
2
Divorced
12,752
102,016
0
Y
Yes
14
2
2
80
1
21
2
2
9
3
7
8
28
Yes
Travel_Frequently
587
Hardware
37
2
Life Sciences
1
536
1
Female
136
2
1
Research Director
4
Married
2,669
80,070
8
Y
Yes
25
2
2
80
1
26
6
3
24
11
22
23
21
Yes
Travel_Rarely
1,291
Support
48
3
Medical
1
537
2
Male
183
3
1
Manufacturing Director
1
Married
44,237
530,844
5
Y
Yes
1
4
3
80
1
7
3
4
6
1
5
3
48
No
Non-Travel
925
Hardware
45
1
Technical Degree
1
538
4
Female
36
1
5
Research Director
2
Married
29,087
116,348
5
Y
No
20
3
4
80
2
36
6
2
32
21
6
3
36
No
Non-Travel
1,184
Human Resources
31
2
Life Sciences
1
539
1
Male
106
4
5
Healthcare Representative
3
Married
17,560
87,800
5
Y
No
43
2
4
80
1
25
3
4
5
4
1
2
56
No
Non-Travel
1,170
Software
12
5
Life Sciences
1
540
2
Male
47
1
2
Developer
3
Single
5,514
60,654
8
Y
No
2
4
1
80
1
15
3
1
10
1
9
2
39
Yes
Travel_Frequently
508
Human Resources
31
4
Marketing
1
541
1
Male
74
4
1
Manufacturing Director
4
Single
43,954
483,494
4
Y
No
31
4
2
80
3
2
5
1
1
1
1
1
31
Yes
Non-Travel
173
Software
9
1
Medical
1
542
3
Male
136
1
2
Sales Representative
2
Married
14,355
86,130
5
Y
Yes
19
1
3
80
1
4
4
2
1
1
1
1
28
Yes
Travel_Frequently
385
Hardware
44
3
Life Sciences
1
543
1
Male
155
1
5
Research Director
2
Married
16,541
446,607
1
Y
Yes
49
1
2
80
1
20
3
3
1
1
1
1
37
No
Non-Travel
562
Sales
2
1
Life Sciences
1
544
1
Male
174
4
1
Sales Executive
3
Married
30,899
30,899
0
Y
No
6
3
1
80
4
11
3
4
11
7
2
9
23
No
Travel_Frequently
1,332
Software
30
4
Technical Degree
1
545
4
Male
197
1
1
Research Director
3
Divorced
29,640
118,560
2
Y
No
41
4
4
80
4
34
5
2
32
6
27
18
20
No
Travel_Rarely
437
Hardware
33
1
Human Resources
1
546
3
Female
74
2
5
Sales Executive
1
Married
30,430
882,470
8
Y
No
9
2
4
80
2
11
6
3
1
1
1
1
46
Yes
Non-Travel
102
Human Resources
46
5
Human Resources
1
547
3
Male
99
3
3
Laboratory Technician
3
Divorced
10,778
183,226
0
Y
No
5
1
4
80
2
32
3
2
26
25
9
1
41
No
Travel_Frequently
1,219
Support
42
5
Other
1
548
1
Female
34
4
3
Human Resources
1
Divorced
49,426
1,136,798
1
Y
Yes
43
4
4
80
4
12
4
1
2
1
2
2
26
No
Travel_Frequently
526
Human Resources
25
1
Marketing
1
549
4
Male
196
3
3
Manager
1
Married
26,327
684,502
2
Y
Yes
46
2
1
80
2
37
2
3
4
3
2
4
42
Yes
Travel_Frequently
801
Sales
17
4
Technical Degree
1
550
1
Female
83
1
2
Manager
2
Divorced
30,558
580,602
6
Y
No
38
3
3
80
4
23
6
2
16
14
4
4
33
Yes
Travel_Frequently
994
Software
15
5
Other
1
551
3
Male
68
4
3
Human Resources
2
Divorced
34,216
307,944
0
Y
No
49
4
3
80
4
10
4
4
10
3
6
10
19
No
Non-Travel
313
Support
16
4
Medical
1
552
1
Male
66
3
5
Sales Executive
4
Married
43,661
611,254
6
Y
No
38
2
3
80
1
8
5
2
3
2
3
3
56
Yes
Travel_Frequently
1,458
Hardware
17
3
Marketing
1
553
2
Female
146
1
5
Sales Executive
1
Married
19,646
58,938
6
Y
No
20
2
3
80
4
5
3
1
1
1
1
1
32
No
Non-Travel
1,357
Research & Development
32
2
Other
1
554
3
Male
44
1
4
Developer
2
Divorced
37,368
298,944
3
Y
Yes
29
1
2
80
2
35
4
1
6
4
5
1
60
Yes
Travel_Frequently
291
Research & Development
32
1
Life Sciences
1
555
1
Male
74
4
1
Laboratory Technician
2
Single
12,255
306,375
5
Y
Yes
26
1
4
80
3
13
3
4
10
3
3
1
39
No
Non-Travel
304
Hardware
8
2
Life Sciences
1
556
4
Female
84
1
1
Research Director
3
Married
38,600
733,400
3
Y
No
3
2
3
80
2
23
2
4
10
5
7
9
19
No
Travel_Rarely
773
Support
45
3
Medical
1
557
2
Male
149
4
5
Laboratory Technician
2
Single
45,664
547,968
0
Y
No
21
1
1
80
4
32
4
2
5
5
1
3
35
No
Travel_Frequently
644
Research & Development
5
1
Marketing
1
558
4
Female
196
4
5
Sales Executive
1
Divorced
29,591
562,229
2
Y
No
45
3
2
80
4
37
5
4
37
6
9
9
46
No
Travel_Rarely
1,051
Research & Development
48
2
Technical Degree
1
559
3
Female
63
3
4
Sales Representative
2
Divorced
32,843
985,290
5
Y
No
47
4
1
80
2
5
6
2
2
2
2
2
28
No
Travel_Rarely
248
Hardware
9
5
Marketing
1
560
3
Female
174
3
4
Sales Executive
3
Divorced
44,641
758,897
4
Y
No
18
3
3
80
4
9
3
4
7
5
7
7
29
No
Non-Travel
628
Sales
23
1
Marketing
1
561
4
Female
155
2
1
Research Scientist
1
Married
43,234
86,468
1
Y
Yes
34
1
1
80
2
27
4
2
8
3
7
2
31
No
Non-Travel
442
Support
50
4
Marketing
1
562
4
Male
163
2
4
Healthcare Representative
2
Married
41,282
123,846
1
Y
Yes
32
3
1
80
2
35
5
1
5
3
4
4
43
No
Travel_Rarely
758
Research & Development
22
5
Medical
1
563
2
Female
176
2
2
Laboratory Technician
2
Married
30,071
902,130
7
Y
Yes
11
2
3
80
4
24
3
3
6
4
4
5
27
No
Non-Travel
1,470
Software
38
1
Medical
1
564
1
Female
94
3
3
Research Scientist
2
Single
13,049
39,147
5
Y
Yes
24
4
2
80
1
35
1
3
15
11
5
9
24
Yes
Non-Travel
264
Research & Development
24
2
Life Sciences
1
565
3
Male
158
4
4
Human Resources
3
Single
18,834
263,676
0
Y
Yes
22
1
1
80
3
15
1
4
11
10
7
8
36
Yes
Travel_Rarely
1,110
Sales
26
2
Medical
1
566
1
Female
92
4
5
Healthcare Representative
1
Single
23,537
23,537
4
Y
No
17
1
4
80
1
38
1
4
32
14
14
3
19
No
Non-Travel
1,282
Research & Development
25
2
Other
1
567
4
Female
31
2
5
Human Resources
2
Married
30,268
393,484
0
Y
No
38
3
4
80
3
37
4
2
21
19
18
13
44
Yes
Non-Travel
970
Research & Development
26
4
Technical Degree
1
568
4
Male
82
4
3
Laboratory Technician
2
Divorced
3,931
70,758
0
Y
Yes
25
4
1
80
2
36
1
3
36
29
5
15
59
Yes
Travel_Rarely
538
Sales
43
4
Life Sciences
1
569
3
Female
97
2
5
Research Director
4
Single
23,915
95,660
6
Y
Yes
39
4
1
80
1
25
4
1
5
1
3
2
34
No
Non-Travel
1,476
Support
1
4
Other
1
570
2
Female
108
4
4
Manufacturing Director
3
Single
18,711
187,110
2
Y
No
18
2
2
80
2
22
2
3
6
4
1
4
37
Yes
Travel_Rarely
973
Human Resources
45
3
Medical
1
571
4
Male
102
1
1
Laboratory Technician
4
Married
10,590
264,750
8
Y
Yes
16
1
4
80
1
11
2
3
7
3
4
6
28
No
Travel_Rarely
602
Support
10
1
Marketing
1
572
4
Female
169
2
3
Research Scientist
2
Married
16,696
16,696
8
Y
No
12
1
3
80
2
21
4
3
17
16
7
2
30
Yes
Travel_Rarely
399
Sales
10
5
Marketing
1
573
4
Female
147
4
1
Manager
2
Divorced
44,740
850,060
7
Y
Yes
10
3
2
80
1
19
5
2
18
12
13
16
51
Yes
Travel_Rarely
479
Software
28
3
Medical
1
574
2
Male
168
1
1
Laboratory Technician
1
Married
47,137
329,959
5
Y
No
20
3
1
80
2
16
3
1
12
8
7
2
57
Yes
Travel_Rarely
1,122
Sales
16
2
Other
1
575
1
Female
56
4
3
Research Director
4
Divorced
20,119
261,547
2
Y
No
7
4
2
80
3
22
4
4
5
5
1
1
41
No
Travel_Rarely
1,179
Human Resources
48
3
Marketing
1
576
3
Female
51
4
5
Developer
2
Divorced
33,031
396,372
3
Y
Yes
39
4
4
80
1
6
3
3
1
1
1
1
25
Yes
Non-Travel
717
Support
26
4
Marketing
1
577
4
Male
187
1
4
Manufacturing Director
3
Divorced
4,731
28,386
2
Y
Yes
20
3
2
80
3
36
1
3
18
11
6
16
26
No
Travel_Frequently
559
Human Resources
34
2
Human Resources
1
578
2
Female
122
2
3
Manufacturing Director
2
Divorced
6,348
57,132
2
Y
No
9
1
1
80
3
39
3
3
36
20
30
22
52
No
Non-Travel
162
Software
3
4
Human Resources
1
579
2
Male
46
4
5
Manager
4
Single
13,455
67,275
7
Y
No
21
4
2
80
4
31
5
4
27
21
16
22
46
Yes
Non-Travel
1,141
Support
30
2
Other
1
580
4
Male
192
4
4
Human Resources
1
Divorced
22,366
357,856
3
Y
No
18
4
2
80
4
36
1
3
9
3
3
6
33
No
Travel_Rarely
1,461
Research & Development
47
4
Other
1
581
4
Male
174
4
2
Human Resources
1
Single
29,313
29,313
5
Y
Yes
16
4
1
80
3
23
4
3
5
3
1
4
38
No
Non-Travel
200
Human Resources
25
4
Marketing
1
582
4
Female
155
2
2
Research Director
1
Single
32,790
754,170
3
Y
No
27
1
1
80
2
18
3
2
9
9
5
3
47
No
Non-Travel
819
Sales
50
1
Life Sciences
1
583
1
Male
161
1
4
Research Scientist
3
Single
46,806
1,216,956
3
Y
No
0
3
4
80
3
14
1
1
12
12
2
10
50
Yes
Non-Travel
1,173
Software
20
1
Life Sciences
1
584
3
Female
76
3
5
Manufacturing Director
3
Married
9,846
236,304
6
Y
Yes
22
3
4
80
1
26
6
2
5
2
4
2
56
No
Travel_Rarely
627
Hardware
49
1
Other
1
585
2
Female
45
1
2
Laboratory Technician
2
Divorced
23,255
372,080
4
Y
Yes
21
3
3
80
4
36
4
3
15
10
3
9
22
Yes
Non-Travel
818
Sales
1
3
Other
1
586
4
Female
81
4
5
Developer
3
Divorced
26,045
130,225
0
Y
No
25
3
4
80
2
15
6
2
14
6
6
14
43
No
Travel_Rarely
815
Research & Development
45
1
Medical
1
587
1
Female
96
4
1
Healthcare Representative
1
Single
36,590
768,390
8
Y
No
9
3
4
80
1
32
5
2
9
9
5
5
47
No
Non-Travel
768
Hardware
1
1
Marketing
1
588
1
Male
79
1
4
Human Resources
4
Divorced
6,794
101,910
7
Y
Yes
6
2
2
80
1
39
2
3
4
3
4
3
56
No
Non-Travel
517
Human Resources
40
3
Medical
1
589
2
Female
171
1
3
Developer
1
Married
10,518
294,504
1
Y
Yes
14
1
1
80
4
12
3
3
8
2
5
8
20
No
Travel_Rarely
1,400
Human Resources
31
1
Life Sciences
1
590
1
Female
48
4
3
Developer
1
Married
35,549
959,823
6
Y
Yes
47
3
3
80
1
10
1
4
6
3
4
5
30
No
Non-Travel
726
Software
41
2
Human Resources
1
591
4
Male
51
4
1
Research Scientist
4
Married
30,519
30,519
7
Y
No
2
1
4
80
1
28
3
3
11
5
2
9
51
No
Travel_Frequently
745
Research & Development
28
5
Technical Degree
1
592
3
Male
145
3
4
Developer
3
Married
3,687
14,748
3
Y
Yes
37
2
1
80
1
21
5
3
8
1
6
3
42
No
Non-Travel
367
Sales
44
2
Medical
1
593
3
Male
149
3
1
Sales Representative
2
Married
36,593
219,558
6
Y
No
18
2
2
80
4
34
5
1
10
9
9
3
46
No
Travel_Rarely
498
Support
41
3
Life Sciences
1
594
4
Male
85
1
5
Sales Representative
1
Married
9,808
147,120
4
Y
Yes
9
3
2
80
1
28
3
2
28
7
27
18
22
Yes
Non-Travel
979
Support
44
3
Medical
1
595
1
Male
150
1
2
Sales Representative
4
Single
41,201
329,608
3
Y
No
37
4
4
80
3
33
1
2
23
14
5
18
20
Yes
Non-Travel
514
Support
6
5
Life Sciences
1
596
4
Female
39
4
4
Sales Representative
4
Divorced
25,620
102,480
1
Y
No
34
2
2
80
1
30
3
4
24
17
3
4
43
Yes
Travel_Rarely
522
Sales
40
4
Life Sciences
1
597
2
Male
199
1
5
Sales Representative
4
Divorced
33,349
66,698
6
Y
No
0
1
4
80
2
37
5
1
34
32
29
31
59
Yes
Non-Travel
1,371
Support
24
1
Medical
1
598
2
Male
31
4
1
Healthcare Representative
4
Divorced
8,123
211,198
2
Y
No
1
3
4
80
3
16
3
1
11
4
6
5
48
Yes
Travel_Frequently
608
Research & Development
12
5
Marketing
1
599
3
Female
54
1
4
Sales Representative
3
Divorced
42,229
211,145
4
Y
Yes
13
4
4
80
4
21
5
2
17
1
17
4
39
Yes
Travel_Frequently
1,289
Human Resources
18
5
Technical Degree
1
600
1
Male
153
2
5
Research Director
1
Divorced
50,273
1,156,279
6
Y
No
27
3
4
80
2
25
6
2
2
2
2
1