Datasets:
Redsmoothy
/
HR_Attrition

Dataset card Viewer Files Community
Age
int64
18
60
Attrition
stringclasses
2 values
BusinessTravel
stringclasses
3 values
DailyRate
int64
102
1.5k
Department
stringclasses
3 values
DistanceFromHome
int64
1
29
Education
int64
1
5
EducationField
stringclasses
6 values
EmployeeCount
int64
1
1
EmployeeNumber
int64
1
2.07k
EnvironmentSatisfaction
int64
1
4
Gender
stringclasses
2 values
HourlyRate
int64
30
100
JobInvolvement
int64
1
4
JobLevel
int64
1
5
JobRole
stringclasses
9 values
JobSatisfaction
int64
1
4
MaritalStatus
stringclasses
3 values
MonthlyIncome
int64
1.01k
20k
MonthlyRate
int64
2.09k
27k
NumCompaniesWorked
int64
0
9
Over18
stringclasses
1 value
OverTime
stringclasses
2 values
PercentSalaryHike
int64
11
25
PerformanceRating
int64
3
4
RelationshipSatisfaction
int64
1
4
StandardHours
int64
80
80
StockOptionLevel
int64
0
3
TotalWorkingYears
int64
0
40
TrainingTimesLastYear
int64
0
6
WorkLifeBalance
int64
1
4
YearsAtCompany
int64
0
40
YearsInCurrentRole
int64
0
18
YearsSinceLastPromotion
int64
0
15
YearsWithCurrManager
int64
0
17
38
No
Travel_Frequently
1,444
Human Resources
1
4
Other
1
1,972
4
Male
88
3
1
Human Resources
2
Married
2,991
5,224
0
Y
Yes
11
3
2
80
1
7
2
3
6
2
1
2
55
No
Travel_Rarely
189
Human Resources
26
4
Human Resources
1
1,973
3
Male
71
4
5
Manager
2
Married
19,636
25,811
4
Y
Yes
18
3
1
80
1
35
0
3
10
9
1
4
31
No
Travel_Rarely
1,276
Research & Development
2
1
Medical
1
1,974
4
Female
59
1
1
Laboratory Technician
4
Divorced
1,129
17,536
1
Y
Yes
11
3
3
80
3
1
4
3
1
0
0
0
39
No
Travel_Rarely
119
Sales
15
4
Marketing
1
1,975
2
Male
77
3
4
Sales Executive
1
Single
13,341
25,098
0
Y
No
12
3
1
80
0
21
3
3
20
8
11
10
42
No
Non-Travel
335
Research & Development
23
2
Life Sciences
1
1,976
4
Male
37
2
2
Research Scientist
3
Single
4,332
14,811
1
Y
No
12
3
4
80
0
20
2
3
20
9
3
7
31
No
Non-Travel
697
Research & Development
10
3
Medical
1
1,979
3
Female
40
3
3
Research Director
3
Married
11,031
26,862
4
Y
No
20
4
3
80
1
13
2
4
11
7
4
8
54
No
Travel_Rarely
157
Research & Development
10
3
Medical
1
1,980
3
Female
77
3
2
Manufacturing Director
1
Single
4,440
25,198
6
Y
Yes
19
3
4
80
0
9
3
3
5
2
1
4
24
No
Travel_Rarely
771
Research & Development
1
2
Life Sciences
1
1,981
2
Male
45
2
2
Healthcare Representative
3
Single
4,617
14,120
1
Y
No
12
3
2
80
0
4
2
2
4
3
1
2
23
No
Travel_Rarely
571
Research & Development
12
2
Other
1
1,982
4
Male
78
3
1
Laboratory Technician
4
Single
2,647
13,672
1
Y
No
13
3
3
80
0
5
6
4
5
2
1
4
40
No
Travel_Frequently
692
Research & Development
11
3
Technical Degree
1
1,985
4
Female
73
3
2
Laboratory Technician
3
Married
6,323
26,849
1
Y
No
11
3
1
80
1
10
2
4
10
9
9
4
40
No
Travel_Rarely
444
Sales
2
2
Marketing
1
1,986
2
Female
92
3
2
Sales Executive
2
Married
5,677
4,258
3
Y
No
14
3
3
80
1
15
4
3
11
8
5
10
25
No
Travel_Rarely
309
Human Resources
2
3
Human Resources
1
1,987
3
Female
82
3
1
Human Resources
2
Married
2,187
19,655
4
Y
No
14
3
3
80
0
6
3
3
2
0
1
2
30
No
Travel_Rarely
911
Research & Development
1
2
Medical
1
1,989
4
Male
76
3
1
Laboratory Technician
2
Married
3,748
4,077
1
Y
No
13
3
3
80
0
12
6
2
12
8
1
7
25
No
Travel_Rarely
977
Research & Development
2
1
Other
1
1,992
4
Male
57
3
1
Laboratory Technician
3
Divorced
3,977
7,298
6
Y
Yes
19
3
3
80
1
7
2
2
2
2
0
2
47
No
Travel_Rarely
1,180
Research & Development
25
3
Medical
1
1,993
1
Male
84
3
3
Healthcare Representative
3
Single
8,633
13,084
2
Y
No
23
4
2
80
0
25
3
3
17
14
12
11
33
No
Non-Travel
1,313
Research & Development
1
2
Medical
1
1,994
2
Male
59
2
1
Laboratory Technician
3
Divorced
2,008
20,439
1
Y
No
12
3
3
80
3
1
2
2
1
1
0
0
38
No
Travel_Rarely
1,321
Sales
1
4
Life Sciences
1
1,995
4
Male
86
3
2
Sales Executive
2
Married
4,440
7,636
0
Y
No
15
3
1
80
2
16
3
3
15
13
5
8
31
No
Travel_Rarely
1,154
Sales
2
2
Life Sciences
1
1,996
1
Male
54
3
1
Sales Representative
3
Married
3,067
6,393
0
Y
No
19
3
3
80
1
3
1
3
2
2
1
2
38
No
Travel_Frequently
508
Research & Development
6
4
Life Sciences
1
1,997
1
Male
72
2
2
Manufacturing Director
3
Married
5,321
14,284
2
Y
No
11
3
4
80
1
10
1
3
8
3
7
7
42
No
Travel_Rarely
557
Research & Development
18
4
Life Sciences
1
1,998
4
Male
35
3
2
Research Scientist
1
Divorced
5,410
11,189
6
Y
Yes
17
3
3
80
1
9
3
2
4
3
1
2
41
No
Travel_Rarely
642
Research & Development
1
3
Life Sciences
1
1,999
4
Male
76
3
1
Research Scientist
4
Married
2,782
21,412
3
Y
No
22
4
1
80
1
12
3
3
5
3
1
0
47
No
Non-Travel
1,162
Research & Development
1
1
Medical
1
2,000
3
Female
98
3
3
Research Director
2
Married
11,957
17,231
0
Y
No
18
3
1
80
2
14
3
1
13
8
5
12
35
No
Travel_Rarely
1,490
Research & Development
11
4
Medical
1
2,003
4
Male
43
3
1
Laboratory Technician
3
Married
2,660
20,232
7
Y
Yes
11
3
3
80
1
5
3
3
2
2
2
2
22
No
Travel_Rarely
581
Research & Development
1
2
Life Sciences
1
2,007
4
Male
63
3
1
Research Scientist
3
Single
3,375
17,624
0
Y
No
12
3
4
80
0
4
2
4
3
2
1
2
35
No
Travel_Rarely
1,395
Research & Development
9
4
Medical
1
2,008
2
Male
48
3
2
Research Scientist
3
Single
5,098
18,698
1
Y
No
19
3
2
80
0
10
5
3
10
7
0
8
33
No
Travel_Rarely
501
Research & Development
15
2
Medical
1
2,009
2
Female
95
3
2
Healthcare Representative
4
Married
4,878
21,653
0
Y
Yes
13
3
1
80
1
10
6
3
9
7
8
1
32
No
Travel_Rarely
267
Research & Development
29
4
Life Sciences
1
2,010
3
Female
49
2
1
Laboratory Technician
2
Single
2,837
15,919
1
Y
No
13
3
3
80
0
6
3
3
6
2
4
1
40
No
Travel_Rarely
543
Research & Development
1
4
Life Sciences
1
2,012
1
Male
83
3
1
Laboratory Technician
4
Married
2,406
4,060
8
Y
No
19
3
3
80
2
8
3
2
1
0
0
0
32
No
Travel_Rarely
234
Sales
1
4
Medical
1
2,013
2
Male
68
2
1
Sales Representative
2
Married
2,269
18,024
0
Y
No
14
3
2
80
1
3
2
3
2
2
2
2
39
No
Travel_Rarely
116
Research & Development
24
1
Life Sciences
1
2,014
1
Male
52
3
2
Research Scientist
4
Single
4,108
5,340
7
Y
No
13
3
1
80
0
18
2
3
7
7
1
7
38
No
Travel_Rarely
201
Research & Development
10
3
Medical
1
2,015
2
Female
99
1
3
Research Director
3
Married
13,206
3,376
3
Y
No
12
3
1
80
1
20
3
3
18
16
1
11
32
No
Travel_Rarely
801
Sales
1
4
Marketing
1
2,016
3
Female
48
3
3
Sales Executive
4
Married
10,422
24,032
1
Y
No
19
3
3
80
2
14
3
3
14
10
5
7
37
No
Travel_Rarely
161
Research & Development
10
3
Life Sciences
1
2,017
3
Female
42
4
3
Research Director
4
Married
13,744
15,471
1
Y
Yes
25
4
1
80
1
16
2
3
16
11
6
8
25
No
Travel_Rarely
1,382
Sales
8
2
Other
1
2,018
1
Female
85
3
2
Sales Executive
3
Divorced
4,907
13,684
0
Y
Yes
22
4
2
80
1
6
3
2
5
3
0
4
52
No
Non-Travel
585
Sales
29
4
Life Sciences
1
2,019
1
Male
40
3
1
Sales Representative
4
Divorced
3,482
19,788
2
Y
No
15
3
2
80
2
16
3
2
9
8
0
0
44
No
Travel_Rarely
1,037
Research & Development
1
3
Medical
1
2,020
2
Male
42
3
1
Research Scientist
4
Single
2,436
13,422
6
Y
Yes
12
3
3
80
0
6
2
3
4
3
1
2
21
No
Travel_Rarely
501
Sales
5
1
Medical
1
2,021
3
Male
58
3
1
Sales Representative
1
Single
2,380
25,479
1
Y
Yes
11
3
4
80
0
2
6
3
2
2
1
2
39
No
Non-Travel
105
Research & Development
9
3
Life Sciences
1
2,022
4
Male
87
3
5
Manager
4
Single
19,431
15,302
2
Y
No
13
3
3
80
0
21
3
2
6
0
1
3
23
Yes
Travel_Frequently
638
Sales
9
3
Marketing
1
2,023
4
Male
33
3
1
Sales Representative
1
Married
1,790
26,956
1
Y
No
19
3
1
80
1
1
3
2
1
0
1
0
36
No
Travel_Rarely
557
Sales
3
3
Medical
1
2,024
1
Female
94
2
3
Sales Executive
4
Married
7,644
12,695
0
Y
No
19
3
3
80
2
10
2
3
9
7
3
4
36
No
Travel_Frequently
688
Research & Development
4
2
Life Sciences
1
2,025
4
Female
97
3
2
Manufacturing Director
2
Divorced
5,131
9,192
7
Y
No
13
3
2
80
3
18
3
3
4
2
0
2
56
No
Non-Travel
667
Research & Development
1
4
Life Sciences
1
2,026
3
Male
57
3
2
Healthcare Representative
3
Divorced
6,306
26,236
1
Y
No
21
4
1
80
1
13
2
2
13
12
1
9
29
Yes
Travel_Rarely
1,092
Research & Development
1
4
Medical
1
2,027
1
Male
36
3
1
Research Scientist
4
Married
4,787
26,124
9
Y
Yes
14
3
2
80
3
4
3
4
2
2
2
2
42
No
Travel_Rarely
300
Research & Development
2
3
Life Sciences
1
2,031
1
Male
56
3
5
Manager
3
Married
18,880
17,312
5
Y
No
11
3
1
80
0
24
2
2
22
6
4
14
56
Yes
Travel_Rarely
310
Research & Development
7
2
Technical Degree
1
2,032
4
Male
72
3
1
Laboratory Technician
3
Married
2,339
3,666
8
Y
No
11
3
4
80
1
14
4
1
10
9
9
8
41
No
Travel_Rarely
582
Research & Development
28
4
Life Sciences
1
2,034
1
Female
60
2
4
Manufacturing Director
2
Married
13,570
5,640
0
Y
No
23
4
3
80
1
21
3
3
20
7
0
10
34
No
Travel_Rarely
704
Sales
28
3
Marketing
1
2,035
4
Female
95
2
2
Sales Executive
3
Married
6,712
8,978
1
Y
No
21
4
4
80
2
8
2
3
8
7
1
7
36
No
Non-Travel
301
Sales
15
4
Marketing
1
2,036
4
Male
88
1
2
Sales Executive
4
Divorced
5,406
10,436
1
Y
No
24
4
1
80
1
15
4
2
15
12
11
11
41
No
Travel_Rarely
930
Sales
3
3
Life Sciences
1
2,037
3
Male
57
2
2
Sales Executive
2
Divorced
8,938
12,227
2
Y
No
11
3
3
80
1
14
5
3
5
4
0
4
32
No
Travel_Rarely
529
Research & Development
2
3
Technical Degree
1
2,038
4
Male
78
3
1
Research Scientist
1
Single
2,439
11,288
1
Y
No
14
3
4
80
0
4
4
3
4
2
1
2
35
No
Travel_Rarely
1,146
Human Resources
26
4
Life Sciences
1
2,040
3
Female
31
3
3
Human Resources
4
Single
8,837
16,642
1
Y
Yes
16
3
3
80
0
9
2
3
9
0
1
7
38
No
Travel_Rarely
345
Sales
10
2
Life Sciences
1
2,041
1
Female
100
3
2
Sales Executive
4
Married
5,343
5,982
1
Y
No
11
3
3
80
1
10
1
3
10
7
1
9
50
Yes
Travel_Frequently
878
Sales
1
4
Life Sciences
1
2,044
2
Male
94
3
2
Sales Executive
3
Divorced
6,728
14,255
7
Y
No
12
3
4
80
2
12
3
3
6
3
0
1
36
No
Travel_Rarely
1,120
Sales
11
4
Marketing
1
2,045
2
Female
100
2
2
Sales Executive
4
Married
6,652
14,369
4
Y
No
13
3
1
80
1
8
2
2
6
3
0
0
45
No
Travel_Rarely
374
Sales
20
3
Life Sciences
1
2,046
4
Female
50
3
2
Sales Executive
3
Single
4,850
23,333
8
Y
No
15
3
3
80
0
8
3
3
5
3
0
1
40
No
Travel_Rarely
1,322
Research & Development
2
4
Life Sciences
1
2,048
3
Male
52
2
1
Research Scientist
3
Single
2,809
2,725
2
Y
No
14
3
4
80
0
8
2
3
2
2
2
2
35
No
Travel_Frequently
1,199
Research & Development
18
4
Life Sciences
1
2,049
3
Male
80
3
2
Healthcare Representative
3
Married
5,689
24,594
1
Y
Yes
14
3
4
80
2
10
2
4
10
2
0
2
40
No
Travel_Rarely
1,194
Research & Development
2
4
Medical
1
2,051
3
Female
98
3
1
Research Scientist
3
Married
2,001
12,549
2
Y
No
14
3
2
80
3
20
2
3
5
3
0
2
35
No
Travel_Rarely
287
Research & Development
1
4
Life Sciences
1
2,052
3
Female
62
1
1
Research Scientist
4
Married
2,977
8,952
1
Y
No
12
3
4
80
1
4
5
3
4
3
1
1
29
No
Travel_Rarely
1,378
Research & Development
13
2
Other
1
2,053
4
Male
46
2
2
Laboratory Technician
2
Married
4,025
23,679
4
Y
Yes
13
3
1
80
1
10
2
3
4
3
0
3
29
No
Travel_Rarely
468
Research & Development
28
4
Medical
1
2,054
4
Female
73
2
1
Research Scientist
1
Single
3,785
8,489
1
Y
No
14
3
2
80
0
5
3
1
5
4
0
4
50
Yes
Travel_Rarely
410
Sales
28
3
Marketing
1
2,055
4
Male
39
2
3
Sales Executive
1
Divorced
10,854
16,586
4
Y
Yes
13
3
2
80
1
20
3
3
3
2
2
0
39
No
Travel_Rarely
722
Sales
24
1
Marketing
1
2,056
2
Female
60
2
4
Sales Executive
4
Married
12,031
8,828
0
Y
No
11
3
1
80
1
21
2
2
20
9
9
6
31
No
Non-Travel
325
Research & Development
5
3
Medical
1
2,057
2
Male
74
3
2
Manufacturing Director
1
Single
9,936
3,787
0
Y
No
19
3
2
80
0
10
2
3
9
4
1
7
26
No
Travel_Rarely
1,167
Sales
5
3
Other
1
2,060
4
Female
30
2
1
Sales Representative
3
Single
2,966
21,378
0
Y
No
18
3
4
80
0
5
2
3
4
2
0
0
36
No
Travel_Frequently
884
Research & Development
23
2
Medical
1
2,061
3
Male
41
4
2
Laboratory Technician
4
Married
2,571
12,290
4
Y
No
17
3
3
80
1
17
3
3
5
2
0
3
39
No
Travel_Rarely
613
Research & Development
6
1
Medical
1
2,062
4
Male
42
2
3
Healthcare Representative
1
Married
9,991
21,457
4
Y
No
15
3
1
80
1
9
5
3
7
7
1
7
27
No
Travel_Rarely
155
Research & Development
4
3
Life Sciences
1
2,064
2
Male
87
4
2
Manufacturing Director
2
Married
6,142
5,174
1
Y
Yes
20
4
2
80
1
6
0
3
6
2
0
3
49
No
Travel_Frequently
1,023
Sales
2
3
Medical
1
2,065
4
Male
63
2
2
Sales Executive
2
Married
5,390
13,243
2
Y
No
14
3
4
80
0
17
3
2
9
6
0
8
34
No
Travel_Rarely
628
Research & Development
8
3
Medical
1
2,068
2
Male
82
4
2
Laboratory Technician
3
Married
4,404
10,228
2
Y
No
12
3
1
80
0
6
3
4
4
3
1
2