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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
51 |
Yes
|
Travel_Rarely
| 330 |
Hardware
| 47 | 3 |
Technical Degree
| 1 | 701 | 1 |
Female
| 106 | 2 | 1 |
Sales Representative
| 4 |
Married
| 37,847 | 870,481 | 2 |
Y
|
Yes
| 12 | 4 | 2 | 80 | 3 | 18 | 2 | 2 | 11 | 1 | 1 | 8 |
30 |
No
|
Travel_Rarely
| 266 |
Sales
| 40 | 4 |
Life Sciences
| 1 | 702 | 1 |
Male
| 120 | 1 | 5 |
Sales Executive
| 2 |
Divorced
| 22,238 | 111,190 | 4 |
Y
|
No
| 33 | 3 | 3 | 80 | 2 | 10 | 6 | 3 | 10 | 10 | 10 | 8 |
51 |
No
|
Non-Travel
| 318 |
Research & Development
| 48 | 4 |
Life Sciences
| 1 | 703 | 2 |
Female
| 157 | 1 | 1 |
Research Director
| 1 |
Married
| 6,235 | 149,640 | 6 |
Y
|
Yes
| 6 | 2 | 4 | 80 | 1 | 23 | 5 | 3 | 16 | 14 | 4 | 16 |
42 |
No
|
Travel_Rarely
| 1,486 |
Support
| 33 | 1 |
Medical
| 1 | 704 | 3 |
Female
| 100 | 4 | 3 |
Healthcare Representative
| 3 |
Married
| 16,582 | 447,714 | 4 |
Y
|
Yes
| 49 | 1 | 3 | 80 | 1 | 14 | 1 | 4 | 1 | 1 | 1 | 1 |
22 |
No
|
Travel_Rarely
| 582 |
Research & Development
| 3 | 3 |
Medical
| 1 | 705 | 3 |
Male
| 93 | 3 | 1 |
Sales Executive
| 2 |
Divorced
| 41,545 | 1,038,625 | 8 |
Y
|
No
| 38 | 1 | 2 | 80 | 1 | 6 | 1 | 2 | 1 | 1 | 1 | 1 |
18 |
No
|
Travel_Rarely
| 829 |
Support
| 13 | 4 |
Human Resources
| 1 | 706 | 1 |
Female
| 44 | 3 | 1 |
Research Director
| 1 |
Single
| 5,161 | 67,093 | 6 |
Y
|
No
| 18 | 1 | 1 | 80 | 3 | 14 | 1 | 4 | 14 | 2 | 12 | 2 |
59 |
Yes
|
Travel_Frequently
| 445 |
Sales
| 46 | 1 |
Other
| 1 | 707 | 1 |
Female
| 192 | 2 | 1 |
Human Resources
| 2 |
Single
| 45,572 | 1,230,444 | 6 |
Y
|
No
| 21 | 3 | 2 | 80 | 4 | 8 | 6 | 2 | 1 | 1 | 1 | 1 |
41 |
Yes
|
Travel_Rarely
| 670 |
Research & Development
| 27 | 3 |
Technical Degree
| 1 | 708 | 4 |
Male
| 44 | 4 | 1 |
Healthcare Representative
| 1 |
Single
| 5,948 | 113,012 | 6 |
Y
|
Yes
| 5 | 1 | 1 | 80 | 1 | 5 | 2 | 1 | 3 | 1 | 2 | 3 |
52 |
No
|
Travel_Rarely
| 1,258 |
Research & Development
| 15 | 3 |
Marketing
| 1 | 709 | 4 |
Female
| 74 | 2 | 4 |
Developer
| 2 |
Divorced
| 5,440 | 70,720 | 5 |
Y
|
Yes
| 43 | 1 | 4 | 80 | 2 | 17 | 5 | 4 | 1 | 1 | 1 | 1 |
59 |
Yes
|
Travel_Rarely
| 1,070 |
Software
| 10 | 5 |
Technical Degree
| 1 | 710 | 1 |
Female
| 103 | 3 | 2 |
Human Resources
| 4 |
Divorced
| 44,279 | 1,018,417 | 3 |
Y
|
No
| 37 | 3 | 3 | 80 | 1 | 11 | 2 | 2 | 6 | 3 | 1 | 6 |
52 |
No
|
Travel_Rarely
| 1,332 |
Hardware
| 30 | 4 |
Life Sciences
| 1 | 711 | 4 |
Male
| 176 | 1 | 2 |
Healthcare Representative
| 4 |
Married
| 49,438 | 741,570 | 1 |
Y
|
Yes
| 36 | 4 | 3 | 80 | 2 | 25 | 5 | 2 | 4 | 1 | 2 | 1 |
20 |
No
|
Travel_Rarely
| 326 |
Sales
| 10 | 5 |
Medical
| 1 | 712 | 2 |
Female
| 88 | 2 | 5 |
Manager
| 1 |
Single
| 39,454 | 907,442 | 5 |
Y
|
Yes
| 12 | 2 | 2 | 80 | 2 | 19 | 6 | 4 | 1 | 1 | 1 | 1 |
35 |
No
|
Travel_Rarely
| 1,271 |
Human Resources
| 2 | 3 |
Life Sciences
| 1 | 713 | 2 |
Female
| 118 | 4 | 1 |
Manufacturing Director
| 2 |
Single
| 10,863 | 119,493 | 7 |
Y
|
Yes
| 3 | 4 | 3 | 80 | 2 | 10 | 3 | 4 | 4 | 2 | 3 | 3 |
54 |
No
|
Travel_Frequently
| 697 |
Hardware
| 30 | 1 |
Technical Degree
| 1 | 714 | 3 |
Male
| 180 | 1 | 1 |
Sales Executive
| 3 |
Single
| 46,989 | 281,934 | 0 |
Y
|
No
| 27 | 2 | 1 | 80 | 1 | 33 | 4 | 4 | 8 | 8 | 4 | 8 |
40 |
Yes
|
Travel_Rarely
| 1,272 |
Hardware
| 19 | 4 |
Marketing
| 1 | 715 | 1 |
Male
| 66 | 3 | 3 |
Research Scientist
| 4 |
Divorced
| 48,309 | 1,304,343 | 5 |
Y
|
No
| 7 | 2 | 4 | 80 | 2 | 25 | 6 | 4 | 24 | 9 | 16 | 17 |
54 |
Yes
|
Travel_Rarely
| 691 |
Research & Development
| 1 | 2 |
Human Resources
| 1 | 716 | 4 |
Female
| 123 | 4 | 4 |
Human Resources
| 4 |
Divorced
| 23,737 | 617,162 | 5 |
Y
|
No
| 46 | 4 | 4 | 80 | 4 | 37 | 3 | 2 | 17 | 11 | 1 | 11 |
20 |
Yes
|
Non-Travel
| 343 |
Software
| 43 | 3 |
Medical
| 1 | 717 | 3 |
Female
| 133 | 4 | 3 |
Developer
| 1 |
Married
| 33,337 | 766,751 | 0 |
Y
|
No
| 23 | 3 | 2 | 80 | 1 | 3 | 1 | 4 | 2 | 1 | 1 | 2 |
28 |
No
|
Travel_Rarely
| 494 |
Software
| 20 | 2 |
Technical Degree
| 1 | 718 | 3 |
Male
| 66 | 1 | 4 |
Research Director
| 1 |
Divorced
| 45,537 | 273,222 | 8 |
Y
|
No
| 36 | 3 | 3 | 80 | 2 | 2 | 3 | 1 | 1 | 1 | 1 | 1 |
50 |
No
|
Non-Travel
| 707 |
Software
| 25 | 5 |
Other
| 1 | 719 | 1 |
Male
| 70 | 1 | 2 |
Research Director
| 3 |
Single
| 28,964 | 115,856 | 3 |
Y
|
Yes
| 0 | 1 | 1 | 80 | 3 | 22 | 5 | 3 | 14 | 7 | 3 | 7 |
46 |
No
|
Travel_Frequently
| 1,228 |
Support
| 20 | 5 |
Human Resources
| 1 | 720 | 3 |
Female
| 34 | 4 | 4 |
Manufacturing Director
| 2 |
Divorced
| 19,587 | 97,935 | 2 |
Y
|
Yes
| 17 | 1 | 2 | 80 | 4 | 21 | 4 | 1 | 2 | 2 | 2 | 1 |
41 |
No
|
Travel_Frequently
| 1,428 |
Research & Development
| 6 | 3 |
Medical
| 1 | 721 | 2 |
Male
| 191 | 1 | 4 |
Healthcare Representative
| 2 |
Single
| 44,916 | 44,916 | 1 |
Y
|
Yes
| 28 | 1 | 1 | 80 | 1 | 18 | 6 | 1 | 13 | 13 | 8 | 1 |
47 |
No
|
Travel_Rarely
| 106 |
Human Resources
| 8 | 1 |
Human Resources
| 1 | 722 | 3 |
Male
| 200 | 2 | 3 |
Developer
| 3 |
Divorced
| 46,243 | 1,202,318 | 6 |
Y
|
Yes
| 15 | 2 | 4 | 80 | 1 | 33 | 3 | 3 | 10 | 7 | 1 | 3 |
19 |
Yes
|
Travel_Rarely
| 635 |
Sales
| 36 | 3 |
Medical
| 1 | 723 | 1 |
Male
| 57 | 2 | 5 |
Laboratory Technician
| 2 |
Single
| 18,070 | 433,680 | 2 |
Y
|
Yes
| 12 | 2 | 2 | 80 | 4 | 19 | 1 | 1 | 7 | 6 | 5 | 5 |
36 |
Yes
|
Travel_Frequently
| 689 |
Human Resources
| 11 | 1 |
Human Resources
| 1 | 724 | 1 |
Male
| 124 | 1 | 2 |
Developer
| 2 |
Divorced
| 47,409 | 616,317 | 3 |
Y
|
No
| 16 | 3 | 2 | 80 | 3 | 24 | 2 | 2 | 4 | 2 | 4 | 4 |
39 |
No
|
Travel_Frequently
| 891 |
Human Resources
| 42 | 1 |
Medical
| 1 | 725 | 3 |
Female
| 46 | 1 | 3 |
Manager
| 2 |
Divorced
| 29,032 | 696,768 | 1 |
Y
|
Yes
| 11 | 4 | 4 | 80 | 2 | 35 | 2 | 2 | 29 | 26 | 27 | 28 |
54 |
Yes
|
Non-Travel
| 385 |
Hardware
| 13 | 3 |
Medical
| 1 | 726 | 4 |
Male
| 65 | 1 | 4 |
Sales Representative
| 4 |
Married
| 41,219 | 82,438 | 1 |
Y
|
No
| 12 | 3 | 3 | 80 | 1 | 18 | 2 | 4 | 10 | 9 | 7 | 9 |
53 |
No
|
Non-Travel
| 1,360 |
Software
| 19 | 3 |
Medical
| 1 | 727 | 3 |
Male
| 37 | 1 | 4 |
Manager
| 4 |
Single
| 28,284 | 226,272 | 3 |
Y
|
Yes
| 7 | 2 | 4 | 80 | 1 | 22 | 4 | 3 | 18 | 12 | 5 | 4 |
40 |
Yes
|
Travel_Rarely
| 332 |
Human Resources
| 23 | 2 |
Marketing
| 1 | 728 | 1 |
Female
| 45 | 3 | 3 |
Healthcare Representative
| 2 |
Married
| 5,198 | 109,158 | 1 |
Y
|
Yes
| 18 | 3 | 3 | 80 | 4 | 24 | 1 | 1 | 9 | 8 | 7 | 4 |
21 |
No
|
Travel_Rarely
| 1,436 |
Hardware
| 39 | 2 |
Technical Degree
| 1 | 729 | 4 |
Male
| 64 | 4 | 1 |
Human Resources
| 4 |
Married
| 7,839 | 109,746 | 6 |
Y
|
No
| 6 | 4 | 3 | 80 | 1 | 27 | 3 | 2 | 13 | 7 | 11 | 10 |
20 |
Yes
|
Travel_Rarely
| 477 |
Software
| 3 | 1 |
Medical
| 1 | 730 | 3 |
Female
| 46 | 3 | 5 |
Research Scientist
| 2 |
Single
| 32,586 | 130,344 | 0 |
Y
|
Yes
| 35 | 2 | 4 | 80 | 4 | 29 | 5 | 3 | 5 | 4 | 5 | 3 |
48 |
No
|
Travel_Frequently
| 192 |
Hardware
| 28 | 3 |
Marketing
| 1 | 731 | 1 |
Male
| 170 | 4 | 4 |
Research Scientist
| 4 |
Single
| 16,841 | 168,410 | 7 |
Y
|
No
| 8 | 2 | 1 | 80 | 4 | 30 | 5 | 3 | 1 | 1 | 1 | 1 |
36 |
No
|
Travel_Rarely
| 490 |
Human Resources
| 5 | 3 |
Human Resources
| 1 | 732 | 3 |
Male
| 161 | 1 | 5 |
Research Scientist
| 3 |
Single
| 49,007 | 784,112 | 0 |
Y
|
No
| 1 | 4 | 3 | 80 | 1 | 2 | 3 | 4 | 1 | 1 | 1 | 1 |
47 |
Yes
|
Travel_Rarely
| 186 |
Hardware
| 40 | 2 |
Marketing
| 1 | 733 | 1 |
Male
| 135 | 2 | 2 |
Healthcare Representative
| 3 |
Single
| 32,053 | 641,060 | 8 |
Y
|
Yes
| 8 | 4 | 1 | 80 | 3 | 19 | 4 | 4 | 9 | 8 | 1 | 8 |
59 |
No
|
Travel_Rarely
| 861 |
Software
| 26 | 2 |
Technical Degree
| 1 | 734 | 4 |
Male
| 80 | 3 | 2 |
Human Resources
| 3 |
Divorced
| 19,193 | 326,281 | 5 |
Y
|
No
| 31 | 3 | 2 | 80 | 2 | 9 | 6 | 4 | 6 | 4 | 3 | 6 |
50 |
No
|
Non-Travel
| 711 |
Support
| 34 | 4 |
Medical
| 1 | 735 | 1 |
Male
| 131 | 3 | 5 |
Sales Executive
| 4 |
Single
| 6,652 | 152,996 | 6 |
Y
|
Yes
| 8 | 3 | 2 | 80 | 4 | 31 | 4 | 3 | 22 | 20 | 6 | 13 |
42 |
No
|
Non-Travel
| 278 |
Human Resources
| 16 | 3 |
Medical
| 1 | 736 | 1 |
Male
| 51 | 3 | 3 |
Manager
| 1 |
Single
| 35,913 | 502,782 | 4 |
Y
|
Yes
| 26 | 1 | 4 | 80 | 4 | 6 | 4 | 3 | 6 | 1 | 5 | 4 |
60 |
No
|
Travel_Frequently
| 911 |
Hardware
| 27 | 1 |
Human Resources
| 1 | 737 | 1 |
Male
| 178 | 1 | 1 |
Healthcare Representative
| 2 |
Single
| 33,299 | 166,495 | 3 |
Y
|
No
| 16 | 1 | 1 | 80 | 3 | 27 | 2 | 2 | 12 | 6 | 10 | 2 |
44 |
No
|
Travel_Rarely
| 1,148 |
Hardware
| 1 | 5 |
Other
| 1 | 738 | 1 |
Male
| 59 | 2 | 3 |
Sales Executive
| 3 |
Single
| 45,837 | 183,348 | 2 |
Y
|
No
| 14 | 3 | 4 | 80 | 1 | 26 | 6 | 4 | 23 | 17 | 5 | 18 |
24 |
Yes
|
Non-Travel
| 1,358 |
Software
| 2 | 2 |
Technical Degree
| 1 | 739 | 4 |
Female
| 55 | 1 | 3 |
Sales Executive
| 1 |
Single
| 19,892 | 278,488 | 7 |
Y
|
No
| 41 | 2 | 3 | 80 | 3 | 7 | 3 | 2 | 3 | 3 | 1 | 1 |
38 |
Yes
|
Travel_Frequently
| 468 |
Support
| 50 | 5 |
Medical
| 1 | 740 | 2 |
Male
| 128 | 2 | 4 |
Human Resources
| 1 |
Married
| 29,486 | 560,234 | 4 |
Y
|
Yes
| 29 | 3 | 4 | 80 | 3 | 8 | 4 | 3 | 8 | 5 | 3 | 6 |
31 |
Yes
|
Travel_Frequently
| 1,403 |
Support
| 7 | 1 |
Medical
| 1 | 741 | 2 |
Male
| 168 | 4 | 5 |
Research Director
| 2 |
Married
| 38,956 | 38,956 | 8 |
Y
|
No
| 35 | 2 | 3 | 80 | 1 | 7 | 1 | 2 | 4 | 2 | 4 | 2 |
46 |
Yes
|
Travel_Frequently
| 1,010 |
Research & Development
| 17 | 2 |
Human Resources
| 1 | 742 | 2 |
Female
| 106 | 2 | 2 |
Sales Representative
| 1 |
Single
| 14,980 | 29,960 | 7 |
Y
|
Yes
| 21 | 3 | 4 | 80 | 2 | 27 | 2 | 2 | 27 | 9 | 19 | 16 |
28 |
No
|
Non-Travel
| 1,195 |
Research & Development
| 2 | 5 |
Human Resources
| 1 | 743 | 4 |
Female
| 170 | 2 | 5 |
Laboratory Technician
| 4 |
Single
| 24,101 | 409,717 | 2 |
Y
|
Yes
| 15 | 2 | 3 | 80 | 1 | 36 | 6 | 4 | 12 | 8 | 3 | 4 |
21 |
No
|
Travel_Rarely
| 1,100 |
Human Resources
| 12 | 4 |
Other
| 1 | 744 | 1 |
Female
| 58 | 1 | 2 |
Developer
| 2 |
Divorced
| 17,760 | 337,440 | 2 |
Y
|
Yes
| 28 | 3 | 4 | 80 | 3 | 21 | 4 | 4 | 3 | 1 | 2 | 3 |
22 |
No
|
Travel_Rarely
| 804 |
Software
| 26 | 5 |
Marketing
| 1 | 745 | 2 |
Female
| 36 | 4 | 1 |
Laboratory Technician
| 2 |
Single
| 49,495 | 1,385,860 | 3 |
Y
|
No
| 41 | 1 | 4 | 80 | 2 | 24 | 1 | 1 | 17 | 15 | 6 | 1 |
52 |
No
|
Non-Travel
| 1,482 |
Software
| 49 | 3 |
Other
| 1 | 746 | 3 |
Male
| 38 | 3 | 3 |
Sales Executive
| 4 |
Divorced
| 10,971 | 263,304 | 7 |
Y
|
Yes
| 23 | 1 | 1 | 80 | 4 | 35 | 4 | 3 | 33 | 17 | 13 | 32 |
44 |
No
|
Travel_Frequently
| 407 |
Software
| 10 | 2 |
Marketing
| 1 | 747 | 3 |
Male
| 110 | 2 | 1 |
Sales Representative
| 1 |
Married
| 40,772 | 1,182,388 | 6 |
Y
|
No
| 8 | 4 | 4 | 80 | 4 | 31 | 4 | 1 | 6 | 5 | 4 | 5 |
33 |
No
|
Non-Travel
| 845 |
Research & Development
| 19 | 4 |
Medical
| 1 | 748 | 1 |
Female
| 123 | 1 | 1 |
Developer
| 3 |
Married
| 43,702 | 1,136,252 | 8 |
Y
|
No
| 42 | 3 | 4 | 80 | 4 | 23 | 6 | 4 | 11 | 6 | 8 | 11 |
50 |
No
|
Travel_Rarely
| 293 |
Sales
| 29 | 2 |
Other
| 1 | 749 | 2 |
Male
| 130 | 3 | 3 |
Manufacturing Director
| 1 |
Single
| 28,330 | 623,260 | 0 |
Y
|
No
| 8 | 2 | 1 | 80 | 3 | 17 | 4 | 2 | 7 | 5 | 5 | 1 |
40 |
Yes
|
Non-Travel
| 992 |
Software
| 37 | 5 |
Other
| 1 | 750 | 1 |
Male
| 68 | 3 | 4 |
Research Director
| 3 |
Divorced
| 36,760 | 661,680 | 2 |
Y
|
No
| 45 | 3 | 3 | 80 | 3 | 40 | 1 | 2 | 31 | 26 | 6 | 20 |
41 |
No
|
Travel_Frequently
| 1,155 |
Support
| 41 | 5 |
Other
| 1 | 751 | 4 |
Male
| 171 | 3 | 1 |
Laboratory Technician
| 3 |
Divorced
| 16,447 | 16,447 | 3 |
Y
|
No
| 29 | 4 | 3 | 80 | 4 | 25 | 1 | 4 | 4 | 1 | 4 | 3 |
24 |
Yes
|
Non-Travel
| 928 |
Hardware
| 8 | 1 |
Technical Degree
| 1 | 752 | 1 |
Female
| 65 | 4 | 2 |
Healthcare Representative
| 1 |
Single
| 48,177 | 1,204,425 | 1 |
Y
|
No
| 18 | 1 | 2 | 80 | 4 | 12 | 5 | 4 | 4 | 2 | 4 | 1 |
46 |
No
|
Non-Travel
| 1,301 |
Research & Development
| 45 | 4 |
Human Resources
| 1 | 753 | 1 |
Male
| 170 | 3 | 3 |
Sales Executive
| 3 |
Married
| 4,156 | 54,028 | 1 |
Y
|
Yes
| 48 | 3 | 3 | 80 | 3 | 23 | 3 | 3 | 13 | 7 | 5 | 9 |
26 |
No
|
Travel_Rarely
| 161 |
Software
| 24 | 4 |
Medical
| 1 | 754 | 1 |
Female
| 181 | 2 | 2 |
Healthcare Representative
| 3 |
Divorced
| 13,121 | 249,299 | 1 |
Y
|
No
| 8 | 3 | 2 | 80 | 4 | 16 | 1 | 1 | 14 | 3 | 13 | 7 |
47 |
Yes
|
Travel_Frequently
| 375 |
Support
| 27 | 1 |
Marketing
| 1 | 755 | 4 |
Female
| 30 | 2 | 2 |
Healthcare Representative
| 3 |
Divorced
| 6,312 | 126,240 | 1 |
Y
|
No
| 34 | 1 | 2 | 80 | 2 | 12 | 1 | 4 | 8 | 2 | 8 | 5 |
34 |
Yes
|
Travel_Rarely
| 988 |
Sales
| 7 | 2 |
Life Sciences
| 1 | 756 | 3 |
Female
| 195 | 3 | 4 |
Laboratory Technician
| 4 |
Single
| 25,421 | 610,104 | 2 |
Y
|
Yes
| 26 | 2 | 4 | 80 | 4 | 30 | 6 | 2 | 16 | 6 | 14 | 14 |
39 |
No
|
Travel_Rarely
| 1,299 |
Sales
| 32 | 3 |
Life Sciences
| 1 | 757 | 2 |
Male
| 136 | 4 | 5 |
Manufacturing Director
| 4 |
Married
| 35,796 | 143,184 | 8 |
Y
|
No
| 12 | 4 | 2 | 80 | 4 | 11 | 5 | 4 | 3 | 3 | 1 | 3 |
22 |
Yes
|
Travel_Rarely
| 1,340 |
Sales
| 8 | 4 |
Marketing
| 1 | 758 | 4 |
Female
| 72 | 2 | 5 |
Sales Representative
| 2 |
Married
| 40,368 | 363,312 | 8 |
Y
|
No
| 25 | 2 | 2 | 80 | 2 | 34 | 6 | 3 | 14 | 6 | 10 | 3 |
58 |
Yes
|
Travel_Rarely
| 1,140 |
Research & Development
| 27 | 1 |
Life Sciences
| 1 | 759 | 1 |
Female
| 86 | 3 | 2 |
Sales Executive
| 1 |
Divorced
| 20,287 | 263,731 | 7 |
Y
|
Yes
| 15 | 1 | 2 | 80 | 1 | 8 | 6 | 2 | 4 | 1 | 2 | 3 |
28 |
No
|
Non-Travel
| 893 |
Human Resources
| 19 | 3 |
Marketing
| 1 | 760 | 2 |
Female
| 149 | 4 | 1 |
Sales Representative
| 2 |
Divorced
| 41,006 | 902,132 | 4 |
Y
|
Yes
| 16 | 4 | 1 | 80 | 2 | 38 | 3 | 4 | 37 | 1 | 34 | 26 |
51 |
No
|
Non-Travel
| 1,121 |
Research & Development
| 24 | 3 |
Technical Degree
| 1 | 761 | 4 |
Female
| 171 | 4 | 1 |
Laboratory Technician
| 2 |
Divorced
| 39,543 | 672,231 | 2 |
Y
|
Yes
| 8 | 2 | 3 | 80 | 1 | 1 | 3 | 3 | 1 | 1 | 1 | 1 |
23 |
No
|
Non-Travel
| 1,495 |
Hardware
| 9 | 2 |
Human Resources
| 1 | 762 | 2 |
Male
| 142 | 2 | 5 |
Manufacturing Director
| 2 |
Married
| 22,575 | 541,800 | 6 |
Y
|
No
| 13 | 4 | 4 | 80 | 2 | 17 | 3 | 2 | 9 | 3 | 4 | 6 |
48 |
No
|
Travel_Rarely
| 555 |
Support
| 27 | 1 |
Human Resources
| 1 | 763 | 3 |
Female
| 91 | 4 | 1 |
Healthcare Representative
| 1 |
Married
| 31,624 | 158,120 | 1 |
Y
|
Yes
| 42 | 4 | 1 | 80 | 4 | 32 | 5 | 1 | 9 | 3 | 6 | 6 |
59 |
Yes
|
Travel_Frequently
| 110 |
Hardware
| 14 | 3 |
Life Sciences
| 1 | 764 | 4 |
Female
| 84 | 2 | 3 |
Manufacturing Director
| 1 |
Married
| 12,313 | 221,634 | 3 |
Y
|
Yes
| 33 | 1 | 2 | 80 | 4 | 37 | 5 | 3 | 12 | 11 | 12 | 10 |
47 |
Yes
|
Travel_Frequently
| 1,445 |
Software
| 9 | 4 |
Marketing
| 1 | 765 | 1 |
Male
| 178 | 2 | 5 |
Developer
| 1 |
Divorced
| 29,005 | 551,095 | 5 |
Y
|
No
| 27 | 4 | 2 | 80 | 1 | 37 | 1 | 2 | 18 | 13 | 12 | 1 |
33 |
Yes
|
Travel_Rarely
| 858 |
Software
| 45 | 5 |
Technical Degree
| 1 | 766 | 4 |
Female
| 154 | 3 | 2 |
Laboratory Technician
| 1 |
Married
| 4,295 | 120,260 | 0 |
Y
|
No
| 19 | 2 | 3 | 80 | 4 | 34 | 2 | 3 | 2 | 1 | 2 | 2 |
26 |
No
|
Travel_Frequently
| 413 |
Research & Development
| 23 | 4 |
Technical Degree
| 1 | 767 | 1 |
Male
| 64 | 1 | 2 |
Healthcare Representative
| 4 |
Divorced
| 47,999 | 767,984 | 5 |
Y
|
No
| 25 | 2 | 1 | 80 | 4 | 32 | 1 | 3 | 3 | 2 | 2 | 2 |
43 |
Yes
|
Travel_Frequently
| 219 |
Software
| 44 | 3 |
Technical Degree
| 1 | 768 | 2 |
Female
| 34 | 2 | 5 |
Sales Executive
| 3 |
Single
| 1,496 | 23,936 | 3 |
Y
|
No
| 48 | 3 | 4 | 80 | 2 | 9 | 3 | 1 | 7 | 6 | 5 | 2 |
18 |
Yes
|
Travel_Rarely
| 1,018 |
Software
| 4 | 4 |
Medical
| 1 | 769 | 2 |
Male
| 151 | 4 | 5 |
Manufacturing Director
| 1 |
Divorced
| 17,448 | 104,688 | 0 |
Y
|
No
| 29 | 1 | 3 | 80 | 2 | 11 | 3 | 3 | 1 | 1 | 1 | 1 |
23 |
Yes
|
Travel_Frequently
| 709 |
Sales
| 21 | 2 |
Technical Degree
| 1 | 770 | 3 |
Male
| 145 | 1 | 1 |
Human Resources
| 3 |
Divorced
| 19,777 | 39,554 | 2 |
Y
|
Yes
| 4 | 3 | 2 | 80 | 2 | 35 | 3 | 2 | 34 | 18 | 22 | 32 |
29 |
Yes
|
Travel_Frequently
| 1,401 |
Hardware
| 4 | 1 |
Human Resources
| 1 | 771 | 1 |
Male
| 36 | 1 | 3 |
Manager
| 1 |
Single
| 45,103 | 360,824 | 5 |
Y
|
No
| 32 | 1 | 3 | 80 | 4 | 3 | 3 | 1 | 1 | 1 | 1 | 1 |
23 |
No
|
Travel_Frequently
| 776 |
Software
| 11 | 3 |
Technical Degree
| 1 | 772 | 4 |
Male
| 164 | 4 | 3 |
Sales Representative
| 2 |
Divorced
| 20,956 | 502,944 | 0 |
Y
|
No
| 4 | 1 | 3 | 80 | 3 | 14 | 6 | 4 | 3 | 2 | 1 | 3 |
42 |
Yes
|
Non-Travel
| 838 |
Human Resources
| 47 | 1 |
Other
| 1 | 773 | 1 |
Female
| 34 | 3 | 5 |
Manufacturing Director
| 1 |
Married
| 32,639 | 293,751 | 5 |
Y
|
Yes
| 1 | 2 | 4 | 80 | 3 | 10 | 5 | 1 | 6 | 1 | 6 | 3 |
27 |
Yes
|
Non-Travel
| 122 |
Support
| 33 | 2 |
Life Sciences
| 1 | 774 | 3 |
Male
| 191 | 3 | 5 |
Manufacturing Director
| 4 |
Single
| 4,687 | 70,305 | 1 |
Y
|
Yes
| 45 | 3 | 4 | 80 | 1 | 3 | 4 | 2 | 1 | 1 | 1 | 1 |
23 |
Yes
|
Travel_Rarely
| 445 |
Human Resources
| 2 | 4 |
Medical
| 1 | 775 | 2 |
Female
| 192 | 2 | 3 |
Manufacturing Director
| 4 |
Married
| 12,741 | 25,482 | 2 |
Y
|
Yes
| 25 | 4 | 4 | 80 | 1 | 9 | 1 | 2 | 6 | 5 | 3 | 1 |
52 |
Yes
|
Travel_Rarely
| 1,130 |
Hardware
| 49 | 3 |
Human Resources
| 1 | 776 | 1 |
Male
| 38 | 1 | 3 |
Healthcare Representative
| 2 |
Single
| 1,303 | 16,939 | 4 |
Y
|
No
| 18 | 4 | 1 | 80 | 4 | 30 | 6 | 4 | 7 | 5 | 4 | 5 |
48 |
Yes
|
Travel_Rarely
| 279 |
Hardware
| 6 | 1 |
Human Resources
| 1 | 777 | 4 |
Female
| 134 | 1 | 5 |
Manager
| 4 |
Married
| 44,194 | 530,328 | 4 |
Y
|
Yes
| 21 | 1 | 4 | 80 | 4 | 3 | 5 | 3 | 3 | 2 | 2 | 2 |
34 |
No
|
Travel_Rarely
| 1,454 |
Sales
| 33 | 2 |
Technical Degree
| 1 | 778 | 4 |
Female
| 41 | 3 | 5 |
Developer
| 4 |
Divorced
| 20,327 | 589,483 | 2 |
Y
|
Yes
| 44 | 3 | 1 | 80 | 3 | 34 | 1 | 1 | 21 | 21 | 10 | 5 |
48 |
Yes
|
Non-Travel
| 1,024 |
Research & Development
| 3 | 5 |
Other
| 1 | 779 | 1 |
Female
| 190 | 3 | 5 |
Laboratory Technician
| 1 |
Divorced
| 13,422 | 187,908 | 5 |
Y
|
No
| 5 | 4 | 2 | 80 | 3 | 8 | 4 | 1 | 7 | 3 | 3 | 2 |
55 |
Yes
|
Non-Travel
| 1,191 |
Sales
| 23 | 1 |
Life Sciences
| 1 | 780 | 1 |
Female
| 160 | 1 | 5 |
Sales Executive
| 2 |
Married
| 21,833 | 436,660 | 1 |
Y
|
Yes
| 0 | 4 | 2 | 80 | 3 | 34 | 5 | 2 | 6 | 1 | 6 | 1 |
22 |
No
|
Travel_Rarely
| 572 |
Sales
| 46 | 3 |
Other
| 1 | 781 | 2 |
Female
| 41 | 1 | 2 |
Developer
| 3 |
Single
| 3,413 | 17,065 | 0 |
Y
|
Yes
| 30 | 2 | 2 | 80 | 3 | 9 | 1 | 2 | 8 | 5 | 7 | 6 |
20 |
Yes
|
Travel_Rarely
| 781 |
Human Resources
| 3 | 1 |
Technical Degree
| 1 | 782 | 3 |
Male
| 160 | 4 | 4 |
Laboratory Technician
| 1 |
Married
| 40,350 | 605,250 | 2 |
Y
|
No
| 6 | 3 | 2 | 80 | 4 | 22 | 2 | 3 | 13 | 11 | 10 | 4 |
18 |
No
|
Non-Travel
| 1,414 |
Hardware
| 22 | 1 |
Other
| 1 | 783 | 1 |
Female
| 68 | 4 | 5 |
Sales Representative
| 1 |
Divorced
| 3,455 | 20,730 | 6 |
Y
|
Yes
| 20 | 2 | 4 | 80 | 3 | 9 | 1 | 2 | 3 | 1 | 1 | 1 |
30 |
No
|
Travel_Frequently
| 1,143 |
Human Resources
| 36 | 1 |
Marketing
| 1 | 784 | 2 |
Male
| 127 | 3 | 1 |
Manager
| 1 |
Married
| 3,488 | 13,952 | 3 |
Y
|
No
| 34 | 3 | 2 | 80 | 4 | 18 | 1 | 2 | 6 | 2 | 6 | 5 |
49 |
No
|
Travel_Frequently
| 229 |
Hardware
| 6 | 5 |
Human Resources
| 1 | 785 | 4 |
Male
| 151 | 2 | 5 |
Developer
| 4 |
Divorced
| 45,635 | 182,540 | 2 |
Y
|
Yes
| 29 | 3 | 3 | 80 | 4 | 2 | 1 | 1 | 2 | 2 | 1 | 1 |
32 |
Yes
|
Travel_Frequently
| 1,100 |
Human Resources
| 49 | 1 |
Life Sciences
| 1 | 786 | 2 |
Female
| 82 | 1 | 3 |
Manufacturing Director
| 3 |
Single
| 49,983 | 649,779 | 6 |
Y
|
Yes
| 20 | 4 | 4 | 80 | 2 | 6 | 4 | 3 | 6 | 6 | 5 | 3 |
48 |
No
|
Travel_Frequently
| 1,497 |
Support
| 39 | 5 |
Technical Degree
| 1 | 787 | 4 |
Female
| 172 | 3 | 2 |
Developer
| 2 |
Single
| 16,539 | 231,546 | 5 |
Y
|
No
| 37 | 2 | 3 | 80 | 1 | 40 | 6 | 1 | 8 | 4 | 4 | 5 |
56 |
No
|
Travel_Frequently
| 111 |
Hardware
| 50 | 5 |
Medical
| 1 | 788 | 1 |
Female
| 87 | 1 | 5 |
Manager
| 3 |
Married
| 14,334 | 315,348 | 5 |
Y
|
No
| 20 | 2 | 1 | 80 | 4 | 13 | 5 | 3 | 4 | 3 | 4 | 1 |
30 |
Yes
|
Non-Travel
| 626 |
Human Resources
| 49 | 3 |
Other
| 1 | 789 | 1 |
Female
| 156 | 4 | 1 |
Sales Executive
| 4 |
Divorced
| 5,072 | 147,088 | 4 |
Y
|
Yes
| 26 | 1 | 3 | 80 | 4 | 21 | 6 | 3 | 20 | 17 | 2 | 12 |
26 |
No
|
Non-Travel
| 655 |
Human Resources
| 2 | 1 |
Human Resources
| 1 | 790 | 2 |
Male
| 51 | 2 | 2 |
Developer
| 3 |
Divorced
| 7,742 | 154,840 | 4 |
Y
|
No
| 15 | 1 | 2 | 80 | 2 | 30 | 2 | 1 | 29 | 18 | 9 | 15 |
26 |
Yes
|
Non-Travel
| 110 |
Hardware
| 49 | 2 |
Technical Degree
| 1 | 791 | 2 |
Female
| 85 | 1 | 1 |
Sales Executive
| 1 |
Divorced
| 9,861 | 295,830 | 2 |
Y
|
Yes
| 26 | 4 | 4 | 80 | 1 | 3 | 4 | 1 | 3 | 1 | 2 | 1 |
52 |
Yes
|
Travel_Frequently
| 776 |
Sales
| 21 | 4 |
Medical
| 1 | 792 | 4 |
Female
| 175 | 3 | 1 |
Research Director
| 3 |
Divorced
| 37,519 | 450,228 | 2 |
Y
|
No
| 32 | 1 | 2 | 80 | 3 | 4 | 4 | 3 | 1 | 1 | 1 | 1 |
48 |
No
|
Non-Travel
| 725 |
Human Resources
| 8 | 1 |
Human Resources
| 1 | 793 | 4 |
Female
| 146 | 1 | 5 |
Manufacturing Director
| 4 |
Married
| 42,158 | 885,318 | 1 |
Y
|
Yes
| 4 | 3 | 4 | 80 | 1 | 10 | 6 | 2 | 5 | 1 | 5 | 5 |
21 |
Yes
|
Travel_Frequently
| 1,242 |
Human Resources
| 32 | 4 |
Human Resources
| 1 | 794 | 2 |
Male
| 146 | 1 | 4 |
Developer
| 2 |
Single
| 19,657 | 176,913 | 2 |
Y
|
Yes
| 16 | 1 | 4 | 80 | 3 | 32 | 3 | 3 | 21 | 5 | 12 | 12 |
45 |
No
|
Travel_Rarely
| 1,152 |
Support
| 26 | 1 |
Human Resources
| 1 | 795 | 4 |
Male
| 183 | 1 | 5 |
Manufacturing Director
| 4 |
Single
| 22,689 | 453,780 | 6 |
Y
|
Yes
| 6 | 1 | 4 | 80 | 1 | 22 | 6 | 2 | 9 | 1 | 8 | 2 |
57 |
Yes
|
Travel_Frequently
| 339 |
Software
| 43 | 3 |
Marketing
| 1 | 796 | 1 |
Male
| 168 | 1 | 1 |
Research Director
| 1 |
Married
| 1,754 | 15,786 | 8 |
Y
|
Yes
| 32 | 3 | 3 | 80 | 1 | 11 | 6 | 1 | 2 | 2 | 1 | 1 |
55 |
No
|
Travel_Frequently
| 560 |
Support
| 15 | 1 |
Technical Degree
| 1 | 797 | 1 |
Female
| 37 | 4 | 2 |
Research Scientist
| 2 |
Single
| 33,391 | 434,083 | 0 |
Y
|
No
| 47 | 4 | 2 | 80 | 2 | 35 | 2 | 4 | 11 | 11 | 6 | 2 |
38 |
Yes
|
Travel_Rarely
| 1,437 |
Support
| 26 | 2 |
Medical
| 1 | 798 | 1 |
Male
| 124 | 3 | 2 |
Developer
| 2 |
Single
| 25,981 | 285,791 | 4 |
Y
|
No
| 21 | 3 | 1 | 80 | 4 | 4 | 6 | 2 | 2 | 2 | 2 | 1 |
39 |
No
|
Travel_Frequently
| 432 |
Sales
| 39 | 3 |
Medical
| 1 | 799 | 2 |
Male
| 144 | 2 | 5 |
Manufacturing Director
| 2 |
Single
| 47,463 | 142,389 | 4 |
Y
|
No
| 0 | 4 | 4 | 80 | 3 | 2 | 3 | 2 | 1 | 1 | 1 | 1 |
56 |
Yes
|
Non-Travel
| 1,441 |
Hardware
| 8 | 3 |
Other
| 1 | 800 | 3 |
Female
| 45 | 3 | 2 |
Sales Executive
| 4 |
Single
| 24,270 | 315,510 | 8 |
Y
|
No
| 4 | 2 | 1 | 80 | 4 | 30 | 3 | 2 | 7 | 7 | 7 | 7 |
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