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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
40 |
No
|
Non-Travel
| 1,369 |
Sales
| 21 | 2 |
Other
| 1 | 601 | 2 |
Male
| 39 | 4 | 5 |
Manager
| 4 |
Single
| 46,378 | 788,426 | 1 |
Y
|
Yes
| 42 | 1 | 4 | 80 | 2 | 16 | 6 | 3 | 15 | 3 | 14 | 11 |
22 |
No
|
Travel_Frequently
| 668 |
Hardware
| 46 | 3 |
Life Sciences
| 1 | 602 | 1 |
Male
| 33 | 2 | 2 |
Research Director
| 3 |
Married
| 24,801 | 595,224 | 4 |
Y
|
No
| 0 | 2 | 3 | 80 | 1 | 2 | 2 | 4 | 2 | 2 | 1 | 1 |
33 |
No
|
Travel_Frequently
| 558 |
Sales
| 19 | 3 |
Technical Degree
| 1 | 603 | 1 |
Female
| 174 | 1 | 5 |
Developer
| 4 |
Single
| 26,777 | 267,770 | 0 |
Y
|
No
| 14 | 3 | 4 | 80 | 1 | 21 | 2 | 3 | 4 | 1 | 1 | 3 |
46 |
No
|
Travel_Frequently
| 1,256 |
Hardware
| 26 | 3 |
Medical
| 1 | 604 | 4 |
Male
| 143 | 2 | 2 |
Manager
| 1 |
Single
| 38,388 | 345,492 | 2 |
Y
|
Yes
| 24 | 2 | 1 | 80 | 2 | 34 | 3 | 3 | 14 | 3 | 7 | 4 |
49 |
No
|
Non-Travel
| 1,211 |
Sales
| 11 | 2 |
Technical Degree
| 1 | 605 | 4 |
Female
| 196 | 3 | 3 |
Manufacturing Director
| 3 |
Married
| 24,834 | 273,174 | 8 |
Y
|
No
| 13 | 1 | 2 | 80 | 2 | 33 | 1 | 3 | 6 | 2 | 3 | 6 |
23 |
Yes
|
Travel_Rarely
| 1,280 |
Support
| 30 | 5 |
Human Resources
| 1 | 606 | 2 |
Female
| 43 | 2 | 1 |
Healthcare Representative
| 1 |
Single
| 25,879 | 569,338 | 3 |
Y
|
No
| 43 | 1 | 2 | 80 | 2 | 19 | 1 | 2 | 6 | 5 | 3 | 1 |
33 |
No
|
Travel_Frequently
| 337 |
Research & Development
| 24 | 5 |
Medical
| 1 | 607 | 2 |
Male
| 179 | 4 | 2 |
Healthcare Representative
| 3 |
Single
| 28,690 | 803,320 | 7 |
Y
|
Yes
| 19 | 3 | 4 | 80 | 3 | 30 | 3 | 4 | 12 | 6 | 9 | 9 |
43 |
No
|
Travel_Rarely
| 889 |
Support
| 26 | 1 |
Marketing
| 1 | 608 | 3 |
Female
| 158 | 1 | 2 |
Laboratory Technician
| 2 |
Married
| 26,727 | 427,632 | 7 |
Y
|
No
| 39 | 3 | 2 | 80 | 1 | 7 | 2 | 1 | 4 | 3 | 3 | 2 |
35 |
Yes
|
Travel_Rarely
| 1,499 |
Human Resources
| 44 | 4 |
Other
| 1 | 609 | 3 |
Male
| 113 | 2 | 3 |
Human Resources
| 2 |
Married
| 23,779 | 642,033 | 6 |
Y
|
Yes
| 9 | 3 | 1 | 80 | 1 | 3 | 3 | 3 | 1 | 1 | 1 | 1 |
56 |
Yes
|
Travel_Rarely
| 318 |
Human Resources
| 42 | 1 |
Technical Degree
| 1 | 610 | 2 |
Female
| 55 | 3 | 4 |
Sales Representative
| 3 |
Married
| 48,342 | 1,305,234 | 0 |
Y
|
No
| 12 | 2 | 1 | 80 | 2 | 11 | 2 | 2 | 8 | 4 | 1 | 7 |
45 |
Yes
|
Travel_Frequently
| 620 |
Research & Development
| 13 | 4 |
Other
| 1 | 611 | 1 |
Male
| 115 | 4 | 1 |
Laboratory Technician
| 4 |
Single
| 6,085 | 121,700 | 2 |
Y
|
No
| 24 | 4 | 4 | 80 | 3 | 18 | 2 | 1 | 8 | 7 | 8 | 2 |
56 |
Yes
|
Non-Travel
| 216 |
Research & Development
| 20 | 4 |
Other
| 1 | 612 | 1 |
Female
| 72 | 4 | 4 |
Manager
| 2 |
Divorced
| 33,551 | 268,408 | 8 |
Y
|
No
| 41 | 2 | 1 | 80 | 4 | 39 | 3 | 3 | 1 | 1 | 1 | 1 |
53 |
Yes
|
Non-Travel
| 1,205 |
Software
| 10 | 5 |
Human Resources
| 1 | 613 | 4 |
Male
| 59 | 4 | 3 |
Human Resources
| 2 |
Single
| 19,029 | 152,232 | 0 |
Y
|
No
| 10 | 1 | 1 | 80 | 4 | 2 | 5 | 3 | 1 | 1 | 1 | 1 |
35 |
No
|
Travel_Rarely
| 1,267 |
Hardware
| 44 | 2 |
Technical Degree
| 1 | 614 | 4 |
Female
| 36 | 1 | 4 |
Human Resources
| 2 |
Married
| 11,840 | 213,120 | 3 |
Y
|
No
| 37 | 3 | 1 | 80 | 2 | 19 | 3 | 1 | 3 | 1 | 2 | 2 |
50 |
Yes
|
Travel_Rarely
| 599 |
Support
| 45 | 4 |
Life Sciences
| 1 | 615 | 2 |
Male
| 32 | 3 | 5 |
Manufacturing Director
| 1 |
Divorced
| 37,436 | 1,123,080 | 2 |
Y
|
Yes
| 21 | 1 | 3 | 80 | 4 | 31 | 5 | 1 | 13 | 5 | 7 | 3 |
22 |
No
|
Non-Travel
| 632 |
Support
| 50 | 2 |
Human Resources
| 1 | 616 | 3 |
Female
| 122 | 1 | 1 |
Sales Representative
| 1 |
Single
| 26,580 | 292,380 | 3 |
Y
|
Yes
| 0 | 2 | 2 | 80 | 3 | 8 | 1 | 3 | 4 | 4 | 1 | 1 |
55 |
Yes
|
Travel_Frequently
| 1,357 |
Human Resources
| 7 | 2 |
Life Sciences
| 1 | 617 | 3 |
Male
| 173 | 3 | 2 |
Research Scientist
| 3 |
Divorced
| 34,494 | 793,362 | 1 |
Y
|
Yes
| 40 | 1 | 2 | 80 | 1 | 32 | 5 | 4 | 16 | 16 | 11 | 16 |
25 |
No
|
Travel_Rarely
| 1,262 |
Sales
| 11 | 2 |
Life Sciences
| 1 | 618 | 4 |
Female
| 76 | 4 | 2 |
Manufacturing Director
| 3 |
Divorced
| 42,908 | 772,344 | 3 |
Y
|
No
| 5 | 2 | 4 | 80 | 1 | 19 | 5 | 2 | 6 | 6 | 5 | 5 |
18 |
Yes
|
Travel_Frequently
| 1,290 |
Software
| 17 | 4 |
Technical Degree
| 1 | 619 | 2 |
Male
| 158 | 1 | 3 |
Sales Executive
| 1 |
Single
| 30,175 | 633,675 | 1 |
Y
|
Yes
| 2 | 3 | 1 | 80 | 3 | 13 | 2 | 4 | 5 | 4 | 3 | 4 |
30 |
Yes
|
Travel_Rarely
| 1,468 |
Research & Development
| 44 | 5 |
Technical Degree
| 1 | 620 | 3 |
Male
| 52 | 4 | 4 |
Laboratory Technician
| 3 |
Married
| 3,468 | 97,104 | 8 |
Y
|
No
| 16 | 2 | 3 | 80 | 1 | 15 | 3 | 4 | 7 | 3 | 4 | 1 |
58 |
No
|
Travel_Rarely
| 110 |
Software
| 12 | 1 |
Marketing
| 1 | 621 | 2 |
Male
| 70 | 2 | 1 |
Research Director
| 4 |
Divorced
| 32,025 | 288,225 | 0 |
Y
|
Yes
| 46 | 1 | 3 | 80 | 3 | 31 | 4 | 2 | 1 | 1 | 1 | 1 |
22 |
Yes
|
Travel_Frequently
| 1,142 |
Support
| 5 | 2 |
Human Resources
| 1 | 622 | 3 |
Male
| 61 | 1 | 5 |
Laboratory Technician
| 1 |
Divorced
| 11,684 | 58,420 | 2 |
Y
|
Yes
| 34 | 4 | 2 | 80 | 2 | 14 | 3 | 3 | 9 | 9 | 8 | 6 |
56 |
Yes
|
Non-Travel
| 783 |
Software
| 31 | 3 |
Medical
| 1 | 623 | 1 |
Male
| 99 | 2 | 1 |
Laboratory Technician
| 2 |
Married
| 41,782 | 626,730 | 0 |
Y
|
Yes
| 8 | 2 | 2 | 80 | 1 | 4 | 6 | 3 | 3 | 1 | 2 | 1 |
56 |
Yes
|
Travel_Frequently
| 1,101 |
Hardware
| 27 | 3 |
Marketing
| 1 | 624 | 1 |
Male
| 173 | 4 | 1 |
Manager
| 3 |
Divorced
| 34,768 | 660,592 | 6 |
Y
|
Yes
| 40 | 3 | 2 | 80 | 2 | 3 | 5 | 2 | 1 | 1 | 1 | 1 |
55 |
Yes
|
Non-Travel
| 780 |
Support
| 7 | 1 |
Other
| 1 | 625 | 2 |
Female
| 193 | 4 | 2 |
Human Resources
| 2 |
Divorced
| 13,753 | 206,295 | 7 |
Y
|
No
| 39 | 4 | 2 | 80 | 3 | 16 | 6 | 3 | 6 | 5 | 3 | 2 |
31 |
Yes
|
Non-Travel
| 431 |
Hardware
| 18 | 3 |
Marketing
| 1 | 626 | 1 |
Female
| 80 | 4 | 3 |
Developer
| 4 |
Divorced
| 31,130 | 933,900 | 6 |
Y
|
Yes
| 12 | 2 | 4 | 80 | 3 | 13 | 1 | 2 | 2 | 1 | 2 | 2 |
50 |
No
|
Non-Travel
| 1,050 |
Support
| 42 | 5 |
Technical Degree
| 1 | 627 | 2 |
Male
| 126 | 1 | 5 |
Healthcare Representative
| 2 |
Single
| 13,379 | 40,137 | 3 |
Y
|
Yes
| 8 | 3 | 4 | 80 | 4 | 27 | 2 | 3 | 16 | 3 | 15 | 6 |
56 |
No
|
Travel_Frequently
| 1,227 |
Software
| 35 | 1 |
Other
| 1 | 628 | 2 |
Male
| 88 | 3 | 4 |
Manager
| 4 |
Divorced
| 19,403 | 310,448 | 8 |
Y
|
No
| 22 | 3 | 1 | 80 | 2 | 17 | 4 | 3 | 10 | 3 | 9 | 8 |
32 |
Yes
|
Travel_Frequently
| 617 |
Hardware
| 29 | 1 |
Marketing
| 1 | 629 | 3 |
Female
| 133 | 2 | 1 |
Research Scientist
| 2 |
Divorced
| 36,939 | 664,902 | 8 |
Y
|
No
| 44 | 3 | 1 | 80 | 3 | 34 | 5 | 2 | 23 | 22 | 21 | 9 |
39 |
Yes
|
Non-Travel
| 1,087 |
Sales
| 21 | 1 |
Human Resources
| 1 | 630 | 1 |
Female
| 183 | 3 | 1 |
Sales Representative
| 4 |
Single
| 18,747 | 224,964 | 1 |
Y
|
No
| 44 | 4 | 1 | 80 | 1 | 21 | 6 | 1 | 9 | 3 | 2 | 7 |
51 |
No
|
Travel_Rarely
| 1,093 |
Research & Development
| 47 | 5 |
Human Resources
| 1 | 631 | 4 |
Female
| 119 | 1 | 2 |
Sales Representative
| 2 |
Divorced
| 15,824 | 205,712 | 5 |
Y
|
Yes
| 30 | 1 | 1 | 80 | 1 | 26 | 3 | 3 | 9 | 9 | 7 | 9 |
22 |
Yes
|
Travel_Rarely
| 272 |
Software
| 7 | 3 |
Medical
| 1 | 632 | 1 |
Male
| 174 | 4 | 5 |
Sales Executive
| 3 |
Single
| 2,634 | 63,216 | 0 |
Y
|
Yes
| 16 | 2 | 4 | 80 | 4 | 1 | 1 | 3 | 1 | 1 | 1 | 1 |
30 |
Yes
|
Non-Travel
| 937 |
Support
| 19 | 4 |
Medical
| 1 | 633 | 2 |
Male
| 68 | 1 | 5 |
Healthcare Representative
| 4 |
Divorced
| 41,315 | 1,115,505 | 1 |
Y
|
Yes
| 16 | 3 | 3 | 80 | 3 | 3 | 6 | 2 | 3 | 1 | 1 | 2 |
34 |
No
|
Non-Travel
| 383 |
Research & Development
| 34 | 4 |
Other
| 1 | 634 | 1 |
Male
| 192 | 1 | 3 |
Research Scientist
| 4 |
Divorced
| 20,796 | 62,388 | 2 |
Y
|
Yes
| 14 | 3 | 1 | 80 | 4 | 33 | 5 | 2 | 9 | 1 | 1 | 8 |
60 |
No
|
Travel_Rarely
| 246 |
Support
| 50 | 1 |
Other
| 1 | 635 | 3 |
Male
| 81 | 2 | 3 |
Manufacturing Director
| 4 |
Divorced
| 8,308 | 41,540 | 3 |
Y
|
Yes
| 5 | 4 | 1 | 80 | 3 | 11 | 2 | 2 | 9 | 8 | 9 | 7 |
55 |
Yes
|
Non-Travel
| 1,159 |
Research & Development
| 26 | 5 |
Life Sciences
| 1 | 636 | 1 |
Male
| 49 | 4 | 5 |
Manufacturing Director
| 3 |
Divorced
| 6,527 | 13,054 | 4 |
Y
|
No
| 47 | 1 | 2 | 80 | 3 | 2 | 5 | 2 | 2 | 2 | 2 | 1 |
56 |
Yes
|
Non-Travel
| 799 |
Support
| 43 | 5 |
Other
| 1 | 637 | 3 |
Female
| 195 | 2 | 4 |
Research Director
| 1 |
Single
| 38,925 | 389,250 | 5 |
Y
|
Yes
| 19 | 4 | 2 | 80 | 2 | 8 | 5 | 3 | 5 | 1 | 3 | 2 |
33 |
No
|
Travel_Frequently
| 957 |
Software
| 47 | 5 |
Marketing
| 1 | 638 | 3 |
Female
| 54 | 1 | 4 |
Developer
| 2 |
Married
| 49,018 | 1,225,450 | 5 |
Y
|
Yes
| 12 | 4 | 2 | 80 | 1 | 14 | 4 | 1 | 13 | 8 | 5 | 9 |
57 |
No
|
Travel_Rarely
| 438 |
Software
| 41 | 2 |
Human Resources
| 1 | 639 | 1 |
Female
| 198 | 4 | 1 |
Manufacturing Director
| 4 |
Divorced
| 9,442 | 94,420 | 7 |
Y
|
Yes
| 29 | 3 | 1 | 80 | 2 | 17 | 1 | 4 | 14 | 12 | 7 | 14 |
52 |
No
|
Travel_Rarely
| 1,223 |
Human Resources
| 30 | 3 |
Marketing
| 1 | 640 | 3 |
Male
| 148 | 3 | 1 |
Sales Representative
| 1 |
Single
| 22,926 | 527,298 | 1 |
Y
|
No
| 42 | 1 | 4 | 80 | 2 | 22 | 2 | 3 | 5 | 3 | 5 | 3 |
35 |
No
|
Non-Travel
| 832 |
Research & Development
| 23 | 1 |
Life Sciences
| 1 | 641 | 1 |
Male
| 34 | 1 | 2 |
Developer
| 1 |
Single
| 16,473 | 214,149 | 8 |
Y
|
Yes
| 14 | 2 | 1 | 80 | 2 | 37 | 6 | 1 | 35 | 25 | 29 | 35 |
44 |
Yes
|
Travel_Frequently
| 196 |
Research & Development
| 13 | 3 |
Marketing
| 1 | 642 | 2 |
Male
| 80 | 3 | 1 |
Research Scientist
| 4 |
Divorced
| 29,851 | 358,212 | 3 |
Y
|
Yes
| 15 | 3 | 4 | 80 | 3 | 25 | 2 | 4 | 1 | 1 | 1 | 1 |
20 |
No
|
Non-Travel
| 382 |
Software
| 25 | 5 |
Life Sciences
| 1 | 643 | 1 |
Female
| 67 | 2 | 4 |
Healthcare Representative
| 4 |
Married
| 30,856 | 431,984 | 8 |
Y
|
Yes
| 30 | 3 | 2 | 80 | 1 | 28 | 2 | 4 | 9 | 8 | 3 | 2 |
60 |
Yes
|
Non-Travel
| 675 |
Hardware
| 29 | 2 |
Other
| 1 | 644 | 2 |
Female
| 96 | 3 | 4 |
Sales Executive
| 1 |
Married
| 18,918 | 454,032 | 3 |
Y
|
Yes
| 22 | 2 | 3 | 80 | 3 | 9 | 4 | 4 | 8 | 2 | 5 | 8 |
45 |
No
|
Travel_Rarely
| 415 |
Software
| 27 | 2 |
Technical Degree
| 1 | 645 | 4 |
Female
| 163 | 2 | 1 |
Sales Representative
| 2 |
Married
| 50,165 | 401,320 | 4 |
Y
|
Yes
| 10 | 1 | 3 | 80 | 2 | 18 | 3 | 2 | 7 | 5 | 7 | 4 |
31 |
No
|
Non-Travel
| 979 |
Support
| 3 | 4 |
Marketing
| 1 | 646 | 4 |
Female
| 191 | 2 | 1 |
Manager
| 1 |
Single
| 16,147 | 64,588 | 3 |
Y
|
No
| 43 | 3 | 4 | 80 | 2 | 26 | 3 | 4 | 20 | 10 | 19 | 14 |
56 |
No
|
Non-Travel
| 1,340 |
Software
| 25 | 4 |
Technical Degree
| 1 | 647 | 1 |
Female
| 38 | 4 | 4 |
Developer
| 3 |
Single
| 23,293 | 465,860 | 7 |
Y
|
No
| 7 | 2 | 2 | 80 | 3 | 36 | 4 | 3 | 35 | 20 | 6 | 14 |
30 |
Yes
|
Travel_Rarely
| 223 |
Sales
| 46 | 3 |
Medical
| 1 | 648 | 4 |
Male
| 200 | 2 | 4 |
Research Director
| 3 |
Divorced
| 4,801 | 67,214 | 5 |
Y
|
Yes
| 9 | 2 | 1 | 80 | 2 | 1 | 4 | 2 | 1 | 1 | 1 | 1 |
34 |
No
|
Travel_Frequently
| 803 |
Research & Development
| 29 | 1 |
Marketing
| 1 | 649 | 1 |
Male
| 74 | 1 | 5 |
Healthcare Representative
| 4 |
Married
| 33,051 | 991,530 | 0 |
Y
|
Yes
| 32 | 3 | 4 | 80 | 3 | 18 | 6 | 4 | 6 | 5 | 3 | 5 |
18 |
No
|
Travel_Frequently
| 368 |
Sales
| 16 | 4 |
Marketing
| 1 | 650 | 2 |
Female
| 66 | 2 | 1 |
Laboratory Technician
| 3 |
Single
| 11,395 | 68,370 | 4 |
Y
|
No
| 16 | 3 | 1 | 80 | 3 | 23 | 5 | 1 | 2 | 1 | 2 | 2 |
21 |
No
|
Travel_Rarely
| 619 |
Software
| 45 | 1 |
Human Resources
| 1 | 651 | 2 |
Female
| 192 | 2 | 1 |
Human Resources
| 3 |
Married
| 35,199 | 246,393 | 8 |
Y
|
No
| 21 | 1 | 3 | 80 | 2 | 30 | 2 | 4 | 26 | 26 | 3 | 14 |
19 |
No
|
Travel_Frequently
| 433 |
Sales
| 6 | 5 |
Marketing
| 1 | 652 | 2 |
Female
| 82 | 4 | 2 |
Manufacturing Director
| 2 |
Married
| 14,558 | 320,276 | 1 |
Y
|
Yes
| 44 | 3 | 4 | 80 | 1 | 21 | 4 | 2 | 18 | 16 | 2 | 5 |
28 |
No
|
Travel_Frequently
| 208 |
Sales
| 20 | 4 |
Life Sciences
| 1 | 653 | 3 |
Male
| 162 | 3 | 3 |
Human Resources
| 4 |
Divorced
| 14,872 | 118,976 | 3 |
Y
|
Yes
| 47 | 1 | 4 | 80 | 1 | 14 | 5 | 1 | 11 | 1 | 4 | 8 |
39 |
No
|
Non-Travel
| 1,050 |
Human Resources
| 8 | 1 |
Medical
| 1 | 654 | 3 |
Male
| 186 | 3 | 5 |
Manager
| 1 |
Single
| 6,436 | 115,848 | 6 |
Y
|
No
| 29 | 4 | 2 | 80 | 1 | 8 | 4 | 2 | 3 | 2 | 1 | 2 |
50 |
Yes
|
Travel_Frequently
| 828 |
Sales
| 43 | 5 |
Life Sciences
| 1 | 655 | 3 |
Male
| 50 | 3 | 4 |
Research Scientist
| 1 |
Married
| 33,819 | 338,190 | 3 |
Y
|
No
| 6 | 1 | 4 | 80 | 1 | 25 | 1 | 3 | 3 | 2 | 3 | 1 |
50 |
Yes
|
Non-Travel
| 1,446 |
Sales
| 47 | 1 |
Technical Degree
| 1 | 656 | 1 |
Male
| 82 | 2 | 5 |
Research Director
| 1 |
Divorced
| 48,820 | 634,660 | 4 |
Y
|
No
| 13 | 3 | 4 | 80 | 1 | 5 | 3 | 4 | 3 | 2 | 3 | 1 |
49 |
No
|
Non-Travel
| 423 |
Software
| 48 | 3 |
Marketing
| 1 | 657 | 1 |
Female
| 176 | 3 | 4 |
Sales Representative
| 1 |
Married
| 4,402 | 35,216 | 8 |
Y
|
No
| 3 | 4 | 2 | 80 | 1 | 39 | 3 | 4 | 24 | 24 | 24 | 12 |
49 |
No
|
Travel_Frequently
| 723 |
Software
| 35 | 2 |
Human Resources
| 1 | 658 | 4 |
Male
| 187 | 1 | 3 |
Manufacturing Director
| 2 |
Single
| 28,685 | 114,740 | 1 |
Y
|
No
| 40 | 4 | 1 | 80 | 2 | 10 | 6 | 3 | 1 | 1 | 1 | 1 |
35 |
Yes
|
Travel_Frequently
| 1,280 |
Support
| 16 | 5 |
Other
| 1 | 659 | 1 |
Male
| 35 | 2 | 3 |
Sales Representative
| 4 |
Single
| 38,791 | 1,124,939 | 4 |
Y
|
No
| 41 | 1 | 3 | 80 | 2 | 40 | 1 | 2 | 25 | 24 | 18 | 10 |
35 |
No
|
Travel_Frequently
| 239 |
Human Resources
| 43 | 5 |
Life Sciences
| 1 | 660 | 2 |
Female
| 150 | 2 | 1 |
Developer
| 2 |
Married
| 30,337 | 151,685 | 1 |
Y
|
No
| 49 | 3 | 2 | 80 | 2 | 26 | 3 | 4 | 3 | 1 | 1 | 1 |
39 |
No
|
Travel_Frequently
| 1,206 |
Sales
| 2 | 4 |
Marketing
| 1 | 661 | 2 |
Female
| 103 | 2 | 4 |
Sales Representative
| 4 |
Married
| 34,291 | 788,693 | 4 |
Y
|
No
| 32 | 2 | 3 | 80 | 3 | 10 | 3 | 3 | 6 | 3 | 4 | 5 |
19 |
No
|
Travel_Rarely
| 1,441 |
Sales
| 49 | 3 |
Medical
| 1 | 662 | 2 |
Male
| 158 | 3 | 1 |
Sales Representative
| 4 |
Single
| 3,846 | 84,612 | 8 |
Y
|
No
| 19 | 2 | 3 | 80 | 4 | 10 | 6 | 4 | 2 | 2 | 2 | 2 |
43 |
Yes
|
Travel_Rarely
| 942 |
Hardware
| 2 | 1 |
Marketing
| 1 | 663 | 2 |
Male
| 70 | 3 | 3 |
Laboratory Technician
| 3 |
Married
| 18,240 | 127,680 | 3 |
Y
|
Yes
| 32 | 2 | 4 | 80 | 2 | 25 | 6 | 1 | 12 | 9 | 6 | 3 |
47 |
No
|
Non-Travel
| 854 |
Support
| 35 | 2 |
Technical Degree
| 1 | 664 | 1 |
Female
| 137 | 4 | 4 |
Sales Executive
| 2 |
Divorced
| 21,950 | 43,900 | 8 |
Y
|
No
| 29 | 4 | 2 | 80 | 3 | 14 | 5 | 4 | 11 | 7 | 11 | 9 |
57 |
No
|
Travel_Rarely
| 600 |
Sales
| 22 | 2 |
Life Sciences
| 1 | 665 | 2 |
Female
| 71 | 1 | 5 |
Research Scientist
| 3 |
Divorced
| 38,412 | 384,120 | 8 |
Y
|
Yes
| 15 | 3 | 3 | 80 | 4 | 12 | 3 | 4 | 1 | 1 | 1 | 1 |
45 |
Yes
|
Travel_Frequently
| 1,103 |
Support
| 20 | 3 |
Medical
| 1 | 666 | 2 |
Male
| 108 | 2 | 4 |
Sales Representative
| 2 |
Single
| 30,134 | 783,484 | 0 |
Y
|
No
| 9 | 2 | 4 | 80 | 4 | 16 | 1 | 2 | 3 | 2 | 1 | 3 |
26 |
Yes
|
Travel_Frequently
| 344 |
Support
| 39 | 3 |
Medical
| 1 | 667 | 2 |
Male
| 96 | 4 | 2 |
Manager
| 4 |
Married
| 47,371 | 1,136,904 | 4 |
Y
|
Yes
| 6 | 4 | 3 | 80 | 2 | 13 | 3 | 2 | 1 | 1 | 1 | 1 |
43 |
No
|
Non-Travel
| 1,146 |
Support
| 28 | 4 |
Medical
| 1 | 668 | 2 |
Male
| 138 | 3 | 5 |
Sales Executive
| 4 |
Single
| 7,052 | 28,208 | 0 |
Y
|
Yes
| 44 | 3 | 1 | 80 | 1 | 33 | 5 | 3 | 18 | 1 | 16 | 18 |
55 |
Yes
|
Travel_Frequently
| 1,220 |
Sales
| 18 | 1 |
Human Resources
| 1 | 669 | 1 |
Female
| 117 | 4 | 2 |
Research Scientist
| 1 |
Married
| 41,700 | 291,900 | 7 |
Y
|
No
| 9 | 3 | 1 | 80 | 1 | 29 | 2 | 2 | 14 | 14 | 12 | 2 |
36 |
No
|
Travel_Rarely
| 692 |
Hardware
| 7 | 2 |
Medical
| 1 | 670 | 2 |
Male
| 152 | 4 | 3 |
Laboratory Technician
| 2 |
Divorced
| 14,992 | 269,856 | 1 |
Y
|
Yes
| 1 | 4 | 2 | 80 | 4 | 37 | 2 | 4 | 27 | 13 | 19 | 16 |
58 |
Yes
|
Travel_Frequently
| 1,030 |
Hardware
| 41 | 1 |
Marketing
| 1 | 671 | 1 |
Female
| 128 | 3 | 4 |
Developer
| 3 |
Divorced
| 29,561 | 561,659 | 3 |
Y
|
Yes
| 27 | 4 | 4 | 80 | 3 | 37 | 3 | 3 | 31 | 8 | 25 | 8 |
34 |
No
|
Travel_Frequently
| 911 |
Hardware
| 1 | 5 |
Medical
| 1 | 672 | 1 |
Female
| 188 | 2 | 5 |
Research Scientist
| 4 |
Divorced
| 32,565 | 423,345 | 3 |
Y
|
Yes
| 33 | 4 | 4 | 80 | 3 | 22 | 5 | 4 | 2 | 2 | 1 | 2 |
51 |
No
|
Travel_Frequently
| 1,475 |
Human Resources
| 47 | 1 |
Marketing
| 1 | 673 | 3 |
Male
| 178 | 1 | 3 |
Healthcare Representative
| 2 |
Divorced
| 12,499 | 374,970 | 1 |
Y
|
No
| 38 | 4 | 2 | 80 | 2 | 4 | 4 | 1 | 4 | 1 | 2 | 1 |
53 |
No
|
Non-Travel
| 672 |
Sales
| 2 | 1 |
Human Resources
| 1 | 674 | 2 |
Female
| 64 | 2 | 5 |
Research Director
| 4 |
Married
| 24,311 | 267,421 | 4 |
Y
|
No
| 18 | 1 | 4 | 80 | 1 | 20 | 1 | 4 | 12 | 10 | 8 | 10 |
56 |
No
|
Travel_Rarely
| 1,155 |
Research & Development
| 36 | 2 |
Marketing
| 1 | 675 | 3 |
Female
| 172 | 3 | 5 |
Developer
| 1 |
Married
| 29,956 | 59,912 | 5 |
Y
|
Yes
| 7 | 3 | 1 | 80 | 2 | 13 | 2 | 4 | 3 | 2 | 3 | 2 |
45 |
Yes
|
Travel_Frequently
| 549 |
Hardware
| 26 | 5 |
Other
| 1 | 676 | 2 |
Female
| 174 | 4 | 1 |
Developer
| 2 |
Married
| 14,404 | 417,716 | 1 |
Y
|
Yes
| 23 | 3 | 2 | 80 | 4 | 14 | 2 | 2 | 3 | 2 | 3 | 3 |
58 |
Yes
|
Travel_Frequently
| 1,147 |
Software
| 9 | 1 |
Marketing
| 1 | 677 | 4 |
Female
| 120 | 4 | 1 |
Sales Representative
| 2 |
Married
| 27,406 | 630,338 | 6 |
Y
|
Yes
| 44 | 2 | 3 | 80 | 4 | 35 | 1 | 4 | 17 | 11 | 12 | 1 |
25 |
No
|
Travel_Frequently
| 519 |
Software
| 32 | 1 |
Marketing
| 1 | 678 | 4 |
Female
| 58 | 4 | 5 |
Manufacturing Director
| 4 |
Married
| 44,148 | 662,220 | 1 |
Y
|
No
| 19 | 4 | 3 | 80 | 4 | 37 | 3 | 4 | 18 | 1 | 18 | 10 |
38 |
Yes
|
Non-Travel
| 1,249 |
Software
| 12 | 3 |
Medical
| 1 | 679 | 3 |
Female
| 195 | 4 | 5 |
Manager
| 4 |
Divorced
| 21,564 | 539,100 | 0 |
Y
|
No
| 48 | 2 | 2 | 80 | 1 | 3 | 4 | 1 | 3 | 3 | 2 | 3 |
41 |
Yes
|
Travel_Rarely
| 1,478 |
Software
| 2 | 4 |
Human Resources
| 1 | 680 | 3 |
Female
| 134 | 2 | 5 |
Healthcare Representative
| 2 |
Divorced
| 5,446 | 81,690 | 3 |
Y
|
Yes
| 35 | 4 | 2 | 80 | 1 | 15 | 5 | 4 | 15 | 14 | 12 | 12 |
19 |
Yes
|
Travel_Rarely
| 322 |
Research & Development
| 48 | 2 |
Medical
| 1 | 681 | 1 |
Female
| 151 | 4 | 1 |
Developer
| 4 |
Single
| 48,611 | 680,554 | 4 |
Y
|
Yes
| 2 | 2 | 3 | 80 | 2 | 16 | 3 | 3 | 15 | 14 | 1 | 6 |
21 |
Yes
|
Non-Travel
| 1,420 |
Research & Development
| 21 | 3 |
Medical
| 1 | 682 | 2 |
Female
| 88 | 1 | 1 |
Research Director
| 1 |
Single
| 4,943 | 79,088 | 6 |
Y
|
No
| 7 | 1 | 2 | 80 | 3 | 9 | 4 | 4 | 8 | 1 | 7 | 8 |
45 |
Yes
|
Non-Travel
| 511 |
Support
| 30 | 3 |
Marketing
| 1 | 683 | 4 |
Female
| 127 | 2 | 5 |
Developer
| 2 |
Married
| 43,848 | 1,096,200 | 8 |
Y
|
No
| 33 | 3 | 3 | 80 | 2 | 36 | 3 | 1 | 16 | 11 | 8 | 14 |
45 |
Yes
|
Non-Travel
| 1,298 |
Support
| 2 | 1 |
Other
| 1 | 684 | 4 |
Female
| 79 | 3 | 3 |
Healthcare Representative
| 3 |
Divorced
| 26,002 | 598,046 | 7 |
Y
|
No
| 0 | 1 | 3 | 80 | 2 | 6 | 4 | 2 | 5 | 4 | 2 | 1 |
57 |
Yes
|
Non-Travel
| 1,467 |
Research & Development
| 27 | 4 |
Technical Degree
| 1 | 685 | 4 |
Male
| 78 | 2 | 1 |
Manager
| 2 |
Single
| 13,747 | 206,205 | 0 |
Y
|
No
| 46 | 3 | 2 | 80 | 2 | 3 | 5 | 1 | 1 | 1 | 1 | 1 |
27 |
Yes
|
Travel_Frequently
| 907 |
Sales
| 20 | 4 |
Human Resources
| 1 | 686 | 3 |
Female
| 33 | 2 | 4 |
Manager
| 2 |
Married
| 18,241 | 127,687 | 6 |
Y
|
Yes
| 5 | 2 | 2 | 80 | 3 | 31 | 6 | 2 | 25 | 3 | 10 | 24 |
29 |
Yes
|
Travel_Frequently
| 467 |
Human Resources
| 50 | 5 |
Other
| 1 | 687 | 4 |
Female
| 92 | 3 | 3 |
Manager
| 1 |
Married
| 23,817 | 404,889 | 7 |
Y
|
Yes
| 39 | 2 | 2 | 80 | 4 | 27 | 1 | 3 | 10 | 7 | 5 | 5 |
44 |
No
|
Travel_Frequently
| 511 |
Software
| 30 | 1 |
Life Sciences
| 1 | 688 | 1 |
Female
| 37 | 2 | 3 |
Healthcare Representative
| 3 |
Married
| 6,780 | 169,500 | 6 |
Y
|
No
| 44 | 2 | 1 | 80 | 1 | 34 | 2 | 1 | 27 | 13 | 13 | 21 |
50 |
Yes
|
Travel_Frequently
| 654 |
Human Resources
| 2 | 2 |
Technical Degree
| 1 | 689 | 2 |
Female
| 155 | 4 | 3 |
Manager
| 3 |
Married
| 38,227 | 802,767 | 2 |
Y
|
No
| 14 | 2 | 1 | 80 | 3 | 5 | 2 | 4 | 1 | 1 | 1 | 1 |
33 |
No
|
Non-Travel
| 454 |
Human Resources
| 47 | 3 |
Marketing
| 1 | 690 | 4 |
Male
| 100 | 4 | 5 |
Developer
| 2 |
Single
| 25,910 | 440,470 | 0 |
Y
|
Yes
| 42 | 1 | 2 | 80 | 1 | 37 | 6 | 4 | 22 | 7 | 10 | 9 |
55 |
No
|
Non-Travel
| 572 |
Research & Development
| 15 | 4 |
Marketing
| 1 | 691 | 4 |
Female
| 149 | 2 | 2 |
Laboratory Technician
| 3 |
Divorced
| 9,626 | 115,512 | 2 |
Y
|
Yes
| 3 | 4 | 1 | 80 | 4 | 26 | 1 | 4 | 16 | 11 | 10 | 14 |
33 |
Yes
|
Travel_Rarely
| 1,184 |
Research & Development
| 46 | 2 |
Marketing
| 1 | 692 | 2 |
Male
| 136 | 3 | 5 |
Manufacturing Director
| 1 |
Single
| 44,360 | 1,109,000 | 5 |
Y
|
Yes
| 27 | 4 | 1 | 80 | 1 | 6 | 4 | 4 | 5 | 2 | 3 | 1 |
26 |
No
|
Travel_Frequently
| 145 |
Hardware
| 19 | 5 |
Other
| 1 | 693 | 3 |
Male
| 83 | 3 | 2 |
Healthcare Representative
| 1 |
Married
| 30,093 | 210,651 | 2 |
Y
|
No
| 45 | 1 | 1 | 80 | 1 | 9 | 5 | 2 | 1 | 1 | 1 | 1 |
38 |
No
|
Travel_Frequently
| 813 |
Human Resources
| 36 | 3 |
Life Sciences
| 1 | 694 | 2 |
Female
| 77 | 4 | 5 |
Research Scientist
| 4 |
Married
| 11,857 | 320,139 | 3 |
Y
|
No
| 1 | 3 | 3 | 80 | 4 | 22 | 2 | 3 | 4 | 3 | 4 | 3 |
38 |
Yes
|
Travel_Rarely
| 1,162 |
Hardware
| 1 | 4 |
Marketing
| 1 | 695 | 4 |
Female
| 94 | 1 | 5 |
Sales Executive
| 2 |
Divorced
| 16,664 | 249,960 | 8 |
Y
|
No
| 10 | 2 | 4 | 80 | 4 | 32 | 6 | 1 | 18 | 11 | 14 | 10 |
35 |
No
|
Travel_Frequently
| 363 |
Hardware
| 42 | 2 |
Human Resources
| 1 | 696 | 2 |
Male
| 39 | 1 | 4 |
Manager
| 3 |
Divorced
| 19,159 | 536,452 | 2 |
Y
|
No
| 1 | 4 | 1 | 80 | 1 | 32 | 2 | 3 | 8 | 7 | 7 | 3 |
60 |
Yes
|
Non-Travel
| 314 |
Sales
| 17 | 3 |
Technical Degree
| 1 | 697 | 3 |
Male
| 107 | 3 | 2 |
Manufacturing Director
| 4 |
Married
| 17,358 | 69,432 | 0 |
Y
|
No
| 43 | 1 | 1 | 80 | 4 | 25 | 6 | 1 | 15 | 15 | 11 | 12 |
34 |
Yes
|
Non-Travel
| 506 |
Support
| 8 | 2 |
Marketing
| 1 | 698 | 4 |
Male
| 161 | 2 | 3 |
Laboratory Technician
| 3 |
Single
| 26,251 | 551,271 | 7 |
Y
|
Yes
| 34 | 3 | 1 | 80 | 4 | 8 | 6 | 1 | 8 | 5 | 2 | 1 |
53 |
No
|
Travel_Rarely
| 1,158 |
Software
| 32 | 1 |
Human Resources
| 1 | 699 | 2 |
Male
| 149 | 1 | 4 |
Healthcare Representative
| 3 |
Married
| 36,153 | 759,213 | 1 |
Y
|
Yes
| 35 | 2 | 3 | 80 | 2 | 21 | 4 | 1 | 19 | 8 | 5 | 17 |
41 |
Yes
|
Travel_Frequently
| 645 |
Support
| 48 | 3 |
Technical Degree
| 1 | 700 | 2 |
Female
| 149 | 4 | 1 |
Human Resources
| 4 |
Married
| 25,900 | 259,000 | 3 |
Y
|
Yes
| 25 | 2 | 3 | 80 | 4 | 37 | 6 | 2 | 34 | 7 | 18 | 22 |
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