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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
39 |
No
|
Travel_Frequently
| 756 |
Research & Development
| 7 | 5 |
Marketing
| 1 | 1,601 | 2 |
Male
| 158 | 4 | 1 |
Sales Executive
| 2 |
Married
| 42,216 | 802,104 | 8 |
Y
|
Yes
| 43 | 4 | 3 | 80 | 2 | 6 | 1 | 4 | 4 | 4 | 1 | 3 |
48 |
No
|
Travel_Rarely
| 944 |
Software
| 1 | 5 |
Technical Degree
| 1 | 1,602 | 3 |
Male
| 168 | 3 | 2 |
Healthcare Representative
| 4 |
Single
| 49,192 | 245,960 | 3 |
Y
|
Yes
| 17 | 1 | 4 | 80 | 1 | 17 | 3 | 4 | 1 | 1 | 1 | 1 |
26 |
No
|
Travel_Rarely
| 212 |
Hardware
| 38 | 1 |
Marketing
| 1 | 1,603 | 1 |
Female
| 76 | 4 | 2 |
Healthcare Representative
| 3 |
Married
| 19,616 | 588,480 | 6 |
Y
|
No
| 8 | 4 | 4 | 80 | 1 | 31 | 6 | 4 | 4 | 1 | 3 | 2 |
37 |
No
|
Travel_Frequently
| 1,376 |
Sales
| 49 | 2 |
Marketing
| 1 | 1,604 | 3 |
Male
| 129 | 2 | 4 |
Sales Representative
| 4 |
Married
| 24,609 | 246,090 | 1 |
Y
|
Yes
| 37 | 4 | 2 | 80 | 4 | 30 | 3 | 2 | 12 | 3 | 9 | 12 |
57 |
No
|
Non-Travel
| 1,299 |
Support
| 13 | 4 |
Marketing
| 1 | 1,605 | 2 |
Male
| 137 | 3 | 1 |
Research Director
| 1 |
Single
| 43,800 | 1,138,800 | 0 |
Y
|
Yes
| 26 | 4 | 4 | 80 | 1 | 1 | 6 | 2 | 1 | 1 | 1 | 1 |
47 |
Yes
|
Travel_Rarely
| 127 |
Software
| 45 | 1 |
Life Sciences
| 1 | 1,606 | 3 |
Male
| 111 | 1 | 2 |
Sales Executive
| 4 |
Married
| 39,550 | 949,200 | 8 |
Y
|
No
| 12 | 3 | 3 | 80 | 1 | 38 | 2 | 1 | 8 | 6 | 8 | 3 |
53 |
Yes
|
Non-Travel
| 263 |
Research & Development
| 40 | 1 |
Marketing
| 1 | 1,607 | 1 |
Male
| 43 | 4 | 3 |
Manufacturing Director
| 2 |
Single
| 29,579 | 88,737 | 1 |
Y
|
Yes
| 42 | 1 | 2 | 80 | 1 | 12 | 3 | 3 | 5 | 2 | 1 | 2 |
22 |
Yes
|
Travel_Rarely
| 151 |
Hardware
| 36 | 2 |
Technical Degree
| 1 | 1,608 | 2 |
Male
| 141 | 4 | 4 |
Developer
| 1 |
Married
| 42,802 | 984,446 | 0 |
Y
|
No
| 29 | 1 | 2 | 80 | 3 | 25 | 6 | 3 | 7 | 4 | 4 | 5 |
27 |
No
|
Non-Travel
| 592 |
Sales
| 6 | 3 |
Human Resources
| 1 | 1,609 | 3 |
Male
| 72 | 4 | 4 |
Sales Executive
| 4 |
Married
| 42,088 | 126,264 | 7 |
Y
|
No
| 34 | 3 | 4 | 80 | 2 | 23 | 2 | 3 | 10 | 3 | 8 | 10 |
40 |
Yes
|
Travel_Rarely
| 177 |
Hardware
| 39 | 5 |
Human Resources
| 1 | 1,610 | 1 |
Female
| 94 | 3 | 5 |
Laboratory Technician
| 2 |
Single
| 20,939 | 565,353 | 5 |
Y
|
Yes
| 49 | 3 | 3 | 80 | 1 | 37 | 5 | 3 | 29 | 16 | 15 | 28 |
44 |
No
|
Travel_Rarely
| 157 |
Hardware
| 2 | 1 |
Life Sciences
| 1 | 1,611 | 1 |
Male
| 179 | 4 | 2 |
Human Resources
| 2 |
Divorced
| 4,568 | 114,200 | 0 |
Y
|
Yes
| 3 | 1 | 3 | 80 | 3 | 14 | 2 | 2 | 5 | 4 | 5 | 1 |
25 |
Yes
|
Non-Travel
| 656 |
Human Resources
| 9 | 4 |
Technical Degree
| 1 | 1,612 | 1 |
Male
| 98 | 1 | 1 |
Sales Representative
| 3 |
Single
| 50,932 | 1,222,368 | 1 |
Y
|
No
| 19 | 3 | 4 | 80 | 3 | 8 | 3 | 1 | 1 | 1 | 1 | 1 |
51 |
No
|
Travel_Frequently
| 1,288 |
Research & Development
| 7 | 2 |
Technical Degree
| 1 | 1,613 | 4 |
Male
| 35 | 3 | 2 |
Healthcare Representative
| 2 |
Married
| 23,540 | 588,500 | 3 |
Y
|
No
| 6 | 2 | 3 | 80 | 3 | 21 | 3 | 3 | 6 | 1 | 3 | 5 |
35 |
Yes
|
Travel_Frequently
| 432 |
Software
| 13 | 4 |
Human Resources
| 1 | 1,614 | 1 |
Male
| 137 | 1 | 3 |
Laboratory Technician
| 4 |
Married
| 5,296 | 21,184 | 6 |
Y
|
Yes
| 34 | 4 | 3 | 80 | 4 | 3 | 1 | 3 | 3 | 1 | 2 | 3 |
45 |
No
|
Non-Travel
| 819 |
Hardware
| 39 | 4 |
Life Sciences
| 1 | 1,615 | 2 |
Female
| 46 | 3 | 4 |
Sales Representative
| 4 |
Single
| 4,796 | 110,308 | 0 |
Y
|
No
| 6 | 4 | 2 | 80 | 4 | 32 | 3 | 2 | 26 | 3 | 20 | 11 |
31 |
Yes
|
Travel_Frequently
| 1,258 |
Support
| 37 | 4 |
Life Sciences
| 1 | 1,616 | 1 |
Male
| 158 | 4 | 4 |
Sales Representative
| 3 |
Single
| 1,975 | 9,875 | 3 |
Y
|
Yes
| 35 | 3 | 2 | 80 | 1 | 15 | 2 | 3 | 14 | 11 | 10 | 14 |
21 |
Yes
|
Travel_Rarely
| 170 |
Support
| 50 | 5 |
Technical Degree
| 1 | 1,617 | 4 |
Male
| 179 | 1 | 4 |
Developer
| 2 |
Divorced
| 46,148 | 415,332 | 2 |
Y
|
Yes
| 29 | 2 | 2 | 80 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 |
58 |
No
|
Travel_Rarely
| 1,195 |
Software
| 9 | 1 |
Life Sciences
| 1 | 1,618 | 4 |
Male
| 139 | 1 | 1 |
Manufacturing Director
| 3 |
Divorced
| 3,628 | 32,652 | 6 |
Y
|
Yes
| 46 | 4 | 2 | 80 | 1 | 11 | 2 | 1 | 11 | 1 | 1 | 9 |
36 |
Yes
|
Travel_Frequently
| 225 |
Human Resources
| 20 | 2 |
Marketing
| 1 | 1,619 | 3 |
Male
| 148 | 4 | 1 |
Healthcare Representative
| 4 |
Single
| 5,371 | 96,678 | 7 |
Y
|
Yes
| 22 | 4 | 1 | 80 | 3 | 24 | 6 | 3 | 4 | 2 | 4 | 1 |
48 |
Yes
|
Travel_Rarely
| 316 |
Sales
| 36 | 2 |
Medical
| 1 | 1,620 | 3 |
Female
| 129 | 3 | 4 |
Laboratory Technician
| 2 |
Single
| 33,527 | 603,486 | 0 |
Y
|
No
| 12 | 4 | 4 | 80 | 2 | 33 | 1 | 4 | 13 | 4 | 7 | 11 |
18 |
No
|
Non-Travel
| 737 |
Sales
| 28 | 3 |
Other
| 1 | 1,621 | 2 |
Female
| 83 | 2 | 4 |
Research Scientist
| 2 |
Divorced
| 4,281 | 64,215 | 2 |
Y
|
No
| 33 | 4 | 3 | 80 | 1 | 5 | 6 | 4 | 4 | 1 | 2 | 4 |
34 |
Yes
|
Non-Travel
| 471 |
Sales
| 28 | 3 |
Life Sciences
| 1 | 1,622 | 2 |
Female
| 156 | 3 | 1 |
Sales Executive
| 3 |
Divorced
| 37,734 | 603,744 | 8 |
Y
|
No
| 37 | 4 | 4 | 80 | 1 | 20 | 4 | 2 | 2 | 2 | 1 | 1 |
57 |
No
|
Travel_Frequently
| 561 |
Human Resources
| 16 | 1 |
Marketing
| 1 | 1,623 | 3 |
Female
| 193 | 2 | 5 |
Laboratory Technician
| 1 |
Single
| 42,385 | 423,850 | 3 |
Y
|
Yes
| 13 | 1 | 4 | 80 | 4 | 18 | 1 | 3 | 12 | 7 | 5 | 9 |
45 |
No
|
Travel_Rarely
| 797 |
Research & Development
| 4 | 5 |
Life Sciences
| 1 | 1,624 | 4 |
Male
| 104 | 3 | 3 |
Manufacturing Director
| 3 |
Single
| 35,768 | 608,056 | 4 |
Y
|
No
| 39 | 4 | 3 | 80 | 4 | 31 | 3 | 1 | 27 | 21 | 9 | 14 |
35 |
No
|
Travel_Frequently
| 923 |
Human Resources
| 47 | 4 |
Other
| 1 | 1,625 | 4 |
Female
| 190 | 2 | 4 |
Human Resources
| 4 |
Married
| 6,031 | 120,620 | 7 |
Y
|
Yes
| 11 | 4 | 1 | 80 | 3 | 21 | 2 | 4 | 17 | 17 | 13 | 6 |
25 |
Yes
|
Travel_Frequently
| 864 |
Research & Development
| 3 | 4 |
Life Sciences
| 1 | 1,626 | 4 |
Female
| 33 | 2 | 3 |
Sales Executive
| 2 |
Divorced
| 14,422 | 374,972 | 8 |
Y
|
Yes
| 47 | 4 | 2 | 80 | 3 | 24 | 1 | 2 | 23 | 7 | 20 | 7 |
46 |
Yes
|
Travel_Rarely
| 321 |
Hardware
| 11 | 2 |
Human Resources
| 1 | 1,627 | 4 |
Female
| 119 | 3 | 5 |
Research Scientist
| 3 |
Married
| 21,513 | 537,825 | 8 |
Y
|
Yes
| 25 | 1 | 3 | 80 | 1 | 10 | 2 | 4 | 6 | 6 | 3 | 4 |
56 |
No
|
Travel_Rarely
| 1,236 |
Human Resources
| 14 | 2 |
Life Sciences
| 1 | 1,628 | 3 |
Female
| 123 | 1 | 3 |
Manager
| 1 |
Married
| 31,939 | 606,841 | 4 |
Y
|
No
| 39 | 2 | 2 | 80 | 3 | 8 | 2 | 1 | 4 | 2 | 4 | 1 |
55 |
Yes
|
Travel_Rarely
| 783 |
Human Resources
| 42 | 2 |
Technical Degree
| 1 | 1,629 | 2 |
Male
| 45 | 2 | 3 |
Laboratory Technician
| 4 |
Married
| 13,051 | 300,173 | 6 |
Y
|
No
| 46 | 4 | 1 | 80 | 1 | 7 | 5 | 4 | 2 | 2 | 1 | 2 |
42 |
Yes
|
Travel_Frequently
| 1,412 |
Software
| 16 | 3 |
Other
| 1 | 1,630 | 3 |
Female
| 108 | 1 | 5 |
Healthcare Representative
| 3 |
Single
| 12,229 | 366,870 | 2 |
Y
|
No
| 25 | 3 | 2 | 80 | 4 | 30 | 4 | 1 | 1 | 1 | 1 | 1 |
25 |
No
|
Travel_Frequently
| 764 |
Research & Development
| 30 | 1 |
Human Resources
| 1 | 1,631 | 4 |
Female
| 152 | 4 | 4 |
Laboratory Technician
| 4 |
Married
| 39,100 | 586,500 | 5 |
Y
|
No
| 0 | 4 | 2 | 80 | 1 | 7 | 2 | 4 | 2 | 1 | 2 | 2 |
52 |
Yes
|
Travel_Rarely
| 1,057 |
Research & Development
| 24 | 2 |
Human Resources
| 1 | 1,632 | 4 |
Female
| 35 | 3 | 2 |
Healthcare Representative
| 1 |
Divorced
| 21,304 | 511,296 | 1 |
Y
|
No
| 38 | 3 | 3 | 80 | 2 | 2 | 4 | 3 | 1 | 1 | 1 | 1 |
55 |
No
|
Travel_Rarely
| 717 |
Human Resources
| 12 | 3 |
Technical Degree
| 1 | 1,633 | 3 |
Female
| 160 | 4 | 4 |
Manager
| 1 |
Single
| 42,905 | 557,765 | 0 |
Y
|
Yes
| 46 | 1 | 3 | 80 | 4 | 8 | 5 | 3 | 1 | 1 | 1 | 1 |
47 |
Yes
|
Travel_Frequently
| 977 |
Sales
| 47 | 3 |
Marketing
| 1 | 1,634 | 1 |
Male
| 75 | 2 | 1 |
Research Director
| 1 |
Single
| 30,639 | 367,668 | 2 |
Y
|
Yes
| 16 | 3 | 2 | 80 | 2 | 31 | 2 | 4 | 27 | 24 | 12 | 22 |
44 |
No
|
Travel_Rarely
| 112 |
Human Resources
| 19 | 5 |
Marketing
| 1 | 1,635 | 4 |
Male
| 40 | 1 | 1 |
Human Resources
| 3 |
Married
| 15,762 | 126,096 | 7 |
Y
|
No
| 45 | 3 | 3 | 80 | 1 | 31 | 3 | 4 | 11 | 3 | 8 | 5 |
25 |
No
|
Travel_Frequently
| 637 |
Support
| 49 | 2 |
Other
| 1 | 1,636 | 3 |
Female
| 101 | 4 | 3 |
Research Director
| 1 |
Single
| 34,622 | 138,488 | 5 |
Y
|
No
| 15 | 4 | 4 | 80 | 1 | 1 | 2 | 3 | 1 | 1 | 1 | 1 |
55 |
No
|
Travel_Rarely
| 1,448 |
Software
| 7 | 1 |
Technical Degree
| 1 | 1,637 | 1 |
Female
| 161 | 2 | 5 |
Sales Representative
| 4 |
Divorced
| 33,907 | 67,814 | 5 |
Y
|
Yes
| 3 | 1 | 3 | 80 | 2 | 30 | 3 | 3 | 14 | 2 | 11 | 1 |
51 |
Yes
|
Non-Travel
| 591 |
Research & Development
| 21 | 2 |
Medical
| 1 | 1,638 | 4 |
Female
| 116 | 3 | 2 |
Manager
| 1 |
Married
| 1,803 | 34,257 | 8 |
Y
|
No
| 12 | 3 | 4 | 80 | 4 | 36 | 4 | 2 | 19 | 19 | 2 | 5 |
53 |
Yes
|
Non-Travel
| 711 |
Hardware
| 50 | 5 |
Medical
| 1 | 1,639 | 3 |
Female
| 43 | 1 | 2 |
Research Scientist
| 2 |
Married
| 42,475 | 1,146,825 | 0 |
Y
|
No
| 17 | 3 | 3 | 80 | 2 | 17 | 6 | 3 | 13 | 5 | 7 | 11 |
52 |
Yes
|
Travel_Frequently
| 321 |
Research & Development
| 44 | 4 |
Technical Degree
| 1 | 1,640 | 4 |
Male
| 87 | 1 | 4 |
Sales Executive
| 1 |
Married
| 2,114 | 48,622 | 3 |
Y
|
No
| 6 | 4 | 4 | 80 | 4 | 11 | 5 | 4 | 3 | 2 | 2 | 2 |
21 |
Yes
|
Travel_Frequently
| 151 |
Human Resources
| 39 | 2 |
Life Sciences
| 1 | 1,641 | 1 |
Female
| 62 | 3 | 2 |
Sales Representative
| 4 |
Single
| 22,468 | 112,340 | 7 |
Y
|
Yes
| 4 | 1 | 3 | 80 | 2 | 5 | 3 | 3 | 3 | 1 | 3 | 1 |
45 |
Yes
|
Travel_Frequently
| 544 |
Software
| 24 | 2 |
Other
| 1 | 1,642 | 2 |
Female
| 191 | 4 | 5 |
Manufacturing Director
| 2 |
Single
| 14,756 | 324,632 | 6 |
Y
|
No
| 12 | 2 | 3 | 80 | 1 | 32 | 2 | 3 | 17 | 2 | 10 | 9 |
32 |
Yes
|
Travel_Frequently
| 1,124 |
Support
| 32 | 1 |
Human Resources
| 1 | 1,643 | 4 |
Male
| 93 | 4 | 1 |
Human Resources
| 1 |
Divorced
| 39,169 | 391,690 | 5 |
Y
|
No
| 18 | 4 | 4 | 80 | 1 | 38 | 4 | 2 | 14 | 11 | 12 | 1 |
18 |
No
|
Travel_Rarely
| 1,191 |
Hardware
| 49 | 4 |
Medical
| 1 | 1,644 | 1 |
Female
| 120 | 1 | 4 |
Manufacturing Director
| 3 |
Married
| 33,934 | 33,934 | 7 |
Y
|
No
| 21 | 1 | 4 | 80 | 3 | 24 | 4 | 1 | 19 | 14 | 10 | 14 |
21 |
No
|
Travel_Frequently
| 936 |
Human Resources
| 45 | 5 |
Life Sciences
| 1 | 1,645 | 1 |
Male
| 32 | 2 | 1 |
Human Resources
| 2 |
Married
| 32,937 | 922,236 | 0 |
Y
|
Yes
| 8 | 1 | 3 | 80 | 1 | 1 | 4 | 2 | 1 | 1 | 1 | 1 |
33 |
No
|
Travel_Frequently
| 622 |
Research & Development
| 32 | 2 |
Marketing
| 1 | 1,646 | 4 |
Male
| 60 | 1 | 2 |
Sales Representative
| 2 |
Divorced
| 2,136 | 12,816 | 8 |
Y
|
Yes
| 48 | 3 | 2 | 80 | 2 | 33 | 3 | 2 | 31 | 24 | 29 | 19 |
57 |
Yes
|
Non-Travel
| 1,193 |
Support
| 32 | 5 |
Human Resources
| 1 | 1,647 | 3 |
Female
| 180 | 3 | 2 |
Developer
| 2 |
Divorced
| 25,824 | 490,656 | 0 |
Y
|
Yes
| 3 | 4 | 1 | 80 | 4 | 25 | 3 | 2 | 25 | 24 | 7 | 1 |
39 |
Yes
|
Travel_Rarely
| 574 |
Human Resources
| 1 | 2 |
Human Resources
| 1 | 1,648 | 1 |
Female
| 44 | 3 | 4 |
Human Resources
| 4 |
Married
| 13,134 | 341,484 | 1 |
Y
|
Yes
| 25 | 2 | 1 | 80 | 3 | 31 | 4 | 4 | 27 | 27 | 15 | 20 |
18 |
Yes
|
Travel_Rarely
| 463 |
Sales
| 24 | 5 |
Technical Degree
| 1 | 1,649 | 3 |
Female
| 43 | 4 | 2 |
Sales Representative
| 4 |
Divorced
| 29,948 | 209,636 | 5 |
Y
|
No
| 38 | 3 | 1 | 80 | 2 | 4 | 3 | 4 | 3 | 2 | 2 | 2 |
34 |
No
|
Travel_Frequently
| 701 |
Research & Development
| 48 | 2 |
Human Resources
| 1 | 1,650 | 2 |
Female
| 195 | 4 | 5 |
Research Scientist
| 4 |
Married
| 39,403 | 1,103,284 | 5 |
Y
|
Yes
| 20 | 2 | 3 | 80 | 2 | 18 | 1 | 4 | 12 | 4 | 10 | 1 |
24 |
No
|
Travel_Rarely
| 439 |
Research & Development
| 14 | 5 |
Other
| 1 | 1,651 | 1 |
Female
| 104 | 1 | 4 |
Healthcare Representative
| 4 |
Married
| 6,064 | 127,344 | 8 |
Y
|
Yes
| 3 | 1 | 4 | 80 | 3 | 11 | 4 | 1 | 2 | 1 | 2 | 2 |
39 |
No
|
Travel_Frequently
| 515 |
Support
| 50 | 3 |
Human Resources
| 1 | 1,652 | 2 |
Male
| 184 | 2 | 2 |
Sales Executive
| 2 |
Married
| 1,138 | 19,346 | 0 |
Y
|
Yes
| 30 | 1 | 4 | 80 | 2 | 9 | 1 | 1 | 7 | 7 | 6 | 5 |
50 |
Yes
|
Travel_Frequently
| 537 |
Sales
| 22 | 3 |
Marketing
| 1 | 1,653 | 3 |
Male
| 71 | 4 | 4 |
Sales Executive
| 3 |
Single
| 33,262 | 498,930 | 0 |
Y
|
Yes
| 33 | 4 | 1 | 80 | 4 | 32 | 4 | 4 | 29 | 23 | 21 | 1 |
43 |
Yes
|
Travel_Rarely
| 286 |
Support
| 8 | 3 |
Medical
| 1 | 1,654 | 1 |
Male
| 176 | 3 | 1 |
Research Scientist
| 1 |
Single
| 6,561 | 111,537 | 2 |
Y
|
No
| 44 | 1 | 3 | 80 | 3 | 40 | 6 | 4 | 40 | 13 | 28 | 25 |
36 |
No
|
Travel_Rarely
| 1,013 |
Research & Development
| 40 | 4 |
Life Sciences
| 1 | 1,655 | 2 |
Female
| 130 | 3 | 5 |
Manufacturing Director
| 4 |
Married
| 13,246 | 304,658 | 0 |
Y
|
No
| 9 | 3 | 1 | 80 | 3 | 30 | 2 | 3 | 14 | 9 | 7 | 1 |
22 |
Yes
|
Travel_Frequently
| 1,192 |
Human Resources
| 47 | 2 |
Medical
| 1 | 1,656 | 4 |
Female
| 110 | 2 | 5 |
Developer
| 1 |
Single
| 5,707 | 97,019 | 8 |
Y
|
No
| 2 | 1 | 3 | 80 | 3 | 31 | 5 | 4 | 3 | 1 | 3 | 3 |
42 |
Yes
|
Travel_Rarely
| 1,422 |
Human Resources
| 43 | 2 |
Other
| 1 | 1,657 | 3 |
Female
| 166 | 3 | 5 |
Sales Executive
| 1 |
Divorced
| 45,108 | 451,080 | 6 |
Y
|
No
| 11 | 3 | 3 | 80 | 4 | 14 | 5 | 2 | 5 | 2 | 1 | 2 |
59 |
No
|
Travel_Frequently
| 1,203 |
Hardware
| 41 | 1 |
Medical
| 1 | 1,658 | 4 |
Male
| 38 | 3 | 5 |
Research Director
| 1 |
Married
| 12,370 | 24,740 | 1 |
Y
|
Yes
| 19 | 4 | 2 | 80 | 1 | 28 | 4 | 2 | 14 | 3 | 3 | 12 |
23 |
No
|
Travel_Rarely
| 1,203 |
Software
| 26 | 5 |
Other
| 1 | 1,659 | 2 |
Female
| 135 | 1 | 2 |
Manager
| 4 |
Single
| 19,059 | 400,239 | 1 |
Y
|
Yes
| 13 | 3 | 2 | 80 | 1 | 23 | 4 | 4 | 13 | 7 | 11 | 11 |
53 |
Yes
|
Non-Travel
| 275 |
Software
| 36 | 4 |
Technical Degree
| 1 | 1,660 | 4 |
Female
| 164 | 2 | 2 |
Research Scientist
| 2 |
Single
| 11,407 | 239,547 | 6 |
Y
|
No
| 30 | 1 | 3 | 80 | 2 | 35 | 2 | 1 | 26 | 7 | 23 | 26 |
52 |
Yes
|
Non-Travel
| 1,127 |
Hardware
| 17 | 2 |
Human Resources
| 1 | 1,661 | 1 |
Male
| 56 | 1 | 2 |
Research Director
| 4 |
Divorced
| 40,033 | 1,160,957 | 6 |
Y
|
No
| 46 | 4 | 1 | 80 | 2 | 3 | 6 | 2 | 1 | 1 | 1 | 1 |
26 |
Yes
|
Travel_Frequently
| 837 |
Sales
| 2 | 1 |
Other
| 1 | 1,662 | 3 |
Female
| 115 | 1 | 2 |
Manager
| 1 |
Married
| 31,071 | 310,710 | 7 |
Y
|
No
| 46 | 2 | 3 | 80 | 3 | 31 | 5 | 2 | 3 | 3 | 3 | 3 |
57 |
No
|
Travel_Rarely
| 481 |
Hardware
| 24 | 5 |
Life Sciences
| 1 | 1,663 | 2 |
Male
| 172 | 4 | 4 |
Developer
| 4 |
Single
| 4,617 | 110,808 | 7 |
Y
|
Yes
| 25 | 1 | 2 | 80 | 1 | 32 | 1 | 1 | 6 | 5 | 2 | 6 |
43 |
Yes
|
Non-Travel
| 1,051 |
Human Resources
| 19 | 2 |
Medical
| 1 | 1,664 | 4 |
Female
| 140 | 1 | 5 |
Developer
| 3 |
Single
| 22,581 | 496,782 | 4 |
Y
|
Yes
| 2 | 3 | 4 | 80 | 2 | 32 | 3 | 1 | 21 | 13 | 15 | 20 |
60 |
No
|
Travel_Rarely
| 630 |
Sales
| 27 | 5 |
Life Sciences
| 1 | 1,665 | 2 |
Male
| 156 | 1 | 4 |
Sales Representative
| 1 |
Divorced
| 17,239 | 34,478 | 8 |
Y
|
No
| 13 | 4 | 4 | 80 | 1 | 38 | 3 | 1 | 28 | 24 | 18 | 18 |
47 |
Yes
|
Travel_Frequently
| 1,127 |
Human Resources
| 6 | 4 |
Other
| 1 | 1,666 | 3 |
Female
| 75 | 3 | 2 |
Laboratory Technician
| 2 |
Married
| 1,601 | 25,616 | 6 |
Y
|
Yes
| 15 | 1 | 1 | 80 | 4 | 6 | 2 | 1 | 2 | 2 | 2 | 2 |
44 |
Yes
|
Travel_Frequently
| 717 |
Support
| 1 | 5 |
Other
| 1 | 1,667 | 3 |
Male
| 56 | 2 | 1 |
Sales Representative
| 3 |
Married
| 44,049 | 1,145,274 | 1 |
Y
|
Yes
| 36 | 3 | 2 | 80 | 4 | 14 | 3 | 3 | 12 | 3 | 11 | 11 |
49 |
Yes
|
Non-Travel
| 1,282 |
Sales
| 18 | 1 |
Life Sciences
| 1 | 1,668 | 2 |
Male
| 47 | 1 | 3 |
Research Director
| 3 |
Single
| 18,817 | 413,974 | 7 |
Y
|
No
| 2 | 3 | 2 | 80 | 1 | 20 | 4 | 3 | 5 | 2 | 1 | 1 |
26 |
No
|
Travel_Rarely
| 1,062 |
Software
| 4 | 4 |
Human Resources
| 1 | 1,669 | 3 |
Female
| 65 | 2 | 4 |
Manufacturing Director
| 2 |
Divorced
| 15,432 | 15,432 | 1 |
Y
|
Yes
| 34 | 2 | 4 | 80 | 4 | 17 | 1 | 4 | 12 | 2 | 8 | 4 |
54 |
Yes
|
Travel_Rarely
| 1,103 |
Software
| 37 | 2 |
Medical
| 1 | 1,670 | 2 |
Female
| 53 | 3 | 2 |
Sales Representative
| 4 |
Married
| 39,313 | 196,565 | 7 |
Y
|
Yes
| 7 | 2 | 4 | 80 | 3 | 39 | 6 | 1 | 32 | 4 | 19 | 1 |
57 |
No
|
Non-Travel
| 719 |
Sales
| 44 | 1 |
Marketing
| 1 | 1,671 | 3 |
Male
| 179 | 1 | 5 |
Manufacturing Director
| 1 |
Married
| 50,597 | 354,179 | 5 |
Y
|
Yes
| 6 | 3 | 4 | 80 | 1 | 10 | 5 | 3 | 2 | 1 | 1 | 1 |
32 |
Yes
|
Non-Travel
| 624 |
Support
| 19 | 3 |
Other
| 1 | 1,672 | 4 |
Male
| 65 | 1 | 5 |
Developer
| 1 |
Divorced
| 22,913 | 229,130 | 2 |
Y
|
No
| 14 | 1 | 2 | 80 | 1 | 8 | 6 | 2 | 6 | 3 | 2 | 1 |
37 |
Yes
|
Travel_Rarely
| 1,228 |
Software
| 34 | 4 |
Human Resources
| 1 | 1,673 | 3 |
Male
| 168 | 3 | 4 |
Research Director
| 1 |
Single
| 40,164 | 281,148 | 1 |
Y
|
No
| 46 | 2 | 1 | 80 | 4 | 16 | 5 | 2 | 8 | 7 | 5 | 5 |
39 |
No
|
Travel_Frequently
| 975 |
Sales
| 4 | 1 |
Other
| 1 | 1,674 | 1 |
Female
| 113 | 2 | 5 |
Sales Executive
| 4 |
Single
| 10,196 | 214,116 | 6 |
Y
|
Yes
| 6 | 3 | 4 | 80 | 3 | 28 | 6 | 2 | 16 | 7 | 3 | 4 |
49 |
Yes
|
Travel_Rarely
| 946 |
Sales
| 19 | 1 |
Marketing
| 1 | 1,675 | 2 |
Male
| 150 | 3 | 4 |
Sales Executive
| 2 |
Divorced
| 35,208 | 457,704 | 7 |
Y
|
No
| 9 | 1 | 3 | 80 | 4 | 18 | 3 | 1 | 13 | 6 | 8 | 8 |
60 |
No
|
Travel_Frequently
| 1,393 |
Software
| 8 | 5 |
Human Resources
| 1 | 1,676 | 1 |
Female
| 200 | 1 | 4 |
Manager
| 4 |
Married
| 31,352 | 627,040 | 4 |
Y
|
No
| 41 | 3 | 4 | 80 | 3 | 29 | 6 | 2 | 16 | 2 | 8 | 15 |
45 |
Yes
|
Travel_Rarely
| 1,088 |
Hardware
| 22 | 3 |
Technical Degree
| 1 | 1,677 | 1 |
Male
| 50 | 4 | 3 |
Sales Representative
| 3 |
Divorced
| 3,675 | 69,825 | 1 |
Y
|
No
| 28 | 1 | 1 | 80 | 1 | 23 | 5 | 1 | 17 | 11 | 15 | 1 |
47 |
No
|
Non-Travel
| 979 |
Software
| 29 | 3 |
Life Sciences
| 1 | 1,678 | 3 |
Female
| 95 | 1 | 3 |
Research Scientist
| 4 |
Single
| 17,590 | 193,490 | 1 |
Y
|
No
| 20 | 4 | 1 | 80 | 3 | 14 | 4 | 1 | 8 | 3 | 6 | 3 |
38 |
Yes
|
Non-Travel
| 155 |
Human Resources
| 46 | 2 |
Human Resources
| 1 | 1,679 | 1 |
Male
| 47 | 2 | 2 |
Laboratory Technician
| 2 |
Married
| 27,627 | 745,929 | 1 |
Y
|
Yes
| 42 | 2 | 1 | 80 | 3 | 25 | 2 | 2 | 15 | 4 | 1 | 8 |
38 |
No
|
Travel_Frequently
| 1,280 |
Research & Development
| 37 | 5 |
Human Resources
| 1 | 1,680 | 1 |
Female
| 151 | 3 | 5 |
Sales Representative
| 3 |
Divorced
| 7,264 | 188,864 | 3 |
Y
|
Yes
| 35 | 1 | 1 | 80 | 4 | 27 | 4 | 1 | 1 | 1 | 1 | 1 |
39 |
Yes
|
Travel_Frequently
| 1,387 |
Sales
| 26 | 4 |
Human Resources
| 1 | 1,681 | 1 |
Male
| 187 | 3 | 2 |
Human Resources
| 2 |
Married
| 27,238 | 490,284 | 8 |
Y
|
No
| 40 | 2 | 4 | 80 | 2 | 2 | 5 | 3 | 1 | 1 | 1 | 1 |
42 |
No
|
Travel_Frequently
| 566 |
Research & Development
| 28 | 2 |
Marketing
| 1 | 1,682 | 4 |
Male
| 190 | 4 | 1 |
Sales Executive
| 4 |
Married
| 1,411 | 9,877 | 5 |
Y
|
Yes
| 19 | 3 | 3 | 80 | 4 | 37 | 3 | 4 | 7 | 5 | 7 | 7 |
55 |
No
|
Travel_Frequently
| 810 |
Support
| 34 | 2 |
Human Resources
| 1 | 1,683 | 2 |
Male
| 164 | 4 | 2 |
Human Resources
| 4 |
Single
| 9,992 | 269,784 | 1 |
Y
|
Yes
| 46 | 4 | 2 | 80 | 4 | 17 | 6 | 2 | 7 | 6 | 1 | 5 |
18 |
Yes
|
Travel_Frequently
| 414 |
Software
| 42 | 1 |
Human Resources
| 1 | 1,684 | 2 |
Male
| 83 | 4 | 5 |
Healthcare Representative
| 1 |
Married
| 35,901 | 825,723 | 5 |
Y
|
No
| 37 | 1 | 3 | 80 | 1 | 7 | 5 | 1 | 7 | 1 | 5 | 5 |
58 |
Yes
|
Travel_Rarely
| 831 |
Human Resources
| 50 | 5 |
Technical Degree
| 1 | 1,685 | 3 |
Male
| 96 | 4 | 2 |
Human Resources
| 1 |
Divorced
| 6,005 | 24,020 | 2 |
Y
|
No
| 28 | 2 | 4 | 80 | 2 | 39 | 6 | 4 | 10 | 8 | 6 | 10 |
51 |
No
|
Travel_Frequently
| 738 |
Software
| 17 | 1 |
Marketing
| 1 | 1,686 | 2 |
Male
| 189 | 1 | 1 |
Sales Executive
| 2 |
Single
| 49,863 | 598,356 | 5 |
Y
|
No
| 34 | 4 | 3 | 80 | 3 | 6 | 4 | 3 | 6 | 2 | 6 | 6 |
48 |
Yes
|
Non-Travel
| 830 |
Software
| 35 | 3 |
Human Resources
| 1 | 1,687 | 3 |
Male
| 125 | 2 | 2 |
Sales Executive
| 4 |
Married
| 12,927 | 284,394 | 2 |
Y
|
Yes
| 39 | 1 | 4 | 80 | 3 | 37 | 2 | 4 | 33 | 20 | 24 | 32 |
40 |
Yes
|
Non-Travel
| 384 |
Hardware
| 27 | 5 |
Other
| 1 | 1,688 | 4 |
Female
| 59 | 3 | 5 |
Manufacturing Director
| 4 |
Divorced
| 42,601 | 979,823 | 0 |
Y
|
No
| 39 | 1 | 3 | 80 | 2 | 28 | 4 | 2 | 3 | 1 | 3 | 3 |
42 |
No
|
Non-Travel
| 614 |
Human Resources
| 45 | 4 |
Technical Degree
| 1 | 1,689 | 1 |
Male
| 117 | 2 | 2 |
Developer
| 1 |
Single
| 36,346 | 145,384 | 4 |
Y
|
No
| 35 | 1 | 1 | 80 | 3 | 28 | 6 | 2 | 4 | 3 | 3 | 3 |
51 |
Yes
|
Travel_Rarely
| 1,145 |
Sales
| 27 | 4 |
Marketing
| 1 | 1,690 | 4 |
Male
| 143 | 3 | 5 |
Healthcare Representative
| 3 |
Single
| 23,661 | 496,881 | 1 |
Y
|
Yes
| 23 | 4 | 3 | 80 | 3 | 22 | 1 | 1 | 5 | 2 | 3 | 2 |
24 |
No
|
Non-Travel
| 1,092 |
Research & Development
| 48 | 3 |
Medical
| 1 | 1,691 | 2 |
Female
| 87 | 3 | 4 |
Sales Representative
| 1 |
Married
| 24,138 | 265,518 | 2 |
Y
|
No
| 12 | 3 | 3 | 80 | 2 | 7 | 1 | 4 | 2 | 1 | 1 | 1 |
30 |
No
|
Travel_Frequently
| 798 |
Research & Development
| 10 | 5 |
Life Sciences
| 1 | 1,692 | 1 |
Female
| 46 | 3 | 2 |
Healthcare Representative
| 3 |
Divorced
| 23,260 | 69,780 | 3 |
Y
|
No
| 44 | 3 | 3 | 80 | 2 | 5 | 5 | 4 | 2 | 1 | 2 | 1 |
41 |
Yes
|
Travel_Frequently
| 902 |
Research & Development
| 35 | 1 |
Other
| 1 | 1,693 | 2 |
Male
| 161 | 2 | 3 |
Laboratory Technician
| 3 |
Single
| 5,699 | 11,398 | 2 |
Y
|
No
| 31 | 1 | 3 | 80 | 1 | 3 | 5 | 3 | 3 | 1 | 3 | 2 |
47 |
Yes
|
Non-Travel
| 321 |
Hardware
| 31 | 3 |
Technical Degree
| 1 | 1,694 | 3 |
Male
| 38 | 4 | 5 |
Manager
| 2 |
Married
| 42,748 | 470,228 | 4 |
Y
|
Yes
| 36 | 2 | 1 | 80 | 2 | 22 | 6 | 3 | 7 | 4 | 2 | 3 |
24 |
No
|
Travel_Rarely
| 690 |
Research & Development
| 1 | 5 |
Technical Degree
| 1 | 1,695 | 3 |
Male
| 104 | 4 | 2 |
Manufacturing Director
| 4 |
Single
| 9,502 | 9,502 | 6 |
Y
|
Yes
| 39 | 1 | 1 | 80 | 4 | 10 | 5 | 3 | 8 | 6 | 3 | 2 |
51 |
No
|
Travel_Rarely
| 400 |
Research & Development
| 31 | 2 |
Marketing
| 1 | 1,696 | 1 |
Male
| 122 | 1 | 4 |
Healthcare Representative
| 2 |
Single
| 37,298 | 111,894 | 5 |
Y
|
No
| 4 | 3 | 4 | 80 | 3 | 6 | 6 | 3 | 6 | 2 | 2 | 6 |
39 |
Yes
|
Non-Travel
| 452 |
Sales
| 38 | 4 |
Other
| 1 | 1,697 | 1 |
Male
| 35 | 4 | 5 |
Research Scientist
| 2 |
Single
| 44,906 | 987,932 | 8 |
Y
|
No
| 1 | 4 | 2 | 80 | 2 | 40 | 4 | 4 | 21 | 18 | 17 | 4 |
26 |
Yes
|
Travel_Frequently
| 477 |
Software
| 33 | 1 |
Medical
| 1 | 1,698 | 1 |
Female
| 33 | 4 | 4 |
Human Resources
| 2 |
Single
| 35,514 | 142,056 | 8 |
Y
|
Yes
| 13 | 4 | 2 | 80 | 3 | 2 | 5 | 1 | 2 | 2 | 1 | 2 |
18 |
No
|
Travel_Rarely
| 932 |
Hardware
| 33 | 5 |
Medical
| 1 | 1,699 | 1 |
Female
| 56 | 2 | 4 |
Human Resources
| 4 |
Married
| 46,665 | 326,655 | 4 |
Y
|
Yes
| 47 | 2 | 2 | 80 | 2 | 12 | 4 | 2 | 6 | 5 | 2 | 5 |
54 |
Yes
|
Non-Travel
| 1,342 |
Hardware
| 25 | 1 |
Human Resources
| 1 | 1,700 | 1 |
Female
| 46 | 2 | 4 |
Sales Executive
| 2 |
Divorced
| 13,131 | 380,799 | 3 |
Y
|
Yes
| 8 | 3 | 1 | 80 | 3 | 35 | 4 | 2 | 25 | 12 | 10 | 17 |
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