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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
48 |
No
|
Travel_Frequently
| 1,232 |
Human Resources
| 42 | 5 |
Human Resources
| 1 | 4,601 | 4 |
Female
| 182 | 2 | 3 |
Manager
| 3 |
Divorced
| 11,581 | 289,525 | 7 |
Y
|
No
| 22 | 2 | 4 | 80 | 2 | 36 | 6 | 1 | 21 | 5 | 13 | 7 |
57 |
No
|
Non-Travel
| 936 |
Sales
| 19 | 3 |
Technical Degree
| 1 | 4,602 | 4 |
Female
| 171 | 3 | 5 |
Manager
| 1 |
Married
| 42,540 | 978,420 | 4 |
Y
|
No
| 21 | 4 | 4 | 80 | 4 | 37 | 4 | 4 | 7 | 5 | 5 | 6 |
32 |
No
|
Travel_Rarely
| 332 |
Software
| 26 | 4 |
Medical
| 1 | 4,603 | 4 |
Male
| 190 | 2 | 4 |
Developer
| 2 |
Divorced
| 17,254 | 500,366 | 7 |
Y
|
No
| 31 | 4 | 4 | 80 | 2 | 12 | 5 | 4 | 6 | 5 | 2 | 1 |
44 |
No
|
Travel_Rarely
| 516 |
Research & Development
| 21 | 2 |
Life Sciences
| 1 | 4,604 | 3 |
Male
| 134 | 1 | 2 |
Human Resources
| 2 |
Single
| 32,175 | 386,100 | 7 |
Y
|
No
| 7 | 4 | 1 | 80 | 4 | 32 | 4 | 2 | 23 | 13 | 6 | 8 |
27 |
No
|
Travel_Frequently
| 615 |
Software
| 1 | 3 |
Marketing
| 1 | 4,605 | 4 |
Female
| 196 | 3 | 1 |
Healthcare Representative
| 2 |
Married
| 40,972 | 286,804 | 7 |
Y
|
No
| 24 | 3 | 2 | 80 | 1 | 13 | 5 | 4 | 11 | 1 | 6 | 8 |
21 |
Yes
|
Travel_Rarely
| 626 |
Research & Development
| 35 | 1 |
Medical
| 1 | 4,606 | 1 |
Female
| 46 | 4 | 3 |
Research Scientist
| 3 |
Single
| 1,054 | 1,054 | 0 |
Y
|
No
| 47 | 4 | 4 | 80 | 3 | 12 | 2 | 2 | 7 | 1 | 4 | 4 |
33 |
Yes
|
Non-Travel
| 1,321 |
Research & Development
| 10 | 4 |
Marketing
| 1 | 4,607 | 4 |
Male
| 81 | 3 | 2 |
Sales Executive
| 3 |
Married
| 50,218 | 150,654 | 7 |
Y
|
No
| 8 | 2 | 2 | 80 | 4 | 6 | 2 | 3 | 1 | 1 | 1 | 1 |
22 |
No
|
Travel_Frequently
| 145 |
Research & Development
| 22 | 4 |
Life Sciences
| 1 | 4,608 | 4 |
Female
| 134 | 4 | 5 |
Human Resources
| 3 |
Single
| 1,766 | 15,894 | 7 |
Y
|
Yes
| 36 | 2 | 2 | 80 | 3 | 8 | 6 | 2 | 5 | 2 | 3 | 1 |
32 |
Yes
|
Non-Travel
| 1,005 |
Hardware
| 33 | 5 |
Medical
| 1 | 4,609 | 2 |
Male
| 125 | 3 | 2 |
Developer
| 1 |
Single
| 40,633 | 1,097,091 | 6 |
Y
|
Yes
| 35 | 1 | 3 | 80 | 1 | 29 | 4 | 2 | 23 | 14 | 21 | 15 |
26 |
No
|
Travel_Frequently
| 920 |
Human Resources
| 28 | 2 |
Human Resources
| 1 | 4,610 | 4 |
Female
| 175 | 4 | 1 |
Manufacturing Director
| 1 |
Divorced
| 27,901 | 195,307 | 7 |
Y
|
Yes
| 3 | 3 | 4 | 80 | 1 | 24 | 3 | 1 | 20 | 16 | 10 | 14 |
59 |
Yes
|
Travel_Rarely
| 1,300 |
Hardware
| 42 | 4 |
Medical
| 1 | 4,611 | 3 |
Male
| 195 | 4 | 3 |
Research Scientist
| 4 |
Divorced
| 27,388 | 629,924 | 6 |
Y
|
No
| 1 | 3 | 4 | 80 | 1 | 28 | 4 | 4 | 22 | 20 | 16 | 7 |
46 |
No
|
Travel_Rarely
| 1,169 |
Support
| 14 | 5 |
Life Sciences
| 1 | 4,612 | 2 |
Male
| 154 | 1 | 1 |
Developer
| 3 |
Single
| 22,141 | 154,987 | 1 |
Y
|
No
| 16 | 1 | 1 | 80 | 1 | 18 | 5 | 3 | 9 | 2 | 2 | 5 |
53 |
Yes
|
Travel_Rarely
| 158 |
Human Resources
| 36 | 3 |
Technical Degree
| 1 | 4,613 | 2 |
Male
| 160 | 2 | 4 |
Research Scientist
| 4 |
Divorced
| 35,207 | 1,021,003 | 0 |
Y
|
Yes
| 37 | 2 | 4 | 80 | 1 | 10 | 6 | 2 | 9 | 2 | 2 | 2 |
51 |
No
|
Non-Travel
| 103 |
Human Resources
| 41 | 5 |
Human Resources
| 1 | 4,614 | 2 |
Female
| 151 | 2 | 4 |
Laboratory Technician
| 4 |
Single
| 43,122 | 733,074 | 6 |
Y
|
Yes
| 49 | 1 | 3 | 80 | 2 | 4 | 3 | 1 | 2 | 1 | 2 | 1 |
54 |
Yes
|
Travel_Frequently
| 260 |
Research & Development
| 38 | 1 |
Life Sciences
| 1 | 4,615 | 1 |
Female
| 191 | 3 | 3 |
Healthcare Representative
| 4 |
Single
| 10,444 | 135,772 | 5 |
Y
|
Yes
| 42 | 2 | 1 | 80 | 1 | 37 | 5 | 2 | 5 | 1 | 1 | 5 |
49 |
No
|
Non-Travel
| 1,449 |
Software
| 3 | 4 |
Life Sciences
| 1 | 4,616 | 1 |
Female
| 48 | 4 | 4 |
Developer
| 4 |
Single
| 33,287 | 765,601 | 6 |
Y
|
No
| 24 | 1 | 1 | 80 | 2 | 8 | 2 | 2 | 8 | 2 | 8 | 6 |
58 |
Yes
|
Non-Travel
| 1,215 |
Support
| 40 | 3 |
Human Resources
| 1 | 4,617 | 3 |
Male
| 171 | 1 | 3 |
Human Resources
| 1 |
Divorced
| 41,182 | 205,910 | 4 |
Y
|
No
| 5 | 4 | 1 | 80 | 3 | 2 | 6 | 1 | 1 | 1 | 1 | 1 |
29 |
No
|
Travel_Rarely
| 1,145 |
Support
| 22 | 4 |
Human Resources
| 1 | 4,618 | 3 |
Female
| 97 | 2 | 1 |
Human Resources
| 3 |
Divorced
| 42,392 | 975,016 | 4 |
Y
|
Yes
| 22 | 2 | 4 | 80 | 1 | 33 | 5 | 1 | 2 | 2 | 2 | 1 |
33 |
Yes
|
Non-Travel
| 542 |
Human Resources
| 18 | 2 |
Marketing
| 1 | 4,619 | 2 |
Female
| 58 | 1 | 3 |
Research Scientist
| 3 |
Divorced
| 33,769 | 202,614 | 5 |
Y
|
Yes
| 6 | 1 | 2 | 80 | 2 | 10 | 6 | 4 | 7 | 3 | 5 | 3 |
48 |
No
|
Travel_Rarely
| 807 |
Human Resources
| 26 | 1 |
Medical
| 1 | 4,620 | 4 |
Female
| 94 | 4 | 4 |
Research Director
| 4 |
Divorced
| 23,872 | 405,824 | 4 |
Y
|
No
| 31 | 2 | 2 | 80 | 1 | 3 | 4 | 2 | 2 | 1 | 1 | 1 |
29 |
No
|
Travel_Frequently
| 765 |
Software
| 16 | 3 |
Other
| 1 | 4,621 | 4 |
Female
| 162 | 2 | 5 |
Research Scientist
| 3 |
Divorced
| 6,738 | 60,642 | 5 |
Y
|
Yes
| 27 | 1 | 2 | 80 | 3 | 22 | 6 | 2 | 2 | 1 | 1 | 1 |
50 |
Yes
|
Travel_Rarely
| 735 |
Human Resources
| 1 | 4 |
Life Sciences
| 1 | 4,622 | 3 |
Male
| 168 | 1 | 1 |
Developer
| 2 |
Single
| 33,741 | 776,043 | 6 |
Y
|
Yes
| 11 | 2 | 2 | 80 | 4 | 36 | 4 | 2 | 15 | 15 | 12 | 15 |
55 |
Yes
|
Travel_Rarely
| 685 |
Research & Development
| 33 | 3 |
Medical
| 1 | 4,623 | 1 |
Female
| 169 | 4 | 1 |
Laboratory Technician
| 1 |
Divorced
| 25,547 | 434,299 | 4 |
Y
|
Yes
| 13 | 3 | 4 | 80 | 2 | 13 | 6 | 1 | 4 | 2 | 3 | 1 |
51 |
Yes
|
Travel_Rarely
| 740 |
Software
| 8 | 4 |
Technical Degree
| 1 | 4,624 | 2 |
Female
| 178 | 1 | 3 |
Developer
| 1 |
Single
| 24,217 | 484,340 | 4 |
Y
|
Yes
| 28 | 1 | 2 | 80 | 2 | 2 | 4 | 1 | 1 | 1 | 1 | 1 |
51 |
No
|
Travel_Frequently
| 1,085 |
Hardware
| 14 | 2 |
Other
| 1 | 4,625 | 1 |
Male
| 91 | 3 | 3 |
Human Resources
| 4 |
Married
| 14,084 | 42,252 | 1 |
Y
|
No
| 1 | 3 | 3 | 80 | 3 | 1 | 6 | 2 | 1 | 1 | 1 | 1 |
19 |
No
|
Travel_Rarely
| 1,080 |
Research & Development
| 32 | 3 |
Life Sciences
| 1 | 4,626 | 3 |
Male
| 102 | 1 | 5 |
Healthcare Representative
| 1 |
Married
| 36,769 | 955,994 | 4 |
Y
|
No
| 40 | 3 | 2 | 80 | 2 | 37 | 3 | 4 | 32 | 27 | 23 | 18 |
43 |
No
|
Travel_Frequently
| 832 |
Sales
| 45 | 3 |
Marketing
| 1 | 4,627 | 2 |
Male
| 170 | 2 | 4 |
Human Resources
| 1 |
Divorced
| 41,353 | 537,589 | 2 |
Y
|
Yes
| 0 | 1 | 4 | 80 | 1 | 12 | 1 | 4 | 6 | 2 | 5 | 2 |
58 |
Yes
|
Travel_Frequently
| 284 |
Research & Development
| 33 | 4 |
Human Resources
| 1 | 4,628 | 4 |
Male
| 53 | 4 | 2 |
Research Director
| 1 |
Single
| 11,759 | 141,108 | 0 |
Y
|
Yes
| 27 | 3 | 4 | 80 | 4 | 3 | 3 | 2 | 3 | 1 | 2 | 2 |
22 |
No
|
Travel_Rarely
| 312 |
Software
| 6 | 5 |
Technical Degree
| 1 | 4,629 | 1 |
Male
| 70 | 2 | 5 |
Healthcare Representative
| 1 |
Single
| 44,309 | 576,017 | 4 |
Y
|
Yes
| 32 | 4 | 2 | 80 | 3 | 14 | 5 | 1 | 8 | 7 | 4 | 4 |
52 |
Yes
|
Non-Travel
| 1,040 |
Sales
| 40 | 5 |
Other
| 1 | 4,630 | 1 |
Female
| 174 | 1 | 4 |
Developer
| 2 |
Married
| 44,370 | 1,153,620 | 7 |
Y
|
Yes
| 22 | 2 | 4 | 80 | 3 | 28 | 2 | 1 | 13 | 3 | 6 | 6 |
30 |
Yes
|
Travel_Frequently
| 1,484 |
Sales
| 36 | 4 |
Marketing
| 1 | 4,631 | 4 |
Female
| 150 | 2 | 3 |
Sales Representative
| 3 |
Divorced
| 10,250 | 51,250 | 0 |
Y
|
No
| 11 | 1 | 3 | 80 | 3 | 6 | 1 | 3 | 1 | 1 | 1 | 1 |
38 |
Yes
|
Non-Travel
| 634 |
Sales
| 27 | 4 |
Technical Degree
| 1 | 4,632 | 3 |
Female
| 141 | 1 | 5 |
Research Scientist
| 3 |
Single
| 29,024 | 145,120 | 1 |
Y
|
No
| 9 | 1 | 1 | 80 | 3 | 38 | 5 | 4 | 30 | 3 | 6 | 11 |
20 |
Yes
|
Travel_Frequently
| 1,173 |
Support
| 35 | 1 |
Marketing
| 1 | 4,633 | 3 |
Male
| 90 | 4 | 4 |
Laboratory Technician
| 2 |
Single
| 4,723 | 75,568 | 8 |
Y
|
No
| 0 | 4 | 1 | 80 | 3 | 5 | 3 | 4 | 1 | 1 | 1 | 1 |
24 |
No
|
Travel_Rarely
| 220 |
Support
| 43 | 5 |
Human Resources
| 1 | 4,634 | 4 |
Male
| 154 | 3 | 3 |
Manufacturing Director
| 2 |
Single
| 46,946 | 1,173,650 | 3 |
Y
|
Yes
| 17 | 2 | 3 | 80 | 3 | 14 | 3 | 4 | 9 | 7 | 2 | 5 |
43 |
Yes
|
Non-Travel
| 1,200 |
Sales
| 11 | 2 |
Life Sciences
| 1 | 4,635 | 1 |
Male
| 132 | 1 | 4 |
Manager
| 1 |
Married
| 43,378 | 477,158 | 6 |
Y
|
No
| 34 | 3 | 4 | 80 | 1 | 18 | 5 | 3 | 2 | 1 | 2 | 1 |
40 |
No
|
Non-Travel
| 304 |
Human Resources
| 8 | 5 |
Life Sciences
| 1 | 4,636 | 2 |
Male
| 169 | 3 | 2 |
Sales Executive
| 1 |
Divorced
| 14,096 | 253,728 | 0 |
Y
|
Yes
| 47 | 4 | 3 | 80 | 1 | 17 | 1 | 2 | 5 | 2 | 1 | 3 |
39 |
Yes
|
Travel_Rarely
| 461 |
Research & Development
| 41 | 5 |
Human Resources
| 1 | 4,637 | 1 |
Male
| 143 | 2 | 1 |
Research Director
| 2 |
Divorced
| 18,698 | 355,262 | 4 |
Y
|
Yes
| 35 | 2 | 3 | 80 | 3 | 37 | 6 | 2 | 11 | 4 | 4 | 9 |
28 |
Yes
|
Travel_Frequently
| 611 |
Hardware
| 25 | 5 |
Technical Degree
| 1 | 4,638 | 1 |
Male
| 172 | 1 | 4 |
Research Scientist
| 3 |
Single
| 19,128 | 382,560 | 8 |
Y
|
No
| 6 | 3 | 3 | 80 | 3 | 16 | 3 | 3 | 3 | 2 | 1 | 1 |
35 |
No
|
Travel_Frequently
| 254 |
Hardware
| 27 | 2 |
Medical
| 1 | 4,639 | 3 |
Female
| 124 | 3 | 4 |
Developer
| 2 |
Single
| 5,054 | 50,540 | 5 |
Y
|
No
| 18 | 3 | 2 | 80 | 4 | 8 | 1 | 2 | 6 | 4 | 1 | 6 |
56 |
Yes
|
Travel_Frequently
| 445 |
Sales
| 40 | 3 |
Other
| 1 | 4,640 | 1 |
Male
| 58 | 4 | 3 |
Manager
| 4 |
Single
| 43,582 | 43,582 | 7 |
Y
|
Yes
| 34 | 3 | 2 | 80 | 1 | 22 | 2 | 4 | 5 | 1 | 4 | 2 |
33 |
No
|
Travel_Rarely
| 1,269 |
Hardware
| 35 | 2 |
Life Sciences
| 1 | 4,641 | 3 |
Female
| 30 | 4 | 5 |
Laboratory Technician
| 4 |
Divorced
| 28,016 | 812,464 | 4 |
Y
|
No
| 9 | 3 | 4 | 80 | 1 | 32 | 5 | 2 | 20 | 9 | 6 | 9 |
35 |
Yes
|
Non-Travel
| 180 |
Support
| 26 | 2 |
Life Sciences
| 1 | 4,642 | 4 |
Female
| 103 | 3 | 5 |
Research Director
| 4 |
Married
| 18,992 | 227,904 | 3 |
Y
|
Yes
| 32 | 3 | 3 | 80 | 4 | 15 | 3 | 1 | 11 | 11 | 6 | 11 |
40 |
No
|
Travel_Rarely
| 436 |
Human Resources
| 28 | 4 |
Life Sciences
| 1 | 4,643 | 2 |
Male
| 41 | 3 | 5 |
Manager
| 2 |
Married
| 46,361 | 231,805 | 8 |
Y
|
Yes
| 37 | 1 | 2 | 80 | 1 | 3 | 3 | 2 | 3 | 2 | 1 | 1 |
29 |
Yes
|
Travel_Frequently
| 714 |
Software
| 5 | 5 |
Life Sciences
| 1 | 4,644 | 2 |
Male
| 184 | 1 | 5 |
Manager
| 4 |
Married
| 38,086 | 190,430 | 5 |
Y
|
No
| 24 | 4 | 1 | 80 | 1 | 9 | 3 | 4 | 8 | 6 | 8 | 5 |
54 |
No
|
Non-Travel
| 359 |
Hardware
| 47 | 3 |
Human Resources
| 1 | 4,645 | 3 |
Female
| 84 | 2 | 1 |
Healthcare Representative
| 4 |
Married
| 7,711 | 169,642 | 3 |
Y
|
Yes
| 38 | 3 | 1 | 80 | 4 | 7 | 2 | 2 | 4 | 3 | 1 | 4 |
30 |
No
|
Travel_Rarely
| 813 |
Software
| 46 | 4 |
Marketing
| 1 | 4,646 | 3 |
Male
| 179 | 1 | 5 |
Sales Representative
| 4 |
Divorced
| 49,785 | 348,495 | 6 |
Y
|
No
| 46 | 4 | 2 | 80 | 1 | 17 | 2 | 3 | 5 | 2 | 5 | 3 |
43 |
Yes
|
Non-Travel
| 1,005 |
Human Resources
| 44 | 5 |
Human Resources
| 1 | 4,647 | 3 |
Male
| 187 | 2 | 1 |
Laboratory Technician
| 4 |
Single
| 1,245 | 1,245 | 5 |
Y
|
Yes
| 28 | 4 | 2 | 80 | 2 | 31 | 5 | 1 | 22 | 3 | 6 | 4 |
38 |
Yes
|
Travel_Frequently
| 1,083 |
Support
| 39 | 1 |
Human Resources
| 1 | 4,648 | 2 |
Female
| 128 | 2 | 4 |
Manager
| 1 |
Married
| 30,172 | 30,172 | 6 |
Y
|
Yes
| 45 | 4 | 2 | 80 | 2 | 8 | 3 | 4 | 2 | 1 | 1 | 2 |
23 |
Yes
|
Travel_Rarely
| 1,099 |
Sales
| 26 | 4 |
Technical Degree
| 1 | 4,649 | 2 |
Female
| 34 | 3 | 4 |
Developer
| 2 |
Married
| 43,413 | 564,369 | 4 |
Y
|
Yes
| 45 | 3 | 3 | 80 | 2 | 33 | 6 | 1 | 8 | 6 | 5 | 8 |
33 |
Yes
|
Travel_Frequently
| 1,199 |
Research & Development
| 7 | 3 |
Other
| 1 | 4,650 | 3 |
Female
| 112 | 3 | 4 |
Manager
| 2 |
Divorced
| 34,133 | 238,931 | 2 |
Y
|
Yes
| 17 | 3 | 3 | 80 | 1 | 16 | 5 | 2 | 16 | 7 | 11 | 9 |
30 |
No
|
Non-Travel
| 592 |
Research & Development
| 4 | 4 |
Medical
| 1 | 4,651 | 3 |
Male
| 60 | 4 | 5 |
Sales Representative
| 1 |
Single
| 45,104 | 811,872 | 0 |
Y
|
No
| 37 | 2 | 2 | 80 | 4 | 32 | 5 | 3 | 31 | 27 | 21 | 1 |
21 |
No
|
Travel_Frequently
| 1,211 |
Human Resources
| 25 | 1 |
Medical
| 1 | 4,652 | 2 |
Male
| 47 | 2 | 4 |
Research Director
| 2 |
Single
| 44,838 | 1,345,140 | 8 |
Y
|
No
| 8 | 3 | 1 | 80 | 4 | 4 | 3 | 1 | 2 | 1 | 2 | 2 |
21 |
No
|
Travel_Rarely
| 135 |
Support
| 15 | 5 |
Marketing
| 1 | 4,653 | 3 |
Female
| 156 | 3 | 4 |
Healthcare Representative
| 3 |
Single
| 21,189 | 381,402 | 1 |
Y
|
Yes
| 38 | 4 | 4 | 80 | 3 | 8 | 1 | 2 | 1 | 1 | 1 | 1 |
45 |
No
|
Travel_Frequently
| 1,280 |
Software
| 34 | 1 |
Medical
| 1 | 4,654 | 2 |
Male
| 138 | 3 | 2 |
Healthcare Representative
| 1 |
Single
| 50,770 | 152,310 | 5 |
Y
|
No
| 10 | 2 | 3 | 80 | 4 | 2 | 1 | 3 | 1 | 1 | 1 | 1 |
48 |
Yes
|
Travel_Rarely
| 854 |
Human Resources
| 9 | 2 |
Other
| 1 | 4,655 | 3 |
Male
| 120 | 2 | 1 |
Developer
| 1 |
Single
| 15,887 | 365,401 | 0 |
Y
|
Yes
| 23 | 1 | 2 | 80 | 2 | 9 | 3 | 3 | 5 | 3 | 5 | 3 |
35 |
No
|
Non-Travel
| 153 |
Human Resources
| 4 | 5 |
Other
| 1 | 4,656 | 4 |
Female
| 200 | 1 | 3 |
Laboratory Technician
| 4 |
Divorced
| 42,480 | 552,240 | 5 |
Y
|
Yes
| 43 | 4 | 3 | 80 | 3 | 28 | 5 | 3 | 12 | 10 | 11 | 5 |
29 |
No
|
Travel_Frequently
| 1,025 |
Support
| 25 | 5 |
Marketing
| 1 | 4,657 | 4 |
Female
| 56 | 4 | 3 |
Research Scientist
| 1 |
Married
| 29,891 | 567,929 | 2 |
Y
|
Yes
| 3 | 3 | 4 | 80 | 2 | 36 | 4 | 4 | 5 | 1 | 5 | 3 |
49 |
Yes
|
Travel_Rarely
| 1,434 |
Human Resources
| 43 | 5 |
Human Resources
| 1 | 4,658 | 3 |
Female
| 56 | 1 | 3 |
Research Director
| 2 |
Divorced
| 33,750 | 303,750 | 3 |
Y
|
Yes
| 22 | 1 | 4 | 80 | 4 | 22 | 3 | 4 | 9 | 9 | 4 | 6 |
21 |
No
|
Travel_Rarely
| 676 |
Research & Development
| 21 | 4 |
Technical Degree
| 1 | 4,659 | 2 |
Male
| 163 | 2 | 1 |
Healthcare Representative
| 3 |
Divorced
| 47,686 | 1,001,406 | 4 |
Y
|
No
| 38 | 3 | 4 | 80 | 4 | 40 | 6 | 4 | 38 | 24 | 26 | 23 |
35 |
No
|
Non-Travel
| 636 |
Research & Development
| 46 | 3 |
Other
| 1 | 4,660 | 3 |
Male
| 171 | 4 | 1 |
Laboratory Technician
| 4 |
Single
| 24,365 | 121,825 | 1 |
Y
|
No
| 40 | 3 | 4 | 80 | 2 | 30 | 2 | 1 | 24 | 21 | 4 | 10 |
31 |
Yes
|
Non-Travel
| 206 |
Sales
| 30 | 3 |
Technical Degree
| 1 | 4,661 | 2 |
Male
| 70 | 1 | 3 |
Sales Executive
| 4 |
Divorced
| 26,000 | 598,000 | 7 |
Y
|
No
| 2 | 1 | 1 | 80 | 2 | 25 | 1 | 3 | 13 | 11 | 2 | 4 |
59 |
Yes
|
Travel_Frequently
| 619 |
Support
| 43 | 1 |
Human Resources
| 1 | 4,662 | 1 |
Male
| 180 | 4 | 5 |
Human Resources
| 4 |
Married
| 34,169 | 136,676 | 8 |
Y
|
Yes
| 28 | 1 | 2 | 80 | 2 | 5 | 3 | 4 | 2 | 1 | 2 | 1 |
46 |
Yes
|
Travel_Rarely
| 526 |
Hardware
| 7 | 1 |
Marketing
| 1 | 4,663 | 3 |
Female
| 153 | 1 | 5 |
Human Resources
| 1 |
Divorced
| 16,828 | 488,012 | 1 |
Y
|
Yes
| 0 | 3 | 2 | 80 | 3 | 14 | 1 | 3 | 6 | 4 | 6 | 4 |
28 |
Yes
|
Travel_Rarely
| 1,062 |
Support
| 30 | 1 |
Life Sciences
| 1 | 4,664 | 3 |
Male
| 200 | 3 | 1 |
Human Resources
| 1 |
Single
| 50,598 | 860,166 | 8 |
Y
|
Yes
| 5 | 4 | 1 | 80 | 2 | 24 | 4 | 2 | 20 | 11 | 3 | 14 |
38 |
No
|
Travel_Rarely
| 1,340 |
Sales
| 25 | 3 |
Medical
| 1 | 4,665 | 2 |
Male
| 138 | 2 | 4 |
Manager
| 2 |
Divorced
| 10,963 | 219,260 | 8 |
Y
|
No
| 39 | 3 | 4 | 80 | 4 | 4 | 6 | 4 | 4 | 4 | 1 | 3 |
59 |
No
|
Travel_Frequently
| 465 |
Support
| 1 | 3 |
Technical Degree
| 1 | 4,666 | 3 |
Male
| 124 | 2 | 5 |
Developer
| 3 |
Single
| 44,382 | 710,112 | 3 |
Y
|
Yes
| 48 | 2 | 1 | 80 | 4 | 6 | 2 | 2 | 2 | 1 | 2 | 1 |
56 |
Yes
|
Travel_Frequently
| 157 |
Support
| 8 | 3 |
Other
| 1 | 4,667 | 1 |
Male
| 48 | 3 | 5 |
Sales Executive
| 2 |
Married
| 50,470 | 252,350 | 5 |
Y
|
Yes
| 46 | 1 | 4 | 80 | 1 | 15 | 4 | 1 | 2 | 1 | 2 | 2 |
51 |
No
|
Travel_Frequently
| 480 |
Support
| 46 | 4 |
Medical
| 1 | 4,668 | 4 |
Female
| 146 | 3 | 4 |
Sales Executive
| 2 |
Divorced
| 20,590 | 329,440 | 1 |
Y
|
No
| 28 | 4 | 1 | 80 | 1 | 20 | 3 | 4 | 19 | 16 | 17 | 17 |
32 |
Yes
|
Travel_Rarely
| 571 |
Human Resources
| 41 | 5 |
Marketing
| 1 | 4,669 | 4 |
Female
| 92 | 3 | 4 |
Healthcare Representative
| 3 |
Married
| 21,046 | 505,104 | 0 |
Y
|
Yes
| 40 | 2 | 3 | 80 | 4 | 15 | 5 | 1 | 13 | 4 | 13 | 2 |
33 |
Yes
|
Non-Travel
| 1,311 |
Software
| 20 | 4 |
Medical
| 1 | 4,670 | 3 |
Male
| 188 | 3 | 4 |
Manufacturing Director
| 3 |
Divorced
| 34,723 | 763,906 | 7 |
Y
|
No
| 14 | 3 | 3 | 80 | 3 | 14 | 2 | 1 | 7 | 5 | 6 | 6 |
54 |
Yes
|
Travel_Rarely
| 859 |
Human Resources
| 7 | 3 |
Life Sciences
| 1 | 4,671 | 2 |
Male
| 30 | 1 | 4 |
Research Scientist
| 3 |
Divorced
| 47,695 | 763,120 | 6 |
Y
|
No
| 40 | 3 | 4 | 80 | 4 | 1 | 5 | 3 | 1 | 1 | 1 | 1 |
35 |
No
|
Travel_Rarely
| 1,107 |
Research & Development
| 49 | 1 |
Other
| 1 | 4,672 | 4 |
Male
| 47 | 4 | 2 |
Human Resources
| 3 |
Divorced
| 16,026 | 80,130 | 7 |
Y
|
No
| 12 | 2 | 3 | 80 | 1 | 33 | 1 | 1 | 9 | 4 | 4 | 9 |
58 |
No
|
Travel_Rarely
| 172 |
Support
| 26 | 3 |
Life Sciences
| 1 | 4,673 | 1 |
Male
| 154 | 2 | 3 |
Research Director
| 1 |
Divorced
| 29,670 | 415,380 | 2 |
Y
|
No
| 40 | 1 | 2 | 80 | 4 | 16 | 3 | 3 | 8 | 7 | 7 | 4 |
48 |
No
|
Travel_Frequently
| 1,398 |
Human Resources
| 28 | 2 |
Other
| 1 | 4,674 | 3 |
Male
| 49 | 2 | 2 |
Sales Executive
| 4 |
Divorced
| 2,723 | 21,784 | 1 |
Y
|
No
| 16 | 3 | 4 | 80 | 2 | 10 | 2 | 2 | 8 | 2 | 1 | 1 |
57 |
Yes
|
Travel_Frequently
| 1,065 |
Hardware
| 18 | 4 |
Other
| 1 | 4,675 | 2 |
Female
| 79 | 4 | 1 |
Manager
| 2 |
Divorced
| 13,101 | 379,929 | 1 |
Y
|
Yes
| 42 | 2 | 3 | 80 | 3 | 13 | 6 | 2 | 6 | 3 | 6 | 1 |
30 |
No
|
Travel_Rarely
| 1,380 |
Research & Development
| 31 | 5 |
Life Sciences
| 1 | 4,676 | 1 |
Male
| 197 | 3 | 3 |
Manufacturing Director
| 2 |
Married
| 6,339 | 44,373 | 0 |
Y
|
No
| 20 | 3 | 2 | 80 | 1 | 29 | 2 | 3 | 10 | 3 | 7 | 6 |
19 |
Yes
|
Non-Travel
| 112 |
Support
| 38 | 5 |
Other
| 1 | 4,677 | 4 |
Female
| 110 | 3 | 3 |
Research Scientist
| 4 |
Divorced
| 12,260 | 306,500 | 0 |
Y
|
No
| 34 | 2 | 4 | 80 | 3 | 34 | 4 | 3 | 14 | 2 | 6 | 12 |
54 |
Yes
|
Non-Travel
| 606 |
Human Resources
| 31 | 1 |
Life Sciences
| 1 | 4,678 | 1 |
Female
| 64 | 3 | 1 |
Manufacturing Director
| 1 |
Single
| 34,829 | 417,948 | 2 |
Y
|
No
| 42 | 1 | 2 | 80 | 2 | 38 | 4 | 2 | 30 | 9 | 20 | 2 |
48 |
Yes
|
Travel_Frequently
| 698 |
Sales
| 36 | 3 |
Life Sciences
| 1 | 4,679 | 3 |
Female
| 115 | 3 | 5 |
Sales Representative
| 3 |
Divorced
| 2,897 | 23,176 | 8 |
Y
|
No
| 43 | 3 | 1 | 80 | 3 | 26 | 6 | 2 | 18 | 10 | 13 | 10 |
43 |
No
|
Non-Travel
| 586 |
Software
| 7 | 4 |
Other
| 1 | 4,680 | 2 |
Female
| 79 | 2 | 3 |
Research Scientist
| 1 |
Divorced
| 16,670 | 66,680 | 4 |
Y
|
No
| 25 | 1 | 4 | 80 | 4 | 3 | 3 | 3 | 3 | 1 | 2 | 3 |
47 |
Yes
|
Travel_Frequently
| 1,188 |
Sales
| 4 | 3 |
Marketing
| 1 | 4,681 | 4 |
Female
| 67 | 3 | 1 |
Developer
| 4 |
Divorced
| 23,585 | 188,680 | 0 |
Y
|
Yes
| 48 | 4 | 4 | 80 | 3 | 6 | 4 | 2 | 6 | 3 | 6 | 5 |
30 |
Yes
|
Non-Travel
| 354 |
Software
| 27 | 3 |
Medical
| 1 | 4,682 | 1 |
Female
| 47 | 2 | 4 |
Manager
| 2 |
Divorced
| 30,623 | 581,837 | 3 |
Y
|
No
| 46 | 1 | 1 | 80 | 2 | 3 | 4 | 4 | 3 | 2 | 1 | 2 |
25 |
No
|
Non-Travel
| 284 |
Sales
| 49 | 3 |
Marketing
| 1 | 4,683 | 1 |
Female
| 173 | 1 | 3 |
Manager
| 3 |
Single
| 33,501 | 670,020 | 7 |
Y
|
No
| 9 | 2 | 2 | 80 | 3 | 22 | 2 | 3 | 2 | 2 | 1 | 1 |
25 |
Yes
|
Non-Travel
| 1,018 |
Software
| 6 | 3 |
Life Sciences
| 1 | 4,684 | 2 |
Female
| 69 | 1 | 4 |
Sales Representative
| 2 |
Married
| 8,345 | 41,725 | 5 |
Y
|
No
| 32 | 3 | 2 | 80 | 3 | 16 | 4 | 4 | 8 | 6 | 4 | 1 |
59 |
No
|
Non-Travel
| 1,499 |
Sales
| 31 | 4 |
Other
| 1 | 4,685 | 4 |
Male
| 55 | 4 | 5 |
Manager
| 1 |
Single
| 37,605 | 75,210 | 5 |
Y
|
Yes
| 8 | 1 | 3 | 80 | 2 | 29 | 6 | 4 | 14 | 2 | 4 | 6 |
59 |
No
|
Non-Travel
| 1,029 |
Support
| 36 | 3 |
Technical Degree
| 1 | 4,686 | 2 |
Male
| 146 | 4 | 1 |
Research Director
| 2 |
Divorced
| 39,540 | 474,480 | 8 |
Y
|
Yes
| 21 | 1 | 1 | 80 | 3 | 1 | 3 | 3 | 1 | 1 | 1 | 1 |
23 |
Yes
|
Non-Travel
| 397 |
Research & Development
| 10 | 4 |
Human Resources
| 1 | 4,687 | 3 |
Female
| 113 | 3 | 5 |
Sales Representative
| 1 |
Single
| 2,626 | 36,764 | 2 |
Y
|
Yes
| 43 | 2 | 3 | 80 | 2 | 23 | 4 | 4 | 15 | 12 | 4 | 12 |
33 |
No
|
Travel_Rarely
| 695 |
Sales
| 37 | 1 |
Technical Degree
| 1 | 4,688 | 1 |
Male
| 112 | 4 | 3 |
Healthcare Representative
| 4 |
Married
| 21,839 | 524,136 | 1 |
Y
|
Yes
| 7 | 1 | 2 | 80 | 2 | 16 | 6 | 1 | 1 | 1 | 1 | 1 |
22 |
Yes
|
Travel_Rarely
| 282 |
Sales
| 42 | 1 |
Marketing
| 1 | 4,689 | 1 |
Female
| 183 | 3 | 3 |
Healthcare Representative
| 3 |
Married
| 49,813 | 199,252 | 5 |
Y
|
No
| 38 | 4 | 3 | 80 | 4 | 24 | 2 | 2 | 11 | 7 | 11 | 2 |
28 |
No
|
Non-Travel
| 1,183 |
Research & Development
| 36 | 3 |
Technical Degree
| 1 | 4,690 | 3 |
Male
| 46 | 3 | 2 |
Developer
| 1 |
Married
| 10,089 | 70,623 | 0 |
Y
|
Yes
| 32 | 1 | 4 | 80 | 1 | 21 | 5 | 2 | 10 | 1 | 7 | 7 |
55 |
No
|
Travel_Rarely
| 1,465 |
Hardware
| 25 | 2 |
Marketing
| 1 | 4,691 | 3 |
Male
| 58 | 3 | 5 |
Healthcare Representative
| 1 |
Single
| 22,879 | 68,637 | 4 |
Y
|
No
| 3 | 3 | 2 | 80 | 2 | 20 | 5 | 1 | 1 | 1 | 1 | 1 |
24 |
No
|
Travel_Rarely
| 424 |
Support
| 2 | 5 |
Human Resources
| 1 | 4,692 | 1 |
Female
| 142 | 4 | 4 |
Manager
| 1 |
Single
| 32,248 | 451,472 | 8 |
Y
|
Yes
| 20 | 1 | 3 | 80 | 2 | 21 | 5 | 2 | 14 | 6 | 3 | 4 |
51 |
No
|
Travel_Rarely
| 683 |
Human Resources
| 17 | 5 |
Medical
| 1 | 4,693 | 1 |
Female
| 159 | 3 | 2 |
Research Scientist
| 1 |
Single
| 42,077 | 378,693 | 6 |
Y
|
Yes
| 7 | 3 | 3 | 80 | 4 | 9 | 5 | 2 | 5 | 2 | 5 | 4 |
25 |
Yes
|
Travel_Rarely
| 1,273 |
Support
| 17 | 2 |
Technical Degree
| 1 | 4,694 | 1 |
Male
| 103 | 2 | 3 |
Manufacturing Director
| 4 |
Single
| 1,568 | 1,568 | 5 |
Y
|
Yes
| 20 | 1 | 4 | 80 | 3 | 9 | 4 | 1 | 8 | 1 | 4 | 8 |
22 |
No
|
Travel_Frequently
| 1,122 |
Support
| 2 | 2 |
Other
| 1 | 4,695 | 2 |
Female
| 182 | 3 | 5 |
Research Director
| 4 |
Divorced
| 17,852 | 196,372 | 5 |
Y
|
No
| 38 | 1 | 1 | 80 | 2 | 29 | 6 | 3 | 21 | 11 | 20 | 14 |
41 |
No
|
Travel_Frequently
| 1,424 |
Support
| 37 | 3 |
Marketing
| 1 | 4,696 | 2 |
Male
| 42 | 1 | 3 |
Sales Representative
| 1 |
Divorced
| 17,253 | 258,795 | 2 |
Y
|
No
| 2 | 4 | 4 | 80 | 4 | 29 | 3 | 4 | 25 | 19 | 13 | 12 |
41 |
Yes
|
Travel_Frequently
| 288 |
Sales
| 49 | 2 |
Technical Degree
| 1 | 4,697 | 3 |
Male
| 43 | 2 | 3 |
Laboratory Technician
| 3 |
Single
| 9,989 | 149,835 | 1 |
Y
|
No
| 45 | 4 | 3 | 80 | 2 | 16 | 5 | 2 | 1 | 1 | 1 | 1 |
54 |
Yes
|
Non-Travel
| 751 |
Sales
| 48 | 1 |
Human Resources
| 1 | 4,698 | 2 |
Male
| 119 | 3 | 2 |
Healthcare Representative
| 2 |
Divorced
| 8,285 | 132,560 | 8 |
Y
|
No
| 12 | 2 | 2 | 80 | 3 | 32 | 5 | 1 | 22 | 11 | 20 | 3 |
21 |
No
|
Travel_Frequently
| 311 |
Human Resources
| 15 | 3 |
Marketing
| 1 | 4,699 | 3 |
Female
| 40 | 1 | 3 |
Manufacturing Director
| 3 |
Single
| 30,720 | 768,000 | 2 |
Y
|
No
| 33 | 2 | 4 | 80 | 4 | 37 | 6 | 3 | 11 | 1 | 7 | 7 |
22 |
No
|
Travel_Rarely
| 477 |
Sales
| 1 | 4 |
Medical
| 1 | 4,700 | 3 |
Female
| 147 | 1 | 5 |
Laboratory Technician
| 4 |
Divorced
| 37,594 | 112,782 | 5 |
Y
|
No
| 9 | 4 | 1 | 80 | 2 | 29 | 3 | 1 | 28 | 19 | 5 | 10 |
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