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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
54 |
Yes
|
Non-Travel
| 962 |
Sales
| 3 | 2 |
Medical
| 1 | 1,401 | 4 |
Female
| 170 | 2 | 2 |
Research Scientist
| 4 |
Divorced
| 49,238 | 1,378,664 | 4 |
Y
|
No
| 23 | 4 | 2 | 80 | 1 | 15 | 6 | 4 | 7 | 6 | 1 | 2 |
26 |
Yes
|
Travel_Rarely
| 177 |
Research & Development
| 26 | 1 |
Life Sciences
| 1 | 1,402 | 2 |
Male
| 153 | 3 | 4 |
Sales Executive
| 3 |
Single
| 33,617 | 168,085 | 5 |
Y
|
Yes
| 31 | 3 | 3 | 80 | 1 | 14 | 3 | 1 | 8 | 2 | 2 | 3 |
45 |
Yes
|
Travel_Frequently
| 887 |
Support
| 20 | 5 |
Medical
| 1 | 1,403 | 1 |
Female
| 139 | 2 | 3 |
Research Director
| 2 |
Married
| 5,824 | 122,304 | 5 |
Y
|
No
| 45 | 1 | 2 | 80 | 3 | 1 | 6 | 3 | 1 | 1 | 1 | 1 |
25 |
No
|
Travel_Rarely
| 638 |
Support
| 4 | 5 |
Other
| 1 | 1,404 | 2 |
Male
| 115 | 1 | 3 |
Human Resources
| 2 |
Single
| 13,703 | 342,575 | 5 |
Y
|
No
| 31 | 2 | 4 | 80 | 2 | 29 | 3 | 1 | 12 | 11 | 11 | 11 |
41 |
No
|
Travel_Rarely
| 180 |
Sales
| 46 | 1 |
Life Sciences
| 1 | 1,405 | 2 |
Male
| 55 | 4 | 5 |
Developer
| 2 |
Married
| 13,584 | 54,336 | 4 |
Y
|
No
| 32 | 3 | 3 | 80 | 2 | 23 | 3 | 2 | 22 | 12 | 10 | 14 |
28 |
Yes
|
Travel_Rarely
| 222 |
Hardware
| 43 | 3 |
Technical Degree
| 1 | 1,406 | 3 |
Male
| 69 | 3 | 2 |
Manager
| 3 |
Divorced
| 10,949 | 229,929 | 2 |
Y
|
Yes
| 6 | 1 | 2 | 80 | 2 | 37 | 6 | 4 | 28 | 6 | 7 | 27 |
54 |
Yes
|
Travel_Frequently
| 569 |
Software
| 22 | 2 |
Medical
| 1 | 1,407 | 3 |
Female
| 132 | 3 | 1 |
Healthcare Representative
| 1 |
Single
| 39,026 | 819,546 | 2 |
Y
|
Yes
| 16 | 4 | 2 | 80 | 4 | 5 | 4 | 2 | 3 | 1 | 3 | 1 |
32 |
Yes
|
Travel_Frequently
| 1,412 |
Research & Development
| 11 | 5 |
Human Resources
| 1 | 1,408 | 3 |
Male
| 100 | 2 | 1 |
Healthcare Representative
| 4 |
Single
| 19,933 | 538,191 | 7 |
Y
|
Yes
| 3 | 4 | 3 | 80 | 1 | 38 | 4 | 2 | 12 | 7 | 3 | 9 |
26 |
Yes
|
Non-Travel
| 1,042 |
Research & Development
| 17 | 4 |
Technical Degree
| 1 | 1,409 | 4 |
Female
| 154 | 3 | 4 |
Manufacturing Director
| 4 |
Single
| 22,126 | 66,378 | 7 |
Y
|
No
| 37 | 1 | 4 | 80 | 4 | 12 | 2 | 2 | 10 | 1 | 9 | 2 |
20 |
Yes
|
Travel_Frequently
| 1,475 |
Hardware
| 32 | 4 |
Other
| 1 | 1,410 | 2 |
Female
| 67 | 1 | 4 |
Healthcare Representative
| 4 |
Divorced
| 27,804 | 722,904 | 0 |
Y
|
Yes
| 28 | 2 | 3 | 80 | 3 | 6 | 4 | 3 | 5 | 4 | 1 | 2 |
29 |
No
|
Travel_Rarely
| 1,257 |
Software
| 20 | 5 |
Technical Degree
| 1 | 1,411 | 1 |
Male
| 162 | 2 | 4 |
Manufacturing Director
| 1 |
Single
| 5,204 | 140,508 | 0 |
Y
|
Yes
| 43 | 1 | 4 | 80 | 1 | 9 | 1 | 2 | 1 | 1 | 1 | 1 |
44 |
Yes
|
Travel_Frequently
| 922 |
Sales
| 4 | 5 |
Technical Degree
| 1 | 1,412 | 4 |
Female
| 39 | 3 | 4 |
Healthcare Representative
| 3 |
Single
| 9,858 | 9,858 | 5 |
Y
|
Yes
| 41 | 2 | 2 | 80 | 1 | 20 | 6 | 1 | 1 | 1 | 1 | 1 |
51 |
No
|
Non-Travel
| 1,437 |
Support
| 7 | 3 |
Medical
| 1 | 1,413 | 2 |
Female
| 139 | 1 | 2 |
Research Scientist
| 3 |
Divorced
| 10,444 | 135,772 | 6 |
Y
|
Yes
| 8 | 1 | 1 | 80 | 3 | 36 | 2 | 4 | 8 | 2 | 7 | 4 |
49 |
No
|
Travel_Rarely
| 776 |
Research & Development
| 21 | 4 |
Technical Degree
| 1 | 1,414 | 3 |
Female
| 142 | 2 | 2 |
Sales Representative
| 2 |
Married
| 33,912 | 135,648 | 0 |
Y
|
Yes
| 11 | 4 | 1 | 80 | 1 | 36 | 2 | 3 | 36 | 12 | 21 | 9 |
21 |
No
|
Travel_Frequently
| 623 |
Sales
| 33 | 4 |
Medical
| 1 | 1,415 | 2 |
Female
| 97 | 1 | 1 |
Human Resources
| 4 |
Single
| 39,474 | 394,740 | 7 |
Y
|
Yes
| 8 | 1 | 1 | 80 | 4 | 33 | 6 | 1 | 33 | 9 | 25 | 30 |
29 |
No
|
Travel_Rarely
| 141 |
Support
| 40 | 5 |
Human Resources
| 1 | 1,416 | 1 |
Male
| 57 | 3 | 4 |
Developer
| 2 |
Married
| 15,651 | 140,859 | 7 |
Y
|
Yes
| 41 | 1 | 3 | 80 | 1 | 34 | 6 | 1 | 27 | 13 | 23 | 24 |
30 |
No
|
Non-Travel
| 1,133 |
Hardware
| 11 | 5 |
Other
| 1 | 1,417 | 3 |
Female
| 130 | 2 | 5 |
Healthcare Representative
| 1 |
Married
| 30,964 | 588,316 | 5 |
Y
|
Yes
| 29 | 2 | 3 | 80 | 1 | 10 | 3 | 1 | 10 | 4 | 5 | 7 |
50 |
Yes
|
Travel_Frequently
| 352 |
Software
| 19 | 2 |
Medical
| 1 | 1,418 | 3 |
Male
| 49 | 3 | 3 |
Manager
| 4 |
Married
| 29,636 | 829,808 | 7 |
Y
|
Yes
| 22 | 2 | 3 | 80 | 3 | 12 | 6 | 3 | 10 | 9 | 8 | 8 |
44 |
No
|
Non-Travel
| 788 |
Support
| 14 | 1 |
Technical Degree
| 1 | 1,419 | 3 |
Male
| 49 | 4 | 3 |
Research Director
| 2 |
Single
| 24,659 | 197,272 | 6 |
Y
|
No
| 7 | 3 | 3 | 80 | 4 | 12 | 3 | 3 | 1 | 1 | 1 | 1 |
20 |
No
|
Travel_Frequently
| 1,296 |
Software
| 28 | 1 |
Technical Degree
| 1 | 1,420 | 3 |
Female
| 107 | 3 | 3 |
Research Scientist
| 1 |
Single
| 43,169 | 259,014 | 0 |
Y
|
Yes
| 14 | 4 | 4 | 80 | 1 | 40 | 6 | 1 | 11 | 7 | 11 | 6 |
40 |
Yes
|
Travel_Frequently
| 1,054 |
Sales
| 43 | 4 |
Marketing
| 1 | 1,421 | 1 |
Male
| 127 | 1 | 2 |
Manufacturing Director
| 2 |
Married
| 42,802 | 1,112,852 | 7 |
Y
|
Yes
| 25 | 1 | 4 | 80 | 4 | 40 | 4 | 2 | 34 | 13 | 10 | 28 |
56 |
Yes
|
Non-Travel
| 1,052 |
Software
| 42 | 4 |
Other
| 1 | 1,422 | 2 |
Male
| 173 | 3 | 5 |
Manager
| 4 |
Married
| 2,692 | 32,304 | 5 |
Y
|
Yes
| 4 | 2 | 4 | 80 | 4 | 3 | 1 | 4 | 3 | 1 | 1 | 2 |
49 |
Yes
|
Travel_Frequently
| 772 |
Human Resources
| 14 | 3 |
Human Resources
| 1 | 1,423 | 3 |
Female
| 86 | 4 | 5 |
Sales Executive
| 3 |
Divorced
| 12,378 | 284,694 | 6 |
Y
|
Yes
| 10 | 2 | 1 | 80 | 2 | 31 | 2 | 1 | 28 | 16 | 12 | 16 |
60 |
Yes
|
Travel_Rarely
| 588 |
Research & Development
| 41 | 4 |
Marketing
| 1 | 1,424 | 2 |
Female
| 178 | 3 | 3 |
Research Director
| 1 |
Single
| 14,918 | 179,016 | 6 |
Y
|
No
| 21 | 2 | 4 | 80 | 3 | 29 | 1 | 3 | 20 | 8 | 19 | 17 |
25 |
No
|
Travel_Frequently
| 107 |
Support
| 22 | 1 |
Technical Degree
| 1 | 1,425 | 2 |
Female
| 170 | 2 | 4 |
Human Resources
| 1 |
Divorced
| 14,107 | 296,247 | 5 |
Y
|
No
| 5 | 1 | 4 | 80 | 2 | 5 | 3 | 2 | 1 | 1 | 1 | 1 |
60 |
Yes
|
Travel_Rarely
| 134 |
Sales
| 4 | 2 |
Marketing
| 1 | 1,426 | 4 |
Male
| 52 | 4 | 4 |
Human Resources
| 3 |
Single
| 27,370 | 465,290 | 8 |
Y
|
Yes
| 12 | 1 | 3 | 80 | 2 | 35 | 6 | 1 | 26 | 13 | 20 | 14 |
41 |
No
|
Travel_Rarely
| 501 |
Hardware
| 30 | 3 |
Other
| 1 | 1,427 | 2 |
Male
| 149 | 4 | 3 |
Manager
| 2 |
Married
| 6,644 | 159,456 | 3 |
Y
|
No
| 28 | 4 | 2 | 80 | 2 | 15 | 2 | 2 | 15 | 6 | 12 | 3 |
36 |
No
|
Travel_Frequently
| 863 |
Sales
| 38 | 2 |
Medical
| 1 | 1,428 | 3 |
Male
| 37 | 1 | 1 |
Laboratory Technician
| 1 |
Divorced
| 25,525 | 102,100 | 1 |
Y
|
Yes
| 13 | 3 | 4 | 80 | 4 | 15 | 3 | 1 | 13 | 6 | 1 | 11 |
20 |
No
|
Non-Travel
| 760 |
Human Resources
| 10 | 2 |
Medical
| 1 | 1,429 | 3 |
Male
| 190 | 2 | 5 |
Manager
| 4 |
Married
| 36,904 | 405,944 | 3 |
Y
|
Yes
| 9 | 4 | 2 | 80 | 2 | 31 | 2 | 3 | 6 | 4 | 3 | 1 |
33 |
No
|
Non-Travel
| 618 |
Software
| 18 | 2 |
Technical Degree
| 1 | 1,430 | 4 |
Female
| 193 | 1 | 5 |
Manager
| 4 |
Divorced
| 26,249 | 367,486 | 4 |
Y
|
No
| 12 | 1 | 2 | 80 | 3 | 7 | 4 | 4 | 7 | 1 | 3 | 7 |
32 |
No
|
Non-Travel
| 956 |
Research & Development
| 46 | 4 |
Medical
| 1 | 1,431 | 4 |
Female
| 193 | 3 | 2 |
Developer
| 2 |
Divorced
| 9,958 | 109,538 | 0 |
Y
|
Yes
| 1 | 1 | 1 | 80 | 3 | 21 | 3 | 2 | 21 | 2 | 1 | 15 |
39 |
No
|
Travel_Frequently
| 819 |
Software
| 44 | 3 |
Human Resources
| 1 | 1,432 | 1 |
Male
| 37 | 1 | 5 |
Manager
| 2 |
Divorced
| 9,704 | 77,632 | 0 |
Y
|
Yes
| 40 | 4 | 1 | 80 | 3 | 22 | 1 | 1 | 18 | 7 | 12 | 9 |
51 |
No
|
Travel_Frequently
| 972 |
Research & Development
| 18 | 1 |
Other
| 1 | 1,433 | 2 |
Male
| 91 | 4 | 1 |
Human Resources
| 4 |
Married
| 4,441 | 119,907 | 7 |
Y
|
No
| 29 | 3 | 2 | 80 | 1 | 8 | 5 | 4 | 7 | 2 | 7 | 3 |
23 |
Yes
|
Non-Travel
| 1,364 |
Sales
| 12 | 4 |
Medical
| 1 | 1,434 | 2 |
Female
| 167 | 1 | 1 |
Developer
| 3 |
Married
| 44,420 | 1,154,920 | 5 |
Y
|
Yes
| 45 | 2 | 3 | 80 | 1 | 6 | 1 | 1 | 2 | 1 | 2 | 1 |
48 |
Yes
|
Travel_Frequently
| 479 |
Sales
| 46 | 2 |
Other
| 1 | 1,435 | 3 |
Female
| 192 | 1 | 2 |
Human Resources
| 2 |
Divorced
| 31,899 | 95,697 | 3 |
Y
|
Yes
| 44 | 1 | 3 | 80 | 3 | 30 | 1 | 4 | 23 | 23 | 1 | 2 |
47 |
No
|
Travel_Frequently
| 1,377 |
Support
| 48 | 1 |
Other
| 1 | 1,436 | 1 |
Male
| 92 | 3 | 3 |
Laboratory Technician
| 1 |
Married
| 22,724 | 272,688 | 5 |
Y
|
Yes
| 16 | 4 | 2 | 80 | 1 | 15 | 5 | 2 | 4 | 4 | 2 | 1 |
32 |
Yes
|
Travel_Rarely
| 467 |
Hardware
| 28 | 1 |
Human Resources
| 1 | 1,437 | 1 |
Male
| 199 | 2 | 2 |
Research Scientist
| 4 |
Single
| 1,027 | 28,756 | 8 |
Y
|
Yes
| 30 | 4 | 3 | 80 | 3 | 9 | 3 | 2 | 5 | 4 | 3 | 5 |
23 |
Yes
|
Non-Travel
| 118 |
Research & Development
| 5 | 5 |
Life Sciences
| 1 | 1,438 | 1 |
Female
| 164 | 2 | 5 |
Manufacturing Director
| 2 |
Married
| 36,199 | 977,373 | 4 |
Y
|
Yes
| 47 | 1 | 3 | 80 | 2 | 36 | 3 | 1 | 23 | 20 | 6 | 23 |
18 |
Yes
|
Travel_Frequently
| 1,224 |
Research & Development
| 43 | 5 |
Human Resources
| 1 | 1,439 | 3 |
Female
| 191 | 2 | 3 |
Sales Representative
| 4 |
Married
| 10,219 | 286,132 | 0 |
Y
|
Yes
| 1 | 3 | 4 | 80 | 2 | 23 | 1 | 4 | 10 | 8 | 4 | 4 |
45 |
Yes
|
Non-Travel
| 1,196 |
Research & Development
| 13 | 4 |
Other
| 1 | 1,440 | 1 |
Male
| 54 | 4 | 2 |
Healthcare Representative
| 1 |
Divorced
| 33,381 | 333,810 | 7 |
Y
|
Yes
| 3 | 4 | 4 | 80 | 3 | 28 | 5 | 2 | 23 | 20 | 23 | 7 |
36 |
Yes
|
Travel_Rarely
| 369 |
Human Resources
| 19 | 1 |
Other
| 1 | 1,441 | 3 |
Female
| 56 | 1 | 2 |
Sales Executive
| 2 |
Divorced
| 4,382 | 65,730 | 5 |
Y
|
Yes
| 47 | 3 | 1 | 80 | 1 | 25 | 4 | 3 | 3 | 2 | 3 | 1 |
49 |
Yes
|
Non-Travel
| 1,106 |
Research & Development
| 49 | 4 |
Human Resources
| 1 | 1,442 | 1 |
Male
| 32 | 2 | 3 |
Sales Executive
| 4 |
Married
| 14,354 | 129,186 | 7 |
Y
|
No
| 39 | 2 | 2 | 80 | 1 | 2 | 2 | 4 | 1 | 1 | 1 | 1 |
18 |
Yes
|
Non-Travel
| 561 |
Human Resources
| 9 | 3 |
Other
| 1 | 1,443 | 4 |
Female
| 60 | 1 | 5 |
Sales Representative
| 1 |
Divorced
| 44,441 | 88,882 | 7 |
Y
|
Yes
| 20 | 4 | 4 | 80 | 3 | 24 | 6 | 4 | 23 | 19 | 20 | 5 |
33 |
No
|
Non-Travel
| 936 |
Software
| 46 | 5 |
Life Sciences
| 1 | 1,444 | 3 |
Male
| 143 | 1 | 3 |
Research Scientist
| 2 |
Married
| 29,465 | 677,695 | 6 |
Y
|
Yes
| 46 | 1 | 4 | 80 | 1 | 32 | 1 | 2 | 32 | 26 | 26 | 30 |
38 |
Yes
|
Travel_Frequently
| 372 |
Hardware
| 11 | 5 |
Medical
| 1 | 1,445 | 1 |
Female
| 158 | 2 | 5 |
Laboratory Technician
| 1 |
Divorced
| 50,478 | 201,912 | 2 |
Y
|
No
| 29 | 2 | 4 | 80 | 3 | 1 | 6 | 3 | 1 | 1 | 1 | 1 |
27 |
No
|
Travel_Frequently
| 565 |
Hardware
| 29 | 2 |
Human Resources
| 1 | 1,446 | 3 |
Male
| 60 | 1 | 4 |
Manager
| 4 |
Divorced
| 11,815 | 177,225 | 7 |
Y
|
No
| 28 | 3 | 2 | 80 | 4 | 15 | 4 | 2 | 12 | 11 | 9 | 11 |
54 |
No
|
Travel_Frequently
| 1,032 |
Support
| 31 | 4 |
Human Resources
| 1 | 1,447 | 4 |
Female
| 137 | 1 | 1 |
Human Resources
| 3 |
Married
| 41,945 | 335,560 | 8 |
Y
|
No
| 39 | 4 | 3 | 80 | 3 | 1 | 6 | 3 | 1 | 1 | 1 | 1 |
40 |
No
|
Travel_Rarely
| 878 |
Support
| 30 | 5 |
Marketing
| 1 | 1,448 | 4 |
Male
| 44 | 3 | 4 |
Laboratory Technician
| 2 |
Divorced
| 35,730 | 142,920 | 0 |
Y
|
Yes
| 41 | 1 | 1 | 80 | 4 | 12 | 6 | 2 | 9 | 4 | 2 | 3 |
33 |
No
|
Travel_Rarely
| 474 |
Support
| 23 | 2 |
Technical Degree
| 1 | 1,449 | 2 |
Female
| 146 | 1 | 5 |
Manager
| 2 |
Single
| 10,880 | 76,160 | 5 |
Y
|
No
| 11 | 3 | 3 | 80 | 4 | 37 | 5 | 2 | 4 | 4 | 1 | 4 |
22 |
No
|
Travel_Rarely
| 647 |
Hardware
| 30 | 4 |
Marketing
| 1 | 1,450 | 1 |
Female
| 106 | 4 | 2 |
Sales Representative
| 3 |
Divorced
| 5,899 | 53,091 | 7 |
Y
|
No
| 13 | 4 | 4 | 80 | 3 | 31 | 2 | 4 | 8 | 6 | 5 | 4 |
24 |
Yes
|
Travel_Frequently
| 1,049 |
Research & Development
| 17 | 2 |
Technical Degree
| 1 | 1,451 | 1 |
Male
| 45 | 4 | 3 |
Manufacturing Director
| 3 |
Single
| 26,569 | 212,552 | 4 |
Y
|
Yes
| 24 | 3 | 1 | 80 | 3 | 10 | 1 | 1 | 4 | 1 | 1 | 2 |
22 |
Yes
|
Non-Travel
| 286 |
Hardware
| 22 | 3 |
Life Sciences
| 1 | 1,452 | 1 |
Male
| 99 | 3 | 3 |
Research Scientist
| 3 |
Married
| 44,359 | 1,153,334 | 8 |
Y
|
Yes
| 40 | 2 | 1 | 80 | 4 | 3 | 4 | 3 | 1 | 1 | 1 | 1 |
24 |
No
|
Travel_Frequently
| 253 |
Hardware
| 38 | 3 |
Life Sciences
| 1 | 1,453 | 3 |
Female
| 116 | 3 | 5 |
Healthcare Representative
| 3 |
Divorced
| 32,595 | 651,900 | 7 |
Y
|
No
| 39 | 3 | 4 | 80 | 2 | 40 | 5 | 3 | 15 | 15 | 5 | 13 |
20 |
No
|
Travel_Frequently
| 1,245 |
Software
| 11 | 4 |
Other
| 1 | 1,454 | 1 |
Male
| 123 | 3 | 1 |
Research Scientist
| 2 |
Married
| 5,025 | 95,475 | 7 |
Y
|
No
| 13 | 3 | 3 | 80 | 4 | 26 | 3 | 4 | 4 | 1 | 4 | 2 |
39 |
No
|
Non-Travel
| 1,350 |
Software
| 22 | 2 |
Medical
| 1 | 1,455 | 1 |
Female
| 108 | 1 | 4 |
Sales Representative
| 4 |
Divorced
| 9,700 | 164,900 | 3 |
Y
|
No
| 36 | 4 | 2 | 80 | 4 | 36 | 6 | 4 | 16 | 13 | 4 | 11 |
25 |
Yes
|
Non-Travel
| 1,325 |
Research & Development
| 12 | 3 |
Medical
| 1 | 1,456 | 2 |
Male
| 154 | 2 | 1 |
Sales Executive
| 3 |
Divorced
| 7,937 | 166,677 | 1 |
Y
|
No
| 41 | 4 | 2 | 80 | 1 | 34 | 5 | 2 | 15 | 11 | 1 | 2 |
25 |
Yes
|
Non-Travel
| 1,298 |
Hardware
| 35 | 3 |
Marketing
| 1 | 1,457 | 4 |
Female
| 99 | 2 | 4 |
Research Director
| 4 |
Married
| 40,413 | 727,434 | 4 |
Y
|
Yes
| 7 | 1 | 2 | 80 | 4 | 23 | 3 | 4 | 5 | 4 | 4 | 5 |
49 |
Yes
|
Travel_Rarely
| 596 |
Research & Development
| 50 | 4 |
Technical Degree
| 1 | 1,458 | 1 |
Female
| 53 | 1 | 4 |
Sales Representative
| 1 |
Single
| 47,935 | 814,895 | 0 |
Y
|
Yes
| 4 | 4 | 4 | 80 | 2 | 9 | 6 | 2 | 9 | 6 | 2 | 2 |
20 |
No
|
Travel_Rarely
| 601 |
Sales
| 38 | 5 |
Other
| 1 | 1,459 | 4 |
Female
| 77 | 2 | 3 |
Manager
| 4 |
Divorced
| 23,866 | 310,258 | 4 |
Y
|
Yes
| 47 | 2 | 1 | 80 | 3 | 36 | 6 | 3 | 13 | 13 | 13 | 11 |
22 |
No
|
Non-Travel
| 721 |
Research & Development
| 42 | 3 |
Life Sciences
| 1 | 1,460 | 4 |
Male
| 155 | 1 | 5 |
Manager
| 1 |
Married
| 44,919 | 673,785 | 3 |
Y
|
No
| 25 | 4 | 1 | 80 | 3 | 26 | 2 | 2 | 2 | 1 | 2 | 1 |
29 |
No
|
Travel_Frequently
| 178 |
Software
| 31 | 2 |
Technical Degree
| 1 | 1,461 | 3 |
Female
| 83 | 4 | 5 |
Sales Executive
| 4 |
Single
| 1,749 | 36,729 | 5 |
Y
|
No
| 14 | 4 | 3 | 80 | 4 | 22 | 6 | 3 | 19 | 9 | 6 | 8 |
20 |
No
|
Travel_Rarely
| 415 |
Research & Development
| 41 | 2 |
Human Resources
| 1 | 1,462 | 2 |
Female
| 99 | 3 | 5 |
Research Scientist
| 1 |
Divorced
| 15,413 | 354,499 | 4 |
Y
|
No
| 17 | 1 | 3 | 80 | 1 | 13 | 4 | 4 | 12 | 2 | 4 | 11 |
42 |
Yes
|
Travel_Rarely
| 1,152 |
Research & Development
| 37 | 5 |
Life Sciences
| 1 | 1,463 | 3 |
Male
| 122 | 4 | 5 |
Human Resources
| 1 |
Single
| 18,832 | 18,832 | 4 |
Y
|
No
| 26 | 2 | 3 | 80 | 2 | 34 | 6 | 3 | 34 | 3 | 32 | 6 |
55 |
No
|
Travel_Rarely
| 1,387 |
Sales
| 42 | 2 |
Medical
| 1 | 1,464 | 4 |
Female
| 99 | 3 | 2 |
Human Resources
| 2 |
Single
| 7,596 | 15,192 | 4 |
Y
|
Yes
| 17 | 3 | 4 | 80 | 1 | 28 | 4 | 1 | 6 | 5 | 6 | 5 |
33 |
No
|
Travel_Rarely
| 1,384 |
Support
| 37 | 5 |
Life Sciences
| 1 | 1,465 | 4 |
Male
| 88 | 1 | 3 |
Research Scientist
| 4 |
Married
| 3,992 | 51,896 | 5 |
Y
|
No
| 26 | 4 | 3 | 80 | 4 | 15 | 4 | 4 | 5 | 1 | 5 | 1 |
51 |
No
|
Travel_Frequently
| 185 |
Sales
| 12 | 5 |
Technical Degree
| 1 | 1,466 | 1 |
Male
| 190 | 4 | 2 |
Laboratory Technician
| 4 |
Divorced
| 4,502 | 112,550 | 8 |
Y
|
No
| 0 | 3 | 3 | 80 | 1 | 17 | 4 | 4 | 11 | 4 | 4 | 2 |
37 |
Yes
|
Travel_Rarely
| 1,136 |
Research & Development
| 39 | 4 |
Technical Degree
| 1 | 1,467 | 3 |
Female
| 155 | 4 | 5 |
Developer
| 4 |
Married
| 20,193 | 20,193 | 8 |
Y
|
No
| 33 | 1 | 2 | 80 | 3 | 36 | 2 | 1 | 23 | 5 | 17 | 20 |
46 |
No
|
Travel_Frequently
| 578 |
Hardware
| 22 | 4 |
Other
| 1 | 1,468 | 3 |
Male
| 32 | 1 | 5 |
Research Scientist
| 1 |
Single
| 12,567 | 125,670 | 6 |
Y
|
No
| 48 | 3 | 1 | 80 | 3 | 23 | 5 | 1 | 13 | 5 | 2 | 9 |
31 |
No
|
Travel_Frequently
| 1,194 |
Human Resources
| 26 | 2 |
Other
| 1 | 1,469 | 3 |
Female
| 111 | 1 | 1 |
Research Director
| 2 |
Divorced
| 44,342 | 842,498 | 8 |
Y
|
No
| 4 | 4 | 4 | 80 | 4 | 13 | 3 | 4 | 12 | 12 | 5 | 11 |
20 |
No
|
Non-Travel
| 204 |
Hardware
| 3 | 3 |
Other
| 1 | 1,470 | 1 |
Female
| 172 | 4 | 2 |
Human Resources
| 1 |
Single
| 15,222 | 76,110 | 7 |
Y
|
Yes
| 42 | 4 | 2 | 80 | 2 | 33 | 2 | 2 | 22 | 20 | 19 | 20 |
27 |
Yes
|
Travel_Rarely
| 925 |
Sales
| 32 | 3 |
Other
| 1 | 1,471 | 1 |
Male
| 51 | 3 | 5 |
Research Scientist
| 4 |
Divorced
| 50,468 | 403,744 | 7 |
Y
|
Yes
| 29 | 1 | 3 | 80 | 4 | 18 | 5 | 3 | 17 | 8 | 9 | 13 |
50 |
No
|
Travel_Rarely
| 816 |
Software
| 38 | 2 |
Life Sciences
| 1 | 1,472 | 3 |
Female
| 94 | 4 | 4 |
Manager
| 1 |
Divorced
| 33,706 | 808,944 | 8 |
Y
|
No
| 39 | 1 | 3 | 80 | 4 | 20 | 1 | 3 | 2 | 1 | 2 | 1 |
54 |
Yes
|
Non-Travel
| 1,312 |
Research & Development
| 14 | 1 |
Life Sciences
| 1 | 1,473 | 2 |
Male
| 113 | 4 | 2 |
Research Scientist
| 1 |
Divorced
| 32,159 | 385,908 | 1 |
Y
|
Yes
| 43 | 1 | 3 | 80 | 2 | 3 | 5 | 3 | 2 | 2 | 2 | 2 |
45 |
Yes
|
Non-Travel
| 767 |
Sales
| 1 | 4 |
Life Sciences
| 1 | 1,474 | 4 |
Female
| 36 | 1 | 5 |
Laboratory Technician
| 2 |
Married
| 49,793 | 99,586 | 7 |
Y
|
No
| 11 | 1 | 2 | 80 | 4 | 7 | 3 | 2 | 1 | 1 | 1 | 1 |
29 |
Yes
|
Non-Travel
| 132 |
Software
| 10 | 5 |
Other
| 1 | 1,475 | 2 |
Female
| 86 | 3 | 2 |
Manager
| 3 |
Married
| 12,694 | 291,962 | 3 |
Y
|
No
| 49 | 1 | 2 | 80 | 4 | 19 | 3 | 2 | 9 | 3 | 1 | 1 |
45 |
Yes
|
Non-Travel
| 146 |
Human Resources
| 4 | 5 |
Technical Degree
| 1 | 1,476 | 1 |
Female
| 82 | 4 | 1 |
Research Director
| 4 |
Single
| 7,630 | 53,410 | 7 |
Y
|
Yes
| 45 | 4 | 3 | 80 | 3 | 40 | 6 | 4 | 22 | 8 | 13 | 16 |
59 |
Yes
|
Travel_Rarely
| 435 |
Research & Development
| 2 | 2 |
Marketing
| 1 | 1,477 | 2 |
Female
| 46 | 2 | 4 |
Developer
| 4 |
Divorced
| 3,805 | 34,245 | 6 |
Y
|
No
| 26 | 1 | 4 | 80 | 4 | 21 | 5 | 1 | 3 | 1 | 2 | 1 |
55 |
No
|
Travel_Rarely
| 314 |
Research & Development
| 50 | 3 |
Human Resources
| 1 | 1,478 | 4 |
Female
| 198 | 1 | 1 |
Manufacturing Director
| 4 |
Divorced
| 24,349 | 24,349 | 2 |
Y
|
No
| 1 | 1 | 1 | 80 | 3 | 6 | 2 | 3 | 4 | 1 | 3 | 3 |
45 |
No
|
Non-Travel
| 565 |
Support
| 23 | 3 |
Technical Degree
| 1 | 1,479 | 4 |
Male
| 45 | 3 | 4 |
Healthcare Representative
| 4 |
Single
| 36,518 | 985,986 | 0 |
Y
|
Yes
| 30 | 1 | 1 | 80 | 3 | 33 | 2 | 3 | 4 | 1 | 1 | 4 |
31 |
Yes
|
Non-Travel
| 960 |
Human Resources
| 34 | 2 |
Medical
| 1 | 1,480 | 2 |
Male
| 94 | 4 | 4 |
Laboratory Technician
| 3 |
Single
| 1,671 | 25,065 | 0 |
Y
|
No
| 5 | 2 | 4 | 80 | 2 | 28 | 2 | 1 | 16 | 4 | 3 | 5 |
34 |
No
|
Non-Travel
| 194 |
Software
| 32 | 2 |
Other
| 1 | 1,481 | 4 |
Male
| 96 | 2 | 1 |
Sales Representative
| 3 |
Single
| 49,988 | 799,808 | 6 |
Y
|
Yes
| 38 | 2 | 2 | 80 | 2 | 31 | 6 | 2 | 28 | 7 | 13 | 22 |
35 |
No
|
Non-Travel
| 916 |
Software
| 9 | 1 |
Other
| 1 | 1,482 | 1 |
Male
| 105 | 3 | 3 |
Research Director
| 3 |
Single
| 43,160 | 345,280 | 3 |
Y
|
Yes
| 44 | 2 | 4 | 80 | 2 | 19 | 6 | 4 | 3 | 3 | 2 | 2 |
30 |
Yes
|
Non-Travel
| 1,129 |
Research & Development
| 37 | 4 |
Medical
| 1 | 1,483 | 2 |
Male
| 86 | 2 | 3 |
Healthcare Representative
| 3 |
Divorced
| 36,793 | 1,103,790 | 1 |
Y
|
Yes
| 15 | 3 | 2 | 80 | 2 | 2 | 4 | 2 | 1 | 1 | 1 | 1 |
59 |
Yes
|
Travel_Rarely
| 957 |
Research & Development
| 31 | 1 |
Marketing
| 1 | 1,484 | 2 |
Male
| 180 | 1 | 4 |
Research Director
| 2 |
Divorced
| 44,341 | 1,108,525 | 1 |
Y
|
Yes
| 18 | 4 | 1 | 80 | 2 | 24 | 1 | 1 | 17 | 17 | 2 | 4 |
38 |
Yes
|
Travel_Rarely
| 220 |
Software
| 5 | 2 |
Human Resources
| 1 | 1,485 | 2 |
Female
| 117 | 1 | 2 |
Sales Representative
| 1 |
Married
| 5,603 | 117,663 | 4 |
Y
|
No
| 43 | 1 | 3 | 80 | 3 | 20 | 4 | 1 | 1 | 1 | 1 | 1 |
50 |
No
|
Travel_Frequently
| 118 |
Support
| 32 | 1 |
Technical Degree
| 1 | 1,486 | 1 |
Female
| 133 | 3 | 5 |
Laboratory Technician
| 3 |
Single
| 35,348 | 424,176 | 6 |
Y
|
No
| 39 | 2 | 1 | 80 | 1 | 7 | 1 | 3 | 2 | 2 | 1 | 2 |
39 |
No
|
Non-Travel
| 1,478 |
Research & Development
| 11 | 4 |
Human Resources
| 1 | 1,487 | 4 |
Female
| 108 | 1 | 4 |
Manufacturing Director
| 1 |
Married
| 34,671 | 970,788 | 5 |
Y
|
Yes
| 2 | 2 | 1 | 80 | 3 | 5 | 4 | 4 | 4 | 3 | 1 | 1 |
52 |
Yes
|
Travel_Rarely
| 1,262 |
Sales
| 1 | 2 |
Life Sciences
| 1 | 1,488 | 2 |
Male
| 43 | 3 | 4 |
Developer
| 3 |
Married
| 18,303 | 109,818 | 2 |
Y
|
No
| 16 | 2 | 4 | 80 | 3 | 6 | 1 | 1 | 6 | 3 | 4 | 1 |
25 |
No
|
Non-Travel
| 581 |
Hardware
| 10 | 2 |
Human Resources
| 1 | 1,489 | 3 |
Male
| 128 | 4 | 3 |
Research Director
| 2 |
Married
| 2,082 | 37,476 | 3 |
Y
|
No
| 24 | 3 | 4 | 80 | 2 | 18 | 3 | 4 | 7 | 6 | 2 | 2 |
35 |
Yes
|
Travel_Frequently
| 1,329 |
Support
| 9 | 3 |
Medical
| 1 | 1,490 | 3 |
Male
| 113 | 2 | 1 |
Sales Executive
| 2 |
Single
| 4,108 | 90,376 | 1 |
Y
|
No
| 30 | 4 | 1 | 80 | 3 | 40 | 5 | 2 | 1 | 1 | 1 | 1 |
40 |
No
|
Travel_Rarely
| 420 |
Human Resources
| 31 | 2 |
Life Sciences
| 1 | 1,491 | 2 |
Female
| 183 | 3 | 3 |
Sales Executive
| 4 |
Divorced
| 41,197 | 370,773 | 1 |
Y
|
No
| 26 | 3 | 4 | 80 | 1 | 33 | 3 | 4 | 7 | 6 | 1 | 4 |
25 |
No
|
Non-Travel
| 891 |
Support
| 22 | 3 |
Human Resources
| 1 | 1,492 | 2 |
Female
| 149 | 3 | 4 |
Healthcare Representative
| 3 |
Single
| 15,839 | 15,839 | 4 |
Y
|
No
| 12 | 4 | 4 | 80 | 2 | 6 | 5 | 1 | 4 | 3 | 4 | 1 |
31 |
No
|
Travel_Rarely
| 352 |
Software
| 20 | 2 |
Human Resources
| 1 | 1,493 | 4 |
Female
| 172 | 2 | 5 |
Laboratory Technician
| 4 |
Divorced
| 32,231 | 354,541 | 1 |
Y
|
Yes
| 36 | 2 | 2 | 80 | 2 | 11 | 2 | 2 | 5 | 2 | 1 | 4 |
57 |
No
|
Non-Travel
| 761 |
Software
| 16 | 2 |
Human Resources
| 1 | 1,494 | 2 |
Male
| 116 | 3 | 1 |
Sales Executive
| 1 |
Married
| 38,427 | 384,270 | 1 |
Y
|
Yes
| 14 | 3 | 4 | 80 | 4 | 10 | 3 | 4 | 9 | 5 | 8 | 9 |
39 |
Yes
|
Travel_Rarely
| 274 |
Support
| 9 | 3 |
Technical Degree
| 1 | 1,495 | 4 |
Male
| 184 | 3 | 4 |
Manager
| 3 |
Single
| 3,401 | 40,812 | 0 |
Y
|
No
| 32 | 4 | 1 | 80 | 3 | 40 | 3 | 3 | 37 | 1 | 28 | 29 |
55 |
Yes
|
Non-Travel
| 1,365 |
Sales
| 25 | 5 |
Marketing
| 1 | 1,496 | 1 |
Female
| 136 | 3 | 5 |
Sales Representative
| 1 |
Divorced
| 6,820 | 13,640 | 6 |
Y
|
No
| 2 | 2 | 3 | 80 | 1 | 18 | 3 | 1 | 18 | 13 | 17 | 10 |
28 |
No
|
Travel_Frequently
| 752 |
Sales
| 46 | 3 |
Technical Degree
| 1 | 1,497 | 2 |
Male
| 48 | 2 | 2 |
Sales Executive
| 2 |
Single
| 27,578 | 661,872 | 1 |
Y
|
No
| 21 | 3 | 3 | 80 | 4 | 21 | 6 | 4 | 19 | 12 | 3 | 8 |
43 |
No
|
Travel_Rarely
| 1,324 |
Hardware
| 33 | 5 |
Other
| 1 | 1,498 | 4 |
Female
| 88 | 4 | 3 |
Sales Executive
| 3 |
Single
| 37,301 | 746,020 | 8 |
Y
|
Yes
| 46 | 4 | 2 | 80 | 3 | 26 | 3 | 1 | 6 | 3 | 2 | 1 |
47 |
Yes
|
Non-Travel
| 365 |
Software
| 48 | 3 |
Marketing
| 1 | 1,499 | 3 |
Male
| 129 | 3 | 3 |
Sales Executive
| 3 |
Single
| 12,893 | 361,004 | 7 |
Y
|
Yes
| 29 | 4 | 4 | 80 | 4 | 12 | 1 | 1 | 7 | 7 | 4 | 2 |
54 |
No
|
Non-Travel
| 475 |
Support
| 45 | 4 |
Medical
| 1 | 1,500 | 4 |
Male
| 188 | 1 | 2 |
Research Director
| 1 |
Divorced
| 19,171 | 306,736 | 3 |
Y
|
Yes
| 37 | 1 | 2 | 80 | 3 | 3 | 1 | 4 | 2 | 1 | 2 | 2 |
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