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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
26 |
Yes
|
Non-Travel
| 1,492 |
Sales
| 33 | 3 |
Medical
| 1 | 4,401 | 3 |
Female
| 128 | 1 | 3 |
Sales Executive
| 1 |
Single
| 24,866 | 198,928 | 3 |
Y
|
Yes
| 24 | 4 | 2 | 80 | 3 | 23 | 3 | 1 | 4 | 2 | 1 | 1 |
52 |
Yes
|
Travel_Frequently
| 1,470 |
Human Resources
| 19 | 5 |
Life Sciences
| 1 | 4,402 | 2 |
Female
| 187 | 2 | 2 |
Developer
| 4 |
Divorced
| 11,174 | 178,784 | 8 |
Y
|
No
| 34 | 2 | 1 | 80 | 2 | 29 | 2 | 1 | 23 | 6 | 20 | 4 |
44 |
Yes
|
Non-Travel
| 1,261 |
Sales
| 4 | 4 |
Human Resources
| 1 | 4,403 | 1 |
Male
| 187 | 4 | 3 |
Sales Executive
| 2 |
Divorced
| 31,351 | 376,212 | 3 |
Y
|
No
| 18 | 3 | 3 | 80 | 2 | 24 | 3 | 1 | 21 | 8 | 1 | 21 |
44 |
No
|
Travel_Rarely
| 436 |
Sales
| 33 | 1 |
Other
| 1 | 4,404 | 1 |
Male
| 184 | 1 | 3 |
Research Director
| 3 |
Divorced
| 22,486 | 44,972 | 2 |
Y
|
Yes
| 4 | 4 | 1 | 80 | 3 | 32 | 2 | 4 | 29 | 22 | 28 | 15 |
28 |
No
|
Non-Travel
| 1,403 |
Human Resources
| 47 | 3 |
Technical Degree
| 1 | 4,405 | 3 |
Female
| 45 | 4 | 5 |
Healthcare Representative
| 4 |
Single
| 41,567 | 1,163,876 | 1 |
Y
|
Yes
| 41 | 1 | 1 | 80 | 1 | 23 | 5 | 3 | 23 | 23 | 18 | 21 |
33 |
No
|
Travel_Rarely
| 661 |
Hardware
| 46 | 2 |
Medical
| 1 | 4,406 | 4 |
Female
| 181 | 1 | 3 |
Research Director
| 4 |
Married
| 19,833 | 376,827 | 4 |
Y
|
Yes
| 8 | 2 | 2 | 80 | 3 | 21 | 2 | 3 | 8 | 8 | 8 | 2 |
37 |
No
|
Travel_Frequently
| 716 |
Support
| 38 | 1 |
Technical Degree
| 1 | 4,407 | 4 |
Male
| 179 | 1 | 4 |
Manufacturing Director
| 1 |
Single
| 14,933 | 238,928 | 0 |
Y
|
No
| 49 | 2 | 1 | 80 | 4 | 36 | 3 | 4 | 14 | 6 | 4 | 3 |
58 |
No
|
Travel_Rarely
| 191 |
Software
| 27 | 5 |
Other
| 1 | 4,408 | 2 |
Female
| 92 | 3 | 4 |
Sales Representative
| 1 |
Single
| 21,510 | 516,240 | 5 |
Y
|
Yes
| 14 | 1 | 2 | 80 | 4 | 9 | 5 | 4 | 2 | 1 | 1 | 2 |
40 |
Yes
|
Travel_Frequently
| 381 |
Software
| 25 | 2 |
Technical Degree
| 1 | 4,409 | 4 |
Female
| 41 | 4 | 4 |
Sales Representative
| 1 |
Single
| 15,288 | 107,016 | 6 |
Y
|
No
| 18 | 1 | 2 | 80 | 3 | 31 | 2 | 4 | 3 | 2 | 3 | 1 |
51 |
No
|
Travel_Frequently
| 1,240 |
Software
| 14 | 5 |
Marketing
| 1 | 4,410 | 3 |
Female
| 130 | 1 | 1 |
Healthcare Representative
| 3 |
Married
| 7,231 | 36,155 | 3 |
Y
|
No
| 29 | 1 | 1 | 80 | 1 | 31 | 2 | 3 | 3 | 2 | 2 | 3 |
34 |
Yes
|
Travel_Frequently
| 876 |
Support
| 34 | 3 |
Life Sciences
| 1 | 4,411 | 2 |
Male
| 117 | 4 | 3 |
Sales Executive
| 3 |
Married
| 48,368 | 725,520 | 0 |
Y
|
No
| 29 | 3 | 4 | 80 | 3 | 27 | 3 | 3 | 16 | 9 | 3 | 2 |
30 |
Yes
|
Travel_Frequently
| 1,199 |
Sales
| 29 | 1 |
Marketing
| 1 | 4,412 | 2 |
Female
| 47 | 1 | 2 |
Research Director
| 2 |
Divorced
| 44,175 | 530,100 | 7 |
Y
|
Yes
| 4 | 4 | 3 | 80 | 1 | 37 | 6 | 4 | 17 | 15 | 14 | 4 |
40 |
Yes
|
Travel_Rarely
| 1,140 |
Hardware
| 6 | 3 |
Other
| 1 | 4,413 | 1 |
Male
| 193 | 3 | 5 |
Healthcare Representative
| 2 |
Married
| 29,167 | 787,509 | 0 |
Y
|
No
| 26 | 1 | 1 | 80 | 3 | 8 | 3 | 4 | 1 | 1 | 1 | 1 |
35 |
Yes
|
Travel_Frequently
| 1,358 |
Software
| 24 | 1 |
Other
| 1 | 4,414 | 4 |
Male
| 194 | 1 | 2 |
Research Scientist
| 2 |
Single
| 28,077 | 224,616 | 7 |
Y
|
Yes
| 16 | 4 | 3 | 80 | 1 | 36 | 2 | 1 | 30 | 30 | 26 | 7 |
58 |
No
|
Travel_Rarely
| 493 |
Hardware
| 9 | 4 |
Life Sciences
| 1 | 4,415 | 3 |
Male
| 172 | 3 | 4 |
Human Resources
| 2 |
Divorced
| 2,612 | 15,672 | 8 |
Y
|
Yes
| 42 | 3 | 1 | 80 | 3 | 15 | 2 | 1 | 4 | 2 | 2 | 2 |
29 |
Yes
|
Non-Travel
| 1,385 |
Research & Development
| 15 | 2 |
Human Resources
| 1 | 4,416 | 4 |
Male
| 32 | 3 | 3 |
Manufacturing Director
| 3 |
Divorced
| 31,542 | 252,336 | 5 |
Y
|
No
| 34 | 2 | 1 | 80 | 1 | 18 | 5 | 3 | 3 | 3 | 2 | 3 |
29 |
No
|
Travel_Rarely
| 1,311 |
Hardware
| 49 | 2 |
Technical Degree
| 1 | 4,417 | 2 |
Female
| 115 | 3 | 4 |
Research Scientist
| 3 |
Single
| 3,502 | 38,522 | 5 |
Y
|
No
| 48 | 1 | 3 | 80 | 4 | 30 | 2 | 4 | 20 | 16 | 1 | 4 |
40 |
Yes
|
Travel_Frequently
| 1,269 |
Hardware
| 50 | 3 |
Human Resources
| 1 | 4,418 | 1 |
Male
| 82 | 2 | 5 |
Human Resources
| 3 |
Married
| 14,277 | 199,878 | 8 |
Y
|
No
| 42 | 1 | 3 | 80 | 4 | 3 | 2 | 3 | 3 | 3 | 3 | 3 |
57 |
No
|
Travel_Rarely
| 1,063 |
Hardware
| 12 | 1 |
Medical
| 1 | 4,419 | 1 |
Female
| 143 | 3 | 3 |
Human Resources
| 1 |
Single
| 4,138 | 24,828 | 3 |
Y
|
Yes
| 20 | 4 | 4 | 80 | 3 | 17 | 5 | 4 | 10 | 4 | 6 | 4 |
28 |
No
|
Non-Travel
| 501 |
Human Resources
| 50 | 4 |
Technical Degree
| 1 | 4,420 | 3 |
Male
| 118 | 2 | 5 |
Manufacturing Director
| 3 |
Single
| 12,418 | 235,942 | 4 |
Y
|
Yes
| 28 | 1 | 3 | 80 | 1 | 6 | 2 | 4 | 4 | 3 | 2 | 1 |
37 |
Yes
|
Non-Travel
| 426 |
Sales
| 22 | 5 |
Life Sciences
| 1 | 4,421 | 4 |
Female
| 180 | 3 | 5 |
Sales Representative
| 4 |
Single
| 10,591 | 317,730 | 2 |
Y
|
No
| 27 | 1 | 3 | 80 | 2 | 1 | 4 | 3 | 1 | 1 | 1 | 1 |
44 |
No
|
Non-Travel
| 1,468 |
Research & Development
| 46 | 3 |
Human Resources
| 1 | 4,422 | 3 |
Female
| 183 | 4 | 4 |
Sales Representative
| 4 |
Single
| 36,654 | 1,026,312 | 6 |
Y
|
Yes
| 30 | 3 | 4 | 80 | 3 | 5 | 1 | 1 | 2 | 2 | 1 | 2 |
35 |
No
|
Non-Travel
| 1,373 |
Human Resources
| 23 | 2 |
Medical
| 1 | 4,423 | 3 |
Female
| 109 | 2 | 1 |
Manufacturing Director
| 1 |
Single
| 31,032 | 31,032 | 2 |
Y
|
No
| 25 | 2 | 4 | 80 | 1 | 25 | 6 | 3 | 17 | 7 | 17 | 4 |
40 |
Yes
|
Travel_Rarely
| 546 |
Support
| 21 | 3 |
Medical
| 1 | 4,424 | 4 |
Female
| 74 | 3 | 3 |
Sales Representative
| 4 |
Divorced
| 21,321 | 255,852 | 1 |
Y
|
Yes
| 17 | 2 | 4 | 80 | 3 | 3 | 3 | 3 | 3 | 3 | 2 | 3 |
18 |
Yes
|
Travel_Frequently
| 244 |
Software
| 9 | 1 |
Human Resources
| 1 | 4,425 | 4 |
Female
| 57 | 3 | 4 |
Healthcare Representative
| 4 |
Single
| 2,080 | 22,880 | 2 |
Y
|
Yes
| 34 | 4 | 4 | 80 | 2 | 15 | 2 | 3 | 9 | 3 | 8 | 5 |
55 |
No
|
Non-Travel
| 1,182 |
Human Resources
| 7 | 5 |
Medical
| 1 | 4,426 | 1 |
Male
| 173 | 1 | 1 |
Sales Executive
| 3 |
Divorced
| 29,165 | 87,495 | 7 |
Y
|
No
| 19 | 2 | 2 | 80 | 2 | 15 | 4 | 2 | 4 | 3 | 3 | 3 |
50 |
Yes
|
Travel_Rarely
| 810 |
Hardware
| 13 | 2 |
Medical
| 1 | 4,427 | 4 |
Female
| 95 | 4 | 3 |
Research Director
| 1 |
Single
| 21,585 | 366,945 | 4 |
Y
|
No
| 47 | 2 | 3 | 80 | 2 | 40 | 4 | 3 | 22 | 7 | 14 | 6 |
25 |
No
|
Travel_Rarely
| 926 |
Software
| 28 | 3 |
Other
| 1 | 4,428 | 4 |
Male
| 55 | 1 | 4 |
Developer
| 2 |
Single
| 28,951 | 173,706 | 6 |
Y
|
No
| 16 | 1 | 3 | 80 | 4 | 39 | 5 | 3 | 12 | 11 | 1 | 6 |
19 |
No
|
Non-Travel
| 1,230 |
Sales
| 27 | 3 |
Medical
| 1 | 4,429 | 4 |
Female
| 192 | 1 | 5 |
Developer
| 4 |
Married
| 48,803 | 1,415,287 | 1 |
Y
|
No
| 43 | 4 | 4 | 80 | 3 | 8 | 4 | 3 | 3 | 2 | 3 | 3 |
58 |
No
|
Non-Travel
| 1,413 |
Human Resources
| 49 | 3 |
Human Resources
| 1 | 4,430 | 4 |
Female
| 61 | 1 | 1 |
Human Resources
| 2 |
Married
| 25,619 | 281,809 | 5 |
Y
|
Yes
| 34 | 3 | 1 | 80 | 1 | 36 | 4 | 2 | 26 | 14 | 18 | 14 |
29 |
No
|
Travel_Frequently
| 210 |
Support
| 20 | 3 |
Medical
| 1 | 4,431 | 3 |
Female
| 122 | 3 | 5 |
Healthcare Representative
| 3 |
Single
| 45,385 | 1,134,625 | 2 |
Y
|
No
| 9 | 3 | 2 | 80 | 4 | 21 | 2 | 4 | 4 | 2 | 2 | 2 |
49 |
No
|
Travel_Frequently
| 971 |
Sales
| 2 | 3 |
Other
| 1 | 4,432 | 1 |
Male
| 121 | 2 | 1 |
Manufacturing Director
| 4 |
Married
| 35,158 | 1,054,740 | 3 |
Y
|
No
| 1 | 3 | 3 | 80 | 3 | 28 | 4 | 3 | 4 | 4 | 2 | 2 |
45 |
No
|
Non-Travel
| 779 |
Sales
| 9 | 2 |
Life Sciences
| 1 | 4,433 | 3 |
Female
| 86 | 4 | 4 |
Sales Executive
| 3 |
Single
| 43,127 | 1,121,302 | 3 |
Y
|
Yes
| 25 | 2 | 4 | 80 | 3 | 17 | 3 | 4 | 11 | 4 | 8 | 6 |
55 |
No
|
Travel_Rarely
| 1,326 |
Support
| 46 | 3 |
Life Sciences
| 1 | 4,434 | 4 |
Female
| 77 | 3 | 5 |
Sales Executive
| 3 |
Single
| 8,900 | 53,400 | 4 |
Y
|
No
| 26 | 3 | 1 | 80 | 1 | 3 | 3 | 1 | 3 | 3 | 3 | 3 |
46 |
Yes
|
Non-Travel
| 264 |
Sales
| 34 | 5 |
Medical
| 1 | 4,435 | 2 |
Male
| 129 | 1 | 4 |
Manager
| 2 |
Married
| 36,914 | 1,070,506 | 7 |
Y
|
Yes
| 43 | 1 | 4 | 80 | 2 | 16 | 2 | 1 | 15 | 11 | 11 | 15 |
34 |
Yes
|
Travel_Frequently
| 1,404 |
Sales
| 19 | 5 |
Life Sciences
| 1 | 4,436 | 1 |
Male
| 153 | 1 | 5 |
Manufacturing Director
| 1 |
Divorced
| 24,412 | 537,064 | 8 |
Y
|
Yes
| 1 | 1 | 1 | 80 | 1 | 36 | 6 | 4 | 12 | 7 | 4 | 4 |
37 |
No
|
Non-Travel
| 202 |
Human Resources
| 45 | 2 |
Medical
| 1 | 4,437 | 2 |
Male
| 35 | 4 | 4 |
Manufacturing Director
| 1 |
Married
| 13,797 | 27,594 | 1 |
Y
|
No
| 44 | 3 | 2 | 80 | 2 | 18 | 4 | 1 | 7 | 3 | 1 | 7 |
34 |
Yes
|
Travel_Rarely
| 590 |
Sales
| 37 | 2 |
Other
| 1 | 4,438 | 2 |
Male
| 95 | 4 | 2 |
Human Resources
| 1 |
Divorced
| 22,681 | 272,172 | 4 |
Y
|
Yes
| 21 | 1 | 3 | 80 | 2 | 11 | 4 | 4 | 5 | 2 | 3 | 4 |
19 |
Yes
|
Travel_Rarely
| 269 |
Hardware
| 49 | 2 |
Other
| 1 | 4,439 | 2 |
Female
| 111 | 2 | 5 |
Manager
| 1 |
Married
| 41,641 | 499,692 | 1 |
Y
|
Yes
| 18 | 1 | 1 | 80 | 1 | 19 | 4 | 3 | 3 | 1 | 1 | 2 |
29 |
Yes
|
Non-Travel
| 551 |
Support
| 33 | 3 |
Marketing
| 1 | 4,440 | 2 |
Female
| 151 | 1 | 2 |
Sales Executive
| 4 |
Married
| 33,770 | 1,013,100 | 1 |
Y
|
No
| 6 | 2 | 4 | 80 | 3 | 28 | 3 | 2 | 17 | 16 | 13 | 8 |
60 |
No
|
Travel_Frequently
| 848 |
Hardware
| 36 | 5 |
Human Resources
| 1 | 4,441 | 4 |
Female
| 172 | 1 | 4 |
Manager
| 4 |
Single
| 3,279 | 72,138 | 8 |
Y
|
No
| 29 | 4 | 3 | 80 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
30 |
No
|
Travel_Rarely
| 670 |
Software
| 36 | 5 |
Other
| 1 | 4,442 | 1 |
Female
| 121 | 3 | 2 |
Sales Representative
| 2 |
Single
| 45,645 | 958,545 | 3 |
Y
|
Yes
| 29 | 4 | 3 | 80 | 4 | 34 | 4 | 2 | 3 | 1 | 2 | 1 |
22 |
No
|
Travel_Frequently
| 1,432 |
Hardware
| 20 | 4 |
Technical Degree
| 1 | 4,443 | 4 |
Male
| 125 | 1 | 5 |
Human Resources
| 1 |
Divorced
| 24,614 | 295,368 | 8 |
Y
|
Yes
| 42 | 1 | 3 | 80 | 3 | 34 | 5 | 3 | 6 | 3 | 5 | 1 |
25 |
Yes
|
Travel_Rarely
| 711 |
Human Resources
| 28 | 3 |
Marketing
| 1 | 4,444 | 2 |
Male
| 57 | 3 | 5 |
Healthcare Representative
| 1 |
Divorced
| 33,347 | 633,593 | 2 |
Y
|
Yes
| 31 | 1 | 4 | 80 | 3 | 1 | 2 | 1 | 1 | 1 | 1 | 1 |
42 |
No
|
Travel_Frequently
| 581 |
Hardware
| 17 | 1 |
Other
| 1 | 4,445 | 1 |
Male
| 74 | 1 | 2 |
Human Resources
| 4 |
Divorced
| 7,602 | 167,244 | 7 |
Y
|
Yes
| 45 | 4 | 3 | 80 | 3 | 28 | 3 | 3 | 12 | 10 | 7 | 9 |
31 |
Yes
|
Travel_Frequently
| 865 |
Software
| 11 | 4 |
Life Sciences
| 1 | 4,446 | 2 |
Male
| 139 | 1 | 5 |
Laboratory Technician
| 3 |
Divorced
| 28,206 | 423,090 | 4 |
Y
|
Yes
| 22 | 2 | 3 | 80 | 2 | 14 | 5 | 4 | 4 | 3 | 2 | 4 |
44 |
No
|
Travel_Frequently
| 723 |
Human Resources
| 43 | 5 |
Life Sciences
| 1 | 4,447 | 3 |
Male
| 171 | 3 | 5 |
Sales Executive
| 3 |
Single
| 41,554 | 1,080,404 | 8 |
Y
|
Yes
| 14 | 4 | 2 | 80 | 1 | 35 | 2 | 4 | 13 | 13 | 10 | 12 |
32 |
Yes
|
Travel_Rarely
| 873 |
Research & Development
| 22 | 2 |
Life Sciences
| 1 | 4,448 | 2 |
Male
| 138 | 4 | 5 |
Developer
| 4 |
Divorced
| 19,282 | 424,204 | 7 |
Y
|
Yes
| 2 | 4 | 3 | 80 | 3 | 32 | 4 | 1 | 6 | 6 | 3 | 3 |
29 |
No
|
Travel_Frequently
| 416 |
Hardware
| 30 | 3 |
Medical
| 1 | 4,449 | 1 |
Male
| 113 | 3 | 1 |
Manufacturing Director
| 1 |
Divorced
| 28,703 | 574,060 | 1 |
Y
|
No
| 36 | 2 | 1 | 80 | 3 | 9 | 4 | 2 | 7 | 4 | 3 | 4 |
20 |
Yes
|
Travel_Frequently
| 303 |
Sales
| 26 | 3 |
Human Resources
| 1 | 4,450 | 4 |
Female
| 176 | 4 | 3 |
Research Director
| 2 |
Single
| 41,721 | 1,209,909 | 0 |
Y
|
No
| 16 | 4 | 3 | 80 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 |
57 |
Yes
|
Travel_Rarely
| 478 |
Human Resources
| 38 | 1 |
Other
| 1 | 4,451 | 4 |
Male
| 115 | 3 | 4 |
Human Resources
| 2 |
Single
| 22,452 | 89,808 | 4 |
Y
|
Yes
| 3 | 4 | 4 | 80 | 4 | 12 | 4 | 1 | 7 | 2 | 6 | 1 |
39 |
Yes
|
Travel_Rarely
| 974 |
Hardware
| 40 | 2 |
Marketing
| 1 | 4,452 | 2 |
Male
| 44 | 3 | 2 |
Sales Representative
| 1 |
Single
| 19,208 | 364,952 | 2 |
Y
|
No
| 45 | 4 | 1 | 80 | 2 | 23 | 4 | 4 | 20 | 19 | 7 | 20 |
30 |
No
|
Travel_Rarely
| 288 |
Human Resources
| 24 | 5 |
Technical Degree
| 1 | 4,453 | 3 |
Female
| 120 | 4 | 1 |
Human Resources
| 3 |
Single
| 39,273 | 1,060,371 | 6 |
Y
|
No
| 28 | 1 | 4 | 80 | 2 | 19 | 5 | 2 | 12 | 1 | 1 | 10 |
24 |
Yes
|
Travel_Frequently
| 277 |
Research & Development
| 40 | 3 |
Marketing
| 1 | 4,454 | 1 |
Female
| 60 | 3 | 5 |
Manager
| 1 |
Divorced
| 40,216 | 321,728 | 0 |
Y
|
No
| 26 | 4 | 2 | 80 | 3 | 24 | 6 | 4 | 11 | 5 | 2 | 2 |
18 |
No
|
Travel_Rarely
| 154 |
Human Resources
| 48 | 2 |
Technical Degree
| 1 | 4,455 | 2 |
Male
| 166 | 3 | 5 |
Sales Executive
| 1 |
Married
| 17,658 | 211,896 | 4 |
Y
|
Yes
| 23 | 3 | 1 | 80 | 3 | 27 | 5 | 4 | 18 | 11 | 17 | 14 |
36 |
No
|
Travel_Frequently
| 922 |
Sales
| 44 | 5 |
Other
| 1 | 4,456 | 3 |
Female
| 130 | 4 | 2 |
Manager
| 3 |
Married
| 10,223 | 184,014 | 7 |
Y
|
Yes
| 41 | 2 | 3 | 80 | 2 | 20 | 6 | 4 | 20 | 17 | 18 | 15 |
41 |
No
|
Travel_Rarely
| 786 |
Sales
| 7 | 5 |
Technical Degree
| 1 | 4,457 | 1 |
Male
| 138 | 4 | 2 |
Manager
| 2 |
Married
| 10,096 | 242,304 | 2 |
Y
|
Yes
| 42 | 4 | 4 | 80 | 2 | 17 | 6 | 4 | 17 | 12 | 4 | 4 |
53 |
Yes
|
Travel_Rarely
| 1,339 |
Sales
| 25 | 2 |
Marketing
| 1 | 4,458 | 4 |
Male
| 83 | 3 | 1 |
Research Director
| 3 |
Divorced
| 34,602 | 242,214 | 0 |
Y
|
Yes
| 23 | 4 | 4 | 80 | 4 | 6 | 2 | 3 | 5 | 4 | 2 | 3 |
45 |
Yes
|
Travel_Frequently
| 1,030 |
Hardware
| 3 | 5 |
Life Sciences
| 1 | 4,459 | 1 |
Female
| 199 | 2 | 2 |
Manager
| 2 |
Single
| 6,479 | 12,958 | 1 |
Y
|
No
| 35 | 3 | 1 | 80 | 4 | 2 | 4 | 3 | 2 | 1 | 1 | 2 |
34 |
No
|
Non-Travel
| 1,360 |
Sales
| 36 | 3 |
Life Sciences
| 1 | 4,460 | 2 |
Male
| 85 | 4 | 4 |
Manufacturing Director
| 1 |
Divorced
| 49,355 | 296,130 | 0 |
Y
|
Yes
| 48 | 3 | 4 | 80 | 3 | 12 | 1 | 1 | 4 | 4 | 2 | 4 |
29 |
No
|
Travel_Rarely
| 1,028 |
Support
| 14 | 1 |
Marketing
| 1 | 4,461 | 1 |
Female
| 200 | 3 | 2 |
Healthcare Representative
| 2 |
Divorced
| 49,899 | 848,283 | 2 |
Y
|
Yes
| 22 | 1 | 4 | 80 | 1 | 18 | 3 | 2 | 14 | 14 | 9 | 11 |
46 |
Yes
|
Travel_Frequently
| 736 |
Software
| 39 | 5 |
Marketing
| 1 | 4,462 | 1 |
Female
| 165 | 4 | 2 |
Sales Representative
| 4 |
Single
| 29,392 | 881,760 | 1 |
Y
|
No
| 9 | 3 | 1 | 80 | 3 | 20 | 2 | 3 | 20 | 7 | 1 | 19 |
49 |
Yes
|
Travel_Rarely
| 1,457 |
Human Resources
| 43 | 1 |
Technical Degree
| 1 | 4,463 | 2 |
Male
| 152 | 1 | 1 |
Sales Executive
| 2 |
Married
| 18,269 | 328,842 | 5 |
Y
|
Yes
| 6 | 2 | 2 | 80 | 3 | 33 | 6 | 1 | 5 | 5 | 1 | 1 |
59 |
No
|
Travel_Frequently
| 580 |
Sales
| 11 | 3 |
Human Resources
| 1 | 4,464 | 3 |
Female
| 169 | 2 | 3 |
Human Resources
| 2 |
Married
| 16,531 | 247,965 | 7 |
Y
|
No
| 28 | 1 | 1 | 80 | 4 | 28 | 1 | 2 | 2 | 1 | 1 | 2 |
31 |
No
|
Travel_Frequently
| 1,092 |
Research & Development
| 40 | 1 |
Life Sciences
| 1 | 4,465 | 1 |
Male
| 138 | 1 | 2 |
Sales Executive
| 2 |
Married
| 7,690 | 223,010 | 2 |
Y
|
Yes
| 26 | 4 | 4 | 80 | 2 | 37 | 6 | 1 | 37 | 18 | 22 | 19 |
38 |
No
|
Travel_Frequently
| 1,410 |
Research & Development
| 21 | 3 |
Other
| 1 | 4,466 | 1 |
Female
| 84 | 1 | 1 |
Healthcare Representative
| 1 |
Divorced
| 21,921 | 109,605 | 1 |
Y
|
Yes
| 7 | 3 | 2 | 80 | 3 | 20 | 5 | 1 | 14 | 3 | 3 | 12 |
21 |
Yes
|
Non-Travel
| 869 |
Sales
| 4 | 5 |
Marketing
| 1 | 4,467 | 4 |
Female
| 115 | 4 | 5 |
Research Director
| 4 |
Divorced
| 16,025 | 176,275 | 1 |
Y
|
No
| 26 | 2 | 4 | 80 | 2 | 3 | 6 | 3 | 1 | 1 | 1 | 1 |
33 |
No
|
Travel_Frequently
| 189 |
Sales
| 28 | 2 |
Technical Degree
| 1 | 4,468 | 2 |
Female
| 99 | 3 | 3 |
Healthcare Representative
| 1 |
Single
| 20,051 | 601,530 | 8 |
Y
|
Yes
| 40 | 2 | 4 | 80 | 2 | 2 | 5 | 1 | 2 | 2 | 1 | 2 |
28 |
Yes
|
Non-Travel
| 590 |
Research & Development
| 28 | 5 |
Technical Degree
| 1 | 4,469 | 3 |
Female
| 131 | 2 | 2 |
Research Scientist
| 3 |
Single
| 37,602 | 451,224 | 0 |
Y
|
No
| 25 | 3 | 2 | 80 | 3 | 39 | 5 | 3 | 5 | 3 | 5 | 1 |
46 |
Yes
|
Non-Travel
| 325 |
Sales
| 41 | 5 |
Life Sciences
| 1 | 4,470 | 4 |
Female
| 93 | 1 | 2 |
Manufacturing Director
| 2 |
Divorced
| 14,066 | 28,132 | 8 |
Y
|
No
| 6 | 3 | 2 | 80 | 1 | 38 | 4 | 3 | 1 | 1 | 1 | 1 |
29 |
No
|
Travel_Frequently
| 1,331 |
Research & Development
| 19 | 2 |
Life Sciences
| 1 | 4,471 | 2 |
Male
| 127 | 2 | 5 |
Research Scientist
| 4 |
Single
| 42,482 | 42,482 | 1 |
Y
|
Yes
| 42 | 4 | 3 | 80 | 3 | 32 | 5 | 1 | 30 | 3 | 10 | 27 |
42 |
Yes
|
Non-Travel
| 1,326 |
Human Resources
| 47 | 3 |
Life Sciences
| 1 | 4,472 | 3 |
Female
| 31 | 2 | 1 |
Sales Representative
| 4 |
Married
| 14,549 | 160,039 | 5 |
Y
|
Yes
| 47 | 4 | 1 | 80 | 2 | 5 | 4 | 4 | 4 | 3 | 2 | 1 |
59 |
No
|
Travel_Frequently
| 402 |
Hardware
| 30 | 4 |
Medical
| 1 | 4,473 | 2 |
Male
| 91 | 2 | 5 |
Human Resources
| 3 |
Divorced
| 26,243 | 288,673 | 8 |
Y
|
Yes
| 23 | 4 | 4 | 80 | 4 | 19 | 5 | 2 | 7 | 6 | 2 | 6 |
42 |
Yes
|
Non-Travel
| 973 |
Sales
| 12 | 5 |
Medical
| 1 | 4,474 | 1 |
Female
| 45 | 2 | 2 |
Sales Executive
| 4 |
Single
| 36,465 | 328,185 | 2 |
Y
|
Yes
| 24 | 2 | 3 | 80 | 1 | 19 | 3 | 2 | 7 | 1 | 1 | 3 |
53 |
Yes
|
Non-Travel
| 1,041 |
Human Resources
| 26 | 5 |
Marketing
| 1 | 4,475 | 2 |
Female
| 181 | 3 | 2 |
Sales Representative
| 4 |
Single
| 28,704 | 775,008 | 2 |
Y
|
No
| 10 | 4 | 4 | 80 | 2 | 29 | 3 | 3 | 14 | 12 | 4 | 14 |
22 |
No
|
Non-Travel
| 1,225 |
Hardware
| 24 | 2 |
Medical
| 1 | 4,476 | 4 |
Female
| 42 | 4 | 4 |
Human Resources
| 3 |
Single
| 31,467 | 566,406 | 8 |
Y
|
No
| 33 | 1 | 1 | 80 | 3 | 10 | 4 | 1 | 8 | 7 | 4 | 7 |
42 |
No
|
Non-Travel
| 550 |
Hardware
| 21 | 3 |
Marketing
| 1 | 4,477 | 4 |
Female
| 118 | 1 | 5 |
Research Scientist
| 3 |
Married
| 32,532 | 32,532 | 4 |
Y
|
Yes
| 30 | 3 | 4 | 80 | 2 | 19 | 5 | 1 | 13 | 1 | 12 | 7 |
33 |
Yes
|
Travel_Rarely
| 999 |
Hardware
| 24 | 4 |
Life Sciences
| 1 | 4,478 | 2 |
Female
| 92 | 1 | 3 |
Human Resources
| 4 |
Single
| 35,231 | 598,927 | 7 |
Y
|
No
| 36 | 3 | 3 | 80 | 4 | 33 | 4 | 1 | 15 | 9 | 14 | 15 |
46 |
Yes
|
Travel_Frequently
| 788 |
Sales
| 49 | 1 |
Medical
| 1 | 4,479 | 4 |
Female
| 109 | 1 | 3 |
Sales Representative
| 4 |
Single
| 15,177 | 318,717 | 5 |
Y
|
Yes
| 46 | 3 | 3 | 80 | 2 | 4 | 2 | 3 | 3 | 1 | 3 | 3 |
51 |
No
|
Travel_Frequently
| 1,335 |
Hardware
| 17 | 1 |
Technical Degree
| 1 | 4,480 | 1 |
Male
| 170 | 3 | 4 |
Human Resources
| 4 |
Married
| 22,024 | 374,408 | 3 |
Y
|
No
| 35 | 3 | 2 | 80 | 4 | 30 | 6 | 3 | 7 | 5 | 6 | 3 |
29 |
Yes
|
Travel_Rarely
| 1,224 |
Research & Development
| 32 | 4 |
Marketing
| 1 | 4,481 | 4 |
Female
| 148 | 2 | 1 |
Manufacturing Director
| 2 |
Single
| 40,049 | 120,147 | 6 |
Y
|
No
| 2 | 2 | 4 | 80 | 4 | 26 | 2 | 1 | 16 | 5 | 4 | 4 |
54 |
Yes
|
Non-Travel
| 1,206 |
Software
| 27 | 1 |
Life Sciences
| 1 | 4,482 | 4 |
Female
| 63 | 1 | 4 |
Developer
| 2 |
Married
| 21,179 | 360,043 | 8 |
Y
|
Yes
| 4 | 1 | 2 | 80 | 1 | 11 | 4 | 4 | 7 | 6 | 4 | 6 |
49 |
Yes
|
Non-Travel
| 949 |
Research & Development
| 27 | 4 |
Other
| 1 | 4,483 | 3 |
Male
| 184 | 1 | 2 |
Manager
| 1 |
Divorced
| 35,407 | 672,733 | 0 |
Y
|
No
| 2 | 1 | 1 | 80 | 2 | 40 | 2 | 4 | 25 | 15 | 20 | 5 |
55 |
Yes
|
Non-Travel
| 379 |
Human Resources
| 11 | 1 |
Marketing
| 1 | 4,484 | 2 |
Female
| 158 | 4 | 1 |
Research Scientist
| 1 |
Single
| 12,681 | 266,301 | 1 |
Y
|
No
| 33 | 3 | 1 | 80 | 4 | 17 | 6 | 2 | 16 | 9 | 5 | 9 |
51 |
Yes
|
Travel_Frequently
| 1,366 |
Research & Development
| 41 | 2 |
Marketing
| 1 | 4,485 | 2 |
Female
| 152 | 3 | 4 |
Research Scientist
| 1 |
Married
| 21,872 | 524,928 | 3 |
Y
|
No
| 46 | 1 | 3 | 80 | 4 | 4 | 5 | 1 | 3 | 2 | 3 | 3 |
57 |
Yes
|
Travel_Rarely
| 884 |
Hardware
| 37 | 4 |
Life Sciences
| 1 | 4,486 | 4 |
Male
| 82 | 2 | 2 |
Research Scientist
| 1 |
Divorced
| 31,535 | 567,630 | 6 |
Y
|
Yes
| 30 | 1 | 3 | 80 | 3 | 18 | 6 | 3 | 7 | 5 | 2 | 2 |
58 |
No
|
Travel_Rarely
| 248 |
Hardware
| 19 | 4 |
Human Resources
| 1 | 4,487 | 2 |
Male
| 59 | 4 | 5 |
Healthcare Representative
| 2 |
Married
| 12,011 | 204,187 | 5 |
Y
|
Yes
| 46 | 3 | 3 | 80 | 3 | 26 | 1 | 1 | 10 | 4 | 10 | 10 |
37 |
Yes
|
Non-Travel
| 379 |
Hardware
| 48 | 5 |
Human Resources
| 1 | 4,488 | 1 |
Female
| 89 | 2 | 3 |
Healthcare Representative
| 3 |
Single
| 23,112 | 439,128 | 2 |
Y
|
Yes
| 8 | 4 | 4 | 80 | 4 | 19 | 6 | 3 | 3 | 1 | 2 | 3 |
54 |
No
|
Travel_Frequently
| 393 |
Hardware
| 30 | 3 |
Technical Degree
| 1 | 4,489 | 2 |
Male
| 37 | 3 | 4 |
Manufacturing Director
| 1 |
Single
| 17,930 | 251,020 | 7 |
Y
|
No
| 36 | 1 | 2 | 80 | 2 | 17 | 1 | 2 | 15 | 4 | 11 | 2 |
52 |
No
|
Non-Travel
| 508 |
Sales
| 50 | 3 |
Marketing
| 1 | 4,490 | 2 |
Female
| 32 | 3 | 4 |
Laboratory Technician
| 4 |
Married
| 4,163 | 95,749 | 3 |
Y
|
Yes
| 21 | 3 | 3 | 80 | 2 | 10 | 3 | 1 | 5 | 2 | 1 | 2 |
35 |
No
|
Travel_Frequently
| 455 |
Human Resources
| 13 | 3 |
Technical Degree
| 1 | 4,491 | 2 |
Male
| 147 | 1 | 2 |
Developer
| 1 |
Single
| 15,311 | 183,732 | 5 |
Y
|
Yes
| 13 | 4 | 1 | 80 | 1 | 9 | 2 | 3 | 6 | 6 | 4 | 1 |
59 |
Yes
|
Non-Travel
| 411 |
Software
| 25 | 5 |
Human Resources
| 1 | 4,492 | 2 |
Female
| 44 | 1 | 2 |
Sales Representative
| 2 |
Divorced
| 46,675 | 1,120,200 | 7 |
Y
|
Yes
| 11 | 4 | 2 | 80 | 4 | 25 | 5 | 4 | 2 | 1 | 1 | 2 |
20 |
No
|
Non-Travel
| 280 |
Sales
| 1 | 1 |
Life Sciences
| 1 | 4,493 | 1 |
Female
| 102 | 2 | 4 |
Sales Representative
| 2 |
Divorced
| 24,836 | 745,080 | 1 |
Y
|
No
| 32 | 3 | 3 | 80 | 3 | 2 | 4 | 2 | 1 | 1 | 1 | 1 |
60 |
Yes
|
Non-Travel
| 577 |
Human Resources
| 20 | 1 |
Life Sciences
| 1 | 4,494 | 3 |
Female
| 83 | 1 | 2 |
Research Director
| 3 |
Single
| 14,280 | 14,280 | 7 |
Y
|
No
| 5 | 3 | 1 | 80 | 4 | 4 | 2 | 1 | 3 | 3 | 2 | 1 |
48 |
Yes
|
Non-Travel
| 241 |
Research & Development
| 50 | 4 |
Medical
| 1 | 4,495 | 4 |
Female
| 130 | 1 | 5 |
Human Resources
| 3 |
Single
| 34,427 | 1,032,810 | 2 |
Y
|
No
| 8 | 1 | 3 | 80 | 2 | 22 | 4 | 3 | 7 | 4 | 1 | 2 |
27 |
Yes
|
Travel_Rarely
| 528 |
Human Resources
| 3 | 4 |
Other
| 1 | 4,496 | 1 |
Male
| 140 | 3 | 3 |
Research Scientist
| 2 |
Divorced
| 43,376 | 694,016 | 8 |
Y
|
Yes
| 38 | 1 | 1 | 80 | 1 | 18 | 5 | 1 | 17 | 9 | 14 | 11 |
52 |
No
|
Non-Travel
| 984 |
Human Resources
| 10 | 4 |
Technical Degree
| 1 | 4,497 | 3 |
Female
| 171 | 4 | 2 |
Human Resources
| 1 |
Married
| 48,241 | 1,061,302 | 3 |
Y
|
Yes
| 32 | 2 | 3 | 80 | 1 | 27 | 5 | 4 | 7 | 5 | 1 | 4 |
22 |
Yes
|
Travel_Rarely
| 801 |
Research & Development
| 49 | 4 |
Medical
| 1 | 4,498 | 4 |
Male
| 74 | 2 | 5 |
Laboratory Technician
| 2 |
Divorced
| 23,675 | 71,025 | 3 |
Y
|
No
| 25 | 3 | 1 | 80 | 3 | 18 | 4 | 2 | 5 | 3 | 3 | 5 |
49 |
No
|
Travel_Frequently
| 581 |
Research & Development
| 12 | 5 |
Other
| 1 | 4,499 | 2 |
Female
| 77 | 2 | 2 |
Sales Representative
| 2 |
Single
| 10,871 | 32,613 | 6 |
Y
|
No
| 33 | 1 | 4 | 80 | 4 | 20 | 3 | 1 | 4 | 4 | 2 | 3 |
30 |
No
|
Travel_Frequently
| 424 |
Sales
| 28 | 3 |
Other
| 1 | 4,500 | 4 |
Female
| 101 | 2 | 4 |
Healthcare Representative
| 4 |
Divorced
| 45,341 | 1,042,843 | 7 |
Y
|
Yes
| 30 | 2 | 2 | 80 | 2 | 40 | 2 | 4 | 1 | 1 | 1 | 1 |
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