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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
36 |
Yes
|
Travel_Rarely
| 1,218 |
Research & Development
| 21 | 3 |
Human Resources
| 1 | 301 | 2 |
Male
| 140 | 4 | 1 |
Research Director
| 4 |
Divorced
| 3,834 | 53,676 | 0 |
Y
|
Yes
| 11 | 3 | 2 | 80 | 3 | 2 | 6 | 1 | 1 | 1 | 1 | 1 |
54 |
Yes
|
Non-Travel
| 1,141 |
Human Resources
| 4 | 5 |
Medical
| 1 | 302 | 4 |
Female
| 88 | 3 | 4 |
Research Director
| 3 |
Married
| 45,845 | 1,100,280 | 3 |
Y
|
No
| 2 | 3 | 1 | 80 | 3 | 18 | 5 | 3 | 1 | 1 | 1 | 1 |
27 |
No
|
Travel_Frequently
| 242 |
Research & Development
| 8 | 5 |
Other
| 1 | 303 | 2 |
Female
| 178 | 4 | 2 |
Manager
| 2 |
Married
| 28,043 | 224,344 | 8 |
Y
|
Yes
| 11 | 2 | 2 | 80 | 1 | 17 | 3 | 2 | 11 | 4 | 6 | 3 |
34 |
Yes
|
Travel_Rarely
| 615 |
Research & Development
| 4 | 3 |
Medical
| 1 | 304 | 1 |
Female
| 190 | 1 | 4 |
Human Resources
| 4 |
Divorced
| 2,979 | 5,958 | 7 |
Y
|
No
| 9 | 2 | 2 | 80 | 4 | 39 | 4 | 3 | 10 | 9 | 6 | 4 |
37 |
No
|
Non-Travel
| 1,446 |
Human Resources
| 43 | 2 |
Technical Degree
| 1 | 305 | 4 |
Male
| 99 | 4 | 3 |
Manufacturing Director
| 2 |
Married
| 50,708 | 1,470,532 | 4 |
Y
|
No
| 18 | 3 | 3 | 80 | 4 | 24 | 4 | 4 | 2 | 1 | 2 | 2 |
45 |
No
|
Travel_Frequently
| 829 |
Support
| 38 | 5 |
Human Resources
| 1 | 306 | 3 |
Female
| 166 | 4 | 4 |
Developer
| 4 |
Single
| 31,206 | 561,708 | 0 |
Y
|
No
| 7 | 2 | 3 | 80 | 4 | 12 | 6 | 3 | 4 | 2 | 4 | 1 |
34 |
Yes
|
Travel_Rarely
| 293 |
Research & Development
| 18 | 1 |
Human Resources
| 1 | 307 | 2 |
Female
| 71 | 1 | 5 |
Research Scientist
| 2 |
Divorced
| 26,236 | 734,608 | 8 |
Y
|
Yes
| 4 | 4 | 2 | 80 | 4 | 18 | 1 | 1 | 16 | 2 | 10 | 15 |
47 |
No
|
Travel_Frequently
| 219 |
Software
| 38 | 1 |
Technical Degree
| 1 | 308 | 4 |
Female
| 149 | 1 | 1 |
Developer
| 2 |
Divorced
| 23,670 | 165,690 | 8 |
Y
|
Yes
| 0 | 2 | 4 | 80 | 3 | 7 | 3 | 4 | 2 | 1 | 2 | 1 |
32 |
No
|
Travel_Rarely
| 410 |
Software
| 3 | 3 |
Medical
| 1 | 309 | 1 |
Male
| 175 | 3 | 2 |
Manager
| 4 |
Married
| 46,902 | 1,219,452 | 5 |
Y
|
Yes
| 23 | 2 | 2 | 80 | 3 | 22 | 1 | 1 | 21 | 18 | 21 | 2 |
20 |
No
|
Travel_Rarely
| 101 |
Sales
| 41 | 4 |
Life Sciences
| 1 | 310 | 1 |
Male
| 135 | 2 | 3 |
Research Director
| 2 |
Single
| 21,700 | 520,800 | 3 |
Y
|
No
| 9 | 3 | 1 | 80 | 3 | 24 | 3 | 4 | 17 | 13 | 4 | 16 |
21 |
No
|
Travel_Frequently
| 420 |
Software
| 19 | 3 |
Technical Degree
| 1 | 311 | 2 |
Male
| 100 | 4 | 1 |
Sales Representative
| 2 |
Single
| 40,873 | 286,111 | 2 |
Y
|
Yes
| 0 | 2 | 4 | 80 | 1 | 29 | 1 | 4 | 9 | 5 | 9 | 9 |
41 |
Yes
|
Travel_Rarely
| 450 |
Human Resources
| 35 | 4 |
Other
| 1 | 312 | 3 |
Female
| 188 | 1 | 1 |
Laboratory Technician
| 3 |
Single
| 37,342 | 112,026 | 8 |
Y
|
Yes
| 47 | 2 | 3 | 80 | 1 | 31 | 3 | 2 | 2 | 1 | 1 | 1 |
29 |
Yes
|
Non-Travel
| 1,331 |
Support
| 5 | 4 |
Technical Degree
| 1 | 313 | 2 |
Male
| 43 | 1 | 2 |
Research Scientist
| 1 |
Divorced
| 40,740 | 1,181,460 | 7 |
Y
|
No
| 30 | 3 | 1 | 80 | 1 | 21 | 2 | 2 | 1 | 1 | 1 | 1 |
37 |
No
|
Non-Travel
| 1,200 |
Sales
| 27 | 2 |
Other
| 1 | 314 | 4 |
Female
| 156 | 4 | 1 |
Research Scientist
| 4 |
Divorced
| 44,059 | 264,354 | 4 |
Y
|
No
| 12 | 2 | 2 | 80 | 1 | 17 | 4 | 1 | 15 | 12 | 5 | 3 |
26 |
Yes
|
Travel_Frequently
| 641 |
Hardware
| 34 | 5 |
Medical
| 1 | 315 | 2 |
Female
| 43 | 2 | 1 |
Manager
| 2 |
Divorced
| 20,988 | 251,856 | 5 |
Y
|
Yes
| 11 | 4 | 2 | 80 | 4 | 33 | 2 | 3 | 27 | 15 | 23 | 25 |
60 |
No
|
Travel_Frequently
| 271 |
Human Resources
| 5 | 5 |
Human Resources
| 1 | 316 | 4 |
Female
| 113 | 1 | 1 |
Sales Executive
| 3 |
Divorced
| 2,781 | 11,124 | 7 |
Y
|
Yes
| 1 | 1 | 3 | 80 | 2 | 8 | 2 | 4 | 1 | 1 | 1 | 1 |
49 |
No
|
Travel_Frequently
| 1,318 |
Human Resources
| 39 | 4 |
Marketing
| 1 | 317 | 3 |
Female
| 120 | 1 | 3 |
Human Resources
| 3 |
Married
| 15,361 | 445,469 | 0 |
Y
|
No
| 8 | 2 | 2 | 80 | 2 | 22 | 4 | 3 | 20 | 18 | 15 | 13 |
21 |
No
|
Travel_Rarely
| 875 |
Sales
| 44 | 2 |
Medical
| 1 | 318 | 4 |
Female
| 46 | 1 | 1 |
Laboratory Technician
| 1 |
Single
| 2,991 | 2,991 | 7 |
Y
|
Yes
| 35 | 1 | 2 | 80 | 1 | 7 | 4 | 2 | 6 | 5 | 3 | 2 |
28 |
Yes
|
Travel_Frequently
| 1,106 |
Human Resources
| 31 | 4 |
Marketing
| 1 | 319 | 2 |
Female
| 70 | 3 | 4 |
Sales Representative
| 4 |
Single
| 37,536 | 375,360 | 6 |
Y
|
No
| 21 | 1 | 3 | 80 | 3 | 6 | 1 | 3 | 2 | 1 | 2 | 1 |
46 |
Yes
|
Non-Travel
| 407 |
Hardware
| 26 | 5 |
Medical
| 1 | 320 | 3 |
Female
| 79 | 1 | 3 |
Human Resources
| 3 |
Single
| 11,047 | 243,034 | 3 |
Y
|
Yes
| 24 | 1 | 3 | 80 | 2 | 40 | 2 | 2 | 27 | 23 | 27 | 4 |
50 |
No
|
Travel_Rarely
| 806 |
Support
| 12 | 5 |
Marketing
| 1 | 321 | 2 |
Male
| 190 | 3 | 1 |
Sales Executive
| 2 |
Married
| 41,063 | 451,693 | 7 |
Y
|
Yes
| 41 | 4 | 3 | 80 | 4 | 20 | 2 | 1 | 8 | 3 | 2 | 3 |
29 |
Yes
|
Travel_Frequently
| 781 |
Support
| 19 | 4 |
Technical Degree
| 1 | 322 | 1 |
Male
| 198 | 3 | 3 |
Manufacturing Director
| 2 |
Married
| 30,403 | 668,866 | 2 |
Y
|
No
| 48 | 1 | 2 | 80 | 2 | 3 | 3 | 4 | 2 | 2 | 1 | 1 |
19 |
No
|
Non-Travel
| 510 |
Support
| 10 | 3 |
Medical
| 1 | 323 | 1 |
Female
| 152 | 4 | 3 |
Research Scientist
| 3 |
Divorced
| 16,992 | 339,840 | 1 |
Y
|
No
| 11 | 3 | 4 | 80 | 1 | 5 | 6 | 4 | 4 | 2 | 1 | 4 |
54 |
Yes
|
Travel_Rarely
| 612 |
Human Resources
| 11 | 2 |
Other
| 1 | 324 | 3 |
Male
| 156 | 4 | 2 |
Research Scientist
| 3 |
Divorced
| 40,946 | 204,730 | 1 |
Y
|
No
| 39 | 3 | 1 | 80 | 1 | 23 | 2 | 1 | 7 | 3 | 5 | 7 |
18 |
No
|
Travel_Frequently
| 725 |
Software
| 43 | 5 |
Medical
| 1 | 325 | 2 |
Female
| 116 | 4 | 5 |
Manager
| 2 |
Divorced
| 40,144 | 562,016 | 0 |
Y
|
No
| 21 | 4 | 1 | 80 | 2 | 40 | 6 | 4 | 6 | 2 | 6 | 3 |
39 |
Yes
|
Travel_Rarely
| 1,412 |
Hardware
| 3 | 2 |
Technical Degree
| 1 | 326 | 2 |
Male
| 146 | 3 | 2 |
Manufacturing Director
| 1 |
Married
| 47,116 | 800,972 | 1 |
Y
|
Yes
| 28 | 4 | 4 | 80 | 4 | 35 | 1 | 2 | 25 | 2 | 18 | 20 |
45 |
Yes
|
Travel_Frequently
| 443 |
Software
| 50 | 5 |
Marketing
| 1 | 327 | 2 |
Male
| 198 | 1 | 2 |
Sales Executive
| 2 |
Divorced
| 37,441 | 1,010,907 | 8 |
Y
|
Yes
| 44 | 3 | 3 | 80 | 3 | 23 | 2 | 3 | 12 | 7 | 3 | 4 |
58 |
Yes
|
Travel_Frequently
| 1,483 |
Research & Development
| 47 | 1 |
Marketing
| 1 | 328 | 3 |
Male
| 114 | 1 | 1 |
Research Scientist
| 4 |
Married
| 26,998 | 242,982 | 6 |
Y
|
No
| 27 | 1 | 1 | 80 | 1 | 37 | 1 | 3 | 32 | 24 | 14 | 2 |
39 |
No
|
Travel_Frequently
| 1,435 |
Human Resources
| 16 | 5 |
Technical Degree
| 1 | 329 | 3 |
Female
| 77 | 3 | 2 |
Developer
| 3 |
Single
| 14,250 | 384,750 | 8 |
Y
|
Yes
| 20 | 4 | 4 | 80 | 3 | 15 | 3 | 1 | 13 | 3 | 13 | 2 |
59 |
No
|
Travel_Rarely
| 595 |
Support
| 44 | 5 |
Medical
| 1 | 330 | 1 |
Male
| 79 | 1 | 4 |
Sales Representative
| 4 |
Divorced
| 37,087 | 1,001,349 | 6 |
Y
|
Yes
| 10 | 1 | 2 | 80 | 3 | 38 | 1 | 1 | 36 | 10 | 22 | 29 |
36 |
Yes
|
Travel_Frequently
| 290 |
Support
| 22 | 1 |
Other
| 1 | 331 | 1 |
Female
| 60 | 3 | 1 |
Developer
| 4 |
Married
| 37,173 | 1,003,671 | 7 |
Y
|
No
| 9 | 4 | 2 | 80 | 1 | 20 | 2 | 3 | 10 | 3 | 6 | 1 |
58 |
Yes
|
Travel_Frequently
| 1,026 |
Software
| 36 | 2 |
Life Sciences
| 1 | 332 | 3 |
Female
| 108 | 2 | 5 |
Manufacturing Director
| 2 |
Divorced
| 39,901 | 957,624 | 1 |
Y
|
Yes
| 3 | 1 | 3 | 80 | 3 | 32 | 3 | 2 | 23 | 10 | 4 | 18 |
27 |
No
|
Travel_Rarely
| 598 |
Software
| 49 | 3 |
Human Resources
| 1 | 333 | 3 |
Male
| 180 | 3 | 4 |
Manager
| 1 |
Divorced
| 34,215 | 68,430 | 0 |
Y
|
Yes
| 12 | 1 | 4 | 80 | 2 | 2 | 2 | 4 | 1 | 1 | 1 | 1 |
30 |
Yes
|
Travel_Frequently
| 734 |
Sales
| 6 | 2 |
Marketing
| 1 | 334 | 4 |
Female
| 177 | 2 | 4 |
Laboratory Technician
| 3 |
Married
| 34,127 | 102,381 | 5 |
Y
|
No
| 23 | 3 | 4 | 80 | 4 | 14 | 3 | 1 | 5 | 2 | 1 | 2 |
47 |
No
|
Non-Travel
| 889 |
Software
| 13 | 2 |
Technical Degree
| 1 | 335 | 1 |
Female
| 102 | 1 | 2 |
Laboratory Technician
| 3 |
Married
| 35,778 | 715,560 | 0 |
Y
|
No
| 31 | 2 | 4 | 80 | 4 | 36 | 3 | 3 | 23 | 20 | 1 | 6 |
35 |
No
|
Travel_Rarely
| 1,373 |
Hardware
| 6 | 3 |
Marketing
| 1 | 336 | 4 |
Male
| 197 | 2 | 3 |
Sales Executive
| 4 |
Divorced
| 29,506 | 531,108 | 8 |
Y
|
No
| 44 | 2 | 4 | 80 | 3 | 3 | 5 | 2 | 1 | 1 | 1 | 1 |
33 |
No
|
Non-Travel
| 1,215 |
Human Resources
| 24 | 4 |
Other
| 1 | 337 | 2 |
Female
| 95 | 4 | 4 |
Healthcare Representative
| 3 |
Single
| 42,407 | 212,035 | 7 |
Y
|
Yes
| 17 | 1 | 4 | 80 | 4 | 37 | 2 | 4 | 8 | 3 | 3 | 3 |
41 |
Yes
|
Non-Travel
| 992 |
Support
| 14 | 4 |
Technical Degree
| 1 | 338 | 1 |
Male
| 158 | 2 | 4 |
Sales Executive
| 1 |
Married
| 21,119 | 443,499 | 1 |
Y
|
No
| 16 | 2 | 3 | 80 | 2 | 20 | 3 | 1 | 1 | 1 | 1 | 1 |
23 |
No
|
Non-Travel
| 127 |
Software
| 15 | 2 |
Marketing
| 1 | 339 | 1 |
Female
| 93 | 4 | 2 |
Developer
| 3 |
Married
| 17,737 | 195,107 | 8 |
Y
|
Yes
| 40 | 3 | 3 | 80 | 1 | 39 | 6 | 3 | 13 | 3 | 13 | 12 |
41 |
No
|
Travel_Frequently
| 443 |
Human Resources
| 35 | 1 |
Marketing
| 1 | 340 | 1 |
Male
| 92 | 2 | 1 |
Research Director
| 1 |
Divorced
| 30,283 | 545,094 | 4 |
Y
|
No
| 27 | 4 | 1 | 80 | 1 | 14 | 5 | 3 | 4 | 3 | 1 | 4 |
40 |
No
|
Non-Travel
| 391 |
Research & Development
| 31 | 2 |
Other
| 1 | 341 | 4 |
Female
| 118 | 3 | 3 |
Developer
| 2 |
Single
| 17,569 | 52,707 | 3 |
Y
|
Yes
| 0 | 3 | 4 | 80 | 1 | 16 | 6 | 1 | 9 | 7 | 6 | 9 |
36 |
Yes
|
Travel_Rarely
| 1,038 |
Research & Development
| 6 | 3 |
Other
| 1 | 342 | 4 |
Female
| 66 | 3 | 2 |
Laboratory Technician
| 2 |
Divorced
| 41,736 | 626,040 | 4 |
Y
|
No
| 14 | 3 | 1 | 80 | 3 | 28 | 4 | 1 | 27 | 7 | 12 | 25 |
55 |
Yes
|
Travel_Rarely
| 105 |
Sales
| 21 | 2 |
Technical Degree
| 1 | 343 | 1 |
Male
| 197 | 1 | 5 |
Sales Representative
| 4 |
Divorced
| 28,519 | 370,747 | 3 |
Y
|
No
| 6 | 1 | 2 | 80 | 4 | 21 | 4 | 3 | 20 | 7 | 20 | 19 |
38 |
No
|
Travel_Rarely
| 766 |
Software
| 27 | 1 |
Life Sciences
| 1 | 344 | 2 |
Male
| 135 | 4 | 5 |
Healthcare Representative
| 2 |
Single
| 29,290 | 468,640 | 7 |
Y
|
No
| 43 | 2 | 1 | 80 | 2 | 34 | 2 | 1 | 19 | 16 | 15 | 3 |
26 |
Yes
|
Non-Travel
| 878 |
Software
| 21 | 5 |
Technical Degree
| 1 | 345 | 4 |
Female
| 40 | 3 | 2 |
Research Scientist
| 2 |
Divorced
| 2,168 | 2,168 | 2 |
Y
|
Yes
| 39 | 2 | 4 | 80 | 1 | 11 | 5 | 3 | 10 | 2 | 4 | 2 |
51 |
Yes
|
Travel_Frequently
| 937 |
Human Resources
| 46 | 3 |
Marketing
| 1 | 346 | 4 |
Male
| 77 | 3 | 3 |
Laboratory Technician
| 4 |
Single
| 24,661 | 147,966 | 0 |
Y
|
Yes
| 30 | 1 | 1 | 80 | 3 | 14 | 2 | 1 | 10 | 3 | 3 | 2 |
45 |
Yes
|
Non-Travel
| 628 |
Human Resources
| 37 | 5 |
Other
| 1 | 347 | 3 |
Male
| 130 | 1 | 4 |
Research Director
| 4 |
Single
| 33,171 | 132,684 | 8 |
Y
|
No
| 35 | 4 | 4 | 80 | 4 | 28 | 3 | 4 | 23 | 5 | 1 | 22 |
60 |
No
|
Non-Travel
| 440 |
Research & Development
| 16 | 3 |
Human Resources
| 1 | 348 | 4 |
Male
| 96 | 1 | 3 |
Sales Executive
| 3 |
Married
| 46,640 | 139,920 | 1 |
Y
|
No
| 8 | 3 | 1 | 80 | 4 | 16 | 3 | 1 | 8 | 5 | 2 | 2 |
49 |
Yes
|
Travel_Frequently
| 541 |
Support
| 29 | 4 |
Human Resources
| 1 | 349 | 2 |
Female
| 123 | 3 | 3 |
Human Resources
| 1 |
Single
| 42,233 | 1,140,291 | 5 |
Y
|
Yes
| 0 | 3 | 1 | 80 | 3 | 1 | 4 | 1 | 1 | 1 | 1 | 1 |
32 |
No
|
Travel_Rarely
| 1,389 |
Support
| 4 | 2 |
Other
| 1 | 350 | 3 |
Female
| 178 | 3 | 3 |
Human Resources
| 1 |
Divorced
| 20,308 | 121,848 | 4 |
Y
|
Yes
| 32 | 1 | 1 | 80 | 3 | 39 | 2 | 4 | 20 | 10 | 12 | 7 |
23 |
No
|
Non-Travel
| 1,467 |
Sales
| 7 | 2 |
Life Sciences
| 1 | 351 | 4 |
Male
| 64 | 4 | 4 |
Sales Representative
| 4 |
Single
| 37,416 | 411,576 | 6 |
Y
|
Yes
| 29 | 1 | 2 | 80 | 4 | 34 | 3 | 2 | 10 | 10 | 5 | 5 |
31 |
No
|
Travel_Frequently
| 1,252 |
Software
| 19 | 4 |
Life Sciences
| 1 | 352 | 4 |
Female
| 72 | 2 | 5 |
Sales Executive
| 3 |
Married
| 28,474 | 370,162 | 0 |
Y
|
Yes
| 46 | 2 | 1 | 80 | 2 | 38 | 3 | 1 | 29 | 25 | 5 | 28 |
27 |
Yes
|
Travel_Frequently
| 392 |
Support
| 47 | 4 |
Life Sciences
| 1 | 353 | 3 |
Male
| 55 | 4 | 4 |
Laboratory Technician
| 3 |
Divorced
| 39,701 | 317,608 | 5 |
Y
|
No
| 27 | 2 | 4 | 80 | 1 | 18 | 1 | 1 | 2 | 1 | 1 | 2 |
45 |
No
|
Travel_Frequently
| 121 |
Software
| 43 | 4 |
Medical
| 1 | 354 | 3 |
Female
| 51 | 2 | 2 |
Laboratory Technician
| 1 |
Divorced
| 50,034 | 1,050,714 | 8 |
Y
|
No
| 40 | 4 | 2 | 80 | 2 | 34 | 6 | 1 | 24 | 2 | 15 | 22 |
50 |
No
|
Travel_Rarely
| 758 |
Sales
| 3 | 3 |
Medical
| 1 | 355 | 3 |
Male
| 34 | 1 | 5 |
Healthcare Representative
| 4 |
Single
| 21,244 | 297,416 | 6 |
Y
|
No
| 5 | 4 | 3 | 80 | 3 | 29 | 4 | 2 | 6 | 1 | 6 | 4 |
27 |
Yes
|
Travel_Rarely
| 340 |
Research & Development
| 11 | 2 |
Human Resources
| 1 | 356 | 2 |
Male
| 55 | 3 | 2 |
Sales Representative
| 2 |
Married
| 2,424 | 65,448 | 7 |
Y
|
Yes
| 35 | 3 | 4 | 80 | 2 | 4 | 3 | 1 | 1 | 1 | 1 | 1 |
54 |
Yes
|
Travel_Frequently
| 367 |
Human Resources
| 24 | 1 |
Other
| 1 | 357 | 4 |
Female
| 178 | 4 | 4 |
Manufacturing Director
| 2 |
Divorced
| 17,263 | 241,682 | 2 |
Y
|
No
| 45 | 1 | 2 | 80 | 4 | 17 | 2 | 2 | 5 | 4 | 5 | 1 |
33 |
No
|
Travel_Rarely
| 1,228 |
Human Resources
| 21 | 5 |
Marketing
| 1 | 358 | 2 |
Male
| 38 | 2 | 2 |
Sales Representative
| 4 |
Married
| 17,865 | 464,490 | 5 |
Y
|
No
| 16 | 4 | 4 | 80 | 4 | 28 | 6 | 2 | 6 | 6 | 2 | 4 |
38 |
Yes
|
Non-Travel
| 757 |
Research & Development
| 17 | 3 |
Marketing
| 1 | 359 | 1 |
Male
| 79 | 2 | 5 |
Manager
| 4 |
Divorced
| 35,005 | 630,090 | 1 |
Y
|
No
| 28 | 3 | 3 | 80 | 3 | 34 | 3 | 4 | 15 | 1 | 5 | 6 |
37 |
Yes
|
Non-Travel
| 415 |
Human Resources
| 6 | 3 |
Human Resources
| 1 | 360 | 4 |
Male
| 58 | 2 | 5 |
Research Director
| 2 |
Divorced
| 45,587 | 1,002,914 | 6 |
Y
|
Yes
| 6 | 3 | 4 | 80 | 2 | 37 | 5 | 2 | 36 | 25 | 2 | 34 |
38 |
Yes
|
Travel_Rarely
| 1,057 |
Software
| 19 | 3 |
Medical
| 1 | 361 | 2 |
Female
| 196 | 1 | 5 |
Research Scientist
| 4 |
Single
| 45,704 | 1,234,008 | 1 |
Y
|
No
| 26 | 1 | 2 | 80 | 3 | 36 | 5 | 3 | 32 | 20 | 6 | 3 |
50 |
No
|
Non-Travel
| 1,058 |
Support
| 10 | 3 |
Medical
| 1 | 362 | 4 |
Female
| 91 | 3 | 1 |
Manufacturing Director
| 1 |
Married
| 34,712 | 485,968 | 5 |
Y
|
No
| 32 | 2 | 4 | 80 | 4 | 23 | 2 | 4 | 7 | 7 | 2 | 5 |
18 |
Yes
|
Travel_Frequently
| 1,342 |
Sales
| 29 | 3 |
Life Sciences
| 1 | 363 | 1 |
Female
| 74 | 4 | 1 |
Research Scientist
| 4 |
Married
| 8,005 | 56,035 | 8 |
Y
|
No
| 9 | 3 | 4 | 80 | 4 | 11 | 1 | 1 | 10 | 1 | 1 | 9 |
28 |
Yes
|
Travel_Rarely
| 716 |
Software
| 5 | 4 |
Technical Degree
| 1 | 364 | 2 |
Female
| 111 | 3 | 3 |
Sales Executive
| 2 |
Married
| 14,992 | 224,880 | 3 |
Y
|
No
| 15 | 4 | 2 | 80 | 2 | 9 | 4 | 4 | 2 | 2 | 1 | 2 |
36 |
No
|
Travel_Rarely
| 177 |
Support
| 16 | 2 |
Medical
| 1 | 365 | 4 |
Female
| 140 | 4 | 4 |
Research Director
| 4 |
Married
| 33,750 | 810,000 | 7 |
Y
|
No
| 14 | 4 | 4 | 80 | 2 | 11 | 2 | 1 | 10 | 4 | 2 | 10 |
33 |
Yes
|
Travel_Rarely
| 1,064 |
Research & Development
| 19 | 2 |
Medical
| 1 | 366 | 3 |
Male
| 127 | 3 | 5 |
Healthcare Representative
| 3 |
Married
| 5,087 | 106,827 | 2 |
Y
|
Yes
| 40 | 4 | 1 | 80 | 2 | 12 | 1 | 1 | 12 | 4 | 11 | 1 |
33 |
No
|
Travel_Rarely
| 867 |
Support
| 29 | 1 |
Marketing
| 1 | 367 | 1 |
Male
| 128 | 4 | 2 |
Sales Representative
| 3 |
Married
| 19,599 | 450,777 | 3 |
Y
|
Yes
| 14 | 1 | 1 | 80 | 1 | 17 | 2 | 1 | 9 | 5 | 9 | 4 |
28 |
Yes
|
Travel_Frequently
| 937 |
Human Resources
| 1 | 2 |
Marketing
| 1 | 368 | 4 |
Male
| 132 | 1 | 1 |
Manufacturing Director
| 1 |
Married
| 40,567 | 365,103 | 5 |
Y
|
No
| 25 | 3 | 1 | 80 | 2 | 27 | 3 | 2 | 4 | 3 | 2 | 2 |
39 |
Yes
|
Travel_Frequently
| 608 |
Human Resources
| 9 | 1 |
Life Sciences
| 1 | 369 | 2 |
Female
| 184 | 3 | 1 |
Manager
| 1 |
Married
| 30,407 | 760,175 | 7 |
Y
|
No
| 16 | 4 | 3 | 80 | 3 | 36 | 2 | 1 | 9 | 5 | 2 | 6 |
60 |
Yes
|
Travel_Frequently
| 1,381 |
Hardware
| 37 | 5 |
Marketing
| 1 | 370 | 2 |
Female
| 95 | 1 | 2 |
Healthcare Representative
| 2 |
Divorced
| 26,327 | 131,635 | 4 |
Y
|
No
| 14 | 2 | 1 | 80 | 3 | 30 | 2 | 4 | 22 | 17 | 5 | 10 |
29 |
No
|
Travel_Rarely
| 163 |
Support
| 3 | 2 |
Human Resources
| 1 | 371 | 2 |
Female
| 160 | 2 | 4 |
Manager
| 4 |
Divorced
| 32,786 | 622,934 | 5 |
Y
|
No
| 33 | 1 | 3 | 80 | 1 | 15 | 2 | 3 | 14 | 9 | 1 | 4 |
44 |
Yes
|
Travel_Rarely
| 1,285 |
Support
| 5 | 5 |
Life Sciences
| 1 | 372 | 2 |
Female
| 182 | 2 | 3 |
Research Scientist
| 3 |
Single
| 30,610 | 581,590 | 3 |
Y
|
Yes
| 45 | 1 | 1 | 80 | 2 | 25 | 2 | 3 | 9 | 1 | 8 | 2 |
29 |
Yes
|
Travel_Frequently
| 560 |
Hardware
| 43 | 2 |
Life Sciences
| 1 | 373 | 1 |
Female
| 166 | 1 | 4 |
Healthcare Representative
| 4 |
Married
| 39,812 | 597,180 | 8 |
Y
|
Yes
| 4 | 1 | 4 | 80 | 3 | 36 | 1 | 2 | 15 | 5 | 15 | 12 |
20 |
Yes
|
Non-Travel
| 379 |
Research & Development
| 33 | 4 |
Life Sciences
| 1 | 374 | 3 |
Male
| 80 | 3 | 1 |
Laboratory Technician
| 1 |
Divorced
| 50,309 | 251,545 | 8 |
Y
|
No
| 41 | 4 | 2 | 80 | 3 | 28 | 3 | 4 | 26 | 16 | 25 | 19 |
32 |
No
|
Travel_Frequently
| 1,299 |
Human Resources
| 33 | 4 |
Other
| 1 | 375 | 1 |
Female
| 37 | 1 | 3 |
Research Scientist
| 2 |
Single
| 40,297 | 483,564 | 2 |
Y
|
Yes
| 15 | 3 | 1 | 80 | 4 | 4 | 1 | 4 | 3 | 3 | 1 | 3 |
34 |
Yes
|
Travel_Frequently
| 1,498 |
Research & Development
| 28 | 1 |
Human Resources
| 1 | 376 | 1 |
Male
| 74 | 4 | 5 |
Sales Representative
| 1 |
Married
| 39,756 | 119,268 | 5 |
Y
|
Yes
| 39 | 3 | 1 | 80 | 2 | 34 | 5 | 4 | 24 | 11 | 18 | 23 |
45 |
Yes
|
Travel_Rarely
| 914 |
Software
| 19 | 3 |
Human Resources
| 1 | 377 | 4 |
Male
| 168 | 2 | 2 |
Healthcare Representative
| 1 |
Single
| 48,570 | 388,560 | 4 |
Y
|
No
| 32 | 3 | 1 | 80 | 1 | 7 | 6 | 1 | 5 | 4 | 1 | 5 |
57 |
No
|
Travel_Rarely
| 145 |
Research & Development
| 22 | 3 |
Marketing
| 1 | 378 | 4 |
Female
| 103 | 3 | 5 |
Manager
| 2 |
Divorced
| 7,668 | 69,012 | 5 |
Y
|
No
| 42 | 3 | 2 | 80 | 3 | 33 | 4 | 4 | 25 | 18 | 2 | 10 |
21 |
No
|
Travel_Frequently
| 1,069 |
Hardware
| 10 | 1 |
Life Sciences
| 1 | 379 | 4 |
Male
| 96 | 2 | 2 |
Developer
| 2 |
Divorced
| 23,198 | 324,772 | 7 |
Y
|
Yes
| 14 | 4 | 1 | 80 | 4 | 12 | 6 | 2 | 7 | 3 | 2 | 7 |
18 |
Yes
|
Travel_Frequently
| 209 |
Sales
| 23 | 4 |
Technical Degree
| 1 | 380 | 2 |
Male
| 54 | 4 | 5 |
Sales Representative
| 3 |
Married
| 49,448 | 1,137,304 | 5 |
Y
|
No
| 39 | 1 | 4 | 80 | 4 | 29 | 4 | 4 | 13 | 6 | 4 | 1 |
48 |
Yes
|
Non-Travel
| 290 |
Research & Development
| 13 | 2 |
Marketing
| 1 | 381 | 1 |
Male
| 119 | 2 | 3 |
Research Director
| 1 |
Divorced
| 15,601 | 140,409 | 8 |
Y
|
Yes
| 8 | 2 | 2 | 80 | 4 | 31 | 1 | 2 | 27 | 5 | 4 | 14 |
48 |
No
|
Non-Travel
| 1,130 |
Hardware
| 41 | 5 |
Marketing
| 1 | 382 | 1 |
Male
| 147 | 2 | 5 |
Developer
| 3 |
Married
| 44,521 | 311,647 | 0 |
Y
|
Yes
| 38 | 4 | 3 | 80 | 2 | 32 | 6 | 2 | 1 | 1 | 1 | 1 |
35 |
Yes
|
Non-Travel
| 263 |
Human Resources
| 5 | 5 |
Life Sciences
| 1 | 383 | 1 |
Male
| 168 | 2 | 1 |
Research Scientist
| 2 |
Married
| 21,976 | 351,616 | 3 |
Y
|
Yes
| 47 | 4 | 2 | 80 | 4 | 12 | 6 | 1 | 5 | 3 | 5 | 1 |
33 |
Yes
|
Travel_Rarely
| 270 |
Sales
| 50 | 3 |
Life Sciences
| 1 | 384 | 1 |
Female
| 163 | 4 | 5 |
Research Director
| 3 |
Married
| 10,903 | 163,545 | 7 |
Y
|
No
| 34 | 4 | 4 | 80 | 4 | 20 | 6 | 1 | 17 | 11 | 15 | 1 |
47 |
Yes
|
Travel_Frequently
| 281 |
Human Resources
| 4 | 3 |
Human Resources
| 1 | 385 | 3 |
Male
| 127 | 1 | 3 |
Healthcare Representative
| 3 |
Divorced
| 24,485 | 195,880 | 3 |
Y
|
Yes
| 41 | 1 | 3 | 80 | 2 | 14 | 3 | 4 | 10 | 9 | 3 | 10 |
30 |
Yes
|
Travel_Rarely
| 1,331 |
Software
| 42 | 3 |
Other
| 1 | 386 | 2 |
Male
| 39 | 4 | 5 |
Manufacturing Director
| 2 |
Divorced
| 21,679 | 520,296 | 5 |
Y
|
No
| 44 | 4 | 2 | 80 | 4 | 38 | 5 | 2 | 38 | 8 | 5 | 34 |
29 |
No
|
Travel_Frequently
| 659 |
Sales
| 9 | 1 |
Medical
| 1 | 387 | 1 |
Male
| 183 | 2 | 5 |
Healthcare Representative
| 2 |
Divorced
| 20,136 | 483,264 | 7 |
Y
|
No
| 15 | 3 | 4 | 80 | 1 | 5 | 1 | 3 | 4 | 2 | 3 | 3 |
47 |
Yes
|
Non-Travel
| 403 |
Hardware
| 44 | 3 |
Life Sciences
| 1 | 388 | 2 |
Female
| 142 | 2 | 4 |
Healthcare Representative
| 3 |
Divorced
| 50,584 | 1,011,680 | 4 |
Y
|
Yes
| 3 | 3 | 1 | 80 | 3 | 1 | 3 | 2 | 1 | 1 | 1 | 1 |
30 |
No
|
Travel_Frequently
| 1,227 |
Support
| 21 | 4 |
Marketing
| 1 | 389 | 3 |
Female
| 163 | 3 | 4 |
Laboratory Technician
| 1 |
Divorced
| 48,301 | 676,214 | 6 |
Y
|
Yes
| 37 | 4 | 2 | 80 | 3 | 40 | 2 | 4 | 23 | 13 | 5 | 3 |
39 |
No
|
Travel_Frequently
| 1,441 |
Hardware
| 41 | 4 |
Medical
| 1 | 390 | 3 |
Female
| 77 | 3 | 3 |
Research Director
| 3 |
Divorced
| 26,371 | 105,484 | 3 |
Y
|
No
| 12 | 2 | 4 | 80 | 2 | 35 | 6 | 1 | 14 | 6 | 12 | 1 |
44 |
No
|
Travel_Frequently
| 981 |
Human Resources
| 30 | 2 |
Medical
| 1 | 391 | 2 |
Male
| 138 | 3 | 3 |
Human Resources
| 3 |
Married
| 40,295 | 120,885 | 1 |
Y
|
No
| 37 | 2 | 3 | 80 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 |
19 |
No
|
Travel_Frequently
| 1,229 |
Support
| 46 | 2 |
Life Sciences
| 1 | 392 | 1 |
Female
| 75 | 4 | 1 |
Manufacturing Director
| 1 |
Divorced
| 38,164 | 1,144,920 | 4 |
Y
|
No
| 27 | 1 | 4 | 80 | 2 | 20 | 1 | 2 | 3 | 1 | 1 | 2 |
29 |
No
|
Non-Travel
| 1,146 |
Research & Development
| 46 | 4 |
Other
| 1 | 393 | 1 |
Female
| 132 | 1 | 2 |
Sales Executive
| 2 |
Single
| 26,975 | 134,875 | 8 |
Y
|
No
| 18 | 2 | 4 | 80 | 2 | 15 | 3 | 2 | 7 | 2 | 4 | 2 |
42 |
Yes
|
Travel_Rarely
| 534 |
Research & Development
| 33 | 5 |
Other
| 1 | 394 | 1 |
Male
| 140 | 4 | 5 |
Human Resources
| 2 |
Divorced
| 46,460 | 650,440 | 4 |
Y
|
Yes
| 47 | 2 | 4 | 80 | 1 | 20 | 6 | 4 | 15 | 3 | 2 | 6 |
39 |
No
|
Non-Travel
| 198 |
Research & Development
| 6 | 1 |
Human Resources
| 1 | 395 | 1 |
Male
| 102 | 1 | 2 |
Human Resources
| 3 |
Divorced
| 2,774 | 33,288 | 8 |
Y
|
No
| 47 | 1 | 4 | 80 | 1 | 7 | 5 | 3 | 3 | 2 | 3 | 3 |
57 |
Yes
|
Non-Travel
| 423 |
Support
| 4 | 3 |
Marketing
| 1 | 396 | 2 |
Male
| 43 | 2 | 5 |
Manager
| 4 |
Married
| 17,000 | 425,000 | 8 |
Y
|
Yes
| 7 | 2 | 1 | 80 | 3 | 25 | 1 | 3 | 13 | 8 | 13 | 7 |
25 |
No
|
Travel_Frequently
| 612 |
Hardware
| 33 | 3 |
Other
| 1 | 397 | 4 |
Female
| 165 | 2 | 3 |
Healthcare Representative
| 1 |
Divorced
| 7,124 | 64,116 | 4 |
Y
|
Yes
| 48 | 4 | 1 | 80 | 1 | 33 | 3 | 4 | 18 | 14 | 17 | 17 |
19 |
Yes
|
Non-Travel
| 510 |
Software
| 24 | 1 |
Other
| 1 | 398 | 3 |
Female
| 60 | 3 | 4 |
Sales Executive
| 4 |
Married
| 7,163 | 150,423 | 0 |
Y
|
Yes
| 29 | 2 | 4 | 80 | 4 | 9 | 1 | 4 | 8 | 8 | 7 | 5 |
42 |
No
|
Travel_Rarely
| 1,183 |
Hardware
| 28 | 2 |
Human Resources
| 1 | 399 | 4 |
Male
| 100 | 4 | 5 |
Manufacturing Director
| 3 |
Divorced
| 46,695 | 747,120 | 8 |
Y
|
No
| 2 | 3 | 4 | 80 | 3 | 15 | 3 | 3 | 9 | 4 | 1 | 2 |
21 |
Yes
|
Travel_Frequently
| 842 |
Sales
| 29 | 2 |
Medical
| 1 | 400 | 4 |
Female
| 163 | 3 | 2 |
Healthcare Representative
| 4 |
Married
| 47,099 | 753,584 | 0 |
Y
|
No
| 40 | 2 | 1 | 80 | 1 | 40 | 2 | 3 | 3 | 3 | 2 | 2 |
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