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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
18 |
No
|
Travel_Rarely
| 328 |
Research & Development
| 38 | 1 |
Medical
| 1 | 1,301 | 2 |
Male
| 43 | 3 | 4 |
Developer
| 1 |
Single
| 40,147 | 843,087 | 6 |
Y
|
No
| 11 | 2 | 4 | 80 | 2 | 34 | 5 | 3 | 13 | 5 | 4 | 1 |
50 |
No
|
Travel_Frequently
| 107 |
Research & Development
| 48 | 4 |
Life Sciences
| 1 | 1,302 | 4 |
Male
| 75 | 2 | 4 |
Human Resources
| 2 |
Single
| 39,345 | 590,175 | 8 |
Y
|
Yes
| 43 | 3 | 2 | 80 | 4 | 15 | 1 | 2 | 8 | 4 | 5 | 2 |
33 |
No
|
Non-Travel
| 119 |
Support
| 12 | 4 |
Technical Degree
| 1 | 1,303 | 2 |
Male
| 110 | 2 | 2 |
Human Resources
| 4 |
Married
| 37,673 | 489,749 | 6 |
Y
|
No
| 23 | 3 | 4 | 80 | 1 | 13 | 6 | 4 | 8 | 5 | 3 | 7 |
18 |
Yes
|
Travel_Frequently
| 1,219 |
Support
| 11 | 5 |
Human Resources
| 1 | 1,304 | 3 |
Female
| 165 | 2 | 2 |
Research Director
| 2 |
Single
| 12,689 | 317,225 | 8 |
Y
|
Yes
| 39 | 1 | 4 | 80 | 1 | 23 | 1 | 1 | 16 | 14 | 8 | 12 |
29 |
Yes
|
Non-Travel
| 973 |
Hardware
| 22 | 4 |
Marketing
| 1 | 1,305 | 1 |
Female
| 103 | 1 | 5 |
Research Director
| 1 |
Married
| 2,844 | 34,128 | 0 |
Y
|
No
| 13 | 4 | 2 | 80 | 4 | 7 | 3 | 4 | 2 | 2 | 1 | 1 |
21 |
Yes
|
Travel_Rarely
| 1,417 |
Research & Development
| 10 | 5 |
Human Resources
| 1 | 1,306 | 1 |
Male
| 129 | 2 | 5 |
Human Resources
| 2 |
Single
| 12,514 | 362,906 | 6 |
Y
|
No
| 6 | 2 | 3 | 80 | 1 | 11 | 1 | 3 | 1 | 1 | 1 | 1 |
59 |
No
|
Travel_Frequently
| 1,241 |
Software
| 14 | 3 |
Medical
| 1 | 1,307 | 3 |
Female
| 133 | 2 | 2 |
Manager
| 4 |
Married
| 29,041 | 755,066 | 2 |
Y
|
No
| 14 | 3 | 4 | 80 | 2 | 34 | 4 | 3 | 6 | 5 | 6 | 3 |
30 |
No
|
Travel_Rarely
| 493 |
Software
| 40 | 5 |
Medical
| 1 | 1,308 | 3 |
Male
| 194 | 4 | 1 |
Manager
| 4 |
Single
| 12,201 | 61,005 | 8 |
Y
|
Yes
| 47 | 3 | 2 | 80 | 1 | 39 | 3 | 3 | 11 | 3 | 5 | 2 |
26 |
No
|
Travel_Rarely
| 992 |
Sales
| 38 | 4 |
Life Sciences
| 1 | 1,309 | 3 |
Male
| 35 | 3 | 4 |
Manager
| 1 |
Divorced
| 39,609 | 1,069,443 | 1 |
Y
|
Yes
| 45 | 2 | 4 | 80 | 1 | 22 | 1 | 4 | 14 | 12 | 9 | 10 |
30 |
No
|
Non-Travel
| 1,054 |
Research & Development
| 25 | 4 |
Other
| 1 | 1,310 | 4 |
Male
| 75 | 4 | 5 |
Manufacturing Director
| 2 |
Married
| 23,453 | 164,171 | 6 |
Y
|
No
| 34 | 4 | 1 | 80 | 2 | 3 | 5 | 4 | 1 | 1 | 1 | 1 |
27 |
Yes
|
Travel_Frequently
| 1,028 |
Human Resources
| 40 | 4 |
Other
| 1 | 1,311 | 4 |
Male
| 129 | 2 | 5 |
Healthcare Representative
| 2 |
Married
| 17,903 | 519,187 | 5 |
Y
|
Yes
| 49 | 2 | 1 | 80 | 1 | 33 | 1 | 3 | 19 | 1 | 14 | 13 |
34 |
No
|
Travel_Frequently
| 1,164 |
Sales
| 16 | 3 |
Life Sciences
| 1 | 1,312 | 2 |
Male
| 127 | 4 | 2 |
Manager
| 4 |
Single
| 41,481 | 456,291 | 2 |
Y
|
No
| 16 | 1 | 3 | 80 | 3 | 34 | 1 | 2 | 24 | 16 | 6 | 15 |
54 |
Yes
|
Travel_Rarely
| 587 |
Support
| 18 | 4 |
Other
| 1 | 1,313 | 1 |
Female
| 103 | 2 | 2 |
Human Resources
| 4 |
Divorced
| 1,601 | 40,025 | 1 |
Y
|
Yes
| 35 | 3 | 2 | 80 | 1 | 9 | 2 | 3 | 2 | 1 | 1 | 2 |
43 |
Yes
|
Travel_Rarely
| 750 |
Sales
| 42 | 5 |
Technical Degree
| 1 | 1,314 | 2 |
Male
| 33 | 3 | 1 |
Research Director
| 3 |
Divorced
| 27,114 | 406,710 | 3 |
Y
|
Yes
| 18 | 2 | 1 | 80 | 4 | 8 | 6 | 4 | 8 | 4 | 7 | 8 |
42 |
Yes
|
Non-Travel
| 482 |
Hardware
| 32 | 2 |
Human Resources
| 1 | 1,315 | 3 |
Male
| 47 | 1 | 4 |
Healthcare Representative
| 1 |
Divorced
| 39,715 | 834,015 | 7 |
Y
|
Yes
| 39 | 2 | 2 | 80 | 2 | 24 | 3 | 2 | 2 | 2 | 1 | 2 |
33 |
No
|
Travel_Frequently
| 347 |
Software
| 8 | 1 |
Other
| 1 | 1,316 | 3 |
Male
| 154 | 3 | 5 |
Laboratory Technician
| 3 |
Married
| 43,003 | 1,075,075 | 7 |
Y
|
No
| 26 | 4 | 1 | 80 | 4 | 23 | 6 | 2 | 2 | 1 | 1 | 1 |
48 |
Yes
|
Travel_Frequently
| 637 |
Hardware
| 13 | 5 |
Marketing
| 1 | 1,317 | 3 |
Male
| 69 | 1 | 3 |
Sales Executive
| 4 |
Married
| 23,227 | 557,448 | 1 |
Y
|
Yes
| 10 | 3 | 3 | 80 | 4 | 32 | 6 | 4 | 11 | 1 | 5 | 8 |
44 |
Yes
|
Travel_Rarely
| 551 |
Human Resources
| 19 | 3 |
Other
| 1 | 1,318 | 1 |
Male
| 139 | 2 | 1 |
Sales Executive
| 2 |
Single
| 23,616 | 70,848 | 0 |
Y
|
No
| 4 | 4 | 2 | 80 | 1 | 31 | 6 | 3 | 13 | 4 | 2 | 2 |
35 |
No
|
Non-Travel
| 876 |
Software
| 16 | 1 |
Marketing
| 1 | 1,319 | 1 |
Male
| 49 | 2 | 5 |
Sales Executive
| 3 |
Married
| 12,799 | 89,593 | 2 |
Y
|
No
| 5 | 2 | 2 | 80 | 3 | 25 | 4 | 2 | 18 | 12 | 18 | 16 |
38 |
No
|
Travel_Rarely
| 1,081 |
Support
| 33 | 3 |
Life Sciences
| 1 | 1,320 | 4 |
Female
| 191 | 1 | 1 |
Human Resources
| 3 |
Divorced
| 21,210 | 169,680 | 8 |
Y
|
Yes
| 22 | 1 | 3 | 80 | 3 | 12 | 3 | 2 | 5 | 1 | 4 | 4 |
20 |
Yes
|
Travel_Rarely
| 220 |
Human Resources
| 46 | 3 |
Marketing
| 1 | 1,321 | 4 |
Male
| 126 | 3 | 1 |
Developer
| 3 |
Single
| 49,493 | 1,237,325 | 0 |
Y
|
No
| 3 | 1 | 4 | 80 | 3 | 10 | 6 | 2 | 6 | 1 | 1 | 4 |
50 |
Yes
|
Non-Travel
| 112 |
Human Resources
| 41 | 3 |
Other
| 1 | 1,322 | 4 |
Female
| 181 | 3 | 1 |
Sales Executive
| 2 |
Single
| 32,464 | 389,568 | 4 |
Y
|
Yes
| 10 | 2 | 2 | 80 | 4 | 23 | 5 | 2 | 5 | 2 | 4 | 4 |
19 |
Yes
|
Non-Travel
| 1,453 |
Sales
| 19 | 5 |
Other
| 1 | 1,323 | 1 |
Male
| 180 | 1 | 4 |
Developer
| 4 |
Married
| 46,929 | 187,716 | 4 |
Y
|
Yes
| 25 | 4 | 4 | 80 | 1 | 39 | 2 | 2 | 17 | 5 | 3 | 13 |
51 |
Yes
|
Travel_Rarely
| 485 |
Hardware
| 12 | 5 |
Human Resources
| 1 | 1,324 | 2 |
Male
| 41 | 1 | 5 |
Manufacturing Director
| 4 |
Single
| 22,973 | 528,379 | 2 |
Y
|
No
| 40 | 3 | 3 | 80 | 3 | 3 | 3 | 2 | 1 | 1 | 1 | 1 |
60 |
Yes
|
Travel_Rarely
| 1,496 |
Sales
| 29 | 5 |
Technical Degree
| 1 | 1,325 | 1 |
Male
| 152 | 4 | 4 |
Human Resources
| 2 |
Single
| 25,840 | 646,000 | 8 |
Y
|
No
| 31 | 1 | 4 | 80 | 2 | 8 | 1 | 2 | 1 | 1 | 1 | 1 |
60 |
Yes
|
Travel_Frequently
| 336 |
Human Resources
| 39 | 3 |
Technical Degree
| 1 | 1,326 | 2 |
Male
| 128 | 4 | 1 |
Human Resources
| 4 |
Married
| 29,265 | 204,855 | 7 |
Y
|
No
| 47 | 2 | 3 | 80 | 2 | 12 | 5 | 3 | 1 | 1 | 1 | 1 |
30 |
No
|
Travel_Rarely
| 281 |
Sales
| 39 | 3 |
Other
| 1 | 1,327 | 2 |
Female
| 75 | 2 | 4 |
Healthcare Representative
| 1 |
Divorced
| 14,429 | 115,432 | 3 |
Y
|
No
| 46 | 2 | 3 | 80 | 2 | 21 | 3 | 1 | 18 | 12 | 6 | 11 |
60 |
Yes
|
Travel_Rarely
| 679 |
Support
| 18 | 4 |
Human Resources
| 1 | 1,328 | 3 |
Female
| 121 | 3 | 3 |
Healthcare Representative
| 2 |
Single
| 30,564 | 336,204 | 1 |
Y
|
No
| 31 | 1 | 4 | 80 | 2 | 7 | 1 | 3 | 7 | 3 | 2 | 2 |
29 |
No
|
Non-Travel
| 932 |
Support
| 47 | 5 |
Technical Degree
| 1 | 1,329 | 1 |
Male
| 42 | 1 | 2 |
Manufacturing Director
| 2 |
Single
| 50,498 | 1,009,960 | 3 |
Y
|
No
| 38 | 1 | 1 | 80 | 2 | 19 | 4 | 3 | 19 | 4 | 9 | 14 |
52 |
No
|
Travel_Rarely
| 1,164 |
Human Resources
| 40 | 3 |
Life Sciences
| 1 | 1,330 | 2 |
Female
| 193 | 2 | 3 |
Sales Executive
| 2 |
Single
| 44,948 | 269,688 | 8 |
Y
|
Yes
| 7 | 4 | 1 | 80 | 2 | 1 | 1 | 3 | 1 | 1 | 1 | 1 |
21 |
Yes
|
Travel_Rarely
| 1,060 |
Hardware
| 33 | 4 |
Life Sciences
| 1 | 1,331 | 4 |
Male
| 79 | 3 | 1 |
Healthcare Representative
| 4 |
Married
| 33,765 | 675,300 | 1 |
Y
|
Yes
| 1 | 1 | 4 | 80 | 2 | 35 | 1 | 3 | 35 | 27 | 12 | 11 |
41 |
Yes
|
Travel_Frequently
| 449 |
Support
| 6 | 2 |
Technical Degree
| 1 | 1,332 | 3 |
Female
| 179 | 4 | 1 |
Sales Executive
| 2 |
Married
| 17,124 | 291,108 | 1 |
Y
|
Yes
| 7 | 4 | 3 | 80 | 4 | 28 | 5 | 4 | 9 | 6 | 3 | 1 |
47 |
Yes
|
Travel_Rarely
| 483 |
Sales
| 46 | 5 |
Other
| 1 | 1,333 | 3 |
Female
| 79 | 3 | 1 |
Developer
| 4 |
Single
| 39,318 | 1,179,540 | 0 |
Y
|
No
| 46 | 3 | 2 | 80 | 3 | 37 | 4 | 2 | 22 | 11 | 7 | 4 |
39 |
No
|
Travel_Frequently
| 1,117 |
Sales
| 11 | 2 |
Marketing
| 1 | 1,334 | 4 |
Male
| 83 | 1 | 1 |
Manufacturing Director
| 1 |
Divorced
| 27,483 | 714,558 | 6 |
Y
|
No
| 15 | 3 | 3 | 80 | 1 | 38 | 5 | 2 | 18 | 3 | 10 | 7 |
30 |
Yes
|
Travel_Frequently
| 669 |
Research & Development
| 17 | 1 |
Human Resources
| 1 | 1,335 | 4 |
Female
| 184 | 4 | 2 |
Developer
| 4 |
Single
| 15,638 | 437,864 | 5 |
Y
|
No
| 44 | 1 | 3 | 80 | 3 | 36 | 6 | 1 | 25 | 8 | 4 | 23 |
19 |
No
|
Non-Travel
| 1,261 |
Human Resources
| 39 | 4 |
Human Resources
| 1 | 1,336 | 2 |
Male
| 100 | 1 | 5 |
Developer
| 3 |
Married
| 14,634 | 175,608 | 2 |
Y
|
No
| 45 | 2 | 3 | 80 | 2 | 21 | 1 | 2 | 15 | 6 | 2 | 1 |
48 |
No
|
Travel_Frequently
| 918 |
Research & Development
| 41 | 3 |
Marketing
| 1 | 1,337 | 1 |
Female
| 149 | 3 | 5 |
Healthcare Representative
| 2 |
Married
| 3,127 | 84,429 | 8 |
Y
|
Yes
| 20 | 4 | 1 | 80 | 3 | 19 | 1 | 3 | 13 | 1 | 6 | 9 |
46 |
No
|
Travel_Rarely
| 1,385 |
Software
| 30 | 5 |
Technical Degree
| 1 | 1,338 | 3 |
Female
| 171 | 3 | 2 |
Sales Executive
| 3 |
Married
| 16,102 | 161,020 | 7 |
Y
|
No
| 35 | 2 | 4 | 80 | 3 | 16 | 1 | 1 | 1 | 1 | 1 | 1 |
22 |
Yes
|
Travel_Frequently
| 874 |
Sales
| 28 | 4 |
Technical Degree
| 1 | 1,339 | 2 |
Male
| 40 | 1 | 5 |
Manager
| 3 |
Single
| 21,583 | 366,911 | 5 |
Y
|
Yes
| 47 | 4 | 3 | 80 | 3 | 17 | 4 | 3 | 11 | 2 | 9 | 7 |
47 |
Yes
|
Non-Travel
| 1,028 |
Human Resources
| 43 | 4 |
Medical
| 1 | 1,340 | 4 |
Female
| 75 | 2 | 3 |
Human Resources
| 3 |
Married
| 44,379 | 754,443 | 6 |
Y
|
Yes
| 8 | 3 | 1 | 80 | 4 | 10 | 1 | 4 | 4 | 2 | 1 | 4 |
20 |
Yes
|
Travel_Frequently
| 1,099 |
Human Resources
| 37 | 5 |
Marketing
| 1 | 1,341 | 4 |
Male
| 31 | 4 | 4 |
Human Resources
| 2 |
Single
| 37,563 | 375,630 | 8 |
Y
|
Yes
| 44 | 1 | 3 | 80 | 3 | 13 | 6 | 3 | 8 | 4 | 3 | 2 |
52 |
No
|
Non-Travel
| 470 |
Sales
| 8 | 1 |
Technical Degree
| 1 | 1,342 | 4 |
Female
| 147 | 1 | 4 |
Sales Representative
| 4 |
Single
| 28,013 | 812,377 | 6 |
Y
|
No
| 49 | 3 | 2 | 80 | 1 | 39 | 4 | 4 | 27 | 25 | 11 | 16 |
30 |
Yes
|
Non-Travel
| 778 |
Sales
| 44 | 2 |
Medical
| 1 | 1,343 | 1 |
Female
| 31 | 1 | 4 |
Manufacturing Director
| 2 |
Married
| 35,055 | 701,100 | 1 |
Y
|
Yes
| 7 | 1 | 1 | 80 | 1 | 3 | 4 | 4 | 2 | 2 | 2 | 2 |
36 |
No
|
Travel_Rarely
| 826 |
Human Resources
| 4 | 2 |
Medical
| 1 | 1,344 | 2 |
Female
| 131 | 3 | 4 |
Manufacturing Director
| 1 |
Married
| 9,921 | 228,183 | 5 |
Y
|
Yes
| 21 | 2 | 2 | 80 | 3 | 30 | 1 | 2 | 5 | 4 | 3 | 3 |
18 |
No
|
Travel_Rarely
| 407 |
Research & Development
| 3 | 2 |
Other
| 1 | 1,345 | 4 |
Female
| 65 | 4 | 3 |
Developer
| 2 |
Single
| 25,423 | 762,690 | 8 |
Y
|
Yes
| 11 | 2 | 2 | 80 | 1 | 28 | 2 | 3 | 24 | 13 | 20 | 16 |
37 |
Yes
|
Non-Travel
| 377 |
Support
| 33 | 3 |
Life Sciences
| 1 | 1,346 | 4 |
Female
| 105 | 1 | 5 |
Manufacturing Director
| 1 |
Single
| 7,621 | 121,936 | 5 |
Y
|
No
| 41 | 4 | 2 | 80 | 2 | 8 | 4 | 3 | 3 | 3 | 1 | 2 |
56 |
Yes
|
Travel_Rarely
| 824 |
Research & Development
| 29 | 4 |
Other
| 1 | 1,347 | 2 |
Male
| 171 | 1 | 2 |
Research Director
| 2 |
Single
| 45,029 | 225,145 | 1 |
Y
|
No
| 19 | 1 | 1 | 80 | 3 | 23 | 5 | 3 | 20 | 7 | 6 | 12 |
53 |
Yes
|
Travel_Rarely
| 759 |
Software
| 2 | 1 |
Medical
| 1 | 1,348 | 3 |
Female
| 39 | 2 | 4 |
Manufacturing Director
| 1 |
Single
| 2,564 | 33,332 | 5 |
Y
|
No
| 17 | 4 | 3 | 80 | 1 | 24 | 1 | 3 | 13 | 1 | 9 | 8 |
39 |
Yes
|
Non-Travel
| 125 |
Human Resources
| 19 | 2 |
Medical
| 1 | 1,349 | 3 |
Female
| 153 | 3 | 5 |
Research Director
| 4 |
Married
| 1,506 | 21,084 | 0 |
Y
|
Yes
| 29 | 1 | 2 | 80 | 4 | 15 | 3 | 2 | 13 | 8 | 3 | 10 |
35 |
No
|
Non-Travel
| 550 |
Hardware
| 20 | 5 |
Marketing
| 1 | 1,350 | 4 |
Male
| 134 | 4 | 5 |
Manager
| 1 |
Married
| 38,250 | 612,000 | 8 |
Y
|
No
| 47 | 2 | 4 | 80 | 1 | 3 | 1 | 3 | 3 | 1 | 1 | 2 |
26 |
No
|
Travel_Frequently
| 150 |
Research & Development
| 24 | 5 |
Medical
| 1 | 1,351 | 4 |
Male
| 69 | 1 | 2 |
Developer
| 4 |
Divorced
| 42,089 | 1,010,136 | 6 |
Y
|
No
| 8 | 4 | 1 | 80 | 1 | 39 | 2 | 4 | 37 | 15 | 20 | 33 |
37 |
No
|
Travel_Frequently
| 373 |
Research & Development
| 34 | 1 |
Other
| 1 | 1,352 | 2 |
Male
| 126 | 2 | 1 |
Research Scientist
| 4 |
Married
| 19,328 | 405,888 | 6 |
Y
|
Yes
| 43 | 1 | 2 | 80 | 3 | 4 | 4 | 3 | 1 | 1 | 1 | 1 |
50 |
No
|
Travel_Frequently
| 962 |
Support
| 33 | 4 |
Life Sciences
| 1 | 1,353 | 4 |
Female
| 179 | 4 | 3 |
Developer
| 2 |
Married
| 29,958 | 569,202 | 5 |
Y
|
No
| 29 | 4 | 3 | 80 | 4 | 40 | 2 | 3 | 6 | 6 | 2 | 1 |
20 |
Yes
|
Travel_Frequently
| 567 |
Research & Development
| 29 | 3 |
Marketing
| 1 | 1,354 | 4 |
Male
| 124 | 1 | 3 |
Human Resources
| 1 |
Married
| 16,356 | 278,052 | 3 |
Y
|
Yes
| 19 | 1 | 1 | 80 | 1 | 7 | 5 | 3 | 3 | 3 | 3 | 2 |
56 |
Yes
|
Travel_Frequently
| 1,296 |
Software
| 13 | 1 |
Other
| 1 | 1,355 | 2 |
Male
| 133 | 1 | 5 |
Sales Executive
| 1 |
Married
| 27,026 | 540,520 | 7 |
Y
|
Yes
| 25 | 1 | 1 | 80 | 4 | 20 | 4 | 2 | 8 | 6 | 2 | 6 |
44 |
Yes
|
Travel_Rarely
| 826 |
Support
| 15 | 5 |
Other
| 1 | 1,356 | 4 |
Male
| 73 | 3 | 3 |
Sales Representative
| 4 |
Single
| 43,413 | 651,195 | 1 |
Y
|
No
| 25 | 3 | 1 | 80 | 1 | 9 | 1 | 3 | 7 | 5 | 4 | 4 |
19 |
No
|
Travel_Frequently
| 931 |
Human Resources
| 25 | 4 |
Human Resources
| 1 | 1,357 | 1 |
Female
| 119 | 4 | 2 |
Laboratory Technician
| 1 |
Married
| 44,112 | 220,560 | 5 |
Y
|
Yes
| 1 | 2 | 3 | 80 | 4 | 8 | 3 | 1 | 2 | 1 | 2 | 1 |
32 |
No
|
Travel_Rarely
| 378 |
Sales
| 35 | 2 |
Human Resources
| 1 | 1,358 | 3 |
Male
| 127 | 1 | 2 |
Manager
| 2 |
Divorced
| 38,250 | 344,250 | 6 |
Y
|
Yes
| 44 | 3 | 1 | 80 | 1 | 35 | 2 | 1 | 11 | 3 | 9 | 2 |
38 |
Yes
|
Travel_Frequently
| 1,244 |
Support
| 46 | 4 |
Life Sciences
| 1 | 1,359 | 1 |
Female
| 86 | 1 | 2 |
Healthcare Representative
| 2 |
Married
| 31,930 | 95,790 | 2 |
Y
|
No
| 7 | 1 | 2 | 80 | 4 | 17 | 6 | 2 | 15 | 3 | 15 | 14 |
23 |
No
|
Non-Travel
| 397 |
Research & Development
| 37 | 5 |
Human Resources
| 1 | 1,360 | 3 |
Male
| 156 | 3 | 4 |
Laboratory Technician
| 3 |
Married
| 37,169 | 74,338 | 5 |
Y
|
No
| 2 | 4 | 3 | 80 | 2 | 4 | 4 | 1 | 4 | 4 | 1 | 4 |
52 |
Yes
|
Non-Travel
| 581 |
Research & Development
| 39 | 4 |
Medical
| 1 | 1,361 | 3 |
Female
| 200 | 2 | 1 |
Developer
| 1 |
Single
| 48,837 | 683,718 | 7 |
Y
|
No
| 25 | 2 | 1 | 80 | 1 | 7 | 2 | 4 | 4 | 1 | 4 | 1 |
39 |
No
|
Non-Travel
| 900 |
Research & Development
| 28 | 3 |
Life Sciences
| 1 | 1,362 | 4 |
Male
| 73 | 4 | 3 |
Sales Representative
| 4 |
Divorced
| 49,314 | 690,396 | 5 |
Y
|
No
| 37 | 3 | 4 | 80 | 3 | 31 | 1 | 1 | 18 | 16 | 1 | 12 |
56 |
No
|
Travel_Frequently
| 1,037 |
Software
| 26 | 1 |
Human Resources
| 1 | 1,363 | 1 |
Male
| 80 | 4 | 3 |
Manager
| 2 |
Divorced
| 3,781 | 45,372 | 2 |
Y
|
No
| 47 | 2 | 4 | 80 | 2 | 8 | 3 | 3 | 5 | 3 | 5 | 2 |
34 |
Yes
|
Travel_Frequently
| 158 |
Software
| 37 | 1 |
Technical Degree
| 1 | 1,364 | 1 |
Female
| 129 | 1 | 3 |
Research Director
| 1 |
Single
| 47,565 | 713,475 | 8 |
Y
|
No
| 14 | 3 | 2 | 80 | 1 | 25 | 6 | 2 | 23 | 21 | 23 | 21 |
55 |
Yes
|
Travel_Rarely
| 169 |
Sales
| 28 | 3 |
Other
| 1 | 1,365 | 3 |
Male
| 76 | 3 | 1 |
Research Director
| 1 |
Divorced
| 35,376 | 778,272 | 4 |
Y
|
Yes
| 30 | 2 | 1 | 80 | 3 | 22 | 2 | 1 | 14 | 1 | 2 | 8 |
41 |
Yes
|
Travel_Frequently
| 751 |
Sales
| 7 | 1 |
Medical
| 1 | 1,366 | 3 |
Male
| 52 | 4 | 5 |
Research Director
| 2 |
Married
| 5,722 | 17,166 | 3 |
Y
|
Yes
| 35 | 4 | 1 | 80 | 2 | 19 | 5 | 2 | 18 | 3 | 6 | 9 |
41 |
Yes
|
Travel_Rarely
| 321 |
Hardware
| 9 | 2 |
Life Sciences
| 1 | 1,367 | 1 |
Female
| 154 | 3 | 3 |
Developer
| 2 |
Married
| 50,549 | 454,941 | 1 |
Y
|
Yes
| 28 | 4 | 1 | 80 | 1 | 35 | 5 | 4 | 21 | 8 | 14 | 10 |
52 |
No
|
Travel_Frequently
| 187 |
Hardware
| 35 | 4 |
Other
| 1 | 1,368 | 2 |
Female
| 32 | 1 | 5 |
Healthcare Representative
| 2 |
Married
| 24,160 | 555,680 | 3 |
Y
|
No
| 15 | 1 | 3 | 80 | 4 | 7 | 2 | 3 | 4 | 2 | 4 | 3 |
19 |
No
|
Travel_Rarely
| 1,396 |
Sales
| 6 | 5 |
Medical
| 1 | 1,369 | 2 |
Male
| 95 | 4 | 5 |
Sales Representative
| 4 |
Married
| 8,696 | 86,960 | 2 |
Y
|
Yes
| 5 | 1 | 3 | 80 | 4 | 14 | 2 | 1 | 1 | 1 | 1 | 1 |
41 |
No
|
Travel_Frequently
| 345 |
Support
| 50 | 5 |
Life Sciences
| 1 | 1,370 | 3 |
Female
| 109 | 4 | 3 |
Healthcare Representative
| 4 |
Single
| 48,657 | 291,942 | 7 |
Y
|
Yes
| 11 | 4 | 1 | 80 | 3 | 24 | 6 | 4 | 16 | 2 | 3 | 12 |
34 |
Yes
|
Travel_Frequently
| 654 |
Human Resources
| 14 | 5 |
Medical
| 1 | 1,371 | 4 |
Female
| 65 | 1 | 1 |
Sales Representative
| 2 |
Divorced
| 49,782 | 497,820 | 7 |
Y
|
No
| 18 | 1 | 3 | 80 | 1 | 35 | 2 | 1 | 1 | 1 | 1 | 1 |
35 |
Yes
|
Travel_Rarely
| 332 |
Sales
| 25 | 1 |
Medical
| 1 | 1,372 | 4 |
Male
| 193 | 4 | 5 |
Healthcare Representative
| 2 |
Divorced
| 49,567 | 1,239,175 | 0 |
Y
|
No
| 32 | 1 | 1 | 80 | 4 | 37 | 5 | 1 | 21 | 14 | 1 | 9 |
53 |
No
|
Travel_Rarely
| 1,076 |
Sales
| 19 | 1 |
Marketing
| 1 | 1,373 | 3 |
Male
| 47 | 1 | 2 |
Developer
| 3 |
Divorced
| 27,325 | 409,875 | 7 |
Y
|
No
| 30 | 3 | 2 | 80 | 4 | 13 | 3 | 3 | 11 | 10 | 3 | 3 |
37 |
No
|
Non-Travel
| 733 |
Human Resources
| 37 | 5 |
Life Sciences
| 1 | 1,374 | 3 |
Female
| 104 | 4 | 1 |
Human Resources
| 4 |
Married
| 41,032 | 492,384 | 5 |
Y
|
Yes
| 48 | 3 | 2 | 80 | 3 | 38 | 5 | 1 | 31 | 12 | 13 | 3 |
34 |
Yes
|
Non-Travel
| 756 |
Hardware
| 47 | 2 |
Technical Degree
| 1 | 1,375 | 4 |
Male
| 198 | 1 | 4 |
Research Scientist
| 4 |
Married
| 19,701 | 354,618 | 3 |
Y
|
No
| 32 | 1 | 4 | 80 | 3 | 29 | 1 | 1 | 27 | 3 | 26 | 20 |
47 |
No
|
Travel_Rarely
| 1,332 |
Research & Development
| 39 | 4 |
Medical
| 1 | 1,376 | 2 |
Male
| 67 | 4 | 1 |
Sales Representative
| 1 |
Divorced
| 32,426 | 129,704 | 1 |
Y
|
Yes
| 4 | 4 | 4 | 80 | 3 | 1 | 1 | 2 | 1 | 1 | 1 | 1 |
43 |
No
|
Non-Travel
| 573 |
Support
| 24 | 1 |
Other
| 1 | 1,377 | 2 |
Female
| 176 | 1 | 5 |
Research Scientist
| 4 |
Single
| 5,702 | 171,060 | 3 |
Y
|
Yes
| 10 | 4 | 4 | 80 | 3 | 21 | 4 | 3 | 8 | 7 | 5 | 6 |
23 |
No
|
Travel_Rarely
| 1,392 |
Research & Development
| 45 | 2 |
Technical Degree
| 1 | 1,378 | 1 |
Female
| 103 | 2 | 3 |
Laboratory Technician
| 4 |
Married
| 16,706 | 66,824 | 3 |
Y
|
No
| 28 | 4 | 3 | 80 | 3 | 1 | 6 | 1 | 1 | 1 | 1 | 1 |
25 |
No
|
Non-Travel
| 513 |
Hardware
| 43 | 3 |
Life Sciences
| 1 | 1,379 | 3 |
Female
| 119 | 2 | 2 |
Sales Representative
| 3 |
Married
| 2,796 | 61,512 | 2 |
Y
|
No
| 48 | 3 | 2 | 80 | 2 | 20 | 4 | 1 | 19 | 19 | 19 | 17 |
46 |
No
|
Travel_Frequently
| 674 |
Research & Development
| 12 | 2 |
Human Resources
| 1 | 1,380 | 1 |
Male
| 31 | 2 | 3 |
Manufacturing Director
| 3 |
Single
| 12,870 | 77,220 | 0 |
Y
|
Yes
| 19 | 3 | 2 | 80 | 2 | 13 | 4 | 3 | 5 | 3 | 3 | 5 |
53 |
No
|
Travel_Rarely
| 172 |
Research & Development
| 30 | 4 |
Technical Degree
| 1 | 1,381 | 4 |
Male
| 185 | 1 | 5 |
Manufacturing Director
| 2 |
Single
| 29,016 | 377,208 | 2 |
Y
|
No
| 35 | 3 | 2 | 80 | 1 | 2 | 1 | 4 | 2 | 1 | 2 | 1 |
36 |
No
|
Travel_Rarely
| 1,165 |
Software
| 44 | 2 |
Technical Degree
| 1 | 1,382 | 1 |
Male
| 151 | 2 | 3 |
Laboratory Technician
| 4 |
Married
| 42,203 | 1,055,075 | 2 |
Y
|
Yes
| 25 | 4 | 4 | 80 | 4 | 32 | 1 | 3 | 4 | 4 | 4 | 1 |
60 |
Yes
|
Travel_Frequently
| 1,131 |
Human Resources
| 6 | 3 |
Human Resources
| 1 | 1,383 | 3 |
Male
| 79 | 4 | 4 |
Sales Executive
| 4 |
Married
| 11,918 | 59,590 | 7 |
Y
|
Yes
| 45 | 3 | 3 | 80 | 1 | 37 | 3 | 3 | 23 | 13 | 14 | 2 |
31 |
Yes
|
Travel_Rarely
| 1,417 |
Support
| 22 | 4 |
Marketing
| 1 | 1,384 | 3 |
Female
| 140 | 2 | 4 |
Manager
| 1 |
Single
| 30,496 | 548,928 | 3 |
Y
|
No
| 21 | 4 | 4 | 80 | 3 | 8 | 6 | 1 | 7 | 3 | 1 | 4 |
44 |
Yes
|
Travel_Frequently
| 814 |
Hardware
| 9 | 5 |
Other
| 1 | 1,385 | 3 |
Female
| 160 | 4 | 5 |
Human Resources
| 3 |
Single
| 30,552 | 458,280 | 3 |
Y
|
Yes
| 37 | 1 | 1 | 80 | 3 | 6 | 5 | 4 | 2 | 1 | 1 | 2 |
56 |
No
|
Travel_Frequently
| 953 |
Research & Development
| 20 | 3 |
Life Sciences
| 1 | 1,386 | 4 |
Female
| 68 | 1 | 2 |
Manufacturing Director
| 4 |
Married
| 40,934 | 654,944 | 0 |
Y
|
Yes
| 23 | 2 | 4 | 80 | 2 | 24 | 5 | 2 | 1 | 1 | 1 | 1 |
52 |
Yes
|
Travel_Frequently
| 1,439 |
Software
| 29 | 1 |
Medical
| 1 | 1,387 | 4 |
Female
| 170 | 4 | 1 |
Sales Representative
| 4 |
Single
| 38,873 | 660,841 | 3 |
Y
|
Yes
| 47 | 2 | 3 | 80 | 2 | 13 | 1 | 3 | 9 | 8 | 7 | 3 |
24 |
No
|
Non-Travel
| 352 |
Research & Development
| 31 | 2 |
Marketing
| 1 | 1,388 | 1 |
Female
| 126 | 4 | 4 |
Healthcare Representative
| 1 |
Single
| 4,833 | 4,833 | 8 |
Y
|
No
| 30 | 1 | 2 | 80 | 4 | 24 | 3 | 3 | 15 | 15 | 13 | 12 |
40 |
Yes
|
Non-Travel
| 565 |
Hardware
| 9 | 4 |
Marketing
| 1 | 1,389 | 3 |
Female
| 176 | 2 | 3 |
Sales Executive
| 4 |
Divorced
| 31,537 | 567,666 | 2 |
Y
|
No
| 23 | 1 | 1 | 80 | 2 | 18 | 3 | 3 | 18 | 12 | 12 | 10 |
31 |
Yes
|
Non-Travel
| 1,157 |
Research & Development
| 43 | 3 |
Marketing
| 1 | 1,390 | 2 |
Female
| 158 | 1 | 5 |
Developer
| 4 |
Single
| 29,913 | 598,260 | 1 |
Y
|
No
| 39 | 3 | 2 | 80 | 1 | 19 | 1 | 1 | 16 | 7 | 1 | 15 |
53 |
No
|
Travel_Rarely
| 139 |
Human Resources
| 13 | 3 |
Other
| 1 | 1,391 | 1 |
Female
| 198 | 2 | 5 |
Research Scientist
| 3 |
Single
| 25,517 | 459,306 | 2 |
Y
|
No
| 31 | 2 | 1 | 80 | 1 | 16 | 4 | 3 | 13 | 10 | 3 | 6 |
19 |
No
|
Travel_Rarely
| 323 |
Hardware
| 47 | 4 |
Human Resources
| 1 | 1,392 | 4 |
Female
| 120 | 4 | 5 |
Sales Executive
| 1 |
Single
| 28,308 | 849,240 | 7 |
Y
|
No
| 20 | 4 | 3 | 80 | 3 | 22 | 5 | 4 | 17 | 5 | 17 | 11 |
43 |
No
|
Travel_Rarely
| 1,254 |
Hardware
| 36 | 3 |
Other
| 1 | 1,393 | 2 |
Male
| 109 | 1 | 1 |
Manager
| 1 |
Divorced
| 43,478 | 956,516 | 1 |
Y
|
Yes
| 12 | 3 | 4 | 80 | 1 | 21 | 1 | 4 | 17 | 7 | 15 | 8 |
50 |
Yes
|
Travel_Frequently
| 863 |
Support
| 14 | 5 |
Medical
| 1 | 1,394 | 1 |
Female
| 71 | 3 | 2 |
Manager
| 3 |
Divorced
| 18,976 | 18,976 | 4 |
Y
|
No
| 6 | 2 | 1 | 80 | 3 | 22 | 2 | 2 | 19 | 5 | 6 | 8 |
22 |
Yes
|
Travel_Frequently
| 1,216 |
Hardware
| 9 | 2 |
Medical
| 1 | 1,395 | 3 |
Male
| 127 | 3 | 5 |
Laboratory Technician
| 1 |
Married
| 47,345 | 1,325,660 | 1 |
Y
|
No
| 0 | 1 | 3 | 80 | 1 | 17 | 2 | 4 | 6 | 3 | 3 | 4 |
36 |
No
|
Non-Travel
| 485 |
Research & Development
| 42 | 5 |
Technical Degree
| 1 | 1,396 | 2 |
Male
| 55 | 1 | 1 |
Sales Executive
| 4 |
Divorced
| 21,720 | 65,160 | 1 |
Y
|
No
| 13 | 1 | 3 | 80 | 1 | 24 | 2 | 4 | 15 | 9 | 6 | 7 |
45 |
No
|
Non-Travel
| 1,443 |
Sales
| 46 | 1 |
Human Resources
| 1 | 1,397 | 1 |
Male
| 179 | 1 | 2 |
Healthcare Representative
| 3 |
Single
| 33,009 | 594,162 | 5 |
Y
|
Yes
| 41 | 3 | 2 | 80 | 3 | 32 | 1 | 2 | 31 | 8 | 18 | 30 |
53 |
Yes
|
Travel_Frequently
| 190 |
Support
| 16 | 2 |
Human Resources
| 1 | 1,398 | 2 |
Female
| 104 | 1 | 4 |
Sales Representative
| 3 |
Married
| 22,498 | 179,984 | 3 |
Y
|
No
| 26 | 1 | 4 | 80 | 3 | 36 | 3 | 1 | 2 | 2 | 1 | 1 |
36 |
Yes
|
Travel_Rarely
| 1,482 |
Sales
| 11 | 3 |
Marketing
| 1 | 1,399 | 1 |
Male
| 38 | 4 | 3 |
Manager
| 3 |
Single
| 9,593 | 124,709 | 5 |
Y
|
No
| 16 | 4 | 1 | 80 | 3 | 26 | 4 | 4 | 16 | 15 | 7 | 15 |
41 |
Yes
|
Travel_Frequently
| 929 |
Sales
| 39 | 3 |
Technical Degree
| 1 | 1,400 | 1 |
Male
| 127 | 2 | 1 |
Sales Executive
| 1 |
Married
| 2,204 | 17,632 | 2 |
Y
|
No
| 34 | 4 | 4 | 80 | 1 | 32 | 5 | 4 | 27 | 10 | 1 | 24 |
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