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 |
No
|
Travel_Frequently
| 857 |
Software
| 2 | 4 |
Human Resources
| 1 | 1,201 | 1 |
Male
| 194 | 1 | 5 |
Sales Executive
| 3 |
Divorced
| 26,403 | 607,269 | 0 |
Y
|
Yes
| 0 | 1 | 3 | 80 | 1 | 13 | 1 | 3 | 2 | 1 | 2 | 1 |
19 |
Yes
|
Travel_Frequently
| 469 |
Human Resources
| 23 | 5 |
Medical
| 1 | 1,202 | 1 |
Female
| 63 | 2 | 1 |
Sales Executive
| 4 |
Divorced
| 11,687 | 222,053 | 2 |
Y
|
Yes
| 8 | 4 | 4 | 80 | 3 | 15 | 5 | 3 | 11 | 10 | 11 | 10 |
55 |
Yes
|
Travel_Rarely
| 1,241 |
Software
| 39 | 5 |
Marketing
| 1 | 1,203 | 2 |
Female
| 198 | 4 | 5 |
Research Director
| 3 |
Single
| 45,421 | 1,135,525 | 1 |
Y
|
No
| 47 | 2 | 1 | 80 | 4 | 20 | 2 | 4 | 10 | 1 | 2 | 6 |
28 |
Yes
|
Travel_Frequently
| 970 |
Sales
| 24 | 4 |
Life Sciences
| 1 | 1,204 | 3 |
Female
| 78 | 4 | 3 |
Laboratory Technician
| 2 |
Divorced
| 13,743 | 54,972 | 2 |
Y
|
Yes
| 16 | 2 | 1 | 80 | 2 | 15 | 3 | 1 | 2 | 1 | 2 | 1 |
56 |
No
|
Travel_Frequently
| 291 |
Human Resources
| 50 | 1 |
Life Sciences
| 1 | 1,205 | 4 |
Male
| 144 | 1 | 5 |
Research Director
| 1 |
Single
| 27,083 | 216,664 | 6 |
Y
|
Yes
| 44 | 2 | 1 | 80 | 3 | 37 | 3 | 3 | 13 | 8 | 2 | 6 |
41 |
Yes
|
Non-Travel
| 817 |
Sales
| 10 | 3 |
Other
| 1 | 1,206 | 1 |
Male
| 128 | 2 | 4 |
Research Director
| 2 |
Divorced
| 31,155 | 436,170 | 4 |
Y
|
No
| 33 | 4 | 1 | 80 | 3 | 23 | 6 | 2 | 22 | 15 | 6 | 4 |
60 |
No
|
Travel_Rarely
| 1,221 |
Support
| 30 | 2 |
Medical
| 1 | 1,207 | 3 |
Female
| 139 | 1 | 2 |
Human Resources
| 2 |
Single
| 23,578 | 141,468 | 5 |
Y
|
Yes
| 14 | 3 | 1 | 80 | 4 | 31 | 1 | 2 | 9 | 9 | 3 | 7 |
33 |
No
|
Travel_Rarely
| 1,491 |
Support
| 2 | 2 |
Human Resources
| 1 | 1,208 | 2 |
Female
| 51 | 3 | 5 |
Sales Executive
| 4 |
Divorced
| 42,961 | 601,454 | 7 |
Y
|
No
| 47 | 3 | 4 | 80 | 3 | 35 | 1 | 2 | 2 | 1 | 1 | 2 |
38 |
Yes
|
Travel_Rarely
| 568 |
Human Resources
| 33 | 5 |
Technical Degree
| 1 | 1,209 | 4 |
Male
| 141 | 1 | 3 |
Healthcare Representative
| 1 |
Single
| 36,832 | 331,488 | 4 |
Y
|
Yes
| 15 | 3 | 4 | 80 | 2 | 35 | 4 | 1 | 21 | 7 | 19 | 13 |
42 |
No
|
Travel_Rarely
| 445 |
Sales
| 10 | 1 |
Human Resources
| 1 | 1,210 | 2 |
Male
| 32 | 3 | 5 |
Research Director
| 4 |
Divorced
| 41,179 | 1,235,370 | 2 |
Y
|
Yes
| 12 | 3 | 4 | 80 | 2 | 31 | 3 | 4 | 4 | 4 | 2 | 1 |
58 |
Yes
|
Travel_Frequently
| 158 |
Support
| 20 | 3 |
Medical
| 1 | 1,211 | 1 |
Female
| 107 | 1 | 2 |
Manufacturing Director
| 4 |
Married
| 43,481 | 1,087,025 | 8 |
Y
|
Yes
| 22 | 1 | 4 | 80 | 3 | 39 | 5 | 3 | 23 | 8 | 9 | 17 |
53 |
No
|
Travel_Frequently
| 1,396 |
Hardware
| 36 | 2 |
Life Sciences
| 1 | 1,212 | 1 |
Male
| 143 | 1 | 3 |
Sales Representative
| 3 |
Single
| 44,355 | 931,455 | 8 |
Y
|
No
| 39 | 3 | 1 | 80 | 3 | 16 | 6 | 4 | 5 | 5 | 4 | 1 |
58 |
No
|
Travel_Frequently
| 330 |
Software
| 31 | 3 |
Life Sciences
| 1 | 1,213 | 4 |
Female
| 85 | 2 | 3 |
Human Resources
| 1 |
Married
| 49,729 | 1,342,683 | 3 |
Y
|
No
| 19 | 4 | 3 | 80 | 2 | 14 | 3 | 3 | 5 | 4 | 1 | 3 |
60 |
Yes
|
Travel_Rarely
| 261 |
Software
| 10 | 5 |
Marketing
| 1 | 1,214 | 2 |
Female
| 163 | 4 | 2 |
Developer
| 1 |
Single
| 26,155 | 496,945 | 8 |
Y
|
Yes
| 19 | 3 | 4 | 80 | 3 | 39 | 4 | 4 | 9 | 5 | 2 | 7 |
47 |
No
|
Travel_Frequently
| 1,489 |
Research & Development
| 33 | 4 |
Other
| 1 | 1,215 | 1 |
Female
| 141 | 1 | 1 |
Research Scientist
| 1 |
Divorced
| 49,526 | 445,734 | 8 |
Y
|
Yes
| 6 | 4 | 2 | 80 | 4 | 38 | 5 | 1 | 31 | 3 | 31 | 13 |
25 |
No
|
Non-Travel
| 317 |
Research & Development
| 4 | 3 |
Technical Degree
| 1 | 1,216 | 2 |
Male
| 97 | 3 | 5 |
Manufacturing Director
| 2 |
Single
| 1,175 | 27,025 | 8 |
Y
|
No
| 20 | 2 | 2 | 80 | 3 | 16 | 5 | 3 | 12 | 6 | 12 | 4 |
18 |
Yes
|
Travel_Rarely
| 842 |
Human Resources
| 21 | 5 |
Technical Degree
| 1 | 1,217 | 3 |
Female
| 182 | 1 | 2 |
Healthcare Representative
| 3 |
Divorced
| 22,007 | 242,077 | 2 |
Y
|
No
| 49 | 2 | 2 | 80 | 4 | 40 | 5 | 4 | 38 | 15 | 27 | 24 |
25 |
Yes
|
Travel_Frequently
| 1,175 |
Research & Development
| 46 | 3 |
Technical Degree
| 1 | 1,218 | 1 |
Female
| 32 | 3 | 3 |
Research Director
| 4 |
Single
| 22,676 | 408,168 | 5 |
Y
|
Yes
| 5 | 3 | 3 | 80 | 4 | 20 | 6 | 4 | 18 | 5 | 15 | 6 |
19 |
No
|
Travel_Frequently
| 886 |
Sales
| 47 | 4 |
Life Sciences
| 1 | 1,219 | 4 |
Female
| 161 | 1 | 2 |
Developer
| 4 |
Divorced
| 16,622 | 116,354 | 8 |
Y
|
No
| 20 | 3 | 2 | 80 | 1 | 3 | 6 | 3 | 2 | 1 | 1 | 1 |
60 |
Yes
|
Travel_Frequently
| 415 |
Research & Development
| 43 | 4 |
Human Resources
| 1 | 1,220 | 1 |
Male
| 170 | 4 | 2 |
Healthcare Representative
| 1 |
Married
| 9,413 | 254,151 | 4 |
Y
|
No
| 5 | 1 | 2 | 80 | 3 | 23 | 3 | 3 | 7 | 3 | 1 | 5 |
41 |
Yes
|
Non-Travel
| 367 |
Research & Development
| 13 | 4 |
Medical
| 1 | 1,221 | 1 |
Male
| 117 | 2 | 2 |
Laboratory Technician
| 3 |
Married
| 36,902 | 442,824 | 1 |
Y
|
No
| 35 | 4 | 2 | 80 | 4 | 25 | 6 | 4 | 22 | 11 | 4 | 3 |
28 |
Yes
|
Travel_Frequently
| 836 |
Support
| 7 | 3 |
Other
| 1 | 1,222 | 1 |
Male
| 89 | 2 | 5 |
Research Director
| 3 |
Married
| 31,253 | 250,024 | 6 |
Y
|
Yes
| 1 | 1 | 3 | 80 | 3 | 28 | 5 | 3 | 15 | 14 | 9 | 3 |
38 |
No
|
Travel_Frequently
| 420 |
Sales
| 46 | 1 |
Marketing
| 1 | 1,223 | 1 |
Male
| 114 | 4 | 5 |
Sales Executive
| 2 |
Single
| 46,293 | 1,064,739 | 0 |
Y
|
Yes
| 25 | 1 | 1 | 80 | 2 | 28 | 4 | 3 | 26 | 9 | 2 | 3 |
40 |
Yes
|
Travel_Frequently
| 1,194 |
Sales
| 36 | 5 |
Medical
| 1 | 1,224 | 3 |
Male
| 64 | 2 | 2 |
Sales Representative
| 2 |
Divorced
| 45,775 | 503,525 | 8 |
Y
|
Yes
| 43 | 4 | 1 | 80 | 2 | 31 | 1 | 3 | 18 | 12 | 11 | 14 |
30 |
No
|
Travel_Rarely
| 1,494 |
Hardware
| 8 | 4 |
Other
| 1 | 1,225 | 3 |
Female
| 150 | 2 | 2 |
Research Director
| 3 |
Married
| 31,998 | 415,974 | 4 |
Y
|
Yes
| 9 | 2 | 3 | 80 | 1 | 13 | 3 | 2 | 3 | 1 | 1 | 1 |
38 |
Yes
|
Travel_Rarely
| 529 |
Sales
| 49 | 5 |
Human Resources
| 1 | 1,226 | 3 |
Male
| 152 | 3 | 5 |
Sales Representative
| 2 |
Divorced
| 40,530 | 972,720 | 5 |
Y
|
Yes
| 22 | 2 | 4 | 80 | 4 | 1 | 2 | 2 | 1 | 1 | 1 | 1 |
35 |
Yes
|
Travel_Frequently
| 659 |
Software
| 31 | 4 |
Marketing
| 1 | 1,227 | 4 |
Female
| 148 | 3 | 4 |
Manager
| 3 |
Divorced
| 25,267 | 682,209 | 8 |
Y
|
Yes
| 34 | 4 | 2 | 80 | 1 | 30 | 1 | 3 | 21 | 4 | 3 | 11 |
24 |
No
|
Travel_Rarely
| 263 |
Hardware
| 10 | 5 |
Human Resources
| 1 | 1,228 | 2 |
Female
| 119 | 1 | 2 |
Manufacturing Director
| 2 |
Divorced
| 48,150 | 1,251,900 | 2 |
Y
|
Yes
| 42 | 1 | 2 | 80 | 1 | 3 | 3 | 1 | 1 | 1 | 1 | 1 |
39 |
No
|
Travel_Frequently
| 619 |
Research & Development
| 16 | 1 |
Technical Degree
| 1 | 1,229 | 2 |
Female
| 41 | 1 | 1 |
Manager
| 2 |
Divorced
| 39,067 | 312,536 | 0 |
Y
|
Yes
| 31 | 3 | 3 | 80 | 1 | 27 | 1 | 1 | 20 | 16 | 18 | 16 |
22 |
No
|
Travel_Frequently
| 1,214 |
Software
| 23 | 3 |
Other
| 1 | 1,230 | 2 |
Male
| 119 | 3 | 4 |
Research Scientist
| 2 |
Single
| 14,004 | 350,100 | 8 |
Y
|
Yes
| 1 | 1 | 4 | 80 | 2 | 6 | 5 | 3 | 1 | 1 | 1 | 1 |
40 |
No
|
Travel_Rarely
| 119 |
Human Resources
| 45 | 5 |
Marketing
| 1 | 1,231 | 1 |
Female
| 150 | 3 | 3 |
Developer
| 2 |
Single
| 46,571 | 279,426 | 0 |
Y
|
Yes
| 19 | 2 | 1 | 80 | 4 | 29 | 2 | 3 | 9 | 9 | 1 | 6 |
27 |
No
|
Non-Travel
| 1,463 |
Research & Development
| 42 | 1 |
Other
| 1 | 1,232 | 4 |
Female
| 155 | 2 | 5 |
Sales Representative
| 2 |
Married
| 8,574 | 205,776 | 4 |
Y
|
Yes
| 43 | 4 | 2 | 80 | 4 | 9 | 3 | 4 | 4 | 2 | 2 | 3 |
19 |
No
|
Non-Travel
| 170 |
Software
| 36 | 1 |
Life Sciences
| 1 | 1,233 | 3 |
Female
| 53 | 3 | 5 |
Sales Representative
| 2 |
Married
| 36,412 | 946,712 | 5 |
Y
|
Yes
| 33 | 3 | 4 | 80 | 1 | 14 | 4 | 1 | 7 | 7 | 7 | 3 |
28 |
Yes
|
Non-Travel
| 1,308 |
Support
| 16 | 3 |
Other
| 1 | 1,234 | 1 |
Female
| 192 | 3 | 2 |
Manufacturing Director
| 2 |
Married
| 39,247 | 588,705 | 1 |
Y
|
Yes
| 17 | 4 | 4 | 80 | 2 | 21 | 3 | 4 | 14 | 6 | 2 | 4 |
41 |
Yes
|
Travel_Rarely
| 674 |
Support
| 8 | 5 |
Life Sciences
| 1 | 1,235 | 3 |
Male
| 181 | 3 | 3 |
Research Director
| 2 |
Single
| 43,123 | 1,121,198 | 2 |
Y
|
No
| 35 | 4 | 4 | 80 | 4 | 29 | 6 | 4 | 9 | 1 | 9 | 3 |
31 |
Yes
|
Travel_Frequently
| 918 |
Research & Development
| 32 | 5 |
Life Sciences
| 1 | 1,236 | 3 |
Male
| 70 | 2 | 1 |
Manufacturing Director
| 1 |
Single
| 28,706 | 28,706 | 2 |
Y
|
Yes
| 20 | 2 | 1 | 80 | 3 | 8 | 6 | 4 | 2 | 2 | 2 | 1 |
47 |
No
|
Travel_Rarely
| 188 |
Sales
| 1 | 3 |
Other
| 1 | 1,237 | 4 |
Male
| 135 | 1 | 4 |
Sales Representative
| 1 |
Married
| 13,717 | 233,189 | 2 |
Y
|
Yes
| 15 | 4 | 2 | 80 | 4 | 38 | 5 | 1 | 11 | 3 | 5 | 5 |
28 |
No
|
Non-Travel
| 439 |
Sales
| 2 | 3 |
Medical
| 1 | 1,238 | 1 |
Male
| 135 | 2 | 3 |
Research Scientist
| 3 |
Married
| 39,618 | 1,069,686 | 4 |
Y
|
No
| 1 | 2 | 2 | 80 | 4 | 6 | 5 | 1 | 3 | 3 | 3 | 3 |
20 |
No
|
Travel_Frequently
| 702 |
Software
| 17 | 5 |
Technical Degree
| 1 | 1,239 | 3 |
Female
| 104 | 3 | 1 |
Research Director
| 1 |
Single
| 33,831 | 33,831 | 7 |
Y
|
No
| 0 | 2 | 1 | 80 | 4 | 5 | 1 | 1 | 4 | 3 | 4 | 3 |
34 |
Yes
|
Travel_Rarely
| 1,466 |
Support
| 34 | 1 |
Life Sciences
| 1 | 1,240 | 1 |
Male
| 135 | 4 | 5 |
Sales Representative
| 2 |
Married
| 37,790 | 831,380 | 2 |
Y
|
No
| 27 | 3 | 2 | 80 | 4 | 38 | 6 | 3 | 11 | 2 | 3 | 7 |
50 |
Yes
|
Travel_Rarely
| 1,454 |
Research & Development
| 29 | 2 |
Other
| 1 | 1,241 | 4 |
Female
| 158 | 2 | 3 |
Manager
| 2 |
Divorced
| 49,384 | 444,456 | 1 |
Y
|
No
| 15 | 1 | 1 | 80 | 1 | 39 | 6 | 4 | 10 | 5 | 2 | 2 |
18 |
No
|
Travel_Frequently
| 728 |
Research & Development
| 5 | 4 |
Human Resources
| 1 | 1,242 | 4 |
Female
| 96 | 3 | 4 |
Laboratory Technician
| 4 |
Single
| 48,490 | 581,880 | 5 |
Y
|
No
| 42 | 3 | 4 | 80 | 3 | 18 | 6 | 3 | 5 | 2 | 2 | 2 |
49 |
Yes
|
Non-Travel
| 1,190 |
Human Resources
| 8 | 3 |
Marketing
| 1 | 1,243 | 2 |
Female
| 98 | 3 | 5 |
Human Resources
| 1 |
Single
| 32,178 | 965,340 | 0 |
Y
|
Yes
| 44 | 2 | 1 | 80 | 4 | 39 | 5 | 1 | 37 | 34 | 27 | 12 |
43 |
No
|
Non-Travel
| 808 |
Sales
| 4 | 4 |
Other
| 1 | 1,244 | 2 |
Male
| 137 | 4 | 2 |
Human Resources
| 4 |
Single
| 23,127 | 393,159 | 4 |
Y
|
Yes
| 23 | 2 | 4 | 80 | 1 | 31 | 4 | 3 | 5 | 2 | 2 | 2 |
49 |
No
|
Travel_Frequently
| 563 |
Support
| 46 | 5 |
Technical Degree
| 1 | 1,245 | 2 |
Female
| 35 | 3 | 3 |
Laboratory Technician
| 2 |
Married
| 50,380 | 604,560 | 1 |
Y
|
Yes
| 36 | 3 | 1 | 80 | 3 | 6 | 3 | 3 | 4 | 2 | 2 | 1 |
54 |
No
|
Non-Travel
| 1,431 |
Sales
| 31 | 2 |
Medical
| 1 | 1,246 | 3 |
Female
| 120 | 2 | 3 |
Sales Executive
| 1 |
Divorced
| 45,961 | 919,220 | 0 |
Y
|
No
| 18 | 3 | 3 | 80 | 2 | 22 | 5 | 2 | 15 | 1 | 1 | 9 |
50 |
No
|
Travel_Rarely
| 990 |
Software
| 33 | 5 |
Human Resources
| 1 | 1,247 | 3 |
Male
| 200 | 1 | 3 |
Human Resources
| 3 |
Single
| 17,325 | 121,275 | 0 |
Y
|
No
| 16 | 3 | 2 | 80 | 2 | 4 | 5 | 4 | 1 | 1 | 1 | 1 |
59 |
No
|
Non-Travel
| 1,040 |
Software
| 8 | 4 |
Medical
| 1 | 1,248 | 3 |
Female
| 104 | 2 | 1 |
Healthcare Representative
| 4 |
Divorced
| 23,045 | 161,315 | 3 |
Y
|
Yes
| 2 | 1 | 3 | 80 | 2 | 16 | 5 | 1 | 7 | 6 | 1 | 1 |
37 |
No
|
Travel_Frequently
| 761 |
Hardware
| 13 | 2 |
Marketing
| 1 | 1,249 | 2 |
Female
| 49 | 2 | 5 |
Manufacturing Director
| 2 |
Married
| 4,581 | 32,067 | 1 |
Y
|
Yes
| 34 | 4 | 1 | 80 | 4 | 39 | 5 | 1 | 9 | 3 | 4 | 9 |
36 |
Yes
|
Travel_Rarely
| 930 |
Sales
| 3 | 3 |
Medical
| 1 | 1,250 | 4 |
Male
| 34 | 3 | 2 |
Sales Executive
| 2 |
Single
| 8,079 | 145,422 | 1 |
Y
|
No
| 24 | 3 | 3 | 80 | 4 | 33 | 5 | 4 | 11 | 3 | 11 | 8 |
39 |
No
|
Travel_Frequently
| 820 |
Support
| 39 | 5 |
Human Resources
| 1 | 1,251 | 3 |
Male
| 58 | 2 | 3 |
Sales Executive
| 1 |
Married
| 17,699 | 106,194 | 7 |
Y
|
Yes
| 7 | 2 | 1 | 80 | 2 | 8 | 6 | 4 | 1 | 1 | 1 | 1 |
46 |
Yes
|
Travel_Rarely
| 307 |
Hardware
| 45 | 2 |
Life Sciences
| 1 | 1,252 | 3 |
Male
| 44 | 4 | 5 |
Sales Executive
| 3 |
Divorced
| 32,365 | 906,220 | 2 |
Y
|
Yes
| 31 | 2 | 2 | 80 | 3 | 31 | 2 | 4 | 27 | 14 | 15 | 4 |
31 |
No
|
Travel_Frequently
| 714 |
Hardware
| 21 | 2 |
Human Resources
| 1 | 1,253 | 2 |
Male
| 195 | 4 | 5 |
Healthcare Representative
| 1 |
Divorced
| 45,613 | 684,195 | 0 |
Y
|
No
| 18 | 3 | 2 | 80 | 2 | 21 | 6 | 2 | 18 | 8 | 12 | 1 |
18 |
Yes
|
Travel_Frequently
| 475 |
Sales
| 17 | 3 |
Technical Degree
| 1 | 1,254 | 3 |
Female
| 69 | 2 | 3 |
Laboratory Technician
| 3 |
Single
| 18,555 | 315,435 | 1 |
Y
|
No
| 30 | 2 | 1 | 80 | 4 | 22 | 3 | 1 | 7 | 6 | 2 | 5 |
34 |
No
|
Travel_Frequently
| 617 |
Support
| 25 | 4 |
Human Resources
| 1 | 1,255 | 1 |
Male
| 87 | 3 | 3 |
Sales Executive
| 3 |
Married
| 7,089 | 148,869 | 5 |
Y
|
No
| 30 | 4 | 4 | 80 | 3 | 13 | 5 | 1 | 7 | 6 | 2 | 7 |
27 |
Yes
|
Non-Travel
| 222 |
Sales
| 26 | 2 |
Other
| 1 | 1,256 | 1 |
Female
| 70 | 4 | 3 |
Healthcare Representative
| 2 |
Single
| 20,371 | 264,823 | 8 |
Y
|
No
| 8 | 2 | 2 | 80 | 1 | 35 | 3 | 4 | 2 | 1 | 2 | 2 |
58 |
No
|
Non-Travel
| 442 |
Research & Development
| 44 | 2 |
Life Sciences
| 1 | 1,257 | 2 |
Male
| 85 | 1 | 1 |
Research Scientist
| 3 |
Divorced
| 30,200 | 392,600 | 7 |
Y
|
Yes
| 22 | 1 | 2 | 80 | 3 | 20 | 5 | 1 | 12 | 7 | 6 | 3 |
58 |
No
|
Non-Travel
| 1,276 |
Human Resources
| 5 | 5 |
Other
| 1 | 1,258 | 2 |
Male
| 147 | 3 | 2 |
Sales Executive
| 3 |
Divorced
| 42,989 | 128,967 | 2 |
Y
|
No
| 35 | 1 | 4 | 80 | 3 | 39 | 4 | 1 | 17 | 17 | 6 | 6 |
24 |
No
|
Non-Travel
| 1,441 |
Hardware
| 2 | 3 |
Technical Degree
| 1 | 1,259 | 3 |
Male
| 118 | 3 | 2 |
Research Director
| 3 |
Divorced
| 13,237 | 79,422 | 1 |
Y
|
No
| 22 | 1 | 3 | 80 | 1 | 18 | 1 | 3 | 7 | 2 | 1 | 4 |
29 |
Yes
|
Travel_Rarely
| 1,035 |
Research & Development
| 27 | 2 |
Other
| 1 | 1,260 | 2 |
Female
| 59 | 2 | 3 |
Sales Executive
| 2 |
Divorced
| 11,278 | 101,502 | 2 |
Y
|
Yes
| 35 | 4 | 4 | 80 | 1 | 29 | 6 | 2 | 26 | 23 | 16 | 1 |
52 |
No
|
Non-Travel
| 596 |
Software
| 11 | 2 |
Other
| 1 | 1,261 | 2 |
Male
| 87 | 4 | 4 |
Laboratory Technician
| 2 |
Single
| 28,005 | 504,090 | 8 |
Y
|
No
| 25 | 4 | 2 | 80 | 2 | 21 | 2 | 1 | 8 | 5 | 5 | 1 |
32 |
No
|
Non-Travel
| 535 |
Research & Development
| 13 | 4 |
Technical Degree
| 1 | 1,262 | 4 |
Female
| 75 | 4 | 2 |
Laboratory Technician
| 3 |
Single
| 15,580 | 280,440 | 1 |
Y
|
Yes
| 48 | 3 | 4 | 80 | 4 | 16 | 4 | 3 | 10 | 8 | 1 | 9 |
25 |
Yes
|
Travel_Frequently
| 725 |
Research & Development
| 12 | 4 |
Technical Degree
| 1 | 1,263 | 1 |
Male
| 123 | 1 | 4 |
Sales Representative
| 4 |
Married
| 38,937 | 895,551 | 7 |
Y
|
Yes
| 44 | 3 | 4 | 80 | 3 | 20 | 4 | 1 | 7 | 2 | 3 | 6 |
29 |
No
|
Travel_Rarely
| 1,343 |
Hardware
| 38 | 5 |
Technical Degree
| 1 | 1,264 | 4 |
Female
| 30 | 1 | 1 |
Healthcare Representative
| 3 |
Divorced
| 27,204 | 54,408 | 5 |
Y
|
Yes
| 38 | 2 | 1 | 80 | 4 | 38 | 5 | 4 | 22 | 17 | 13 | 13 |
37 |
Yes
|
Travel_Rarely
| 683 |
Research & Development
| 31 | 5 |
Marketing
| 1 | 1,265 | 2 |
Female
| 113 | 3 | 5 |
Healthcare Representative
| 3 |
Divorced
| 23,973 | 407,541 | 5 |
Y
|
No
| 46 | 2 | 2 | 80 | 4 | 26 | 4 | 2 | 14 | 13 | 4 | 7 |
24 |
Yes
|
Travel_Frequently
| 449 |
Research & Development
| 39 | 4 |
Human Resources
| 1 | 1,266 | 1 |
Male
| 118 | 3 | 2 |
Manager
| 2 |
Married
| 38,352 | 383,520 | 3 |
Y
|
Yes
| 21 | 3 | 2 | 80 | 3 | 36 | 6 | 2 | 36 | 21 | 34 | 18 |
28 |
Yes
|
Non-Travel
| 485 |
Hardware
| 22 | 1 |
Other
| 1 | 1,267 | 1 |
Female
| 145 | 3 | 2 |
Manager
| 4 |
Single
| 45,623 | 1,231,821 | 6 |
Y
|
No
| 12 | 3 | 4 | 80 | 4 | 19 | 2 | 4 | 3 | 3 | 1 | 3 |
49 |
No
|
Travel_Frequently
| 960 |
Human Resources
| 45 | 1 |
Medical
| 1 | 1,268 | 3 |
Male
| 59 | 1 | 1 |
Sales Representative
| 4 |
Divorced
| 43,632 | 218,160 | 6 |
Y
|
Yes
| 20 | 3 | 1 | 80 | 1 | 8 | 1 | 3 | 7 | 7 | 2 | 5 |
48 |
No
|
Travel_Rarely
| 449 |
Sales
| 43 | 4 |
Other
| 1 | 1,269 | 2 |
Female
| 167 | 4 | 5 |
Sales Representative
| 1 |
Divorced
| 33,176 | 132,704 | 3 |
Y
|
No
| 43 | 1 | 4 | 80 | 1 | 9 | 4 | 3 | 5 | 1 | 2 | 4 |
31 |
Yes
|
Non-Travel
| 742 |
Sales
| 38 | 2 |
Human Resources
| 1 | 1,270 | 1 |
Male
| 76 | 4 | 3 |
Sales Representative
| 4 |
Single
| 42,869 | 1,114,594 | 0 |
Y
|
No
| 46 | 2 | 4 | 80 | 4 | 31 | 5 | 2 | 27 | 13 | 6 | 10 |
34 |
No
|
Travel_Frequently
| 466 |
Sales
| 19 | 5 |
Medical
| 1 | 1,271 | 4 |
Male
| 89 | 2 | 3 |
Laboratory Technician
| 3 |
Divorced
| 49,467 | 1,137,741 | 4 |
Y
|
Yes
| 22 | 2 | 1 | 80 | 2 | 34 | 6 | 4 | 34 | 3 | 29 | 32 |
41 |
No
|
Non-Travel
| 1,331 |
Research & Development
| 6 | 5 |
Human Resources
| 1 | 1,272 | 1 |
Male
| 61 | 1 | 1 |
Developer
| 1 |
Single
| 7,386 | 162,492 | 5 |
Y
|
Yes
| 12 | 3 | 3 | 80 | 3 | 5 | 5 | 4 | 3 | 2 | 3 | 1 |
24 |
Yes
|
Travel_Rarely
| 203 |
Support
| 14 | 4 |
Human Resources
| 1 | 1,273 | 1 |
Male
| 68 | 3 | 1 |
Sales Executive
| 2 |
Single
| 28,158 | 506,844 | 1 |
Y
|
No
| 30 | 1 | 2 | 80 | 1 | 35 | 2 | 2 | 29 | 19 | 24 | 7 |
33 |
Yes
|
Travel_Frequently
| 1,358 |
Support
| 37 | 3 |
Human Resources
| 1 | 1,274 | 2 |
Male
| 116 | 4 | 5 |
Manager
| 2 |
Divorced
| 14,456 | 231,296 | 0 |
Y
|
Yes
| 24 | 4 | 3 | 80 | 4 | 31 | 4 | 2 | 1 | 1 | 1 | 1 |
23 |
No
|
Travel_Frequently
| 1,449 |
Support
| 23 | 1 |
Life Sciences
| 1 | 1,275 | 4 |
Male
| 72 | 3 | 1 |
Sales Representative
| 1 |
Married
| 29,969 | 749,225 | 2 |
Y
|
Yes
| 2 | 3 | 2 | 80 | 2 | 13 | 6 | 1 | 12 | 6 | 11 | 3 |
39 |
Yes
|
Travel_Frequently
| 697 |
Hardware
| 49 | 3 |
Human Resources
| 1 | 1,276 | 2 |
Male
| 128 | 4 | 3 |
Manufacturing Director
| 1 |
Divorced
| 17,097 | 393,231 | 3 |
Y
|
Yes
| 39 | 3 | 3 | 80 | 3 | 16 | 5 | 4 | 1 | 1 | 1 | 1 |
23 |
No
|
Travel_Frequently
| 1,499 |
Support
| 11 | 3 |
Other
| 1 | 1,277 | 1 |
Female
| 84 | 3 | 3 |
Research Director
| 3 |
Married
| 28,778 | 431,670 | 4 |
Y
|
Yes
| 2 | 3 | 4 | 80 | 4 | 34 | 1 | 3 | 16 | 10 | 10 | 4 |
59 |
Yes
|
Travel_Rarely
| 1,301 |
Human Resources
| 9 | 3 |
Other
| 1 | 1,278 | 2 |
Female
| 107 | 4 | 5 |
Manufacturing Director
| 2 |
Single
| 28,915 | 173,490 | 1 |
Y
|
No
| 32 | 4 | 4 | 80 | 4 | 10 | 5 | 4 | 3 | 3 | 1 | 2 |
53 |
Yes
|
Travel_Frequently
| 501 |
Hardware
| 11 | 4 |
Other
| 1 | 1,279 | 4 |
Male
| 134 | 3 | 5 |
Research Scientist
| 4 |
Divorced
| 1,055 | 14,770 | 5 |
Y
|
No
| 16 | 2 | 1 | 80 | 3 | 24 | 5 | 2 | 5 | 3 | 3 | 2 |
30 |
Yes
|
Non-Travel
| 812 |
Human Resources
| 31 | 5 |
Human Resources
| 1 | 1,280 | 1 |
Female
| 59 | 3 | 5 |
Manager
| 3 |
Divorced
| 16,168 | 307,192 | 1 |
Y
|
No
| 6 | 3 | 2 | 80 | 1 | 6 | 5 | 3 | 3 | 3 | 1 | 1 |
40 |
No
|
Non-Travel
| 1,157 |
Sales
| 33 | 2 |
Human Resources
| 1 | 1,281 | 2 |
Male
| 60 | 3 | 3 |
Laboratory Technician
| 1 |
Single
| 4,550 | 45,500 | 6 |
Y
|
No
| 28 | 4 | 2 | 80 | 4 | 20 | 1 | 4 | 6 | 5 | 3 | 6 |
21 |
No
|
Non-Travel
| 628 |
Human Resources
| 17 | 3 |
Human Resources
| 1 | 1,282 | 4 |
Male
| 193 | 2 | 5 |
Manufacturing Director
| 4 |
Married
| 1,745 | 19,195 | 6 |
Y
|
No
| 12 | 4 | 2 | 80 | 2 | 23 | 4 | 1 | 11 | 11 | 7 | 2 |
34 |
Yes
|
Travel_Rarely
| 583 |
Research & Development
| 1 | 1 |
Human Resources
| 1 | 1,283 | 2 |
Male
| 157 | 2 | 5 |
Human Resources
| 1 |
Married
| 44,668 | 1,161,368 | 0 |
Y
|
Yes
| 41 | 3 | 3 | 80 | 4 | 31 | 6 | 3 | 23 | 9 | 7 | 6 |
40 |
No
|
Travel_Frequently
| 1,408 |
Software
| 11 | 3 |
Life Sciences
| 1 | 1,284 | 3 |
Female
| 126 | 3 | 1 |
Manager
| 3 |
Married
| 48,249 | 916,731 | 1 |
Y
|
Yes
| 34 | 1 | 1 | 80 | 4 | 22 | 6 | 3 | 15 | 13 | 6 | 4 |
32 |
No
|
Travel_Frequently
| 1,052 |
Sales
| 50 | 5 |
Life Sciences
| 1 | 1,285 | 3 |
Female
| 131 | 2 | 2 |
Sales Executive
| 1 |
Married
| 39,492 | 868,824 | 6 |
Y
|
No
| 0 | 4 | 3 | 80 | 2 | 9 | 4 | 4 | 8 | 1 | 4 | 6 |
24 |
Yes
|
Travel_Rarely
| 1,387 |
Software
| 12 | 5 |
Life Sciences
| 1 | 1,286 | 3 |
Male
| 45 | 4 | 3 |
Research Scientist
| 4 |
Single
| 49,864 | 747,960 | 0 |
Y
|
Yes
| 23 | 1 | 3 | 80 | 4 | 37 | 5 | 2 | 9 | 1 | 3 | 7 |
28 |
No
|
Non-Travel
| 900 |
Support
| 8 | 3 |
Life Sciences
| 1 | 1,287 | 2 |
Male
| 174 | 3 | 3 |
Developer
| 2 |
Married
| 6,862 | 109,792 | 5 |
Y
|
Yes
| 43 | 2 | 2 | 80 | 3 | 21 | 3 | 2 | 14 | 3 | 6 | 10 |
23 |
Yes
|
Travel_Rarely
| 608 |
Hardware
| 28 | 2 |
Marketing
| 1 | 1,288 | 3 |
Male
| 171 | 3 | 1 |
Developer
| 3 |
Married
| 25,203 | 730,887 | 8 |
Y
|
Yes
| 23 | 1 | 1 | 80 | 4 | 26 | 1 | 4 | 1 | 1 | 1 | 1 |
60 |
No
|
Travel_Frequently
| 1,433 |
Software
| 11 | 2 |
Life Sciences
| 1 | 1,289 | 4 |
Female
| 114 | 3 | 2 |
Laboratory Technician
| 2 |
Divorced
| 9,469 | 236,725 | 1 |
Y
|
Yes
| 2 | 1 | 3 | 80 | 4 | 11 | 4 | 3 | 4 | 3 | 3 | 4 |
41 |
Yes
|
Travel_Rarely
| 509 |
Research & Development
| 1 | 5 |
Life Sciences
| 1 | 1,290 | 3 |
Male
| 30 | 4 | 3 |
Research Director
| 1 |
Married
| 15,821 | 205,673 | 1 |
Y
|
No
| 48 | 1 | 3 | 80 | 1 | 13 | 6 | 1 | 10 | 5 | 3 | 10 |
35 |
No
|
Travel_Frequently
| 202 |
Support
| 48 | 5 |
Life Sciences
| 1 | 1,291 | 1 |
Female
| 38 | 3 | 5 |
Manager
| 1 |
Divorced
| 6,396 | 89,544 | 7 |
Y
|
Yes
| 30 | 3 | 1 | 80 | 4 | 36 | 6 | 1 | 1 | 1 | 1 | 1 |
56 |
No
|
Travel_Rarely
| 1,299 |
Sales
| 5 | 2 |
Other
| 1 | 1,292 | 3 |
Female
| 120 | 4 | 3 |
Laboratory Technician
| 4 |
Divorced
| 7,574 | 219,646 | 7 |
Y
|
No
| 14 | 1 | 1 | 80 | 2 | 20 | 2 | 2 | 16 | 15 | 9 | 4 |
30 |
Yes
|
Travel_Frequently
| 202 |
Sales
| 11 | 3 |
Other
| 1 | 1,293 | 1 |
Male
| 132 | 1 | 3 |
Manager
| 3 |
Single
| 22,034 | 594,918 | 2 |
Y
|
Yes
| 32 | 3 | 3 | 80 | 4 | 14 | 4 | 2 | 14 | 3 | 12 | 11 |
31 |
Yes
|
Travel_Rarely
| 1,250 |
Support
| 25 | 1 |
Technical Degree
| 1 | 1,294 | 4 |
Male
| 37 | 2 | 3 |
Laboratory Technician
| 2 |
Divorced
| 4,521 | 49,731 | 4 |
Y
|
Yes
| 22 | 4 | 4 | 80 | 4 | 32 | 1 | 3 | 28 | 13 | 20 | 27 |
60 |
Yes
|
Non-Travel
| 443 |
Research & Development
| 19 | 3 |
Marketing
| 1 | 1,295 | 3 |
Male
| 150 | 1 | 1 |
Sales Representative
| 3 |
Divorced
| 5,827 | 23,308 | 5 |
Y
|
Yes
| 6 | 3 | 4 | 80 | 2 | 13 | 6 | 3 | 6 | 1 | 4 | 6 |
37 |
Yes
|
Travel_Rarely
| 1,038 |
Hardware
| 49 | 5 |
Medical
| 1 | 1,296 | 2 |
Female
| 191 | 2 | 1 |
Human Resources
| 4 |
Divorced
| 47,554 | 665,756 | 4 |
Y
|
Yes
| 22 | 4 | 2 | 80 | 1 | 21 | 6 | 1 | 3 | 1 | 1 | 3 |
32 |
Yes
|
Travel_Rarely
| 952 |
Software
| 23 | 2 |
Life Sciences
| 1 | 1,297 | 3 |
Male
| 90 | 3 | 1 |
Research Scientist
| 4 |
Married
| 18,772 | 56,316 | 3 |
Y
|
Yes
| 47 | 2 | 4 | 80 | 4 | 33 | 2 | 1 | 12 | 5 | 12 | 11 |
25 |
No
|
Non-Travel
| 1,175 |
Human Resources
| 45 | 1 |
Other
| 1 | 1,298 | 2 |
Female
| 49 | 3 | 5 |
Research Director
| 2 |
Single
| 32,440 | 681,240 | 2 |
Y
|
No
| 18 | 4 | 1 | 80 | 4 | 36 | 4 | 1 | 11 | 7 | 3 | 11 |
52 |
Yes
|
Travel_Frequently
| 978 |
Sales
| 31 | 1 |
Life Sciences
| 1 | 1,299 | 1 |
Male
| 191 | 3 | 1 |
Research Scientist
| 2 |
Single
| 45,108 | 451,080 | 1 |
Y
|
Yes
| 45 | 4 | 3 | 80 | 2 | 23 | 5 | 3 | 18 | 14 | 9 | 14 |
28 |
Yes
|
Non-Travel
| 526 |
Support
| 31 | 2 |
Other
| 1 | 1,300 | 2 |
Male
| 126 | 4 | 4 |
Healthcare Representative
| 1 |
Divorced
| 44,459 | 533,508 | 2 |
Y
|
Yes
| 29 | 3 | 4 | 80 | 2 | 6 | 5 | 1 | 3 | 3 | 2 | 1 |
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