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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
21 |
Yes
|
Non-Travel
| 1,107 |
Hardware
| 39 | 1 |
Human Resources
| 1 | 3,801 | 3 |
Male
| 189 | 2 | 2 |
Laboratory Technician
| 3 |
Divorced
| 3,984 | 91,632 | 5 |
Y
|
Yes
| 7 | 4 | 2 | 80 | 3 | 16 | 3 | 2 | 8 | 1 | 7 | 8 |
37 |
No
|
Non-Travel
| 1,196 |
Software
| 15 | 2 |
Other
| 1 | 3,802 | 3 |
Female
| 41 | 3 | 4 |
Human Resources
| 2 |
Single
| 12,386 | 247,720 | 4 |
Y
|
No
| 12 | 1 | 4 | 80 | 1 | 26 | 3 | 1 | 8 | 6 | 5 | 3 |
27 |
No
|
Travel_Frequently
| 839 |
Sales
| 43 | 5 |
Life Sciences
| 1 | 3,803 | 4 |
Female
| 65 | 4 | 5 |
Healthcare Representative
| 4 |
Divorced
| 30,736 | 30,736 | 8 |
Y
|
Yes
| 46 | 3 | 3 | 80 | 3 | 20 | 1 | 1 | 6 | 1 | 5 | 4 |
43 |
No
|
Non-Travel
| 913 |
Human Resources
| 22 | 1 |
Marketing
| 1 | 3,804 | 2 |
Male
| 137 | 4 | 4 |
Healthcare Representative
| 2 |
Divorced
| 3,100 | 9,300 | 7 |
Y
|
Yes
| 45 | 1 | 3 | 80 | 2 | 23 | 4 | 3 | 2 | 2 | 1 | 2 |
58 |
Yes
|
Travel_Rarely
| 611 |
Support
| 33 | 3 |
Medical
| 1 | 3,805 | 1 |
Female
| 125 | 1 | 3 |
Laboratory Technician
| 1 |
Divorced
| 38,892 | 350,028 | 7 |
Y
|
Yes
| 25 | 1 | 3 | 80 | 2 | 16 | 6 | 3 | 6 | 5 | 3 | 6 |
59 |
No
|
Travel_Frequently
| 687 |
Hardware
| 1 | 4 |
Human Resources
| 1 | 3,806 | 4 |
Male
| 184 | 3 | 5 |
Laboratory Technician
| 2 |
Single
| 14,179 | 70,895 | 7 |
Y
|
No
| 37 | 3 | 3 | 80 | 3 | 31 | 4 | 1 | 9 | 2 | 4 | 7 |
29 |
No
|
Non-Travel
| 1,247 |
Hardware
| 12 | 2 |
Marketing
| 1 | 3,807 | 2 |
Female
| 195 | 3 | 1 |
Manager
| 3 |
Divorced
| 42,568 | 212,840 | 7 |
Y
|
No
| 29 | 4 | 4 | 80 | 1 | 7 | 6 | 4 | 5 | 5 | 3 | 4 |
22 |
Yes
|
Travel_Rarely
| 563 |
Support
| 39 | 4 |
Life Sciences
| 1 | 3,808 | 1 |
Male
| 148 | 2 | 5 |
Manager
| 3 |
Single
| 18,081 | 198,891 | 3 |
Y
|
No
| 44 | 4 | 1 | 80 | 1 | 33 | 3 | 4 | 27 | 7 | 9 | 13 |
47 |
No
|
Travel_Rarely
| 973 |
Software
| 3 | 2 |
Technical Degree
| 1 | 3,809 | 4 |
Female
| 163 | 4 | 1 |
Sales Executive
| 3 |
Married
| 7,863 | 180,849 | 4 |
Y
|
Yes
| 18 | 4 | 1 | 80 | 1 | 16 | 1 | 3 | 10 | 7 | 3 | 2 |
26 |
Yes
|
Travel_Frequently
| 452 |
Hardware
| 9 | 3 |
Other
| 1 | 3,810 | 3 |
Male
| 115 | 1 | 3 |
Research Scientist
| 2 |
Single
| 3,664 | 106,256 | 7 |
Y
|
No
| 10 | 1 | 2 | 80 | 2 | 12 | 2 | 4 | 3 | 1 | 2 | 1 |
47 |
Yes
|
Travel_Frequently
| 1,192 |
Support
| 5 | 3 |
Medical
| 1 | 3,811 | 4 |
Female
| 58 | 1 | 2 |
Healthcare Representative
| 2 |
Married
| 28,611 | 457,776 | 0 |
Y
|
Yes
| 9 | 4 | 3 | 80 | 3 | 31 | 2 | 1 | 6 | 4 | 5 | 6 |
49 |
Yes
|
Non-Travel
| 812 |
Research & Development
| 42 | 1 |
Marketing
| 1 | 3,812 | 1 |
Male
| 82 | 2 | 3 |
Manager
| 3 |
Divorced
| 6,137 | 153,425 | 4 |
Y
|
No
| 0 | 1 | 4 | 80 | 1 | 34 | 3 | 2 | 15 | 2 | 14 | 9 |
31 |
Yes
|
Non-Travel
| 1,036 |
Sales
| 46 | 4 |
Marketing
| 1 | 3,813 | 2 |
Male
| 65 | 1 | 1 |
Laboratory Technician
| 4 |
Single
| 25,775 | 695,925 | 1 |
Y
|
No
| 30 | 3 | 2 | 80 | 2 | 5 | 2 | 3 | 3 | 1 | 1 | 2 |
40 |
Yes
|
Travel_Frequently
| 1,216 |
Human Resources
| 15 | 3 |
Life Sciences
| 1 | 3,814 | 3 |
Female
| 85 | 2 | 2 |
Developer
| 1 |
Divorced
| 20,806 | 20,806 | 8 |
Y
|
No
| 6 | 4 | 1 | 80 | 2 | 26 | 5 | 1 | 14 | 2 | 14 | 11 |
41 |
No
|
Travel_Frequently
| 787 |
Support
| 27 | 4 |
Marketing
| 1 | 3,815 | 3 |
Male
| 177 | 2 | 5 |
Human Resources
| 1 |
Single
| 43,904 | 1,273,216 | 3 |
Y
|
No
| 31 | 4 | 1 | 80 | 2 | 37 | 3 | 4 | 37 | 34 | 33 | 36 |
22 |
No
|
Travel_Frequently
| 1,349 |
Support
| 23 | 3 |
Technical Degree
| 1 | 3,816 | 2 |
Male
| 75 | 2 | 2 |
Research Director
| 3 |
Single
| 42,800 | 1,198,400 | 8 |
Y
|
No
| 19 | 1 | 1 | 80 | 3 | 29 | 5 | 4 | 22 | 2 | 8 | 5 |
20 |
Yes
|
Travel_Frequently
| 995 |
Software
| 43 | 4 |
Human Resources
| 1 | 3,817 | 4 |
Male
| 62 | 1 | 1 |
Manufacturing Director
| 1 |
Single
| 30,602 | 122,408 | 5 |
Y
|
No
| 23 | 1 | 2 | 80 | 4 | 37 | 2 | 2 | 9 | 9 | 8 | 7 |
34 |
Yes
|
Travel_Rarely
| 860 |
Software
| 31 | 4 |
Marketing
| 1 | 3,818 | 2 |
Male
| 38 | 2 | 3 |
Developer
| 1 |
Single
| 37,451 | 599,216 | 6 |
Y
|
Yes
| 30 | 4 | 3 | 80 | 2 | 4 | 2 | 3 | 2 | 2 | 1 | 2 |
27 |
Yes
|
Non-Travel
| 1,267 |
Software
| 43 | 3 |
Marketing
| 1 | 3,819 | 2 |
Male
| 145 | 4 | 3 |
Research Director
| 1 |
Married
| 47,440 | 189,760 | 4 |
Y
|
Yes
| 11 | 2 | 4 | 80 | 3 | 11 | 4 | 1 | 2 | 1 | 1 | 1 |
60 |
No
|
Travel_Frequently
| 496 |
Sales
| 38 | 1 |
Marketing
| 1 | 3,820 | 4 |
Male
| 195 | 1 | 1 |
Sales Executive
| 3 |
Single
| 8,536 | 204,864 | 6 |
Y
|
No
| 6 | 3 | 3 | 80 | 2 | 27 | 3 | 4 | 3 | 2 | 3 | 3 |
19 |
Yes
|
Travel_Frequently
| 274 |
Human Resources
| 29 | 1 |
Medical
| 1 | 3,821 | 2 |
Female
| 116 | 2 | 2 |
Sales Representative
| 4 |
Married
| 23,255 | 69,765 | 7 |
Y
|
Yes
| 9 | 2 | 1 | 80 | 3 | 39 | 1 | 4 | 20 | 20 | 13 | 3 |
20 |
Yes
|
Non-Travel
| 265 |
Software
| 35 | 1 |
Medical
| 1 | 3,822 | 4 |
Female
| 145 | 1 | 5 |
Manager
| 2 |
Married
| 44,051 | 616,714 | 6 |
Y
|
Yes
| 48 | 3 | 2 | 80 | 2 | 7 | 6 | 1 | 2 | 1 | 1 | 2 |
49 |
No
|
Non-Travel
| 240 |
Hardware
| 3 | 2 |
Marketing
| 1 | 3,823 | 2 |
Female
| 45 | 4 | 1 |
Human Resources
| 1 |
Single
| 23,262 | 139,572 | 2 |
Y
|
Yes
| 44 | 3 | 4 | 80 | 2 | 13 | 3 | 4 | 2 | 2 | 1 | 1 |
60 |
Yes
|
Travel_Frequently
| 529 |
Hardware
| 11 | 3 |
Human Resources
| 1 | 3,824 | 3 |
Female
| 141 | 4 | 3 |
Sales Executive
| 1 |
Married
| 31,713 | 602,547 | 2 |
Y
|
No
| 47 | 2 | 3 | 80 | 1 | 15 | 3 | 3 | 1 | 1 | 1 | 1 |
36 |
Yes
|
Travel_Frequently
| 1,358 |
Human Resources
| 20 | 5 |
Medical
| 1 | 3,825 | 4 |
Male
| 76 | 4 | 1 |
Developer
| 3 |
Divorced
| 19,931 | 318,896 | 5 |
Y
|
Yes
| 38 | 1 | 2 | 80 | 3 | 40 | 2 | 2 | 24 | 2 | 15 | 23 |
43 |
No
|
Non-Travel
| 1,102 |
Research & Development
| 7 | 5 |
Life Sciences
| 1 | 3,826 | 3 |
Male
| 178 | 2 | 2 |
Human Resources
| 2 |
Married
| 48,879 | 1,173,096 | 6 |
Y
|
No
| 17 | 2 | 1 | 80 | 3 | 40 | 4 | 3 | 15 | 15 | 4 | 7 |
37 |
No
|
Non-Travel
| 1,298 |
Software
| 30 | 2 |
Other
| 1 | 3,827 | 3 |
Female
| 195 | 3 | 4 |
Research Scientist
| 4 |
Married
| 14,054 | 323,242 | 2 |
Y
|
No
| 24 | 2 | 2 | 80 | 1 | 30 | 3 | 3 | 15 | 13 | 8 | 10 |
48 |
Yes
|
Travel_Rarely
| 735 |
Hardware
| 7 | 5 |
Technical Degree
| 1 | 3,828 | 4 |
Male
| 181 | 1 | 5 |
Developer
| 2 |
Single
| 44,064 | 616,896 | 6 |
Y
|
Yes
| 49 | 3 | 1 | 80 | 3 | 25 | 2 | 2 | 20 | 10 | 12 | 3 |
45 |
Yes
|
Travel_Rarely
| 1,365 |
Research & Development
| 9 | 4 |
Life Sciences
| 1 | 3,829 | 2 |
Female
| 52 | 4 | 1 |
Developer
| 4 |
Divorced
| 16,951 | 169,510 | 1 |
Y
|
No
| 48 | 3 | 2 | 80 | 1 | 39 | 4 | 1 | 30 | 1 | 18 | 25 |
21 |
Yes
|
Travel_Rarely
| 1,168 |
Sales
| 34 | 1 |
Human Resources
| 1 | 3,830 | 2 |
Male
| 130 | 1 | 1 |
Healthcare Representative
| 2 |
Single
| 39,749 | 755,231 | 8 |
Y
|
Yes
| 37 | 1 | 3 | 80 | 1 | 2 | 4 | 3 | 2 | 1 | 2 | 2 |
20 |
Yes
|
Non-Travel
| 158 |
Sales
| 17 | 1 |
Medical
| 1 | 3,831 | 3 |
Female
| 94 | 2 | 3 |
Manufacturing Director
| 2 |
Married
| 17,239 | 86,195 | 7 |
Y
|
Yes
| 31 | 4 | 4 | 80 | 4 | 26 | 1 | 1 | 11 | 6 | 7 | 7 |
25 |
No
|
Travel_Frequently
| 633 |
Sales
| 16 | 2 |
Human Resources
| 1 | 3,832 | 4 |
Male
| 79 | 2 | 3 |
Developer
| 4 |
Married
| 48,663 | 145,989 | 0 |
Y
|
No
| 49 | 3 | 1 | 80 | 3 | 7 | 3 | 1 | 3 | 3 | 2 | 1 |
58 |
No
|
Non-Travel
| 781 |
Research & Development
| 21 | 3 |
Other
| 1 | 3,833 | 2 |
Male
| 141 | 4 | 1 |
Manufacturing Director
| 4 |
Single
| 18,111 | 507,108 | 0 |
Y
|
Yes
| 35 | 4 | 4 | 80 | 2 | 6 | 1 | 2 | 3 | 3 | 2 | 2 |
24 |
Yes
|
Travel_Rarely
| 1,284 |
Hardware
| 23 | 3 |
Life Sciences
| 1 | 3,834 | 4 |
Male
| 189 | 2 | 4 |
Research Director
| 4 |
Married
| 8,235 | 247,050 | 2 |
Y
|
No
| 14 | 1 | 1 | 80 | 2 | 9 | 3 | 3 | 1 | 1 | 1 | 1 |
46 |
Yes
|
Travel_Frequently
| 578 |
Software
| 41 | 4 |
Marketing
| 1 | 3,835 | 4 |
Female
| 139 | 1 | 2 |
Manager
| 1 |
Divorced
| 43,566 | 1,306,980 | 8 |
Y
|
No
| 22 | 4 | 1 | 80 | 1 | 11 | 6 | 1 | 8 | 2 | 4 | 1 |
32 |
Yes
|
Non-Travel
| 741 |
Research & Development
| 48 | 1 |
Human Resources
| 1 | 3,836 | 4 |
Male
| 123 | 1 | 4 |
Sales Representative
| 3 |
Single
| 50,390 | 201,560 | 2 |
Y
|
No
| 30 | 1 | 4 | 80 | 3 | 35 | 5 | 1 | 22 | 19 | 5 | 12 |
27 |
No
|
Travel_Rarely
| 1,333 |
Research & Development
| 30 | 2 |
Medical
| 1 | 3,837 | 1 |
Female
| 33 | 2 | 5 |
Sales Executive
| 3 |
Single
| 24,516 | 710,964 | 3 |
Y
|
No
| 25 | 1 | 3 | 80 | 3 | 14 | 5 | 4 | 8 | 2 | 2 | 5 |
44 |
Yes
|
Travel_Frequently
| 1,329 |
Human Resources
| 28 | 1 |
Other
| 1 | 3,838 | 4 |
Female
| 75 | 4 | 2 |
Sales Representative
| 1 |
Single
| 36,390 | 363,900 | 8 |
Y
|
No
| 31 | 4 | 1 | 80 | 4 | 36 | 3 | 1 | 35 | 25 | 6 | 29 |
31 |
Yes
|
Travel_Rarely
| 1,201 |
Human Resources
| 32 | 3 |
Marketing
| 1 | 3,839 | 3 |
Female
| 132 | 4 | 3 |
Manufacturing Director
| 3 |
Divorced
| 38,212 | 802,452 | 4 |
Y
|
Yes
| 45 | 3 | 2 | 80 | 2 | 2 | 6 | 3 | 2 | 2 | 2 | 1 |
58 |
Yes
|
Non-Travel
| 887 |
Human Resources
| 40 | 2 |
Technical Degree
| 1 | 3,840 | 4 |
Female
| 130 | 4 | 1 |
Manufacturing Director
| 2 |
Single
| 48,899 | 733,485 | 8 |
Y
|
No
| 1 | 2 | 2 | 80 | 1 | 38 | 1 | 3 | 2 | 2 | 1 | 1 |
22 |
No
|
Non-Travel
| 1,419 |
Sales
| 39 | 2 |
Human Resources
| 1 | 3,841 | 2 |
Female
| 193 | 3 | 4 |
Human Resources
| 3 |
Married
| 36,933 | 110,799 | 1 |
Y
|
No
| 20 | 3 | 3 | 80 | 1 | 26 | 3 | 4 | 20 | 16 | 2 | 15 |
42 |
Yes
|
Non-Travel
| 834 |
Human Resources
| 43 | 1 |
Other
| 1 | 3,842 | 4 |
Male
| 125 | 2 | 1 |
Developer
| 3 |
Single
| 45,964 | 1,103,136 | 0 |
Y
|
No
| 38 | 4 | 3 | 80 | 3 | 26 | 3 | 2 | 12 | 6 | 7 | 1 |
39 |
Yes
|
Travel_Frequently
| 961 |
Research & Development
| 19 | 3 |
Technical Degree
| 1 | 3,843 | 2 |
Female
| 64 | 3 | 4 |
Human Resources
| 3 |
Married
| 14,369 | 287,380 | 6 |
Y
|
No
| 5 | 2 | 2 | 80 | 3 | 25 | 3 | 3 | 24 | 22 | 7 | 15 |
52 |
Yes
|
Non-Travel
| 276 |
Support
| 32 | 4 |
Life Sciences
| 1 | 3,844 | 4 |
Male
| 53 | 1 | 4 |
Sales Representative
| 4 |
Married
| 44,091 | 264,546 | 3 |
Y
|
No
| 41 | 3 | 2 | 80 | 4 | 27 | 5 | 4 | 1 | 1 | 1 | 1 |
22 |
No
|
Travel_Rarely
| 285 |
Support
| 26 | 2 |
Marketing
| 1 | 3,845 | 2 |
Female
| 181 | 3 | 1 |
Manufacturing Director
| 4 |
Married
| 20,631 | 41,262 | 0 |
Y
|
No
| 41 | 1 | 3 | 80 | 4 | 39 | 4 | 2 | 16 | 5 | 3 | 11 |
42 |
Yes
|
Travel_Rarely
| 1,324 |
Support
| 1 | 2 |
Technical Degree
| 1 | 3,846 | 4 |
Female
| 200 | 2 | 3 |
Human Resources
| 2 |
Single
| 10,122 | 141,708 | 2 |
Y
|
No
| 48 | 4 | 2 | 80 | 1 | 32 | 5 | 3 | 21 | 18 | 17 | 10 |
29 |
Yes
|
Travel_Rarely
| 639 |
Software
| 21 | 5 |
Human Resources
| 1 | 3,847 | 4 |
Female
| 74 | 3 | 5 |
Manager
| 3 |
Divorced
| 49,341 | 641,433 | 4 |
Y
|
No
| 2 | 4 | 2 | 80 | 3 | 14 | 3 | 1 | 9 | 9 | 9 | 1 |
56 |
No
|
Travel_Rarely
| 711 |
Hardware
| 46 | 2 |
Life Sciences
| 1 | 3,848 | 1 |
Male
| 96 | 2 | 4 |
Research Director
| 1 |
Divorced
| 4,077 | 8,154 | 1 |
Y
|
Yes
| 5 | 3 | 4 | 80 | 3 | 10 | 1 | 3 | 1 | 1 | 1 | 1 |
31 |
No
|
Travel_Rarely
| 1,159 |
Support
| 45 | 3 |
Life Sciences
| 1 | 3,849 | 3 |
Female
| 90 | 2 | 1 |
Human Resources
| 4 |
Single
| 32,722 | 163,610 | 0 |
Y
|
Yes
| 4 | 1 | 3 | 80 | 3 | 11 | 2 | 1 | 8 | 7 | 4 | 2 |
21 |
No
|
Travel_Frequently
| 602 |
Human Resources
| 40 | 5 |
Technical Degree
| 1 | 3,850 | 2 |
Male
| 179 | 1 | 2 |
Research Scientist
| 2 |
Married
| 27,666 | 691,650 | 6 |
Y
|
No
| 1 | 2 | 3 | 80 | 2 | 17 | 4 | 2 | 17 | 5 | 6 | 8 |
30 |
Yes
|
Travel_Frequently
| 560 |
Support
| 10 | 4 |
Marketing
| 1 | 3,851 | 4 |
Male
| 122 | 4 | 1 |
Sales Representative
| 2 |
Single
| 43,137 | 301,959 | 5 |
Y
|
No
| 25 | 2 | 2 | 80 | 2 | 36 | 6 | 1 | 19 | 12 | 3 | 13 |
26 |
Yes
|
Non-Travel
| 350 |
Support
| 34 | 5 |
Technical Degree
| 1 | 3,852 | 2 |
Female
| 37 | 2 | 4 |
Research Director
| 3 |
Divorced
| 45,652 | 45,652 | 5 |
Y
|
Yes
| 42 | 1 | 1 | 80 | 4 | 35 | 3 | 4 | 32 | 25 | 1 | 10 |
24 |
No
|
Travel_Rarely
| 718 |
Sales
| 49 | 1 |
Human Resources
| 1 | 3,853 | 3 |
Female
| 149 | 3 | 4 |
Sales Executive
| 1 |
Married
| 12,010 | 252,210 | 1 |
Y
|
Yes
| 39 | 4 | 2 | 80 | 3 | 32 | 3 | 1 | 20 | 20 | 12 | 13 |
31 |
No
|
Travel_Frequently
| 1,401 |
Hardware
| 33 | 2 |
Human Resources
| 1 | 3,854 | 4 |
Male
| 140 | 4 | 5 |
Healthcare Representative
| 4 |
Married
| 9,750 | 185,250 | 7 |
Y
|
No
| 40 | 4 | 3 | 80 | 4 | 29 | 6 | 2 | 23 | 17 | 17 | 2 |
29 |
No
|
Non-Travel
| 1,453 |
Human Resources
| 40 | 2 |
Technical Degree
| 1 | 3,855 | 3 |
Male
| 32 | 3 | 3 |
Sales Executive
| 1 |
Divorced
| 39,566 | 712,188 | 8 |
Y
|
No
| 8 | 3 | 2 | 80 | 3 | 11 | 4 | 2 | 3 | 1 | 1 | 3 |
36 |
Yes
|
Non-Travel
| 426 |
Sales
| 37 | 3 |
Medical
| 1 | 3,856 | 1 |
Male
| 116 | 2 | 4 |
Research Director
| 4 |
Married
| 27,259 | 436,144 | 7 |
Y
|
No
| 22 | 2 | 2 | 80 | 2 | 3 | 1 | 4 | 1 | 1 | 1 | 1 |
34 |
No
|
Travel_Rarely
| 1,326 |
Hardware
| 15 | 1 |
Marketing
| 1 | 3,857 | 2 |
Female
| 30 | 1 | 1 |
Laboratory Technician
| 3 |
Divorced
| 31,332 | 62,664 | 3 |
Y
|
No
| 33 | 2 | 4 | 80 | 2 | 26 | 3 | 1 | 20 | 10 | 9 | 4 |
21 |
Yes
|
Travel_Frequently
| 760 |
Software
| 21 | 5 |
Technical Degree
| 1 | 3,858 | 1 |
Female
| 88 | 4 | 5 |
Manufacturing Director
| 3 |
Married
| 29,099 | 872,970 | 0 |
Y
|
Yes
| 41 | 4 | 4 | 80 | 2 | 14 | 2 | 3 | 2 | 2 | 2 | 1 |
47 |
No
|
Non-Travel
| 1,447 |
Support
| 29 | 5 |
Life Sciences
| 1 | 3,859 | 3 |
Female
| 105 | 4 | 2 |
Research Scientist
| 1 |
Single
| 9,828 | 127,764 | 8 |
Y
|
Yes
| 6 | 3 | 4 | 80 | 1 | 36 | 5 | 4 | 18 | 14 | 18 | 12 |
25 |
No
|
Non-Travel
| 1,116 |
Human Resources
| 5 | 2 |
Technical Degree
| 1 | 3,860 | 1 |
Male
| 93 | 2 | 3 |
Research Scientist
| 3 |
Single
| 4,461 | 17,844 | 8 |
Y
|
Yes
| 33 | 2 | 3 | 80 | 4 | 15 | 3 | 1 | 6 | 2 | 2 | 2 |
37 |
No
|
Non-Travel
| 1,206 |
Hardware
| 41 | 4 |
Human Resources
| 1 | 3,861 | 4 |
Male
| 65 | 1 | 5 |
Research Director
| 4 |
Married
| 12,399 | 223,182 | 3 |
Y
|
No
| 32 | 4 | 2 | 80 | 2 | 20 | 6 | 1 | 17 | 15 | 17 | 2 |
25 |
Yes
|
Non-Travel
| 779 |
Software
| 23 | 5 |
Medical
| 1 | 3,862 | 3 |
Male
| 54 | 1 | 4 |
Manufacturing Director
| 3 |
Single
| 31,732 | 507,712 | 8 |
Y
|
Yes
| 20 | 1 | 3 | 80 | 3 | 8 | 2 | 1 | 6 | 6 | 2 | 5 |
45 |
No
|
Travel_Frequently
| 430 |
Software
| 8 | 5 |
Marketing
| 1 | 3,863 | 4 |
Male
| 55 | 3 | 1 |
Healthcare Representative
| 1 |
Divorced
| 48,609 | 340,263 | 7 |
Y
|
No
| 27 | 2 | 4 | 80 | 4 | 4 | 1 | 1 | 3 | 3 | 1 | 1 |
29 |
Yes
|
Non-Travel
| 549 |
Hardware
| 30 | 4 |
Marketing
| 1 | 3,864 | 2 |
Female
| 61 | 4 | 2 |
Research Scientist
| 1 |
Married
| 47,911 | 814,487 | 2 |
Y
|
Yes
| 36 | 4 | 1 | 80 | 1 | 5 | 2 | 1 | 1 | 1 | 1 | 1 |
18 |
No
|
Travel_Rarely
| 374 |
Human Resources
| 2 | 2 |
Human Resources
| 1 | 3,865 | 2 |
Male
| 130 | 1 | 3 |
Sales Executive
| 2 |
Single
| 3,147 | 9,441 | 6 |
Y
|
No
| 7 | 3 | 4 | 80 | 2 | 31 | 3 | 4 | 29 | 9 | 18 | 8 |
49 |
Yes
|
Travel_Frequently
| 100 |
Human Resources
| 47 | 5 |
Other
| 1 | 3,866 | 1 |
Male
| 74 | 1 | 1 |
Research Scientist
| 3 |
Single
| 11,176 | 44,704 | 8 |
Y
|
Yes
| 41 | 4 | 3 | 80 | 1 | 17 | 5 | 2 | 11 | 9 | 8 | 2 |
21 |
Yes
|
Travel_Frequently
| 551 |
Sales
| 39 | 3 |
Medical
| 1 | 3,867 | 1 |
Male
| 43 | 3 | 1 |
Laboratory Technician
| 3 |
Divorced
| 32,678 | 620,882 | 1 |
Y
|
Yes
| 27 | 2 | 2 | 80 | 4 | 30 | 6 | 3 | 30 | 11 | 12 | 10 |
36 |
No
|
Travel_Frequently
| 1,177 |
Support
| 44 | 1 |
Other
| 1 | 3,868 | 4 |
Female
| 99 | 3 | 3 |
Research Scientist
| 3 |
Married
| 23,815 | 571,560 | 8 |
Y
|
Yes
| 31 | 2 | 3 | 80 | 2 | 26 | 5 | 2 | 1 | 1 | 1 | 1 |
48 |
Yes
|
Travel_Frequently
| 1,312 |
Hardware
| 13 | 1 |
Marketing
| 1 | 3,869 | 1 |
Female
| 99 | 2 | 1 |
Sales Representative
| 4 |
Single
| 17,574 | 228,462 | 7 |
Y
|
No
| 28 | 1 | 3 | 80 | 2 | 33 | 3 | 1 | 17 | 2 | 4 | 2 |
60 |
Yes
|
Non-Travel
| 1,153 |
Sales
| 16 | 5 |
Other
| 1 | 3,870 | 1 |
Female
| 33 | 4 | 3 |
Research Scientist
| 3 |
Divorced
| 45,186 | 722,976 | 1 |
Y
|
No
| 39 | 4 | 2 | 80 | 3 | 26 | 4 | 2 | 13 | 6 | 13 | 6 |
26 |
Yes
|
Travel_Rarely
| 1,471 |
Software
| 29 | 3 |
Technical Degree
| 1 | 3,871 | 1 |
Female
| 45 | 1 | 2 |
Sales Representative
| 4 |
Married
| 41,973 | 1,217,217 | 1 |
Y
|
No
| 18 | 2 | 3 | 80 | 2 | 6 | 4 | 3 | 2 | 1 | 2 | 1 |
19 |
No
|
Travel_Frequently
| 1,091 |
Human Resources
| 27 | 5 |
Other
| 1 | 3,872 | 3 |
Female
| 140 | 2 | 2 |
Manager
| 4 |
Single
| 36,907 | 516,698 | 3 |
Y
|
Yes
| 40 | 1 | 4 | 80 | 2 | 21 | 6 | 2 | 2 | 1 | 1 | 1 |
28 |
No
|
Travel_Frequently
| 197 |
Human Resources
| 14 | 2 |
Marketing
| 1 | 3,873 | 2 |
Male
| 170 | 3 | 1 |
Developer
| 4 |
Single
| 38,086 | 418,946 | 3 |
Y
|
Yes
| 9 | 2 | 2 | 80 | 1 | 23 | 6 | 2 | 5 | 4 | 1 | 4 |
31 |
Yes
|
Non-Travel
| 940 |
Sales
| 12 | 5 |
Life Sciences
| 1 | 3,874 | 1 |
Female
| 72 | 4 | 1 |
Manufacturing Director
| 1 |
Divorced
| 44,965 | 674,475 | 0 |
Y
|
Yes
| 8 | 2 | 4 | 80 | 2 | 16 | 3 | 1 | 9 | 9 | 5 | 7 |
22 |
No
|
Non-Travel
| 165 |
Sales
| 27 | 1 |
Medical
| 1 | 3,875 | 2 |
Male
| 117 | 3 | 1 |
Sales Representative
| 1 |
Single
| 43,205 | 604,870 | 6 |
Y
|
No
| 41 | 3 | 4 | 80 | 2 | 11 | 3 | 3 | 10 | 4 | 1 | 3 |
31 |
Yes
|
Travel_Rarely
| 1,082 |
Support
| 28 | 2 |
Life Sciences
| 1 | 3,876 | 2 |
Female
| 55 | 2 | 1 |
Manufacturing Director
| 3 |
Single
| 35,916 | 646,488 | 4 |
Y
|
No
| 45 | 3 | 3 | 80 | 1 | 11 | 1 | 3 | 8 | 4 | 3 | 2 |
49 |
Yes
|
Travel_Frequently
| 883 |
Sales
| 13 | 3 |
Marketing
| 1 | 3,877 | 4 |
Female
| 42 | 3 | 2 |
Healthcare Representative
| 2 |
Divorced
| 30,343 | 546,174 | 0 |
Y
|
No
| 6 | 3 | 2 | 80 | 1 | 8 | 6 | 1 | 3 | 1 | 3 | 3 |
37 |
Yes
|
Travel_Rarely
| 384 |
Software
| 25 | 5 |
Human Resources
| 1 | 3,878 | 2 |
Female
| 178 | 4 | 1 |
Laboratory Technician
| 3 |
Married
| 16,883 | 50,649 | 2 |
Y
|
Yes
| 3 | 1 | 3 | 80 | 3 | 37 | 1 | 3 | 19 | 1 | 18 | 19 |
52 |
No
|
Non-Travel
| 883 |
Support
| 15 | 2 |
Technical Degree
| 1 | 3,879 | 1 |
Female
| 187 | 1 | 5 |
Sales Executive
| 4 |
Divorced
| 35,942 | 323,478 | 6 |
Y
|
No
| 48 | 3 | 1 | 80 | 2 | 8 | 3 | 3 | 5 | 4 | 5 | 1 |
44 |
Yes
|
Travel_Frequently
| 862 |
Software
| 47 | 4 |
Technical Degree
| 1 | 3,880 | 3 |
Female
| 123 | 4 | 5 |
Sales Representative
| 1 |
Married
| 31,529 | 472,935 | 6 |
Y
|
Yes
| 2 | 3 | 4 | 80 | 4 | 7 | 4 | 2 | 2 | 1 | 1 | 1 |
22 |
No
|
Travel_Rarely
| 1,221 |
Software
| 39 | 1 |
Other
| 1 | 3,881 | 3 |
Female
| 185 | 4 | 2 |
Manufacturing Director
| 4 |
Divorced
| 20,597 | 164,776 | 4 |
Y
|
No
| 31 | 3 | 3 | 80 | 1 | 13 | 3 | 3 | 2 | 2 | 2 | 2 |
56 |
No
|
Travel_Frequently
| 1,415 |
Sales
| 18 | 1 |
Human Resources
| 1 | 3,882 | 4 |
Female
| 159 | 4 | 5 |
Laboratory Technician
| 4 |
Single
| 36,693 | 256,851 | 6 |
Y
|
Yes
| 46 | 4 | 2 | 80 | 2 | 6 | 1 | 1 | 2 | 2 | 2 | 2 |
27 |
No
|
Travel_Frequently
| 240 |
Hardware
| 27 | 1 |
Life Sciences
| 1 | 3,883 | 1 |
Female
| 64 | 4 | 2 |
Sales Representative
| 3 |
Married
| 11,210 | 78,470 | 2 |
Y
|
No
| 1 | 4 | 3 | 80 | 1 | 26 | 2 | 3 | 5 | 1 | 1 | 3 |
24 |
No
|
Travel_Rarely
| 1,227 |
Software
| 35 | 5 |
Life Sciences
| 1 | 3,884 | 4 |
Male
| 168 | 4 | 5 |
Human Resources
| 4 |
Single
| 26,871 | 725,517 | 8 |
Y
|
No
| 0 | 4 | 1 | 80 | 1 | 16 | 5 | 1 | 13 | 7 | 7 | 7 |
18 |
No
|
Travel_Rarely
| 747 |
Support
| 10 | 5 |
Medical
| 1 | 3,885 | 1 |
Female
| 71 | 1 | 3 |
Human Resources
| 2 |
Divorced
| 35,543 | 497,602 | 3 |
Y
|
Yes
| 35 | 2 | 2 | 80 | 1 | 8 | 3 | 4 | 7 | 5 | 2 | 6 |
50 |
No
|
Non-Travel
| 208 |
Hardware
| 7 | 1 |
Marketing
| 1 | 3,886 | 4 |
Male
| 177 | 2 | 4 |
Manufacturing Director
| 2 |
Single
| 36,252 | 435,024 | 4 |
Y
|
No
| 6 | 4 | 4 | 80 | 3 | 36 | 4 | 2 | 29 | 26 | 18 | 11 |
53 |
No
|
Travel_Rarely
| 683 |
Hardware
| 15 | 1 |
Medical
| 1 | 3,887 | 4 |
Female
| 174 | 4 | 4 |
Manager
| 3 |
Single
| 22,582 | 158,074 | 0 |
Y
|
No
| 25 | 3 | 4 | 80 | 4 | 3 | 1 | 2 | 1 | 1 | 1 | 1 |
48 |
No
|
Travel_Frequently
| 970 |
Human Resources
| 46 | 1 |
Life Sciences
| 1 | 3,888 | 3 |
Male
| 116 | 2 | 4 |
Manufacturing Director
| 3 |
Single
| 10,463 | 125,556 | 4 |
Y
|
No
| 47 | 2 | 3 | 80 | 2 | 14 | 2 | 1 | 12 | 4 | 1 | 9 |
56 |
No
|
Travel_Rarely
| 304 |
Support
| 17 | 1 |
Medical
| 1 | 3,889 | 3 |
Female
| 44 | 3 | 4 |
Research Director
| 3 |
Single
| 4,659 | 18,636 | 7 |
Y
|
No
| 44 | 4 | 4 | 80 | 1 | 10 | 1 | 1 | 3 | 3 | 2 | 2 |
47 |
Yes
|
Non-Travel
| 383 |
Hardware
| 48 | 2 |
Other
| 1 | 3,890 | 4 |
Female
| 125 | 2 | 5 |
Healthcare Representative
| 2 |
Married
| 2,741 | 68,525 | 6 |
Y
|
Yes
| 32 | 4 | 1 | 80 | 4 | 13 | 2 | 4 | 13 | 12 | 10 | 7 |
23 |
No
|
Non-Travel
| 483 |
Software
| 45 | 4 |
Marketing
| 1 | 3,891 | 3 |
Female
| 114 | 4 | 4 |
Manufacturing Director
| 4 |
Divorced
| 19,774 | 296,610 | 7 |
Y
|
No
| 36 | 3 | 2 | 80 | 4 | 30 | 3 | 4 | 18 | 3 | 13 | 13 |
57 |
No
|
Non-Travel
| 1,153 |
Research & Development
| 16 | 1 |
Technical Degree
| 1 | 3,892 | 2 |
Male
| 78 | 4 | 1 |
Manager
| 1 |
Married
| 11,697 | 81,879 | 0 |
Y
|
Yes
| 11 | 3 | 2 | 80 | 2 | 10 | 3 | 4 | 8 | 4 | 8 | 6 |
25 |
Yes
|
Travel_Rarely
| 622 |
Support
| 12 | 4 |
Other
| 1 | 3,893 | 2 |
Male
| 152 | 2 | 1 |
Manager
| 4 |
Single
| 25,047 | 50,094 | 2 |
Y
|
Yes
| 9 | 3 | 2 | 80 | 1 | 39 | 5 | 2 | 28 | 2 | 25 | 15 |
22 |
No
|
Travel_Rarely
| 1,335 |
Hardware
| 41 | 2 |
Marketing
| 1 | 3,894 | 2 |
Male
| 74 | 3 | 3 |
Sales Executive
| 3 |
Single
| 40,379 | 847,959 | 4 |
Y
|
No
| 3 | 2 | 4 | 80 | 1 | 33 | 5 | 3 | 21 | 16 | 14 | 5 |
47 |
No
|
Travel_Rarely
| 898 |
Sales
| 38 | 5 |
Human Resources
| 1 | 3,895 | 2 |
Male
| 153 | 3 | 3 |
Sales Representative
| 4 |
Married
| 44,738 | 894,760 | 8 |
Y
|
No
| 20 | 2 | 2 | 80 | 4 | 6 | 4 | 3 | 6 | 1 | 5 | 1 |
36 |
Yes
|
Travel_Rarely
| 1,318 |
Hardware
| 42 | 3 |
Marketing
| 1 | 3,896 | 1 |
Male
| 131 | 1 | 5 |
Research Scientist
| 1 |
Divorced
| 18,801 | 564,030 | 8 |
Y
|
Yes
| 26 | 4 | 1 | 80 | 4 | 3 | 2 | 2 | 1 | 1 | 1 | 1 |
56 |
No
|
Travel_Rarely
| 1,244 |
Sales
| 18 | 2 |
Other
| 1 | 3,897 | 1 |
Female
| 46 | 4 | 4 |
Laboratory Technician
| 1 |
Single
| 38,782 | 542,948 | 0 |
Y
|
No
| 27 | 3 | 1 | 80 | 4 | 36 | 4 | 1 | 29 | 3 | 3 | 11 |
45 |
No
|
Travel_Frequently
| 928 |
Research & Development
| 42 | 2 |
Technical Degree
| 1 | 3,898 | 4 |
Male
| 74 | 1 | 1 |
Research Scientist
| 4 |
Single
| 44,647 | 937,587 | 4 |
Y
|
No
| 41 | 3 | 2 | 80 | 2 | 31 | 1 | 4 | 20 | 17 | 1 | 2 |
29 |
Yes
|
Travel_Rarely
| 1,065 |
Hardware
| 36 | 4 |
Marketing
| 1 | 3,899 | 1 |
Male
| 49 | 3 | 5 |
Healthcare Representative
| 2 |
Single
| 40,258 | 483,096 | 1 |
Y
|
Yes
| 28 | 3 | 2 | 80 | 2 | 29 | 4 | 3 | 28 | 11 | 21 | 5 |
46 |
No
|
Travel_Frequently
| 251 |
Support
| 27 | 1 |
Human Resources
| 1 | 3,900 | 3 |
Female
| 147 | 1 | 4 |
Research Scientist
| 1 |
Married
| 9,313 | 279,390 | 2 |
Y
|
No
| 11 | 2 | 4 | 80 | 4 | 24 | 2 | 4 | 18 | 6 | 8 | 9 |
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