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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
42 |
Yes
|
Non-Travel
| 403 |
Hardware
| 28 | 4 |
Technical Degree
| 1 | 4,901 | 2 |
Male
| 89 | 4 | 3 |
Research Scientist
| 1 |
Single
| 35,064 | 1,051,920 | 7 |
Y
|
No
| 25 | 1 | 4 | 80 | 4 | 8 | 4 | 1 | 6 | 3 | 6 | 1 |
42 |
No
|
Travel_Frequently
| 1,350 |
Support
| 29 | 3 |
Marketing
| 1 | 4,902 | 4 |
Female
| 106 | 1 | 4 |
Developer
| 1 |
Divorced
| 43,564 | 1,263,356 | 3 |
Y
|
No
| 1 | 3 | 3 | 80 | 1 | 23 | 4 | 4 | 5 | 4 | 3 | 5 |
30 |
No
|
Travel_Rarely
| 448 |
Support
| 44 | 5 |
Medical
| 1 | 4,903 | 2 |
Male
| 78 | 4 | 5 |
Human Resources
| 4 |
Married
| 12,075 | 338,100 | 2 |
Y
|
No
| 2 | 3 | 4 | 80 | 2 | 30 | 5 | 3 | 26 | 25 | 23 | 17 |
24 |
Yes
|
Non-Travel
| 267 |
Hardware
| 50 | 4 |
Life Sciences
| 1 | 4,904 | 2 |
Female
| 128 | 1 | 3 |
Research Director
| 1 |
Divorced
| 50,032 | 500,320 | 3 |
Y
|
No
| 38 | 2 | 4 | 80 | 3 | 25 | 2 | 3 | 20 | 18 | 2 | 15 |
32 |
No
|
Travel_Rarely
| 1,044 |
Hardware
| 1 | 3 |
Technical Degree
| 1 | 4,905 | 2 |
Female
| 61 | 2 | 4 |
Sales Executive
| 4 |
Single
| 10,914 | 174,624 | 5 |
Y
|
Yes
| 34 | 1 | 1 | 80 | 1 | 8 | 4 | 2 | 8 | 6 | 2 | 4 |
32 |
No
|
Non-Travel
| 1,288 |
Hardware
| 21 | 4 |
Other
| 1 | 4,906 | 4 |
Male
| 165 | 3 | 4 |
Sales Representative
| 2 |
Single
| 7,759 | 93,108 | 7 |
Y
|
No
| 40 | 3 | 3 | 80 | 2 | 39 | 1 | 4 | 18 | 17 | 5 | 5 |
28 |
No
|
Travel_Frequently
| 1,278 |
Research & Development
| 29 | 3 |
Technical Degree
| 1 | 4,907 | 4 |
Male
| 93 | 1 | 4 |
Sales Representative
| 4 |
Single
| 3,797 | 98,722 | 7 |
Y
|
No
| 38 | 4 | 2 | 80 | 1 | 18 | 1 | 3 | 15 | 6 | 4 | 8 |
59 |
No
|
Travel_Rarely
| 1,016 |
Support
| 10 | 3 |
Marketing
| 1 | 4,908 | 4 |
Male
| 148 | 3 | 2 |
Research Director
| 2 |
Married
| 12,806 | 256,120 | 7 |
Y
|
No
| 48 | 4 | 2 | 80 | 2 | 9 | 2 | 4 | 6 | 3 | 5 | 5 |
37 |
No
|
Non-Travel
| 150 |
Hardware
| 37 | 1 |
Marketing
| 1 | 4,909 | 4 |
Female
| 62 | 3 | 5 |
Manufacturing Director
| 4 |
Married
| 1,300 | 9,100 | 0 |
Y
|
Yes
| 49 | 2 | 4 | 80 | 2 | 9 | 6 | 1 | 1 | 1 | 1 | 1 |
29 |
No
|
Non-Travel
| 630 |
Support
| 36 | 1 |
Technical Degree
| 1 | 4,910 | 4 |
Male
| 109 | 2 | 3 |
Manufacturing Director
| 4 |
Married
| 38,422 | 806,862 | 2 |
Y
|
No
| 19 | 3 | 3 | 80 | 2 | 4 | 3 | 4 | 4 | 1 | 1 | 1 |
51 |
Yes
|
Travel_Frequently
| 1,246 |
Human Resources
| 15 | 3 |
Technical Degree
| 1 | 4,911 | 4 |
Male
| 50 | 3 | 5 |
Human Resources
| 2 |
Divorced
| 2,718 | 48,924 | 3 |
Y
|
No
| 4 | 1 | 4 | 80 | 2 | 2 | 3 | 4 | 1 | 1 | 1 | 1 |
47 |
No
|
Non-Travel
| 859 |
Human Resources
| 4 | 4 |
Medical
| 1 | 4,912 | 2 |
Female
| 112 | 4 | 4 |
Human Resources
| 2 |
Married
| 6,798 | 115,566 | 2 |
Y
|
No
| 37 | 4 | 1 | 80 | 3 | 36 | 4 | 2 | 21 | 8 | 19 | 3 |
42 |
Yes
|
Travel_Rarely
| 316 |
Human Resources
| 40 | 4 |
Technical Degree
| 1 | 4,913 | 3 |
Female
| 137 | 1 | 3 |
Research Scientist
| 2 |
Married
| 48,198 | 289,188 | 4 |
Y
|
No
| 8 | 4 | 2 | 80 | 1 | 40 | 4 | 3 | 31 | 25 | 25 | 16 |
28 |
No
|
Travel_Rarely
| 544 |
Human Resources
| 43 | 2 |
Other
| 1 | 4,914 | 4 |
Female
| 45 | 3 | 5 |
Healthcare Representative
| 1 |
Married
| 35,233 | 352,330 | 8 |
Y
|
No
| 2 | 1 | 4 | 80 | 2 | 18 | 3 | 1 | 2 | 1 | 2 | 1 |
47 |
Yes
|
Non-Travel
| 375 |
Support
| 29 | 1 |
Life Sciences
| 1 | 4,915 | 1 |
Female
| 100 | 3 | 4 |
Sales Executive
| 1 |
Divorced
| 21,053 | 378,954 | 8 |
Y
|
Yes
| 27 | 2 | 3 | 80 | 3 | 1 | 5 | 2 | 1 | 1 | 1 | 1 |
24 |
No
|
Travel_Rarely
| 1,208 |
Software
| 28 | 4 |
Technical Degree
| 1 | 4,916 | 2 |
Male
| 172 | 3 | 3 |
Manager
| 2 |
Divorced
| 23,901 | 310,713 | 6 |
Y
|
Yes
| 37 | 4 | 2 | 80 | 4 | 6 | 5 | 2 | 6 | 2 | 3 | 6 |
35 |
Yes
|
Travel_Rarely
| 1,221 |
Sales
| 23 | 5 |
Marketing
| 1 | 4,917 | 4 |
Female
| 34 | 3 | 5 |
Laboratory Technician
| 3 |
Single
| 11,213 | 201,834 | 5 |
Y
|
Yes
| 26 | 2 | 2 | 80 | 2 | 9 | 5 | 2 | 9 | 8 | 8 | 7 |
57 |
No
|
Non-Travel
| 774 |
Support
| 4 | 1 |
Human Resources
| 1 | 4,918 | 3 |
Male
| 85 | 2 | 3 |
Manager
| 4 |
Married
| 14,912 | 298,240 | 2 |
Y
|
Yes
| 28 | 2 | 3 | 80 | 3 | 22 | 6 | 3 | 12 | 10 | 1 | 4 |
51 |
No
|
Non-Travel
| 271 |
Human Resources
| 5 | 2 |
Medical
| 1 | 4,919 | 4 |
Male
| 45 | 2 | 3 |
Manufacturing Director
| 1 |
Divorced
| 13,253 | 291,566 | 1 |
Y
|
No
| 7 | 2 | 1 | 80 | 4 | 8 | 4 | 4 | 8 | 2 | 5 | 2 |
29 |
No
|
Travel_Rarely
| 553 |
Support
| 40 | 5 |
Life Sciences
| 1 | 4,920 | 2 |
Female
| 107 | 1 | 1 |
Research Director
| 2 |
Single
| 14,843 | 74,215 | 5 |
Y
|
No
| 43 | 4 | 3 | 80 | 1 | 8 | 6 | 3 | 8 | 5 | 2 | 6 |
26 |
Yes
|
Non-Travel
| 1,357 |
Human Resources
| 23 | 5 |
Marketing
| 1 | 4,921 | 4 |
Female
| 131 | 2 | 5 |
Developer
| 1 |
Married
| 44,919 | 1,078,056 | 0 |
Y
|
No
| 12 | 1 | 2 | 80 | 3 | 28 | 5 | 2 | 2 | 2 | 1 | 1 |
28 |
No
|
Travel_Rarely
| 938 |
Human Resources
| 39 | 1 |
Human Resources
| 1 | 4,922 | 1 |
Male
| 153 | 3 | 4 |
Developer
| 1 |
Married
| 35,440 | 744,240 | 1 |
Y
|
Yes
| 33 | 3 | 2 | 80 | 3 | 4 | 3 | 2 | 4 | 4 | 4 | 1 |
20 |
No
|
Travel_Rarely
| 423 |
Support
| 48 | 3 |
Other
| 1 | 4,923 | 1 |
Female
| 196 | 4 | 3 |
Human Resources
| 4 |
Divorced
| 34,604 | 968,912 | 0 |
Y
|
Yes
| 8 | 4 | 3 | 80 | 3 | 8 | 3 | 3 | 4 | 1 | 2 | 4 |
49 |
No
|
Travel_Frequently
| 834 |
Research & Development
| 8 | 3 |
Medical
| 1 | 4,924 | 1 |
Male
| 173 | 1 | 3 |
Human Resources
| 2 |
Married
| 19,661 | 196,610 | 5 |
Y
|
Yes
| 37 | 4 | 4 | 80 | 2 | 2 | 6 | 1 | 1 | 1 | 1 | 1 |
46 |
No
|
Travel_Frequently
| 111 |
Sales
| 10 | 2 |
Life Sciences
| 1 | 4,925 | 2 |
Female
| 187 | 2 | 5 |
Sales Representative
| 1 |
Divorced
| 38,706 | 193,530 | 6 |
Y
|
Yes
| 43 | 2 | 4 | 80 | 1 | 22 | 1 | 1 | 1 | 1 | 1 | 1 |
22 |
No
|
Travel_Frequently
| 761 |
Software
| 4 | 4 |
Marketing
| 1 | 4,926 | 4 |
Male
| 175 | 1 | 3 |
Research Director
| 4 |
Divorced
| 32,775 | 688,275 | 3 |
Y
|
Yes
| 16 | 1 | 1 | 80 | 2 | 6 | 2 | 1 | 1 | 1 | 1 | 1 |
25 |
Yes
|
Non-Travel
| 460 |
Sales
| 8 | 1 |
Marketing
| 1 | 4,927 | 1 |
Female
| 62 | 2 | 4 |
Developer
| 4 |
Single
| 12,309 | 258,489 | 1 |
Y
|
Yes
| 21 | 2 | 3 | 80 | 4 | 23 | 5 | 2 | 17 | 9 | 8 | 1 |
50 |
No
|
Travel_Frequently
| 150 |
Software
| 15 | 5 |
Medical
| 1 | 4,928 | 3 |
Male
| 117 | 4 | 4 |
Manufacturing Director
| 2 |
Single
| 10,667 | 160,005 | 0 |
Y
|
No
| 12 | 1 | 1 | 80 | 4 | 36 | 3 | 1 | 15 | 2 | 2 | 8 |
55 |
Yes
|
Travel_Frequently
| 193 |
Software
| 24 | 2 |
Medical
| 1 | 4,929 | 3 |
Female
| 175 | 3 | 2 |
Laboratory Technician
| 4 |
Divorced
| 19,119 | 439,737 | 3 |
Y
|
No
| 7 | 2 | 1 | 80 | 1 | 32 | 3 | 2 | 1 | 1 | 1 | 1 |
37 |
No
|
Travel_Frequently
| 673 |
Support
| 31 | 3 |
Medical
| 1 | 4,930 | 2 |
Female
| 137 | 2 | 5 |
Manufacturing Director
| 1 |
Married
| 20,074 | 200,740 | 5 |
Y
|
No
| 31 | 3 | 2 | 80 | 3 | 20 | 2 | 4 | 18 | 6 | 7 | 7 |
20 |
Yes
|
Non-Travel
| 1,351 |
Support
| 14 | 4 |
Medical
| 1 | 4,931 | 2 |
Male
| 147 | 4 | 4 |
Manager
| 4 |
Married
| 29,094 | 261,846 | 2 |
Y
|
No
| 35 | 4 | 1 | 80 | 4 | 34 | 1 | 2 | 18 | 11 | 16 | 15 |
31 |
Yes
|
Non-Travel
| 1,231 |
Research & Development
| 32 | 5 |
Human Resources
| 1 | 4,932 | 1 |
Female
| 118 | 3 | 4 |
Research Scientist
| 2 |
Divorced
| 47,915 | 1,389,535 | 0 |
Y
|
No
| 22 | 2 | 3 | 80 | 3 | 31 | 6 | 2 | 9 | 3 | 2 | 6 |
46 |
No
|
Travel_Frequently
| 608 |
Support
| 15 | 2 |
Life Sciences
| 1 | 4,933 | 1 |
Male
| 150 | 3 | 4 |
Manufacturing Director
| 3 |
Married
| 14,709 | 264,762 | 8 |
Y
|
Yes
| 4 | 4 | 3 | 80 | 4 | 8 | 6 | 1 | 1 | 1 | 1 | 1 |
35 |
No
|
Travel_Frequently
| 1,343 |
Sales
| 28 | 5 |
Marketing
| 1 | 4,934 | 3 |
Male
| 193 | 1 | 3 |
Research Director
| 4 |
Divorced
| 49,409 | 1,334,043 | 6 |
Y
|
No
| 32 | 3 | 4 | 80 | 2 | 23 | 4 | 4 | 16 | 14 | 7 | 10 |
56 |
Yes
|
Non-Travel
| 1,358 |
Support
| 28 | 1 |
Human Resources
| 1 | 4,935 | 1 |
Female
| 39 | 2 | 2 |
Research Scientist
| 4 |
Single
| 19,294 | 482,350 | 5 |
Y
|
No
| 18 | 2 | 4 | 80 | 1 | 2 | 5 | 3 | 1 | 1 | 1 | 1 |
34 |
No
|
Travel_Rarely
| 648 |
Hardware
| 50 | 2 |
Other
| 1 | 4,936 | 4 |
Female
| 53 | 3 | 1 |
Manufacturing Director
| 2 |
Divorced
| 47,174 | 1,132,176 | 0 |
Y
|
Yes
| 30 | 1 | 2 | 80 | 2 | 10 | 5 | 2 | 6 | 1 | 6 | 6 |
22 |
Yes
|
Travel_Frequently
| 1,190 |
Human Resources
| 47 | 1 |
Human Resources
| 1 | 4,937 | 4 |
Female
| 145 | 1 | 5 |
Sales Executive
| 2 |
Divorced
| 33,371 | 834,275 | 7 |
Y
|
No
| 12 | 4 | 1 | 80 | 4 | 7 | 2 | 3 | 3 | 1 | 2 | 1 |
51 |
Yes
|
Travel_Frequently
| 774 |
Human Resources
| 48 | 2 |
Technical Degree
| 1 | 4,938 | 4 |
Female
| 126 | 4 | 5 |
Sales Representative
| 3 |
Divorced
| 35,987 | 1,007,636 | 6 |
Y
|
Yes
| 40 | 4 | 4 | 80 | 2 | 13 | 6 | 3 | 4 | 3 | 2 | 4 |
27 |
Yes
|
Travel_Frequently
| 744 |
Hardware
| 1 | 4 |
Human Resources
| 1 | 4,939 | 3 |
Female
| 126 | 3 | 1 |
Research Scientist
| 4 |
Single
| 27,449 | 658,776 | 8 |
Y
|
Yes
| 16 | 2 | 2 | 80 | 3 | 9 | 4 | 4 | 4 | 4 | 1 | 1 |
44 |
No
|
Travel_Frequently
| 782 |
Human Resources
| 29 | 4 |
Technical Degree
| 1 | 4,940 | 1 |
Male
| 182 | 1 | 1 |
Research Director
| 1 |
Single
| 10,395 | 239,085 | 5 |
Y
|
Yes
| 32 | 1 | 3 | 80 | 3 | 31 | 5 | 4 | 11 | 5 | 6 | 11 |
35 |
No
|
Travel_Rarely
| 477 |
Support
| 20 | 5 |
Other
| 1 | 4,941 | 1 |
Male
| 113 | 1 | 1 |
Manufacturing Director
| 3 |
Married
| 2,189 | 39,402 | 6 |
Y
|
No
| 11 | 1 | 1 | 80 | 1 | 10 | 2 | 1 | 10 | 5 | 5 | 7 |
52 |
Yes
|
Travel_Rarely
| 141 |
Software
| 12 | 1 |
Other
| 1 | 4,942 | 4 |
Male
| 52 | 3 | 4 |
Developer
| 3 |
Married
| 44,868 | 1,256,304 | 7 |
Y
|
Yes
| 12 | 1 | 4 | 80 | 1 | 20 | 3 | 3 | 10 | 7 | 1 | 9 |
34 |
Yes
|
Non-Travel
| 1,219 |
Research & Development
| 4 | 4 |
Other
| 1 | 4,943 | 2 |
Female
| 108 | 3 | 1 |
Healthcare Representative
| 1 |
Single
| 29,398 | 793,746 | 7 |
Y
|
Yes
| 8 | 1 | 3 | 80 | 3 | 20 | 3 | 1 | 4 | 4 | 2 | 4 |
25 |
Yes
|
Travel_Frequently
| 1,140 |
Hardware
| 4 | 5 |
Human Resources
| 1 | 4,944 | 3 |
Female
| 159 | 3 | 4 |
Sales Representative
| 3 |
Divorced
| 18,677 | 541,633 | 5 |
Y
|
No
| 35 | 1 | 4 | 80 | 4 | 33 | 1 | 4 | 32 | 19 | 2 | 3 |
54 |
No
|
Travel_Frequently
| 944 |
Human Resources
| 46 | 3 |
Human Resources
| 1 | 4,945 | 1 |
Male
| 91 | 4 | 2 |
Human Resources
| 3 |
Divorced
| 19,780 | 356,040 | 1 |
Y
|
Yes
| 28 | 1 | 2 | 80 | 1 | 21 | 4 | 3 | 20 | 16 | 9 | 15 |
26 |
Yes
|
Non-Travel
| 186 |
Human Resources
| 2 | 1 |
Life Sciences
| 1 | 4,946 | 3 |
Female
| 136 | 3 | 1 |
Human Resources
| 1 |
Single
| 40,185 | 642,960 | 6 |
Y
|
No
| 29 | 1 | 1 | 80 | 4 | 2 | 5 | 3 | 1 | 1 | 1 | 1 |
28 |
No
|
Non-Travel
| 150 |
Human Resources
| 7 | 2 |
Other
| 1 | 4,947 | 2 |
Male
| 117 | 3 | 1 |
Sales Representative
| 4 |
Single
| 15,874 | 396,850 | 4 |
Y
|
No
| 33 | 4 | 2 | 80 | 3 | 10 | 3 | 1 | 5 | 1 | 2 | 1 |
56 |
No
|
Travel_Frequently
| 1,218 |
Software
| 6 | 4 |
Other
| 1 | 4,948 | 3 |
Male
| 145 | 2 | 1 |
Sales Representative
| 2 |
Married
| 37,740 | 452,880 | 4 |
Y
|
No
| 0 | 2 | 4 | 80 | 1 | 25 | 2 | 3 | 5 | 4 | 1 | 5 |
22 |
No
|
Non-Travel
| 572 |
Software
| 48 | 5 |
Life Sciences
| 1 | 4,949 | 3 |
Female
| 51 | 1 | 5 |
Research Director
| 4 |
Married
| 21,138 | 295,932 | 4 |
Y
|
Yes
| 33 | 3 | 2 | 80 | 1 | 20 | 2 | 2 | 12 | 7 | 3 | 7 |
29 |
Yes
|
Non-Travel
| 753 |
Research & Development
| 11 | 2 |
Marketing
| 1 | 4,950 | 3 |
Female
| 189 | 3 | 3 |
Manager
| 2 |
Single
| 46,861 | 937,220 | 5 |
Y
|
No
| 48 | 3 | 2 | 80 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 |
21 |
Yes
|
Travel_Rarely
| 508 |
Hardware
| 35 | 2 |
Marketing
| 1 | 4,951 | 3 |
Female
| 169 | 1 | 5 |
Sales Executive
| 3 |
Divorced
| 38,594 | 771,880 | 0 |
Y
|
Yes
| 15 | 4 | 1 | 80 | 4 | 15 | 6 | 1 | 13 | 5 | 9 | 12 |
40 |
No
|
Travel_Rarely
| 918 |
Support
| 48 | 1 |
Technical Degree
| 1 | 4,952 | 2 |
Female
| 73 | 2 | 5 |
Human Resources
| 2 |
Divorced
| 35,893 | 933,218 | 6 |
Y
|
No
| 46 | 2 | 3 | 80 | 2 | 39 | 4 | 4 | 23 | 4 | 14 | 9 |
55 |
Yes
|
Travel_Frequently
| 187 |
Hardware
| 9 | 5 |
Life Sciences
| 1 | 4,953 | 3 |
Female
| 151 | 3 | 5 |
Healthcare Representative
| 4 |
Single
| 4,980 | 144,420 | 1 |
Y
|
Yes
| 11 | 4 | 1 | 80 | 2 | 2 | 3 | 1 | 2 | 1 | 2 | 1 |
39 |
Yes
|
Non-Travel
| 680 |
Software
| 11 | 2 |
Technical Degree
| 1 | 4,954 | 1 |
Female
| 153 | 4 | 1 |
Research Director
| 4 |
Divorced
| 24,831 | 124,155 | 2 |
Y
|
No
| 12 | 3 | 1 | 80 | 3 | 13 | 2 | 1 | 12 | 11 | 11 | 10 |
48 |
Yes
|
Travel_Frequently
| 176 |
Research & Development
| 26 | 1 |
Medical
| 1 | 4,955 | 2 |
Female
| 172 | 3 | 2 |
Sales Representative
| 2 |
Divorced
| 18,857 | 188,570 | 2 |
Y
|
No
| 19 | 3 | 1 | 80 | 1 | 5 | 4 | 3 | 1 | 1 | 1 | 1 |
38 |
No
|
Travel_Rarely
| 1,315 |
Human Resources
| 19 | 1 |
Other
| 1 | 4,956 | 4 |
Female
| 164 | 4 | 2 |
Manufacturing Director
| 2 |
Single
| 14,498 | 101,486 | 0 |
Y
|
Yes
| 23 | 3 | 3 | 80 | 1 | 16 | 5 | 3 | 6 | 5 | 6 | 2 |
42 |
Yes
|
Travel_Frequently
| 1,331 |
Sales
| 42 | 4 |
Human Resources
| 1 | 4,957 | 3 |
Male
| 159 | 2 | 2 |
Manager
| 4 |
Single
| 23,585 | 448,115 | 6 |
Y
|
Yes
| 33 | 4 | 3 | 80 | 1 | 33 | 6 | 3 | 26 | 15 | 23 | 17 |
27 |
Yes
|
Travel_Frequently
| 843 |
Human Resources
| 26 | 1 |
Marketing
| 1 | 4,958 | 3 |
Male
| 118 | 4 | 1 |
Research Scientist
| 1 |
Single
| 5,755 | 97,835 | 0 |
Y
|
No
| 22 | 3 | 2 | 80 | 1 | 7 | 1 | 4 | 2 | 1 | 1 | 2 |
58 |
No
|
Non-Travel
| 1,199 |
Support
| 5 | 3 |
Human Resources
| 1 | 4,959 | 1 |
Female
| 147 | 1 | 4 |
Manager
| 1 |
Single
| 18,634 | 186,340 | 2 |
Y
|
Yes
| 2 | 1 | 2 | 80 | 1 | 1 | 5 | 3 | 1 | 1 | 1 | 1 |
44 |
No
|
Non-Travel
| 169 |
Software
| 43 | 3 |
Other
| 1 | 4,960 | 1 |
Male
| 109 | 1 | 1 |
Developer
| 2 |
Married
| 50,945 | 1,273,625 | 6 |
Y
|
Yes
| 35 | 2 | 4 | 80 | 2 | 17 | 5 | 1 | 4 | 4 | 3 | 1 |
36 |
No
|
Non-Travel
| 288 |
Hardware
| 23 | 3 |
Medical
| 1 | 4,961 | 3 |
Female
| 126 | 3 | 2 |
Human Resources
| 1 |
Divorced
| 35,140 | 667,660 | 2 |
Y
|
No
| 1 | 2 | 3 | 80 | 1 | 29 | 3 | 4 | 29 | 26 | 11 | 6 |
45 |
No
|
Travel_Frequently
| 544 |
Hardware
| 25 | 2 |
Technical Degree
| 1 | 4,962 | 1 |
Female
| 47 | 1 | 5 |
Laboratory Technician
| 4 |
Single
| 42,244 | 168,976 | 7 |
Y
|
Yes
| 27 | 4 | 2 | 80 | 3 | 18 | 1 | 3 | 12 | 5 | 5 | 1 |
32 |
Yes
|
Travel_Frequently
| 1,188 |
Support
| 25 | 4 |
Technical Degree
| 1 | 4,963 | 1 |
Female
| 152 | 2 | 3 |
Manufacturing Director
| 4 |
Single
| 24,166 | 459,154 | 1 |
Y
|
Yes
| 35 | 4 | 1 | 80 | 4 | 36 | 3 | 4 | 31 | 13 | 31 | 25 |
32 |
Yes
|
Non-Travel
| 396 |
Research & Development
| 1 | 4 |
Life Sciences
| 1 | 4,964 | 3 |
Female
| 176 | 2 | 5 |
Research Director
| 1 |
Divorced
| 4,119 | 123,570 | 7 |
Y
|
Yes
| 41 | 1 | 3 | 80 | 2 | 12 | 6 | 3 | 7 | 4 | 5 | 7 |
50 |
No
|
Travel_Rarely
| 672 |
Software
| 31 | 3 |
Other
| 1 | 4,965 | 2 |
Female
| 75 | 1 | 1 |
Developer
| 1 |
Single
| 18,586 | 538,994 | 8 |
Y
|
No
| 46 | 2 | 1 | 80 | 4 | 30 | 5 | 4 | 18 | 15 | 8 | 14 |
19 |
Yes
|
Travel_Rarely
| 1,252 |
Software
| 25 | 4 |
Human Resources
| 1 | 4,966 | 2 |
Female
| 46 | 2 | 3 |
Laboratory Technician
| 1 |
Divorced
| 19,573 | 137,011 | 0 |
Y
|
No
| 23 | 2 | 2 | 80 | 2 | 20 | 1 | 3 | 4 | 3 | 2 | 4 |
60 |
No
|
Travel_Frequently
| 473 |
Sales
| 10 | 4 |
Marketing
| 1 | 4,967 | 4 |
Female
| 75 | 4 | 1 |
Research Scientist
| 1 |
Single
| 42,053 | 42,053 | 2 |
Y
|
No
| 42 | 1 | 1 | 80 | 4 | 17 | 4 | 1 | 12 | 2 | 9 | 2 |
59 |
Yes
|
Travel_Rarely
| 679 |
Human Resources
| 13 | 3 |
Life Sciences
| 1 | 4,968 | 3 |
Male
| 144 | 2 | 4 |
Sales Representative
| 4 |
Single
| 32,365 | 258,920 | 0 |
Y
|
No
| 3 | 1 | 1 | 80 | 3 | 29 | 2 | 1 | 28 | 2 | 20 | 19 |
42 |
No
|
Travel_Frequently
| 1,146 |
Support
| 7 | 2 |
Life Sciences
| 1 | 4,969 | 3 |
Female
| 72 | 1 | 2 |
Healthcare Representative
| 1 |
Single
| 50,958 | 1,070,118 | 5 |
Y
|
Yes
| 46 | 3 | 2 | 80 | 2 | 1 | 3 | 1 | 1 | 1 | 1 | 1 |
28 |
Yes
|
Travel_Frequently
| 892 |
Sales
| 3 | 3 |
Marketing
| 1 | 4,970 | 2 |
Male
| 173 | 4 | 1 |
Research Director
| 3 |
Married
| 29,901 | 657,822 | 8 |
Y
|
No
| 11 | 1 | 2 | 80 | 4 | 1 | 6 | 1 | 1 | 1 | 1 | 1 |
49 |
Yes
|
Non-Travel
| 1,210 |
Sales
| 20 | 3 |
Technical Degree
| 1 | 4,971 | 1 |
Male
| 156 | 3 | 5 |
Sales Representative
| 3 |
Married
| 7,851 | 141,318 | 7 |
Y
|
Yes
| 40 | 3 | 2 | 80 | 4 | 32 | 6 | 4 | 27 | 15 | 25 | 19 |
36 |
Yes
|
Travel_Frequently
| 434 |
Human Resources
| 36 | 4 |
Medical
| 1 | 4,972 | 2 |
Male
| 151 | 4 | 4 |
Research Director
| 4 |
Single
| 23,963 | 119,815 | 6 |
Y
|
No
| 10 | 4 | 2 | 80 | 2 | 4 | 2 | 2 | 4 | 2 | 4 | 1 |
30 |
No
|
Travel_Rarely
| 302 |
Hardware
| 16 | 1 |
Human Resources
| 1 | 4,973 | 2 |
Female
| 170 | 3 | 1 |
Laboratory Technician
| 1 |
Divorced
| 47,231 | 802,927 | 6 |
Y
|
No
| 0 | 4 | 3 | 80 | 3 | 40 | 4 | 2 | 39 | 5 | 30 | 15 |
39 |
No
|
Travel_Frequently
| 1,089 |
Hardware
| 24 | 1 |
Human Resources
| 1 | 4,974 | 2 |
Female
| 112 | 1 | 4 |
Human Resources
| 3 |
Divorced
| 8,992 | 251,776 | 1 |
Y
|
No
| 25 | 4 | 3 | 80 | 3 | 17 | 2 | 3 | 13 | 8 | 2 | 4 |
46 |
No
|
Travel_Rarely
| 1,225 |
Human Resources
| 28 | 1 |
Marketing
| 1 | 4,975 | 3 |
Female
| 182 | 3 | 3 |
Research Scientist
| 2 |
Divorced
| 7,165 | 78,815 | 0 |
Y
|
No
| 1 | 2 | 3 | 80 | 4 | 22 | 6 | 4 | 16 | 13 | 15 | 10 |
59 |
No
|
Travel_Frequently
| 929 |
Sales
| 20 | 3 |
Life Sciences
| 1 | 4,976 | 3 |
Male
| 50 | 1 | 1 |
Developer
| 3 |
Divorced
| 40,089 | 80,178 | 2 |
Y
|
Yes
| 5 | 1 | 2 | 80 | 1 | 30 | 6 | 4 | 27 | 26 | 18 | 14 |
53 |
No
|
Non-Travel
| 495 |
Research & Development
| 33 | 1 |
Human Resources
| 1 | 4,977 | 3 |
Female
| 52 | 3 | 1 |
Research Scientist
| 3 |
Married
| 12,662 | 379,860 | 1 |
Y
|
No
| 23 | 4 | 2 | 80 | 1 | 9 | 3 | 3 | 4 | 2 | 4 | 1 |
26 |
No
|
Travel_Frequently
| 757 |
Software
| 33 | 4 |
Medical
| 1 | 4,978 | 2 |
Male
| 88 | 1 | 3 |
Developer
| 1 |
Married
| 35,432 | 637,776 | 2 |
Y
|
Yes
| 20 | 2 | 3 | 80 | 4 | 10 | 4 | 2 | 1 | 1 | 1 | 1 |
48 |
No
|
Travel_Rarely
| 826 |
Sales
| 50 | 5 |
Marketing
| 1 | 4,979 | 3 |
Female
| 94 | 3 | 4 |
Healthcare Representative
| 2 |
Married
| 9,243 | 101,673 | 3 |
Y
|
No
| 20 | 3 | 2 | 80 | 4 | 33 | 2 | 4 | 7 | 1 | 1 | 7 |
33 |
Yes
|
Non-Travel
| 1,146 |
Research & Development
| 32 | 1 |
Life Sciences
| 1 | 4,980 | 2 |
Female
| 180 | 2 | 3 |
Sales Representative
| 3 |
Married
| 20,293 | 284,102 | 1 |
Y
|
No
| 28 | 4 | 4 | 80 | 4 | 26 | 3 | 3 | 2 | 2 | 2 | 1 |
56 |
Yes
|
Travel_Frequently
| 813 |
Support
| 34 | 3 |
Life Sciences
| 1 | 4,981 | 3 |
Female
| 90 | 4 | 3 |
Research Director
| 3 |
Single
| 7,639 | 7,639 | 5 |
Y
|
No
| 42 | 1 | 1 | 80 | 4 | 36 | 5 | 4 | 3 | 2 | 2 | 3 |
34 |
No
|
Travel_Rarely
| 1,238 |
Software
| 6 | 3 |
Marketing
| 1 | 4,982 | 4 |
Female
| 121 | 1 | 5 |
Manager
| 2 |
Single
| 42,348 | 127,044 | 6 |
Y
|
No
| 15 | 2 | 4 | 80 | 4 | 35 | 3 | 3 | 31 | 9 | 27 | 28 |
40 |
No
|
Travel_Rarely
| 153 |
Sales
| 50 | 4 |
Other
| 1 | 4,983 | 2 |
Female
| 122 | 2 | 3 |
Research Director
| 3 |
Divorced
| 13,068 | 352,836 | 3 |
Y
|
No
| 4 | 3 | 4 | 80 | 3 | 32 | 5 | 2 | 10 | 5 | 6 | 1 |
29 |
Yes
|
Non-Travel
| 998 |
Support
| 39 | 4 |
Human Resources
| 1 | 4,984 | 1 |
Female
| 117 | 3 | 2 |
Manager
| 4 |
Single
| 50,460 | 252,300 | 2 |
Y
|
No
| 24 | 3 | 2 | 80 | 1 | 7 | 3 | 3 | 3 | 3 | 3 | 1 |
41 |
No
|
Travel_Frequently
| 207 |
Hardware
| 2 | 4 |
Medical
| 1 | 4,985 | 2 |
Female
| 44 | 2 | 5 |
Research Director
| 2 |
Married
| 25,015 | 600,360 | 6 |
Y
|
Yes
| 17 | 1 | 4 | 80 | 4 | 2 | 3 | 2 | 1 | 1 | 1 | 1 |
20 |
Yes
|
Non-Travel
| 595 |
Sales
| 13 | 4 |
Medical
| 1 | 4,986 | 3 |
Male
| 171 | 1 | 1 |
Laboratory Technician
| 1 |
Single
| 41,627 | 291,389 | 7 |
Y
|
Yes
| 11 | 4 | 4 | 80 | 3 | 24 | 2 | 1 | 13 | 7 | 3 | 3 |
53 |
No
|
Travel_Frequently
| 1,082 |
Research & Development
| 48 | 2 |
Other
| 1 | 4,987 | 3 |
Male
| 112 | 1 | 4 |
Developer
| 3 |
Single
| 5,954 | 148,850 | 5 |
Y
|
Yes
| 11 | 4 | 2 | 80 | 2 | 12 | 2 | 1 | 3 | 3 | 2 | 2 |
51 |
Yes
|
Non-Travel
| 696 |
Sales
| 1 | 5 |
Technical Degree
| 1 | 4,988 | 4 |
Female
| 45 | 4 | 4 |
Research Scientist
| 4 |
Single
| 43,282 | 432,820 | 1 |
Y
|
Yes
| 9 | 3 | 4 | 80 | 4 | 14 | 6 | 1 | 11 | 5 | 6 | 4 |
58 |
Yes
|
Travel_Rarely
| 976 |
Software
| 42 | 1 |
Technical Degree
| 1 | 4,989 | 2 |
Female
| 38 | 1 | 1 |
Human Resources
| 2 |
Divorced
| 29,961 | 29,961 | 0 |
Y
|
No
| 15 | 4 | 1 | 80 | 3 | 34 | 3 | 2 | 30 | 7 | 29 | 10 |
59 |
Yes
|
Travel_Frequently
| 852 |
Human Resources
| 49 | 4 |
Medical
| 1 | 4,990 | 3 |
Male
| 154 | 2 | 1 |
Manager
| 4 |
Single
| 10,633 | 233,926 | 0 |
Y
|
Yes
| 12 | 2 | 1 | 80 | 3 | 29 | 4 | 4 | 17 | 9 | 13 | 16 |
43 |
Yes
|
Travel_Frequently
| 1,072 |
Support
| 50 | 2 |
Other
| 1 | 4,991 | 2 |
Male
| 86 | 2 | 1 |
Research Scientist
| 3 |
Single
| 34,639 | 658,141 | 5 |
Y
|
Yes
| 16 | 4 | 3 | 80 | 3 | 29 | 3 | 4 | 1 | 1 | 1 | 1 |
34 |
No
|
Travel_Rarely
| 461 |
Research & Development
| 34 | 4 |
Life Sciences
| 1 | 4,992 | 2 |
Female
| 112 | 2 | 3 |
Healthcare Representative
| 4 |
Divorced
| 31,226 | 936,780 | 2 |
Y
|
Yes
| 49 | 2 | 1 | 80 | 4 | 3 | 6 | 3 | 2 | 1 | 1 | 1 |
39 |
No
|
Travel_Rarely
| 1,386 |
Hardware
| 18 | 5 |
Other
| 1 | 4,993 | 4 |
Male
| 199 | 3 | 2 |
Developer
| 2 |
Divorced
| 12,307 | 36,921 | 5 |
Y
|
Yes
| 48 | 2 | 2 | 80 | 2 | 4 | 2 | 1 | 2 | 1 | 2 | 2 |
43 |
Yes
|
Travel_Rarely
| 183 |
Sales
| 20 | 2 |
Technical Degree
| 1 | 4,994 | 1 |
Female
| 178 | 1 | 5 |
Developer
| 1 |
Single
| 41,429 | 704,293 | 2 |
Y
|
Yes
| 13 | 2 | 4 | 80 | 3 | 9 | 6 | 1 | 2 | 2 | 1 | 1 |
58 |
Yes
|
Travel_Rarely
| 1,379 |
Research & Development
| 25 | 3 |
Medical
| 1 | 4,995 | 2 |
Female
| 168 | 3 | 3 |
Manufacturing Director
| 2 |
Married
| 38,879 | 38,879 | 1 |
Y
|
Yes
| 27 | 3 | 1 | 80 | 2 | 10 | 1 | 3 | 8 | 3 | 4 | 5 |
58 |
No
|
Travel_Frequently
| 595 |
Research & Development
| 27 | 2 |
Human Resources
| 1 | 4,996 | 1 |
Male
| 165 | 4 | 1 |
Developer
| 4 |
Married
| 22,005 | 396,090 | 0 |
Y
|
Yes
| 7 | 1 | 3 | 80 | 4 | 30 | 3 | 3 | 5 | 3 | 4 | 2 |
60 |
Yes
|
Travel_Frequently
| 1,252 |
Software
| 39 | 2 |
Medical
| 1 | 4,997 | 3 |
Male
| 178 | 3 | 3 |
Laboratory Technician
| 1 |
Divorced
| 1,381 | 35,906 | 6 |
Y
|
No
| 30 | 2 | 3 | 80 | 3 | 40 | 6 | 2 | 28 | 6 | 5 | 13 |
34 |
No
|
Non-Travel
| 858 |
Research & Development
| 50 | 2 |
Marketing
| 1 | 4,998 | 4 |
Male
| 131 | 4 | 1 |
Sales Executive
| 3 |
Married
| 2,493 | 2,493 | 2 |
Y
|
Yes
| 47 | 2 | 2 | 80 | 4 | 12 | 1 | 1 | 12 | 4 | 2 | 4 |
56 |
No
|
Travel_Rarely
| 200 |
Research & Development
| 13 | 2 |
Marketing
| 1 | 4,999 | 3 |
Female
| 33 | 1 | 2 |
Manufacturing Director
| 1 |
Divorced
| 47,538 | 713,070 | 3 |
Y
|
No
| 17 | 4 | 4 | 80 | 1 | 11 | 2 | 1 | 3 | 1 | 3 | 2 |
24 |
Yes
|
Travel_Rarely
| 491 |
Sales
| 31 | 3 |
Other
| 1 | 5,000 | 2 |
Male
| 53 | 3 | 2 |
Healthcare Representative
| 1 |
Divorced
| 16,544 | 496,320 | 2 |
Y
|
Yes
| 45 | 1 | 3 | 80 | 4 | 10 | 4 | 4 | 10 | 9 | 3 | 4 |
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