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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
56 |
Yes
|
Travel_Frequently
| 340 |
Human Resources
| 48 | 4 |
Marketing
| 1 | 101 | 2 |
Female
| 66 | 1 | 3 |
Sales Representative
| 1 |
Single
| 16,278 | 293,004 | 5 |
Y
|
Yes
| 44 | 3 | 1 | 80 | 3 | 12 | 2 | 4 | 5 | 5 | 2 | 1 |
46 |
Yes
|
Travel_Rarely
| 1,386 |
Software
| 11 | 5 |
Technical Degree
| 1 | 102 | 3 |
Male
| 119 | 1 | 5 |
Research Scientist
| 1 |
Single
| 40,296 | 201,480 | 6 |
Y
|
No
| 23 | 2 | 4 | 80 | 4 | 29 | 6 | 4 | 18 | 9 | 4 | 17 |
20 |
Yes
|
Travel_Frequently
| 849 |
Support
| 17 | 2 |
Other
| 1 | 103 | 1 |
Male
| 43 | 3 | 3 |
Developer
| 2 |
Married
| 27,104 | 433,664 | 8 |
Y
|
Yes
| 41 | 2 | 3 | 80 | 2 | 12 | 1 | 2 | 12 | 1 | 1 | 9 |
38 |
Yes
|
Travel_Rarely
| 219 |
Support
| 20 | 2 |
Life Sciences
| 1 | 104 | 3 |
Male
| 135 | 2 | 1 |
Manufacturing Director
| 3 |
Married
| 49,751 | 1,492,530 | 3 |
Y
|
No
| 8 | 2 | 4 | 80 | 3 | 35 | 1 | 3 | 33 | 4 | 14 | 20 |
55 |
No
|
Travel_Frequently
| 1,216 |
Support
| 28 | 4 |
Marketing
| 1 | 105 | 1 |
Female
| 116 | 2 | 5 |
Manager
| 4 |
Divorced
| 45,195 | 1,039,485 | 1 |
Y
|
Yes
| 13 | 4 | 3 | 80 | 4 | 10 | 1 | 4 | 5 | 4 | 2 | 3 |
35 |
Yes
|
Travel_Frequently
| 702 |
Sales
| 9 | 3 |
Technical Degree
| 1 | 106 | 1 |
Female
| 141 | 4 | 4 |
Developer
| 1 |
Single
| 30,422 | 121,688 | 4 |
Y
|
No
| 25 | 3 | 4 | 80 | 4 | 11 | 1 | 4 | 10 | 3 | 2 | 1 |
47 |
No
|
Travel_Rarely
| 978 |
Human Resources
| 7 | 3 |
Medical
| 1 | 107 | 1 |
Female
| 36 | 4 | 1 |
Sales Executive
| 1 |
Single
| 17,866 | 446,650 | 4 |
Y
|
No
| 11 | 4 | 2 | 80 | 1 | 14 | 4 | 3 | 3 | 1 | 3 | 2 |
45 |
Yes
|
Travel_Rarely
| 1,037 |
Support
| 9 | 5 |
Human Resources
| 1 | 108 | 1 |
Male
| 98 | 4 | 3 |
Research Scientist
| 4 |
Married
| 49,173 | 1,032,633 | 8 |
Y
|
Yes
| 49 | 2 | 2 | 80 | 4 | 40 | 1 | 1 | 28 | 1 | 16 | 25 |
37 |
Yes
|
Non-Travel
| 354 |
Support
| 6 | 3 |
Medical
| 1 | 109 | 2 |
Male
| 63 | 4 | 2 |
Developer
| 2 |
Single
| 11,256 | 236,376 | 3 |
Y
|
No
| 20 | 2 | 4 | 80 | 2 | 30 | 5 | 1 | 5 | 4 | 1 | 2 |
36 |
Yes
|
Non-Travel
| 482 |
Software
| 21 | 5 |
Human Resources
| 1 | 110 | 3 |
Female
| 184 | 2 | 2 |
Sales Executive
| 1 |
Married
| 39,896 | 917,608 | 6 |
Y
|
Yes
| 1 | 4 | 3 | 80 | 2 | 23 | 6 | 4 | 3 | 1 | 3 | 1 |
27 |
Yes
|
Travel_Rarely
| 184 |
Hardware
| 30 | 3 |
Medical
| 1 | 111 | 1 |
Female
| 160 | 2 | 3 |
Research Director
| 2 |
Divorced
| 16,948 | 440,648 | 1 |
Y
|
Yes
| 2 | 1 | 4 | 80 | 1 | 27 | 1 | 2 | 15 | 10 | 15 | 8 |
52 |
No
|
Travel_Frequently
| 1,496 |
Support
| 7 | 1 |
Marketing
| 1 | 112 | 1 |
Female
| 147 | 3 | 1 |
Laboratory Technician
| 1 |
Married
| 6,522 | 71,742 | 3 |
Y
|
Yes
| 33 | 2 | 1 | 80 | 1 | 38 | 1 | 4 | 37 | 9 | 9 | 15 |
35 |
Yes
|
Non-Travel
| 194 |
Human Resources
| 34 | 5 |
Human Resources
| 1 | 113 | 4 |
Female
| 156 | 3 | 5 |
Research Scientist
| 1 |
Married
| 10,342 | 113,762 | 2 |
Y
|
No
| 19 | 1 | 4 | 80 | 3 | 6 | 2 | 3 | 5 | 2 | 5 | 4 |
28 |
Yes
|
Travel_Frequently
| 1,478 |
Research & Development
| 32 | 4 |
Other
| 1 | 114 | 3 |
Male
| 60 | 2 | 2 |
Developer
| 4 |
Divorced
| 50,431 | 907,758 | 4 |
Y
|
No
| 7 | 4 | 1 | 80 | 1 | 10 | 1 | 4 | 5 | 1 | 4 | 1 |
57 |
Yes
|
Non-Travel
| 962 |
Sales
| 4 | 2 |
Other
| 1 | 115 | 1 |
Female
| 153 | 2 | 3 |
Developer
| 2 |
Divorced
| 9,224 | 202,928 | 1 |
Y
|
Yes
| 28 | 2 | 1 | 80 | 3 | 28 | 3 | 2 | 16 | 4 | 15 | 2 |
30 |
No
|
Non-Travel
| 314 |
Research & Development
| 45 | 3 |
Marketing
| 1 | 116 | 3 |
Female
| 119 | 4 | 4 |
Manager
| 3 |
Divorced
| 39,473 | 1,026,298 | 3 |
Y
|
Yes
| 29 | 1 | 1 | 80 | 3 | 10 | 4 | 4 | 4 | 1 | 1 | 1 |
27 |
No
|
Travel_Frequently
| 1,314 |
Software
| 18 | 5 |
Medical
| 1 | 117 | 1 |
Male
| 137 | 4 | 5 |
Healthcare Representative
| 2 |
Single
| 43,465 | 478,115 | 1 |
Y
|
Yes
| 28 | 1 | 2 | 80 | 3 | 19 | 1 | 1 | 2 | 2 | 1 | 1 |
58 |
Yes
|
Travel_Rarely
| 1,269 |
Sales
| 8 | 3 |
Marketing
| 1 | 118 | 1 |
Male
| 54 | 2 | 1 |
Manager
| 1 |
Divorced
| 48,277 | 1,351,756 | 6 |
Y
|
Yes
| 17 | 1 | 3 | 80 | 3 | 29 | 4 | 2 | 22 | 18 | 20 | 1 |
51 |
No
|
Non-Travel
| 1,439 |
Support
| 48 | 4 |
Marketing
| 1 | 119 | 4 |
Male
| 43 | 3 | 3 |
Research Director
| 4 |
Married
| 9,301 | 204,622 | 0 |
Y
|
Yes
| 8 | 4 | 3 | 80 | 4 | 37 | 4 | 4 | 20 | 16 | 16 | 16 |
32 |
No
|
Non-Travel
| 1,344 |
Hardware
| 5 | 1 |
Marketing
| 1 | 120 | 2 |
Male
| 115 | 1 | 2 |
Developer
| 2 |
Married
| 12,035 | 96,280 | 5 |
Y
|
Yes
| 9 | 1 | 2 | 80 | 2 | 35 | 4 | 1 | 31 | 11 | 25 | 17 |
50 |
No
|
Travel_Rarely
| 1,351 |
Human Resources
| 18 | 2 |
Life Sciences
| 1 | 121 | 3 |
Female
| 163 | 2 | 3 |
Developer
| 4 |
Married
| 44,106 | 485,166 | 6 |
Y
|
No
| 48 | 4 | 3 | 80 | 2 | 22 | 1 | 2 | 14 | 9 | 11 | 10 |
41 |
Yes
|
Travel_Frequently
| 1,155 |
Human Resources
| 10 | 2 |
Human Resources
| 1 | 122 | 2 |
Female
| 49 | 3 | 5 |
Manager
| 1 |
Divorced
| 48,447 | 339,129 | 5 |
Y
|
Yes
| 35 | 3 | 2 | 80 | 1 | 15 | 6 | 3 | 13 | 7 | 7 | 7 |
51 |
No
|
Non-Travel
| 1,476 |
Research & Development
| 36 | 2 |
Human Resources
| 1 | 123 | 1 |
Male
| 156 | 3 | 3 |
Laboratory Technician
| 2 |
Single
| 20,120 | 523,120 | 0 |
Y
|
No
| 18 | 1 | 1 | 80 | 1 | 19 | 1 | 3 | 3 | 2 | 2 | 2 |
44 |
No
|
Travel_Rarely
| 332 |
Hardware
| 14 | 4 |
Medical
| 1 | 124 | 2 |
Female
| 158 | 4 | 5 |
Manufacturing Director
| 2 |
Single
| 15,025 | 45,075 | 7 |
Y
|
No
| 17 | 4 | 3 | 80 | 4 | 14 | 3 | 4 | 12 | 1 | 5 | 10 |
19 |
No
|
Travel_Rarely
| 1,292 |
Hardware
| 17 | 3 |
Medical
| 1 | 125 | 3 |
Male
| 67 | 1 | 3 |
Developer
| 3 |
Married
| 18,059 | 397,298 | 8 |
Y
|
No
| 35 | 2 | 2 | 80 | 2 | 15 | 3 | 1 | 10 | 10 | 6 | 3 |
56 |
Yes
|
Non-Travel
| 799 |
Human Resources
| 24 | 5 |
Medical
| 1 | 126 | 4 |
Female
| 61 | 3 | 5 |
Research Scientist
| 2 |
Divorced
| 31,430 | 157,150 | 7 |
Y
|
Yes
| 19 | 2 | 4 | 80 | 3 | 23 | 1 | 3 | 23 | 23 | 10 | 17 |
29 |
Yes
|
Non-Travel
| 722 |
Software
| 23 | 2 |
Human Resources
| 1 | 127 | 4 |
Male
| 141 | 4 | 1 |
Manager
| 1 |
Divorced
| 4,042 | 68,714 | 3 |
Y
|
No
| 47 | 4 | 1 | 80 | 1 | 3 | 1 | 2 | 3 | 3 | 2 | 3 |
23 |
No
|
Travel_Rarely
| 1,440 |
Sales
| 3 | 3 |
Other
| 1 | 128 | 2 |
Female
| 62 | 2 | 4 |
Developer
| 4 |
Divorced
| 9,036 | 171,684 | 4 |
Y
|
Yes
| 48 | 2 | 4 | 80 | 2 | 6 | 3 | 4 | 3 | 3 | 2 | 3 |
27 |
No
|
Travel_Rarely
| 889 |
Research & Development
| 7 | 4 |
Human Resources
| 1 | 129 | 1 |
Female
| 31 | 1 | 4 |
Human Resources
| 1 |
Single
| 45,778 | 457,780 | 2 |
Y
|
Yes
| 44 | 3 | 3 | 80 | 2 | 21 | 5 | 3 | 2 | 1 | 2 | 2 |
41 |
Yes
|
Travel_Rarely
| 211 |
Sales
| 46 | 4 |
Marketing
| 1 | 130 | 3 |
Female
| 119 | 4 | 1 |
Sales Representative
| 2 |
Divorced
| 42,414 | 551,382 | 8 |
Y
|
No
| 14 | 4 | 1 | 80 | 4 | 14 | 6 | 3 | 2 | 1 | 2 | 1 |
45 |
Yes
|
Travel_Frequently
| 1,221 |
Support
| 35 | 4 |
Other
| 1 | 131 | 1 |
Female
| 88 | 4 | 5 |
Human Resources
| 1 |
Divorced
| 16,447 | 361,834 | 8 |
Y
|
No
| 19 | 2 | 1 | 80 | 3 | 8 | 1 | 1 | 3 | 3 | 2 | 1 |
32 |
No
|
Non-Travel
| 503 |
Software
| 27 | 2 |
Medical
| 1 | 132 | 4 |
Male
| 30 | 3 | 3 |
Sales Representative
| 3 |
Divorced
| 29,906 | 598,120 | 1 |
Y
|
No
| 43 | 1 | 2 | 80 | 1 | 12 | 6 | 2 | 7 | 3 | 7 | 7 |
59 |
No
|
Travel_Rarely
| 1,448 |
Research & Development
| 25 | 3 |
Life Sciences
| 1 | 133 | 1 |
Male
| 101 | 4 | 2 |
Manager
| 4 |
Single
| 47,218 | 849,924 | 0 |
Y
|
No
| 28 | 3 | 3 | 80 | 3 | 3 | 4 | 4 | 3 | 3 | 3 | 3 |
18 |
No
|
Travel_Frequently
| 699 |
Support
| 41 | 1 |
Marketing
| 1 | 134 | 1 |
Male
| 40 | 3 | 5 |
Sales Representative
| 3 |
Single
| 3,002 | 18,012 | 2 |
Y
|
No
| 10 | 2 | 1 | 80 | 3 | 38 | 5 | 4 | 14 | 3 | 1 | 11 |
28 |
No
|
Travel_Frequently
| 556 |
Sales
| 14 | 2 |
Life Sciences
| 1 | 135 | 1 |
Male
| 154 | 4 | 5 |
Research Director
| 1 |
Married
| 1,828 | 47,528 | 4 |
Y
|
No
| 24 | 4 | 1 | 80 | 1 | 23 | 3 | 2 | 16 | 15 | 12 | 15 |
39 |
No
|
Travel_Frequently
| 855 |
Software
| 2 | 4 |
Human Resources
| 1 | 136 | 3 |
Male
| 92 | 3 | 2 |
Healthcare Representative
| 4 |
Single
| 6,683 | 80,196 | 6 |
Y
|
No
| 43 | 4 | 1 | 80 | 3 | 6 | 1 | 1 | 5 | 5 | 3 | 4 |
58 |
No
|
Travel_Frequently
| 547 |
Sales
| 12 | 4 |
Medical
| 1 | 137 | 2 |
Female
| 86 | 4 | 1 |
Sales Executive
| 3 |
Married
| 9,181 | 18,362 | 7 |
Y
|
No
| 5 | 2 | 4 | 80 | 3 | 22 | 2 | 1 | 17 | 3 | 4 | 2 |
27 |
No
|
Non-Travel
| 547 |
Hardware
| 1 | 4 |
Human Resources
| 1 | 138 | 2 |
Male
| 79 | 1 | 4 |
Developer
| 3 |
Married
| 35,432 | 566,912 | 1 |
Y
|
No
| 44 | 1 | 3 | 80 | 4 | 40 | 3 | 4 | 40 | 19 | 7 | 25 |
43 |
No
|
Travel_Frequently
| 762 |
Hardware
| 32 | 2 |
Technical Degree
| 1 | 139 | 1 |
Female
| 58 | 2 | 1 |
Research Director
| 1 |
Married
| 2,381 | 45,239 | 5 |
Y
|
Yes
| 19 | 1 | 4 | 80 | 4 | 29 | 5 | 2 | 20 | 9 | 18 | 18 |
29 |
No
|
Travel_Frequently
| 1,486 |
Human Resources
| 47 | 2 |
Marketing
| 1 | 140 | 3 |
Male
| 103 | 1 | 4 |
Research Scientist
| 1 |
Divorced
| 42,098 | 757,764 | 7 |
Y
|
No
| 6 | 4 | 4 | 80 | 2 | 26 | 5 | 2 | 24 | 1 | 13 | 23 |
45 |
No
|
Travel_Rarely
| 1,125 |
Support
| 30 | 1 |
Technical Degree
| 1 | 141 | 4 |
Male
| 191 | 3 | 4 |
Laboratory Technician
| 4 |
Divorced
| 25,158 | 603,792 | 2 |
Y
|
Yes
| 37 | 2 | 1 | 80 | 3 | 13 | 1 | 4 | 10 | 2 | 3 | 8 |
34 |
Yes
|
Travel_Rarely
| 867 |
Research & Development
| 28 | 4 |
Human Resources
| 1 | 142 | 4 |
Male
| 98 | 4 | 1 |
Human Resources
| 4 |
Divorced
| 49,297 | 443,673 | 6 |
Y
|
Yes
| 32 | 3 | 1 | 80 | 3 | 24 | 5 | 2 | 8 | 7 | 8 | 6 |
50 |
Yes
|
Non-Travel
| 771 |
Software
| 16 | 2 |
Medical
| 1 | 143 | 4 |
Female
| 153 | 1 | 1 |
Sales Executive
| 1 |
Single
| 29,102 | 465,632 | 0 |
Y
|
No
| 30 | 1 | 4 | 80 | 4 | 39 | 6 | 2 | 5 | 1 | 3 | 5 |
44 |
Yes
|
Travel_Rarely
| 960 |
Research & Development
| 44 | 4 |
Technical Degree
| 1 | 144 | 3 |
Male
| 128 | 4 | 3 |
Research Scientist
| 2 |
Single
| 5,535 | 11,070 | 4 |
Y
|
No
| 39 | 3 | 1 | 80 | 4 | 23 | 1 | 3 | 15 | 2 | 15 | 2 |
37 |
Yes
|
Travel_Rarely
| 1,299 |
Sales
| 44 | 1 |
Technical Degree
| 1 | 145 | 2 |
Male
| 144 | 1 | 4 |
Research Scientist
| 1 |
Married
| 47,671 | 476,710 | 6 |
Y
|
Yes
| 14 | 2 | 2 | 80 | 2 | 1 | 6 | 2 | 1 | 1 | 1 | 1 |
51 |
Yes
|
Travel_Rarely
| 582 |
Support
| 18 | 3 |
Human Resources
| 1 | 146 | 1 |
Male
| 137 | 4 | 4 |
Sales Executive
| 1 |
Divorced
| 40,759 | 244,554 | 6 |
Y
|
Yes
| 0 | 3 | 1 | 80 | 4 | 36 | 5 | 3 | 7 | 7 | 3 | 3 |
18 |
No
|
Travel_Frequently
| 420 |
Software
| 31 | 2 |
Other
| 1 | 147 | 4 |
Male
| 157 | 4 | 1 |
Sales Executive
| 4 |
Single
| 45,378 | 1,315,962 | 2 |
Y
|
No
| 31 | 3 | 2 | 80 | 2 | 25 | 4 | 3 | 13 | 3 | 1 | 2 |
53 |
Yes
|
Travel_Rarely
| 283 |
Support
| 10 | 5 |
Technical Degree
| 1 | 148 | 3 |
Female
| 179 | 3 | 5 |
Manager
| 2 |
Married
| 38,493 | 230,958 | 4 |
Y
|
Yes
| 41 | 1 | 3 | 80 | 3 | 5 | 4 | 4 | 1 | 1 | 1 | 1 |
55 |
No
|
Non-Travel
| 1,350 |
Hardware
| 13 | 1 |
Marketing
| 1 | 149 | 3 |
Female
| 80 | 2 | 1 |
Laboratory Technician
| 1 |
Divorced
| 3,122 | 71,806 | 8 |
Y
|
No
| 13 | 1 | 2 | 80 | 2 | 20 | 6 | 4 | 15 | 1 | 14 | 13 |
23 |
No
|
Travel_Frequently
| 173 |
Research & Development
| 20 | 5 |
Other
| 1 | 150 | 1 |
Male
| 180 | 4 | 1 |
Sales Representative
| 4 |
Married
| 4,275 | 123,975 | 2 |
Y
|
Yes
| 35 | 1 | 4 | 80 | 1 | 30 | 4 | 4 | 14 | 9 | 11 | 9 |
55 |
Yes
|
Travel_Rarely
| 604 |
Support
| 34 | 5 |
Technical Degree
| 1 | 151 | 1 |
Male
| 143 | 2 | 3 |
Human Resources
| 3 |
Single
| 13,084 | 170,092 | 0 |
Y
|
No
| 20 | 2 | 2 | 80 | 2 | 12 | 5 | 4 | 7 | 7 | 3 | 6 |
60 |
No
|
Travel_Frequently
| 519 |
Software
| 30 | 5 |
Medical
| 1 | 152 | 2 |
Female
| 171 | 2 | 4 |
Laboratory Technician
| 1 |
Single
| 22,562 | 45,124 | 7 |
Y
|
Yes
| 9 | 2 | 3 | 80 | 2 | 36 | 2 | 3 | 19 | 4 | 13 | 6 |
26 |
No
|
Travel_Frequently
| 1,250 |
Support
| 46 | 2 |
Other
| 1 | 153 | 3 |
Female
| 106 | 2 | 3 |
Sales Executive
| 3 |
Married
| 19,133 | 76,532 | 5 |
Y
|
Yes
| 9 | 1 | 3 | 80 | 4 | 28 | 6 | 3 | 1 | 1 | 1 | 1 |
19 |
No
|
Travel_Rarely
| 162 |
Support
| 46 | 1 |
Life Sciences
| 1 | 154 | 3 |
Female
| 128 | 4 | 3 |
Manufacturing Director
| 2 |
Married
| 6,808 | 13,616 | 1 |
Y
|
Yes
| 1 | 1 | 3 | 80 | 4 | 32 | 4 | 2 | 27 | 22 | 12 | 27 |
21 |
Yes
|
Non-Travel
| 977 |
Hardware
| 33 | 2 |
Marketing
| 1 | 155 | 2 |
Male
| 31 | 3 | 1 |
Manager
| 1 |
Married
| 1,175 | 34,075 | 7 |
Y
|
Yes
| 21 | 4 | 4 | 80 | 1 | 30 | 4 | 3 | 7 | 4 | 6 | 1 |
38 |
No
|
Travel_Frequently
| 750 |
Human Resources
| 4 | 1 |
Technical Degree
| 1 | 156 | 3 |
Female
| 94 | 1 | 5 |
Research Scientist
| 2 |
Divorced
| 9,886 | 148,290 | 3 |
Y
|
No
| 5 | 1 | 4 | 80 | 1 | 36 | 1 | 1 | 3 | 3 | 2 | 3 |
24 |
No
|
Travel_Rarely
| 1,336 |
Software
| 21 | 1 |
Other
| 1 | 157 | 2 |
Female
| 68 | 1 | 2 |
Research Director
| 1 |
Divorced
| 14,388 | 431,640 | 8 |
Y
|
No
| 3 | 3 | 1 | 80 | 1 | 5 | 1 | 1 | 2 | 2 | 2 | 2 |
50 |
No
|
Travel_Frequently
| 1,360 |
Hardware
| 49 | 3 |
Life Sciences
| 1 | 158 | 1 |
Male
| 161 | 2 | 4 |
Research Scientist
| 2 |
Married
| 24,552 | 220,968 | 1 |
Y
|
No
| 6 | 2 | 3 | 80 | 4 | 24 | 4 | 1 | 2 | 2 | 1 | 2 |
26 |
Yes
|
Travel_Frequently
| 805 |
Hardware
| 10 | 4 |
Other
| 1 | 159 | 1 |
Female
| 156 | 2 | 2 |
Research Director
| 4 |
Single
| 6,778 | 183,006 | 7 |
Y
|
No
| 37 | 3 | 2 | 80 | 4 | 24 | 3 | 2 | 17 | 4 | 10 | 4 |
57 |
Yes
|
Non-Travel
| 597 |
Human Resources
| 4 | 2 |
Medical
| 1 | 160 | 3 |
Female
| 45 | 1 | 3 |
Manufacturing Director
| 4 |
Single
| 16,136 | 209,768 | 2 |
Y
|
No
| 34 | 2 | 3 | 80 | 3 | 39 | 4 | 2 | 22 | 5 | 3 | 8 |
18 |
No
|
Non-Travel
| 542 |
Software
| 13 | 4 |
Other
| 1 | 161 | 2 |
Female
| 52 | 2 | 3 |
Human Resources
| 3 |
Single
| 50,983 | 509,830 | 1 |
Y
|
No
| 12 | 3 | 3 | 80 | 1 | 10 | 6 | 2 | 1 | 1 | 1 | 1 |
22 |
No
|
Travel_Frequently
| 1,251 |
Software
| 16 | 3 |
Marketing
| 1 | 162 | 4 |
Male
| 116 | 3 | 3 |
Manufacturing Director
| 2 |
Married
| 42,147 | 126,441 | 0 |
Y
|
Yes
| 44 | 4 | 4 | 80 | 3 | 8 | 5 | 2 | 1 | 1 | 1 | 1 |
25 |
Yes
|
Travel_Rarely
| 172 |
Research & Development
| 11 | 1 |
Medical
| 1 | 163 | 4 |
Male
| 161 | 2 | 2 |
Manager
| 4 |
Married
| 38,790 | 1,086,120 | 6 |
Y
|
Yes
| 28 | 1 | 3 | 80 | 1 | 27 | 4 | 3 | 25 | 8 | 2 | 10 |
28 |
No
|
Non-Travel
| 284 |
Support
| 44 | 4 |
Life Sciences
| 1 | 164 | 1 |
Female
| 148 | 1 | 1 |
Laboratory Technician
| 2 |
Divorced
| 25,978 | 623,472 | 0 |
Y
|
Yes
| 42 | 3 | 3 | 80 | 3 | 13 | 6 | 4 | 12 | 1 | 7 | 5 |
60 |
No
|
Travel_Rarely
| 577 |
Software
| 41 | 1 |
Other
| 1 | 165 | 1 |
Male
| 73 | 4 | 2 |
Research Scientist
| 4 |
Married
| 49,264 | 886,752 | 6 |
Y
|
No
| 21 | 2 | 3 | 80 | 1 | 15 | 5 | 2 | 6 | 2 | 2 | 2 |
51 |
Yes
|
Travel_Frequently
| 540 |
Sales
| 17 | 4 |
Technical Degree
| 1 | 166 | 4 |
Male
| 102 | 3 | 5 |
Research Director
| 2 |
Single
| 14,401 | 244,817 | 0 |
Y
|
No
| 41 | 2 | 4 | 80 | 2 | 31 | 1 | 4 | 24 | 19 | 24 | 20 |
32 |
Yes
|
Travel_Rarely
| 132 |
Software
| 43 | 3 |
Medical
| 1 | 167 | 3 |
Female
| 161 | 3 | 1 |
Sales Executive
| 4 |
Divorced
| 13,967 | 83,802 | 2 |
Y
|
Yes
| 38 | 2 | 2 | 80 | 4 | 16 | 4 | 3 | 2 | 1 | 2 | 2 |
20 |
No
|
Travel_Frequently
| 1,054 |
Support
| 19 | 1 |
Marketing
| 1 | 168 | 3 |
Female
| 161 | 2 | 4 |
Research Director
| 4 |
Married
| 11,039 | 66,234 | 1 |
Y
|
Yes
| 19 | 2 | 2 | 80 | 4 | 19 | 4 | 2 | 5 | 5 | 5 | 4 |
45 |
Yes
|
Non-Travel
| 652 |
Software
| 19 | 3 |
Life Sciences
| 1 | 169 | 4 |
Male
| 146 | 4 | 3 |
Research Scientist
| 3 |
Divorced
| 15,171 | 45,513 | 4 |
Y
|
Yes
| 49 | 4 | 1 | 80 | 4 | 28 | 1 | 2 | 10 | 5 | 4 | 8 |
51 |
No
|
Travel_Rarely
| 236 |
Software
| 19 | 4 |
Life Sciences
| 1 | 170 | 4 |
Female
| 136 | 2 | 2 |
Sales Executive
| 1 |
Single
| 40,503 | 202,515 | 3 |
Y
|
No
| 19 | 4 | 3 | 80 | 4 | 29 | 5 | 4 | 17 | 16 | 2 | 1 |
38 |
Yes
|
Travel_Rarely
| 408 |
Research & Development
| 38 | 2 |
Other
| 1 | 171 | 3 |
Female
| 68 | 1 | 5 |
Sales Executive
| 2 |
Single
| 15,523 | 434,644 | 3 |
Y
|
No
| 45 | 3 | 2 | 80 | 2 | 14 | 3 | 3 | 12 | 6 | 3 | 5 |
29 |
No
|
Travel_Frequently
| 331 |
Software
| 45 | 2 |
Medical
| 1 | 172 | 2 |
Female
| 161 | 4 | 1 |
Manager
| 1 |
Divorced
| 10,378 | 72,646 | 7 |
Y
|
Yes
| 16 | 2 | 1 | 80 | 3 | 11 | 5 | 2 | 1 | 1 | 1 | 1 |
47 |
No
|
Non-Travel
| 956 |
Sales
| 28 | 4 |
Technical Degree
| 1 | 173 | 4 |
Male
| 58 | 1 | 4 |
Sales Representative
| 2 |
Married
| 30,087 | 631,827 | 0 |
Y
|
Yes
| 26 | 3 | 4 | 80 | 4 | 22 | 3 | 2 | 17 | 5 | 12 | 11 |
24 |
No
|
Travel_Rarely
| 499 |
Human Resources
| 17 | 3 |
Medical
| 1 | 174 | 4 |
Male
| 160 | 3 | 1 |
Research Director
| 2 |
Married
| 50,750 | 862,750 | 7 |
Y
|
Yes
| 20 | 2 | 1 | 80 | 4 | 34 | 6 | 2 | 29 | 15 | 12 | 9 |
35 |
No
|
Travel_Frequently
| 251 |
Human Resources
| 21 | 2 |
Medical
| 1 | 175 | 3 |
Female
| 152 | 4 | 4 |
Laboratory Technician
| 3 |
Divorced
| 14,217 | 28,434 | 5 |
Y
|
Yes
| 18 | 1 | 4 | 80 | 2 | 12 | 1 | 4 | 11 | 7 | 4 | 1 |
57 |
Yes
|
Travel_Rarely
| 1,245 |
Research & Development
| 19 | 1 |
Marketing
| 1 | 176 | 1 |
Female
| 69 | 1 | 3 |
Sales Executive
| 1 |
Married
| 23,456 | 609,856 | 4 |
Y
|
No
| 26 | 1 | 3 | 80 | 1 | 15 | 5 | 3 | 14 | 13 | 10 | 9 |
24 |
No
|
Non-Travel
| 889 |
Research & Development
| 43 | 2 |
Human Resources
| 1 | 177 | 2 |
Male
| 42 | 3 | 1 |
Human Resources
| 1 |
Single
| 3,176 | 44,464 | 0 |
Y
|
Yes
| 31 | 3 | 2 | 80 | 3 | 39 | 3 | 4 | 24 | 11 | 9 | 2 |
18 |
No
|
Travel_Rarely
| 1,228 |
Hardware
| 23 | 1 |
Marketing
| 1 | 178 | 3 |
Male
| 106 | 3 | 5 |
Developer
| 3 |
Single
| 5,758 | 97,886 | 7 |
Y
|
Yes
| 41 | 2 | 2 | 80 | 2 | 32 | 1 | 4 | 29 | 12 | 24 | 2 |
37 |
Yes
|
Non-Travel
| 1,042 |
Research & Development
| 6 | 3 |
Medical
| 1 | 179 | 4 |
Female
| 110 | 4 | 3 |
Sales Executive
| 2 |
Married
| 1,955 | 13,685 | 3 |
Y
|
Yes
| 38 | 3 | 4 | 80 | 2 | 15 | 3 | 4 | 15 | 10 | 12 | 2 |
30 |
Yes
|
Travel_Frequently
| 1,485 |
Research & Development
| 45 | 1 |
Life Sciences
| 1 | 180 | 4 |
Female
| 75 | 3 | 1 |
Developer
| 1 |
Married
| 15,602 | 46,806 | 1 |
Y
|
Yes
| 29 | 3 | 1 | 80 | 4 | 30 | 3 | 1 | 16 | 11 | 12 | 12 |
42 |
No
|
Non-Travel
| 436 |
Software
| 28 | 3 |
Technical Degree
| 1 | 181 | 2 |
Female
| 118 | 2 | 4 |
Human Resources
| 4 |
Single
| 36,229 | 36,229 | 4 |
Y
|
No
| 48 | 3 | 4 | 80 | 1 | 24 | 5 | 3 | 13 | 6 | 5 | 7 |
50 |
Yes
|
Travel_Rarely
| 196 |
Research & Development
| 16 | 3 |
Marketing
| 1 | 182 | 4 |
Male
| 165 | 4 | 2 |
Sales Representative
| 1 |
Divorced
| 8,184 | 98,208 | 0 |
Y
|
Yes
| 35 | 2 | 1 | 80 | 4 | 35 | 4 | 4 | 30 | 2 | 14 | 10 |
41 |
No
|
Travel_Frequently
| 841 |
Software
| 39 | 2 |
Technical Degree
| 1 | 183 | 4 |
Female
| 60 | 4 | 2 |
Sales Representative
| 3 |
Married
| 37,875 | 151,500 | 2 |
Y
|
No
| 34 | 2 | 4 | 80 | 4 | 16 | 1 | 4 | 16 | 12 | 15 | 5 |
30 |
Yes
|
Travel_Rarely
| 724 |
Support
| 11 | 3 |
Human Resources
| 1 | 184 | 1 |
Male
| 81 | 3 | 1 |
Sales Representative
| 4 |
Divorced
| 35,982 | 1,043,478 | 1 |
Y
|
Yes
| 45 | 4 | 4 | 80 | 4 | 21 | 1 | 1 | 8 | 2 | 8 | 5 |
42 |
Yes
|
Travel_Rarely
| 499 |
Sales
| 42 | 3 |
Life Sciences
| 1 | 185 | 3 |
Male
| 169 | 2 | 1 |
Research Scientist
| 2 |
Divorced
| 1,008 | 23,184 | 1 |
Y
|
Yes
| 25 | 2 | 1 | 80 | 4 | 19 | 1 | 3 | 6 | 4 | 4 | 2 |
39 |
Yes
|
Travel_Rarely
| 1,355 |
Support
| 8 | 3 |
Technical Degree
| 1 | 186 | 3 |
Female
| 86 | 3 | 2 |
Human Resources
| 1 |
Married
| 26,948 | 350,324 | 2 |
Y
|
Yes
| 21 | 3 | 1 | 80 | 1 | 39 | 3 | 1 | 7 | 7 | 6 | 7 |
30 |
No
|
Non-Travel
| 494 |
Research & Development
| 9 | 4 |
Life Sciences
| 1 | 187 | 1 |
Male
| 30 | 4 | 3 |
Developer
| 3 |
Single
| 6,949 | 173,725 | 4 |
Y
|
Yes
| 26 | 4 | 3 | 80 | 4 | 27 | 4 | 4 | 10 | 10 | 8 | 10 |
20 |
Yes
|
Travel_Rarely
| 1,383 |
Support
| 38 | 1 |
Medical
| 1 | 188 | 1 |
Female
| 37 | 3 | 3 |
Sales Representative
| 2 |
Single
| 48,069 | 769,104 | 1 |
Y
|
No
| 2 | 4 | 1 | 80 | 1 | 10 | 3 | 1 | 6 | 5 | 5 | 5 |
46 |
No
|
Travel_Rarely
| 769 |
Human Resources
| 3 | 1 |
Marketing
| 1 | 189 | 3 |
Female
| 51 | 3 | 4 |
Laboratory Technician
| 1 |
Married
| 29,090 | 378,170 | 7 |
Y
|
Yes
| 9 | 4 | 4 | 80 | 4 | 24 | 6 | 4 | 14 | 7 | 3 | 4 |
57 |
Yes
|
Travel_Rarely
| 1,060 |
Software
| 23 | 3 |
Life Sciences
| 1 | 190 | 4 |
Female
| 45 | 4 | 4 |
Research Scientist
| 4 |
Single
| 33,946 | 746,812 | 8 |
Y
|
Yes
| 12 | 3 | 1 | 80 | 2 | 33 | 4 | 1 | 2 | 1 | 2 | 2 |
36 |
No
|
Travel_Rarely
| 285 |
Support
| 28 | 4 |
Technical Degree
| 1 | 191 | 1 |
Female
| 185 | 3 | 3 |
Sales Representative
| 1 |
Divorced
| 41,069 | 739,242 | 4 |
Y
|
No
| 33 | 1 | 2 | 80 | 1 | 32 | 6 | 4 | 25 | 3 | 3 | 13 |
52 |
No
|
Travel_Rarely
| 1,342 |
Human Resources
| 40 | 1 |
Other
| 1 | 192 | 1 |
Male
| 157 | 1 | 4 |
Research Scientist
| 4 |
Divorced
| 22,613 | 384,421 | 3 |
Y
|
No
| 19 | 3 | 4 | 80 | 4 | 3 | 6 | 2 | 1 | 1 | 1 | 1 |
30 |
No
|
Non-Travel
| 760 |
Sales
| 26 | 4 |
Other
| 1 | 193 | 4 |
Female
| 100 | 2 | 1 |
Healthcare Representative
| 4 |
Single
| 14,209 | 56,836 | 0 |
Y
|
Yes
| 30 | 4 | 4 | 80 | 3 | 14 | 1 | 1 | 12 | 2 | 3 | 1 |
24 |
Yes
|
Non-Travel
| 1,272 |
Support
| 33 | 4 |
Marketing
| 1 | 194 | 2 |
Female
| 195 | 4 | 4 |
Research Director
| 1 |
Divorced
| 3,270 | 29,430 | 6 |
Y
|
No
| 46 | 3 | 2 | 80 | 1 | 21 | 3 | 4 | 10 | 8 | 8 | 1 |
38 |
Yes
|
Travel_Frequently
| 1,142 |
Hardware
| 10 | 3 |
Life Sciences
| 1 | 195 | 4 |
Male
| 62 | 2 | 2 |
Sales Executive
| 1 |
Single
| 2,648 | 68,848 | 4 |
Y
|
Yes
| 0 | 3 | 1 | 80 | 3 | 36 | 2 | 2 | 31 | 16 | 8 | 11 |
57 |
Yes
|
Travel_Frequently
| 1,012 |
Research & Development
| 41 | 3 |
Marketing
| 1 | 196 | 1 |
Male
| 142 | 4 | 3 |
Sales Executive
| 1 |
Single
| 43,107 | 1,206,996 | 2 |
Y
|
Yes
| 46 | 4 | 2 | 80 | 3 | 19 | 5 | 1 | 11 | 3 | 3 | 4 |
22 |
Yes
|
Travel_Rarely
| 1,185 |
Sales
| 7 | 1 |
Human Resources
| 1 | 197 | 4 |
Male
| 127 | 4 | 5 |
Healthcare Representative
| 4 |
Married
| 27,103 | 243,927 | 4 |
Y
|
No
| 4 | 1 | 4 | 80 | 1 | 11 | 3 | 4 | 11 | 7 | 6 | 1 |
60 |
Yes
|
Non-Travel
| 690 |
Support
| 16 | 2 |
Life Sciences
| 1 | 198 | 2 |
Male
| 85 | 2 | 2 |
Sales Executive
| 4 |
Married
| 22,931 | 229,310 | 7 |
Y
|
Yes
| 39 | 2 | 2 | 80 | 1 | 7 | 6 | 3 | 7 | 6 | 4 | 7 |
47 |
No
|
Non-Travel
| 581 |
Software
| 29 | 3 |
Other
| 1 | 199 | 2 |
Male
| 78 | 4 | 1 |
Laboratory Technician
| 2 |
Divorced
| 30,708 | 491,328 | 3 |
Y
|
No
| 25 | 1 | 1 | 80 | 2 | 4 | 2 | 2 | 3 | 1 | 2 | 3 |
35 |
No
|
Travel_Rarely
| 946 |
Support
| 12 | 1 |
Medical
| 1 | 200 | 4 |
Female
| 165 | 2 | 2 |
Developer
| 2 |
Married
| 23,757 | 522,654 | 5 |
Y
|
No
| 22 | 1 | 4 | 80 | 2 | 40 | 3 | 2 | 16 | 14 | 15 | 1 |
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