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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
45 |
Yes
|
Non-Travel
| 1,094 |
Hardware
| 11 | 5 |
Marketing
| 1 | 1,001 | 3 |
Male
| 198 | 1 | 2 |
Developer
| 1 |
Divorced
| 20,707 | 517,675 | 1 |
Y
|
No
| 31 | 3 | 3 | 80 | 3 | 37 | 6 | 4 | 3 | 3 | 2 | 2 |
53 |
Yes
|
Travel_Frequently
| 755 |
Support
| 2 | 2 |
Life Sciences
| 1 | 1,002 | 1 |
Female
| 75 | 4 | 3 |
Research Director
| 1 |
Divorced
| 25,027 | 425,459 | 6 |
Y
|
Yes
| 21 | 3 | 3 | 80 | 3 | 25 | 3 | 4 | 10 | 2 | 7 | 9 |
20 |
Yes
|
Non-Travel
| 1,132 |
Software
| 48 | 2 |
Life Sciences
| 1 | 1,003 | 1 |
Female
| 177 | 4 | 3 |
Laboratory Technician
| 1 |
Divorced
| 10,989 | 175,824 | 4 |
Y
|
Yes
| 43 | 2 | 3 | 80 | 4 | 22 | 3 | 1 | 20 | 13 | 16 | 9 |
42 |
No
|
Travel_Rarely
| 404 |
Human Resources
| 25 | 5 |
Medical
| 1 | 1,004 | 1 |
Female
| 127 | 1 | 4 |
Manufacturing Director
| 3 |
Married
| 16,162 | 129,296 | 5 |
Y
|
No
| 46 | 4 | 3 | 80 | 1 | 7 | 2 | 4 | 3 | 1 | 1 | 3 |
40 |
No
|
Non-Travel
| 1,090 |
Sales
| 2 | 2 |
Marketing
| 1 | 1,005 | 4 |
Female
| 96 | 2 | 5 |
Sales Representative
| 1 |
Single
| 15,277 | 443,033 | 1 |
Y
|
Yes
| 23 | 4 | 4 | 80 | 2 | 19 | 3 | 1 | 13 | 10 | 10 | 11 |
40 |
Yes
|
Travel_Frequently
| 315 |
Support
| 31 | 3 |
Life Sciences
| 1 | 1,006 | 1 |
Male
| 161 | 1 | 1 |
Manufacturing Director
| 3 |
Single
| 30,467 | 761,675 | 8 |
Y
|
Yes
| 45 | 1 | 4 | 80 | 2 | 22 | 5 | 1 | 17 | 11 | 13 | 6 |
46 |
Yes
|
Travel_Rarely
| 1,323 |
Research & Development
| 24 | 3 |
Marketing
| 1 | 1,007 | 1 |
Female
| 145 | 4 | 2 |
Research Scientist
| 1 |
Single
| 42,927 | 643,905 | 7 |
Y
|
No
| 21 | 1 | 2 | 80 | 4 | 5 | 1 | 1 | 4 | 2 | 2 | 4 |
44 |
No
|
Travel_Rarely
| 1,475 |
Support
| 7 | 5 |
Human Resources
| 1 | 1,008 | 1 |
Male
| 105 | 3 | 2 |
Developer
| 1 |
Married
| 7,612 | 60,896 | 8 |
Y
|
Yes
| 17 | 1 | 3 | 80 | 2 | 31 | 5 | 1 | 29 | 17 | 9 | 18 |
36 |
No
|
Non-Travel
| 412 |
Sales
| 2 | 5 |
Technical Degree
| 1 | 1,009 | 2 |
Female
| 65 | 1 | 4 |
Laboratory Technician
| 1 |
Married
| 32,424 | 389,088 | 1 |
Y
|
Yes
| 9 | 2 | 1 | 80 | 4 | 29 | 2 | 1 | 6 | 2 | 2 | 4 |
34 |
Yes
|
Travel_Rarely
| 1,432 |
Sales
| 18 | 3 |
Human Resources
| 1 | 1,010 | 3 |
Male
| 90 | 3 | 4 |
Developer
| 1 |
Single
| 36,283 | 362,830 | 5 |
Y
|
Yes
| 44 | 2 | 3 | 80 | 4 | 4 | 4 | 4 | 2 | 1 | 2 | 1 |
56 |
Yes
|
Travel_Frequently
| 988 |
Hardware
| 29 | 5 |
Technical Degree
| 1 | 1,011 | 1 |
Female
| 193 | 3 | 5 |
Manufacturing Director
| 2 |
Divorced
| 47,452 | 711,780 | 7 |
Y
|
No
| 13 | 2 | 2 | 80 | 4 | 23 | 1 | 3 | 6 | 6 | 2 | 1 |
21 |
Yes
|
Travel_Rarely
| 1,488 |
Hardware
| 17 | 5 |
Marketing
| 1 | 1,012 | 4 |
Female
| 35 | 4 | 3 |
Sales Executive
| 1 |
Married
| 10,698 | 288,846 | 2 |
Y
|
No
| 18 | 4 | 3 | 80 | 3 | 10 | 2 | 2 | 1 | 1 | 1 | 1 |
21 |
No
|
Travel_Rarely
| 1,170 |
Human Resources
| 7 | 5 |
Technical Degree
| 1 | 1,013 | 1 |
Male
| 182 | 4 | 3 |
Sales Representative
| 3 |
Single
| 34,095 | 170,475 | 0 |
Y
|
No
| 46 | 2 | 2 | 80 | 3 | 40 | 6 | 4 | 16 | 14 | 1 | 13 |
20 |
No
|
Travel_Frequently
| 242 |
Software
| 16 | 5 |
Life Sciences
| 1 | 1,014 | 3 |
Female
| 35 | 4 | 4 |
Laboratory Technician
| 4 |
Single
| 8,415 | 143,055 | 0 |
Y
|
No
| 46 | 2 | 3 | 80 | 4 | 16 | 1 | 2 | 16 | 16 | 6 | 2 |
27 |
No
|
Travel_Frequently
| 135 |
Hardware
| 34 | 5 |
Marketing
| 1 | 1,015 | 2 |
Male
| 43 | 3 | 4 |
Research Scientist
| 2 |
Divorced
| 12,611 | 163,943 | 1 |
Y
|
Yes
| 40 | 4 | 1 | 80 | 3 | 33 | 6 | 4 | 16 | 7 | 11 | 3 |
19 |
No
|
Travel_Rarely
| 401 |
Human Resources
| 34 | 5 |
Marketing
| 1 | 1,016 | 1 |
Male
| 119 | 1 | 2 |
Healthcare Representative
| 3 |
Married
| 31,618 | 758,832 | 8 |
Y
|
Yes
| 40 | 3 | 1 | 80 | 4 | 17 | 6 | 2 | 9 | 9 | 3 | 9 |
21 |
Yes
|
Travel_Frequently
| 432 |
Sales
| 45 | 3 |
Life Sciences
| 1 | 1,017 | 4 |
Male
| 172 | 4 | 5 |
Healthcare Representative
| 2 |
Divorced
| 39,710 | 873,620 | 2 |
Y
|
No
| 44 | 2 | 2 | 80 | 4 | 32 | 5 | 3 | 6 | 3 | 1 | 2 |
48 |
No
|
Travel_Rarely
| 102 |
Sales
| 48 | 5 |
Medical
| 1 | 1,018 | 3 |
Male
| 197 | 2 | 5 |
Research Scientist
| 1 |
Divorced
| 16,562 | 397,488 | 0 |
Y
|
No
| 36 | 4 | 4 | 80 | 1 | 33 | 3 | 1 | 32 | 30 | 24 | 10 |
43 |
No
|
Travel_Frequently
| 1,210 |
Sales
| 42 | 4 |
Medical
| 1 | 1,019 | 2 |
Male
| 144 | 3 | 5 |
Research Scientist
| 4 |
Divorced
| 39,781 | 556,934 | 7 |
Y
|
Yes
| 0 | 1 | 1 | 80 | 3 | 40 | 4 | 1 | 7 | 4 | 5 | 5 |
39 |
No
|
Non-Travel
| 568 |
Software
| 9 | 2 |
Life Sciences
| 1 | 1,020 | 1 |
Male
| 56 | 1 | 2 |
Sales Representative
| 1 |
Divorced
| 28,377 | 312,147 | 7 |
Y
|
Yes
| 19 | 2 | 4 | 80 | 3 | 8 | 2 | 2 | 7 | 6 | 3 | 4 |
45 |
No
|
Non-Travel
| 717 |
Support
| 43 | 1 |
Technical Degree
| 1 | 1,021 | 1 |
Male
| 34 | 1 | 3 |
Research Director
| 3 |
Single
| 16,001 | 400,025 | 6 |
Y
|
No
| 45 | 4 | 3 | 80 | 4 | 15 | 4 | 4 | 12 | 10 | 9 | 10 |
49 |
Yes
|
Travel_Frequently
| 630 |
Sales
| 33 | 5 |
Marketing
| 1 | 1,022 | 1 |
Female
| 134 | 1 | 5 |
Sales Representative
| 3 |
Single
| 20,902 | 501,648 | 7 |
Y
|
Yes
| 24 | 3 | 4 | 80 | 4 | 16 | 1 | 2 | 12 | 9 | 6 | 4 |
53 |
Yes
|
Non-Travel
| 139 |
Hardware
| 15 | 5 |
Marketing
| 1 | 1,023 | 1 |
Male
| 183 | 4 | 1 |
Healthcare Representative
| 4 |
Divorced
| 14,761 | 265,698 | 3 |
Y
|
No
| 30 | 4 | 1 | 80 | 4 | 11 | 2 | 3 | 7 | 4 | 6 | 4 |
32 |
Yes
|
Travel_Frequently
| 855 |
Support
| 22 | 4 |
Life Sciences
| 1 | 1,024 | 4 |
Male
| 104 | 2 | 3 |
Research Director
| 4 |
Single
| 3,754 | 45,048 | 7 |
Y
|
No
| 16 | 2 | 3 | 80 | 4 | 33 | 1 | 3 | 2 | 2 | 1 | 1 |
45 |
No
|
Non-Travel
| 1,208 |
Sales
| 7 | 1 |
Marketing
| 1 | 1,025 | 2 |
Male
| 200 | 3 | 1 |
Manufacturing Director
| 3 |
Single
| 29,358 | 146,790 | 1 |
Y
|
Yes
| 15 | 2 | 3 | 80 | 1 | 40 | 3 | 2 | 14 | 13 | 12 | 4 |
52 |
Yes
|
Travel_Rarely
| 1,095 |
Human Resources
| 31 | 1 |
Human Resources
| 1 | 1,026 | 3 |
Female
| 194 | 4 | 4 |
Research Scientist
| 4 |
Married
| 21,308 | 63,924 | 7 |
Y
|
Yes
| 37 | 3 | 1 | 80 | 2 | 7 | 1 | 2 | 5 | 5 | 1 | 3 |
29 |
Yes
|
Non-Travel
| 149 |
Research & Development
| 7 | 5 |
Other
| 1 | 1,027 | 4 |
Female
| 31 | 2 | 2 |
Sales Executive
| 1 |
Married
| 41,370 | 951,510 | 1 |
Y
|
No
| 27 | 2 | 2 | 80 | 1 | 4 | 2 | 3 | 2 | 1 | 2 | 2 |
33 |
Yes
|
Travel_Rarely
| 906 |
Sales
| 1 | 1 |
Marketing
| 1 | 1,028 | 3 |
Male
| 138 | 4 | 3 |
Research Scientist
| 2 |
Single
| 10,774 | 204,706 | 7 |
Y
|
Yes
| 14 | 2 | 2 | 80 | 4 | 29 | 4 | 3 | 10 | 1 | 2 | 3 |
58 |
Yes
|
Travel_Frequently
| 540 |
Sales
| 18 | 5 |
Other
| 1 | 1,029 | 1 |
Male
| 199 | 2 | 4 |
Human Resources
| 1 |
Divorced
| 10,675 | 170,800 | 0 |
Y
|
Yes
| 44 | 3 | 3 | 80 | 3 | 39 | 6 | 1 | 29 | 29 | 29 | 15 |
18 |
Yes
|
Travel_Rarely
| 1,356 |
Hardware
| 41 | 3 |
Medical
| 1 | 1,030 | 3 |
Female
| 79 | 2 | 4 |
Human Resources
| 2 |
Divorced
| 19,073 | 572,190 | 5 |
Y
|
Yes
| 19 | 2 | 3 | 80 | 4 | 4 | 3 | 1 | 4 | 3 | 1 | 2 |
49 |
No
|
Travel_Frequently
| 705 |
Sales
| 15 | 1 |
Life Sciences
| 1 | 1,031 | 1 |
Male
| 54 | 1 | 4 |
Manager
| 4 |
Single
| 37,536 | 150,144 | 4 |
Y
|
No
| 31 | 4 | 4 | 80 | 1 | 27 | 6 | 1 | 10 | 8 | 5 | 3 |
44 |
Yes
|
Travel_Frequently
| 157 |
Hardware
| 10 | 1 |
Other
| 1 | 1,032 | 2 |
Female
| 119 | 3 | 4 |
Human Resources
| 4 |
Divorced
| 20,675 | 475,525 | 0 |
Y
|
No
| 22 | 1 | 2 | 80 | 1 | 4 | 5 | 4 | 4 | 2 | 1 | 3 |
59 |
No
|
Travel_Frequently
| 1,327 |
Software
| 35 | 3 |
Technical Degree
| 1 | 1,033 | 3 |
Female
| 91 | 4 | 2 |
Research Director
| 1 |
Single
| 32,691 | 261,528 | 3 |
Y
|
Yes
| 11 | 3 | 3 | 80 | 1 | 22 | 1 | 4 | 12 | 10 | 5 | 7 |
36 |
No
|
Non-Travel
| 358 |
Support
| 16 | 1 |
Other
| 1 | 1,034 | 2 |
Female
| 189 | 1 | 4 |
Sales Executive
| 4 |
Divorced
| 41,121 | 411,210 | 3 |
Y
|
Yes
| 38 | 2 | 4 | 80 | 4 | 32 | 2 | 4 | 12 | 8 | 8 | 4 |
50 |
Yes
|
Travel_Rarely
| 821 |
Sales
| 42 | 5 |
Life Sciences
| 1 | 1,035 | 3 |
Female
| 91 | 1 | 4 |
Developer
| 4 |
Single
| 43,893 | 570,609 | 3 |
Y
|
No
| 20 | 3 | 3 | 80 | 2 | 19 | 6 | 4 | 11 | 5 | 4 | 6 |
25 |
Yes
|
Travel_Rarely
| 1,409 |
Software
| 42 | 3 |
Life Sciences
| 1 | 1,036 | 4 |
Female
| 90 | 2 | 4 |
Developer
| 3 |
Married
| 3,375 | 50,625 | 4 |
Y
|
Yes
| 39 | 1 | 3 | 80 | 2 | 8 | 6 | 1 | 1 | 1 | 1 | 1 |
36 |
Yes
|
Travel_Frequently
| 1,033 |
Software
| 11 | 1 |
Life Sciences
| 1 | 1,037 | 1 |
Male
| 75 | 3 | 2 |
Sales Representative
| 2 |
Divorced
| 49,833 | 1,195,992 | 7 |
Y
|
No
| 12 | 3 | 4 | 80 | 1 | 11 | 6 | 2 | 2 | 2 | 1 | 2 |
50 |
Yes
|
Travel_Frequently
| 567 |
Hardware
| 44 | 4 |
Medical
| 1 | 1,038 | 2 |
Female
| 103 | 1 | 2 |
Sales Representative
| 3 |
Divorced
| 26,732 | 133,660 | 5 |
Y
|
Yes
| 12 | 4 | 4 | 80 | 4 | 1 | 2 | 3 | 1 | 1 | 1 | 1 |
52 |
No
|
Travel_Frequently
| 1,312 |
Hardware
| 18 | 5 |
Life Sciences
| 1 | 1,039 | 2 |
Female
| 193 | 3 | 5 |
Human Resources
| 4 |
Divorced
| 44,875 | 1,032,125 | 8 |
Y
|
No
| 22 | 4 | 3 | 80 | 1 | 13 | 2 | 1 | 4 | 3 | 1 | 3 |
51 |
Yes
|
Non-Travel
| 730 |
Software
| 27 | 3 |
Life Sciences
| 1 | 1,040 | 1 |
Female
| 46 | 3 | 4 |
Sales Executive
| 3 |
Single
| 20,443 | 61,329 | 4 |
Y
|
Yes
| 41 | 4 | 2 | 80 | 3 | 25 | 1 | 1 | 6 | 4 | 4 | 4 |
35 |
Yes
|
Travel_Frequently
| 1,412 |
Support
| 28 | 2 |
Medical
| 1 | 1,041 | 4 |
Male
| 130 | 2 | 3 |
Sales Executive
| 3 |
Married
| 50,563 | 809,008 | 1 |
Y
|
No
| 0 | 3 | 4 | 80 | 4 | 23 | 5 | 3 | 16 | 12 | 16 | 1 |
37 |
No
|
Travel_Rarely
| 163 |
Hardware
| 34 | 3 |
Human Resources
| 1 | 1,042 | 4 |
Female
| 176 | 4 | 3 |
Manager
| 4 |
Single
| 26,758 | 749,224 | 7 |
Y
|
No
| 48 | 1 | 4 | 80 | 2 | 39 | 5 | 3 | 2 | 2 | 1 | 1 |
26 |
No
|
Non-Travel
| 395 |
Research & Development
| 39 | 4 |
Marketing
| 1 | 1,043 | 3 |
Male
| 30 | 2 | 4 |
Human Resources
| 4 |
Divorced
| 2,308 | 41,544 | 2 |
Y
|
Yes
| 31 | 3 | 2 | 80 | 3 | 19 | 2 | 2 | 7 | 4 | 5 | 5 |
22 |
Yes
|
Non-Travel
| 132 |
Sales
| 6 | 4 |
Life Sciences
| 1 | 1,044 | 3 |
Female
| 185 | 1 | 3 |
Manager
| 1 |
Single
| 30,568 | 917,040 | 1 |
Y
|
Yes
| 20 | 2 | 1 | 80 | 4 | 40 | 3 | 2 | 29 | 4 | 6 | 21 |
45 |
Yes
|
Travel_Frequently
| 1,473 |
Software
| 38 | 1 |
Medical
| 1 | 1,045 | 2 |
Male
| 45 | 3 | 3 |
Research Scientist
| 1 |
Divorced
| 22,219 | 577,694 | 0 |
Y
|
No
| 37 | 1 | 2 | 80 | 1 | 17 | 4 | 2 | 4 | 2 | 1 | 2 |
53 |
Yes
|
Travel_Rarely
| 983 |
Support
| 18 | 5 |
Human Resources
| 1 | 1,046 | 3 |
Female
| 110 | 1 | 1 |
Manager
| 1 |
Single
| 15,341 | 260,797 | 6 |
Y
|
Yes
| 40 | 3 | 2 | 80 | 4 | 6 | 6 | 2 | 4 | 1 | 2 | 1 |
53 |
No
|
Travel_Frequently
| 848 |
Research & Development
| 16 | 2 |
Other
| 1 | 1,047 | 1 |
Female
| 53 | 1 | 5 |
Healthcare Representative
| 3 |
Single
| 1,502 | 3,004 | 4 |
Y
|
No
| 46 | 4 | 4 | 80 | 3 | 40 | 6 | 2 | 40 | 6 | 23 | 38 |
20 |
No
|
Non-Travel
| 987 |
Human Resources
| 12 | 3 |
Life Sciences
| 1 | 1,048 | 3 |
Female
| 184 | 2 | 3 |
Healthcare Representative
| 2 |
Single
| 7,526 | 150,520 | 8 |
Y
|
Yes
| 37 | 1 | 4 | 80 | 1 | 29 | 4 | 2 | 18 | 9 | 5 | 4 |
22 |
No
|
Travel_Rarely
| 619 |
Sales
| 17 | 5 |
Human Resources
| 1 | 1,049 | 4 |
Female
| 177 | 3 | 1 |
Human Resources
| 1 |
Married
| 28,360 | 595,560 | 5 |
Y
|
Yes
| 8 | 2 | 1 | 80 | 3 | 23 | 4 | 2 | 6 | 5 | 5 | 5 |
41 |
Yes
|
Travel_Rarely
| 1,406 |
Hardware
| 21 | 2 |
Medical
| 1 | 1,050 | 2 |
Male
| 120 | 3 | 3 |
Sales Representative
| 3 |
Divorced
| 14,132 | 113,056 | 5 |
Y
|
No
| 27 | 4 | 4 | 80 | 4 | 10 | 1 | 4 | 1 | 1 | 1 | 1 |
38 |
Yes
|
Non-Travel
| 704 |
Human Resources
| 36 | 4 |
Technical Degree
| 1 | 1,051 | 3 |
Male
| 136 | 3 | 2 |
Sales Executive
| 3 |
Single
| 9,850 | 68,950 | 5 |
Y
|
No
| 12 | 2 | 4 | 80 | 2 | 25 | 1 | 2 | 10 | 1 | 8 | 6 |
34 |
No
|
Travel_Frequently
| 580 |
Human Resources
| 19 | 3 |
Human Resources
| 1 | 1,052 | 4 |
Male
| 46 | 2 | 1 |
Developer
| 3 |
Single
| 20,650 | 557,550 | 8 |
Y
|
Yes
| 47 | 1 | 2 | 80 | 1 | 6 | 4 | 3 | 2 | 2 | 2 | 2 |
51 |
Yes
|
Non-Travel
| 721 |
Sales
| 34 | 3 |
Other
| 1 | 1,053 | 4 |
Male
| 195 | 2 | 5 |
Laboratory Technician
| 4 |
Single
| 48,610 | 1,361,080 | 2 |
Y
|
No
| 2 | 4 | 1 | 80 | 3 | 28 | 4 | 4 | 21 | 12 | 4 | 3 |
38 |
Yes
|
Non-Travel
| 797 |
Sales
| 31 | 1 |
Medical
| 1 | 1,054 | 4 |
Male
| 103 | 1 | 4 |
Healthcare Representative
| 2 |
Single
| 29,014 | 58,028 | 8 |
Y
|
Yes
| 26 | 4 | 2 | 80 | 3 | 17 | 2 | 1 | 6 | 2 | 6 | 1 |
25 |
No
|
Travel_Rarely
| 1,113 |
Human Resources
| 38 | 2 |
Medical
| 1 | 1,055 | 3 |
Male
| 135 | 2 | 5 |
Sales Representative
| 3 |
Divorced
| 47,917 | 143,751 | 2 |
Y
|
No
| 34 | 3 | 1 | 80 | 1 | 20 | 4 | 4 | 7 | 7 | 3 | 7 |
40 |
Yes
|
Non-Travel
| 241 |
Hardware
| 46 | 5 |
Other
| 1 | 1,056 | 3 |
Male
| 143 | 1 | 2 |
Laboratory Technician
| 3 |
Divorced
| 27,797 | 166,782 | 6 |
Y
|
No
| 24 | 1 | 2 | 80 | 4 | 38 | 2 | 1 | 18 | 5 | 13 | 11 |
47 |
Yes
|
Travel_Frequently
| 142 |
Sales
| 33 | 1 |
Medical
| 1 | 1,057 | 2 |
Male
| 96 | 1 | 2 |
Research Scientist
| 3 |
Single
| 30,999 | 371,988 | 4 |
Y
|
Yes
| 45 | 3 | 3 | 80 | 3 | 40 | 5 | 3 | 30 | 2 | 11 | 15 |
39 |
Yes
|
Non-Travel
| 1,499 |
Human Resources
| 47 | 1 |
Other
| 1 | 1,058 | 2 |
Female
| 41 | 1 | 2 |
Manager
| 3 |
Divorced
| 49,313 | 49,313 | 0 |
Y
|
Yes
| 7 | 1 | 2 | 80 | 3 | 32 | 4 | 1 | 27 | 5 | 25 | 12 |
52 |
No
|
Travel_Frequently
| 538 |
Human Resources
| 45 | 4 |
Medical
| 1 | 1,059 | 2 |
Female
| 161 | 4 | 4 |
Sales Representative
| 4 |
Married
| 23,038 | 276,456 | 6 |
Y
|
Yes
| 42 | 1 | 1 | 80 | 4 | 15 | 3 | 4 | 15 | 5 | 1 | 3 |
52 |
Yes
|
Non-Travel
| 1,200 |
Research & Development
| 33 | 3 |
Life Sciences
| 1 | 1,060 | 3 |
Female
| 101 | 4 | 4 |
Research Scientist
| 1 |
Married
| 30,821 | 308,210 | 0 |
Y
|
No
| 5 | 1 | 1 | 80 | 3 | 28 | 5 | 4 | 6 | 6 | 2 | 3 |
25 |
No
|
Travel_Frequently
| 724 |
Research & Development
| 23 | 1 |
Medical
| 1 | 1,061 | 1 |
Male
| 59 | 3 | 4 |
Research Scientist
| 1 |
Married
| 6,813 | 177,138 | 6 |
Y
|
Yes
| 9 | 1 | 2 | 80 | 3 | 40 | 6 | 1 | 40 | 26 | 31 | 40 |
58 |
No
|
Travel_Frequently
| 1,371 |
Human Resources
| 22 | 4 |
Technical Degree
| 1 | 1,062 | 3 |
Female
| 100 | 2 | 3 |
Healthcare Representative
| 4 |
Divorced
| 9,524 | 171,432 | 5 |
Y
|
No
| 3 | 4 | 4 | 80 | 3 | 8 | 5 | 4 | 4 | 4 | 4 | 4 |
24 |
No
|
Travel_Rarely
| 514 |
Research & Development
| 20 | 4 |
Human Resources
| 1 | 1,063 | 4 |
Female
| 195 | 2 | 1 |
Sales Representative
| 3 |
Divorced
| 25,407 | 711,396 | 7 |
Y
|
Yes
| 29 | 3 | 2 | 80 | 3 | 4 | 1 | 4 | 1 | 1 | 1 | 1 |
44 |
No
|
Travel_Frequently
| 804 |
Hardware
| 21 | 5 |
Marketing
| 1 | 1,064 | 3 |
Male
| 122 | 2 | 4 |
Sales Representative
| 3 |
Married
| 43,537 | 565,981 | 7 |
Y
|
No
| 47 | 2 | 2 | 80 | 1 | 29 | 1 | 2 | 16 | 16 | 13 | 8 |
42 |
Yes
|
Non-Travel
| 1,107 |
Sales
| 38 | 4 |
Marketing
| 1 | 1,065 | 2 |
Female
| 180 | 3 | 2 |
Laboratory Technician
| 1 |
Divorced
| 17,929 | 286,864 | 3 |
Y
|
No
| 24 | 1 | 2 | 80 | 1 | 24 | 2 | 2 | 5 | 5 | 1 | 2 |
55 |
Yes
|
Travel_Frequently
| 680 |
Software
| 37 | 5 |
Life Sciences
| 1 | 1,066 | 4 |
Female
| 101 | 4 | 5 |
Research Scientist
| 3 |
Divorced
| 13,526 | 378,728 | 6 |
Y
|
Yes
| 16 | 3 | 3 | 80 | 3 | 4 | 1 | 4 | 1 | 1 | 1 | 1 |
20 |
Yes
|
Travel_Frequently
| 547 |
Hardware
| 24 | 2 |
Other
| 1 | 1,067 | 4 |
Male
| 99 | 4 | 2 |
Manager
| 1 |
Divorced
| 36,673 | 1,063,517 | 4 |
Y
|
Yes
| 47 | 4 | 1 | 80 | 2 | 12 | 1 | 4 | 9 | 3 | 9 | 1 |
28 |
Yes
|
Travel_Frequently
| 286 |
Support
| 50 | 1 |
Human Resources
| 1 | 1,068 | 2 |
Male
| 127 | 2 | 1 |
Research Director
| 3 |
Single
| 22,192 | 66,576 | 5 |
Y
|
Yes
| 43 | 4 | 4 | 80 | 1 | 12 | 4 | 3 | 3 | 2 | 1 | 1 |
53 |
Yes
|
Travel_Rarely
| 212 |
Research & Development
| 49 | 1 |
Medical
| 1 | 1,069 | 1 |
Male
| 70 | 4 | 1 |
Research Director
| 3 |
Single
| 6,667 | 113,339 | 0 |
Y
|
No
| 6 | 2 | 2 | 80 | 1 | 16 | 4 | 3 | 16 | 3 | 1 | 1 |
59 |
No
|
Travel_Rarely
| 942 |
Research & Development
| 23 | 2 |
Technical Degree
| 1 | 1,070 | 3 |
Male
| 44 | 1 | 1 |
Sales Representative
| 4 |
Divorced
| 21,301 | 553,826 | 4 |
Y
|
No
| 42 | 1 | 2 | 80 | 2 | 34 | 5 | 4 | 17 | 1 | 8 | 5 |
47 |
No
|
Travel_Rarely
| 369 |
Research & Development
| 38 | 1 |
Technical Degree
| 1 | 1,071 | 3 |
Female
| 182 | 2 | 5 |
Manager
| 3 |
Single
| 1,036 | 31,080 | 2 |
Y
|
No
| 14 | 3 | 3 | 80 | 1 | 7 | 6 | 1 | 7 | 4 | 7 | 5 |
41 |
No
|
Non-Travel
| 280 |
Research & Development
| 17 | 1 |
Medical
| 1 | 1,072 | 4 |
Male
| 140 | 1 | 3 |
Human Resources
| 4 |
Married
| 8,433 | 177,093 | 1 |
Y
|
Yes
| 4 | 4 | 2 | 80 | 1 | 33 | 4 | 2 | 17 | 7 | 5 | 6 |
46 |
Yes
|
Travel_Frequently
| 1,072 |
Software
| 49 | 1 |
Technical Degree
| 1 | 1,073 | 4 |
Female
| 41 | 3 | 4 |
Sales Representative
| 1 |
Married
| 18,128 | 507,584 | 5 |
Y
|
No
| 44 | 2 | 4 | 80 | 3 | 5 | 4 | 2 | 4 | 1 | 1 | 3 |
34 |
No
|
Travel_Rarely
| 1,310 |
Sales
| 1 | 3 |
Marketing
| 1 | 1,074 | 1 |
Male
| 177 | 1 | 3 |
Manager
| 1 |
Divorced
| 48,153 | 1,300,131 | 1 |
Y
|
Yes
| 7 | 4 | 2 | 80 | 1 | 9 | 6 | 1 | 2 | 1 | 1 | 1 |
36 |
No
|
Travel_Frequently
| 1,142 |
Human Resources
| 5 | 3 |
Life Sciences
| 1 | 1,075 | 1 |
Male
| 94 | 1 | 5 |
Healthcare Representative
| 3 |
Divorced
| 8,836 | 229,736 | 3 |
Y
|
No
| 35 | 1 | 1 | 80 | 3 | 32 | 3 | 4 | 25 | 24 | 10 | 13 |
24 |
Yes
|
Travel_Frequently
| 884 |
Human Resources
| 47 | 4 |
Medical
| 1 | 1,076 | 1 |
Female
| 195 | 1 | 3 |
Research Scientist
| 2 |
Divorced
| 34,776 | 278,208 | 6 |
Y
|
Yes
| 2 | 1 | 3 | 80 | 4 | 26 | 2 | 4 | 12 | 4 | 7 | 11 |
53 |
No
|
Non-Travel
| 1,001 |
Support
| 45 | 5 |
Life Sciences
| 1 | 1,077 | 2 |
Female
| 109 | 2 | 3 |
Manager
| 2 |
Married
| 15,042 | 240,672 | 2 |
Y
|
Yes
| 8 | 2 | 3 | 80 | 1 | 23 | 2 | 3 | 2 | 2 | 2 | 1 |
24 |
No
|
Travel_Frequently
| 918 |
Research & Development
| 36 | 1 |
Life Sciences
| 1 | 1,078 | 1 |
Female
| 65 | 3 | 4 |
Laboratory Technician
| 1 |
Married
| 26,428 | 449,276 | 6 |
Y
|
Yes
| 20 | 1 | 1 | 80 | 2 | 5 | 3 | 1 | 2 | 2 | 2 | 1 |
46 |
No
|
Non-Travel
| 1,406 |
Human Resources
| 24 | 3 |
Technical Degree
| 1 | 1,079 | 1 |
Female
| 159 | 1 | 3 |
Healthcare Representative
| 3 |
Divorced
| 42,650 | 980,950 | 6 |
Y
|
No
| 35 | 2 | 4 | 80 | 2 | 21 | 6 | 1 | 17 | 14 | 8 | 10 |
54 |
No
|
Travel_Rarely
| 675 |
Software
| 28 | 1 |
Marketing
| 1 | 1,080 | 3 |
Female
| 123 | 4 | 2 |
Sales Executive
| 2 |
Single
| 42,577 | 340,616 | 1 |
Y
|
No
| 24 | 2 | 2 | 80 | 2 | 31 | 3 | 3 | 10 | 10 | 1 | 10 |
47 |
Yes
|
Travel_Frequently
| 332 |
Sales
| 11 | 1 |
Marketing
| 1 | 1,081 | 2 |
Female
| 65 | 4 | 4 |
Healthcare Representative
| 3 |
Divorced
| 5,108 | 91,944 | 2 |
Y
|
No
| 9 | 3 | 3 | 80 | 4 | 23 | 1 | 3 | 1 | 1 | 1 | 1 |
38 |
No
|
Travel_Rarely
| 168 |
Support
| 3 | 3 |
Medical
| 1 | 1,082 | 2 |
Male
| 115 | 3 | 1 |
Manufacturing Director
| 3 |
Single
| 29,732 | 802,764 | 8 |
Y
|
No
| 30 | 2 | 1 | 80 | 3 | 22 | 4 | 1 | 19 | 14 | 16 | 7 |
57 |
Yes
|
Travel_Frequently
| 389 |
Hardware
| 17 | 5 |
Human Resources
| 1 | 1,083 | 2 |
Male
| 186 | 4 | 3 |
Laboratory Technician
| 3 |
Single
| 35,888 | 968,976 | 8 |
Y
|
No
| 9 | 3 | 4 | 80 | 3 | 22 | 6 | 3 | 11 | 7 | 6 | 3 |
21 |
No
|
Non-Travel
| 281 |
Support
| 4 | 3 |
Technical Degree
| 1 | 1,084 | 4 |
Male
| 65 | 2 | 4 |
Manager
| 2 |
Married
| 12,495 | 274,890 | 3 |
Y
|
No
| 41 | 2 | 1 | 80 | 1 | 2 | 3 | 2 | 1 | 1 | 1 | 1 |
59 |
Yes
|
Travel_Rarely
| 289 |
Hardware
| 10 | 5 |
Marketing
| 1 | 1,085 | 2 |
Male
| 103 | 2 | 2 |
Manager
| 2 |
Single
| 30,840 | 277,560 | 2 |
Y
|
No
| 28 | 4 | 3 | 80 | 3 | 15 | 6 | 2 | 4 | 2 | 4 | 1 |
44 |
No
|
Travel_Frequently
| 977 |
Research & Development
| 9 | 5 |
Life Sciences
| 1 | 1,086 | 2 |
Female
| 48 | 3 | 5 |
Human Resources
| 2 |
Married
| 9,648 | 57,888 | 4 |
Y
|
Yes
| 2 | 4 | 3 | 80 | 1 | 32 | 6 | 2 | 6 | 5 | 1 | 2 |
36 |
No
|
Travel_Frequently
| 258 |
Human Resources
| 48 | 3 |
Marketing
| 1 | 1,087 | 4 |
Male
| 37 | 1 | 3 |
Manager
| 3 |
Single
| 43,879 | 131,637 | 0 |
Y
|
Yes
| 25 | 2 | 1 | 80 | 4 | 1 | 2 | 3 | 1 | 1 | 1 | 1 |
58 |
Yes
|
Non-Travel
| 689 |
Research & Development
| 37 | 4 |
Life Sciences
| 1 | 1,088 | 2 |
Male
| 162 | 3 | 3 |
Research Director
| 3 |
Single
| 7,468 | 201,636 | 0 |
Y
|
Yes
| 38 | 3 | 4 | 80 | 3 | 20 | 2 | 1 | 17 | 12 | 15 | 13 |
52 |
No
|
Travel_Frequently
| 1,218 |
Hardware
| 21 | 3 |
Human Resources
| 1 | 1,089 | 1 |
Female
| 124 | 2 | 5 |
Research Director
| 3 |
Divorced
| 21,911 | 350,576 | 2 |
Y
|
Yes
| 5 | 2 | 3 | 80 | 2 | 40 | 2 | 2 | 29 | 7 | 17 | 16 |
52 |
Yes
|
Travel_Frequently
| 358 |
Support
| 41 | 4 |
Life Sciences
| 1 | 1,090 | 2 |
Female
| 161 | 3 | 5 |
Manufacturing Director
| 1 |
Married
| 44,957 | 269,742 | 8 |
Y
|
No
| 5 | 1 | 1 | 80 | 1 | 2 | 3 | 4 | 2 | 2 | 2 | 2 |
48 |
No
|
Travel_Frequently
| 319 |
Research & Development
| 12 | 5 |
Medical
| 1 | 1,091 | 2 |
Male
| 55 | 4 | 2 |
Manufacturing Director
| 1 |
Single
| 27,473 | 769,244 | 6 |
Y
|
Yes
| 0 | 2 | 1 | 80 | 3 | 40 | 5 | 2 | 36 | 26 | 26 | 25 |
24 |
Yes
|
Travel_Frequently
| 515 |
Hardware
| 25 | 4 |
Human Resources
| 1 | 1,092 | 4 |
Female
| 134 | 1 | 2 |
Developer
| 4 |
Single
| 28,175 | 535,325 | 5 |
Y
|
No
| 7 | 3 | 3 | 80 | 4 | 37 | 3 | 4 | 32 | 6 | 25 | 30 |
22 |
Yes
|
Non-Travel
| 1,161 |
Sales
| 35 | 2 |
Other
| 1 | 1,093 | 3 |
Male
| 108 | 3 | 2 |
Manufacturing Director
| 2 |
Married
| 9,994 | 9,994 | 0 |
Y
|
No
| 44 | 2 | 1 | 80 | 2 | 11 | 3 | 3 | 1 | 1 | 1 | 1 |
36 |
Yes
|
Travel_Rarely
| 1,171 |
Support
| 9 | 1 |
Marketing
| 1 | 1,094 | 1 |
Female
| 63 | 2 | 4 |
Human Resources
| 1 |
Single
| 3,357 | 26,856 | 6 |
Y
|
Yes
| 11 | 2 | 4 | 80 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 |
38 |
Yes
|
Travel_Rarely
| 1,373 |
Human Resources
| 37 | 5 |
Medical
| 1 | 1,095 | 4 |
Male
| 182 | 3 | 5 |
Sales Representative
| 2 |
Single
| 49,130 | 1,228,250 | 2 |
Y
|
Yes
| 32 | 1 | 1 | 80 | 2 | 1 | 1 | 4 | 1 | 1 | 1 | 1 |
40 |
Yes
|
Non-Travel
| 618 |
Software
| 39 | 3 |
Human Resources
| 1 | 1,096 | 3 |
Female
| 81 | 2 | 5 |
Developer
| 4 |
Married
| 31,011 | 465,165 | 6 |
Y
|
Yes
| 5 | 1 | 4 | 80 | 4 | 30 | 4 | 2 | 8 | 3 | 4 | 5 |
19 |
No
|
Travel_Rarely
| 391 |
Software
| 7 | 1 |
Human Resources
| 1 | 1,097 | 2 |
Female
| 181 | 4 | 1 |
Laboratory Technician
| 4 |
Divorced
| 6,109 | 164,943 | 3 |
Y
|
No
| 26 | 2 | 2 | 80 | 1 | 28 | 4 | 4 | 2 | 2 | 1 | 2 |
46 |
No
|
Travel_Frequently
| 804 |
Sales
| 19 | 2 |
Medical
| 1 | 1,098 | 2 |
Female
| 189 | 1 | 4 |
Sales Executive
| 1 |
Married
| 15,680 | 470,400 | 8 |
Y
|
Yes
| 5 | 3 | 4 | 80 | 4 | 40 | 2 | 3 | 25 | 3 | 12 | 22 |
53 |
No
|
Travel_Frequently
| 618 |
Hardware
| 41 | 1 |
Other
| 1 | 1,099 | 4 |
Male
| 132 | 2 | 5 |
Sales Executive
| 1 |
Married
| 31,516 | 567,288 | 3 |
Y
|
Yes
| 42 | 3 | 2 | 80 | 1 | 32 | 3 | 4 | 7 | 1 | 6 | 6 |
40 |
No
|
Travel_Frequently
| 668 |
Sales
| 16 | 2 |
Technical Degree
| 1 | 1,100 | 3 |
Female
| 147 | 1 | 1 |
Developer
| 3 |
Married
| 8,551 | 222,326 | 2 |
Y
|
No
| 17 | 3 | 2 | 80 | 2 | 7 | 1 | 3 | 1 | 1 | 1 | 1 |
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