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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
60 |
No
|
Non-Travel
| 913 |
Research & Development
| 35 | 2 |
Marketing
| 1 | 4,801 | 1 |
Male
| 82 | 2 | 1 |
Sales Executive
| 1 |
Married
| 22,734 | 477,414 | 0 |
Y
|
Yes
| 14 | 2 | 3 | 80 | 1 | 30 | 6 | 2 | 13 | 12 | 4 | 8 |
23 |
Yes
|
Non-Travel
| 442 |
Human Resources
| 14 | 3 |
Medical
| 1 | 4,802 | 1 |
Female
| 78 | 3 | 2 |
Manager
| 2 |
Married
| 32,785 | 491,775 | 2 |
Y
|
Yes
| 5 | 3 | 2 | 80 | 3 | 10 | 1 | 2 | 7 | 2 | 7 | 7 |
27 |
Yes
|
Travel_Rarely
| 822 |
Sales
| 42 | 1 |
Human Resources
| 1 | 4,803 | 2 |
Female
| 75 | 1 | 2 |
Healthcare Representative
| 2 |
Single
| 1,468 | 13,212 | 2 |
Y
|
Yes
| 49 | 3 | 3 | 80 | 2 | 35 | 4 | 4 | 32 | 20 | 2 | 15 |
52 |
No
|
Travel_Rarely
| 1,084 |
Research & Development
| 35 | 4 |
Technical Degree
| 1 | 4,804 | 3 |
Male
| 156 | 3 | 3 |
Sales Executive
| 1 |
Single
| 21,170 | 296,380 | 8 |
Y
|
Yes
| 38 | 4 | 3 | 80 | 2 | 23 | 4 | 4 | 10 | 5 | 8 | 1 |
43 |
Yes
|
Non-Travel
| 784 |
Support
| 38 | 5 |
Life Sciences
| 1 | 4,805 | 4 |
Female
| 31 | 4 | 5 |
Developer
| 2 |
Single
| 44,637 | 1,115,925 | 1 |
Y
|
Yes
| 18 | 2 | 4 | 80 | 1 | 33 | 2 | 1 | 21 | 12 | 10 | 10 |
59 |
Yes
|
Non-Travel
| 250 |
Research & Development
| 22 | 5 |
Medical
| 1 | 4,806 | 1 |
Female
| 119 | 1 | 4 |
Manager
| 2 |
Divorced
| 27,568 | 441,088 | 7 |
Y
|
Yes
| 33 | 3 | 2 | 80 | 2 | 16 | 4 | 4 | 11 | 3 | 2 | 1 |
58 |
No
|
Non-Travel
| 686 |
Software
| 47 | 3 |
Technical Degree
| 1 | 4,807 | 4 |
Female
| 151 | 1 | 3 |
Sales Representative
| 1 |
Divorced
| 11,779 | 176,685 | 8 |
Y
|
No
| 36 | 3 | 1 | 80 | 4 | 2 | 2 | 4 | 1 | 1 | 1 | 1 |
40 |
Yes
|
Non-Travel
| 1,315 |
Software
| 3 | 1 |
Marketing
| 1 | 4,808 | 3 |
Female
| 198 | 1 | 2 |
Healthcare Representative
| 2 |
Divorced
| 27,527 | 192,689 | 8 |
Y
|
Yes
| 46 | 4 | 4 | 80 | 2 | 21 | 4 | 3 | 15 | 6 | 4 | 9 |
30 |
Yes
|
Travel_Frequently
| 1,306 |
Sales
| 38 | 1 |
Life Sciences
| 1 | 4,809 | 1 |
Female
| 162 | 4 | 5 |
Sales Representative
| 1 |
Single
| 17,443 | 383,746 | 4 |
Y
|
No
| 36 | 3 | 1 | 80 | 4 | 25 | 1 | 3 | 6 | 1 | 4 | 5 |
45 |
Yes
|
Travel_Rarely
| 408 |
Support
| 13 | 5 |
Life Sciences
| 1 | 4,810 | 3 |
Male
| 82 | 3 | 3 |
Research Director
| 4 |
Married
| 32,816 | 787,584 | 8 |
Y
|
No
| 29 | 4 | 4 | 80 | 1 | 5 | 3 | 1 | 1 | 1 | 1 | 1 |
28 |
No
|
Travel_Rarely
| 216 |
Hardware
| 5 | 3 |
Marketing
| 1 | 4,811 | 1 |
Male
| 165 | 3 | 1 |
Human Resources
| 3 |
Married
| 1,471 | 20,594 | 6 |
Y
|
Yes
| 13 | 4 | 3 | 80 | 2 | 20 | 1 | 1 | 3 | 1 | 3 | 2 |
59 |
No
|
Travel_Frequently
| 1,116 |
Sales
| 12 | 2 |
Medical
| 1 | 4,812 | 4 |
Male
| 49 | 4 | 2 |
Research Director
| 4 |
Married
| 6,538 | 124,222 | 0 |
Y
|
Yes
| 2 | 1 | 3 | 80 | 2 | 39 | 1 | 2 | 27 | 6 | 14 | 11 |
28 |
Yes
|
Travel_Rarely
| 799 |
Human Resources
| 14 | 5 |
Technical Degree
| 1 | 4,813 | 1 |
Female
| 38 | 1 | 1 |
Research Scientist
| 1 |
Divorced
| 16,674 | 266,784 | 4 |
Y
|
Yes
| 24 | 2 | 4 | 80 | 1 | 24 | 2 | 1 | 13 | 11 | 4 | 11 |
51 |
No
|
Travel_Frequently
| 298 |
Support
| 32 | 2 |
Medical
| 1 | 4,814 | 2 |
Female
| 100 | 2 | 5 |
Research Director
| 4 |
Single
| 30,778 | 800,228 | 7 |
Y
|
No
| 41 | 1 | 4 | 80 | 1 | 19 | 6 | 2 | 4 | 1 | 4 | 2 |
48 |
No
|
Travel_Rarely
| 1,254 |
Research & Development
| 25 | 4 |
Human Resources
| 1 | 4,815 | 1 |
Male
| 153 | 2 | 2 |
Human Resources
| 1 |
Married
| 7,321 | 43,926 | 0 |
Y
|
Yes
| 46 | 1 | 4 | 80 | 3 | 22 | 3 | 1 | 7 | 6 | 5 | 3 |
55 |
No
|
Non-Travel
| 1,352 |
Human Resources
| 35 | 4 |
Life Sciences
| 1 | 4,816 | 4 |
Female
| 107 | 1 | 1 |
Developer
| 2 |
Divorced
| 18,989 | 550,681 | 5 |
Y
|
No
| 18 | 3 | 1 | 80 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 1 |
26 |
No
|
Non-Travel
| 818 |
Research & Development
| 35 | 3 |
Life Sciences
| 1 | 4,817 | 1 |
Male
| 75 | 4 | 1 |
Developer
| 4 |
Single
| 14,386 | 258,948 | 1 |
Y
|
Yes
| 5 | 1 | 2 | 80 | 3 | 14 | 1 | 3 | 4 | 3 | 1 | 4 |
56 |
Yes
|
Travel_Frequently
| 966 |
Research & Development
| 10 | 5 |
Marketing
| 1 | 4,818 | 1 |
Male
| 98 | 4 | 3 |
Manufacturing Director
| 1 |
Divorced
| 27,774 | 611,028 | 7 |
Y
|
No
| 19 | 4 | 1 | 80 | 1 | 12 | 5 | 2 | 8 | 7 | 6 | 5 |
57 |
Yes
|
Non-Travel
| 597 |
Support
| 48 | 2 |
Other
| 1 | 4,819 | 3 |
Female
| 156 | 2 | 4 |
Sales Representative
| 4 |
Divorced
| 5,997 | 47,976 | 5 |
Y
|
No
| 34 | 3 | 4 | 80 | 1 | 12 | 3 | 4 | 1 | 1 | 1 | 1 |
24 |
Yes
|
Travel_Frequently
| 775 |
Support
| 14 | 4 |
Human Resources
| 1 | 4,820 | 1 |
Male
| 163 | 1 | 5 |
Developer
| 1 |
Single
| 35,287 | 952,749 | 6 |
Y
|
Yes
| 34 | 1 | 1 | 80 | 4 | 40 | 5 | 2 | 36 | 22 | 31 | 15 |
52 |
Yes
|
Non-Travel
| 526 |
Support
| 50 | 2 |
Medical
| 1 | 4,821 | 3 |
Female
| 199 | 2 | 1 |
Research Director
| 3 |
Divorced
| 44,010 | 836,190 | 3 |
Y
|
No
| 25 | 4 | 4 | 80 | 2 | 11 | 5 | 3 | 9 | 2 | 4 | 6 |
47 |
Yes
|
Travel_Frequently
| 463 |
Research & Development
| 13 | 2 |
Human Resources
| 1 | 4,822 | 1 |
Male
| 73 | 4 | 3 |
Manager
| 3 |
Single
| 15,914 | 159,140 | 0 |
Y
|
No
| 12 | 2 | 1 | 80 | 1 | 36 | 4 | 3 | 21 | 1 | 10 | 16 |
33 |
No
|
Travel_Rarely
| 1,348 |
Hardware
| 40 | 1 |
Technical Degree
| 1 | 4,823 | 2 |
Male
| 186 | 1 | 5 |
Laboratory Technician
| 1 |
Married
| 10,157 | 30,471 | 5 |
Y
|
Yes
| 39 | 2 | 1 | 80 | 2 | 35 | 3 | 4 | 4 | 4 | 3 | 2 |
26 |
No
|
Non-Travel
| 643 |
Hardware
| 48 | 3 |
Marketing
| 1 | 4,824 | 1 |
Female
| 40 | 2 | 4 |
Manager
| 4 |
Married
| 3,428 | 58,276 | 3 |
Y
|
No
| 25 | 1 | 2 | 80 | 3 | 13 | 4 | 1 | 1 | 1 | 1 | 1 |
28 |
Yes
|
Travel_Rarely
| 1,231 |
Software
| 48 | 3 |
Human Resources
| 1 | 4,825 | 2 |
Female
| 89 | 1 | 5 |
Research Scientist
| 3 |
Divorced
| 27,700 | 27,700 | 7 |
Y
|
Yes
| 15 | 1 | 3 | 80 | 3 | 33 | 5 | 1 | 33 | 6 | 31 | 19 |
36 |
Yes
|
Travel_Rarely
| 735 |
Support
| 10 | 2 |
Medical
| 1 | 4,826 | 2 |
Female
| 68 | 1 | 3 |
Developer
| 4 |
Married
| 47,320 | 1,419,600 | 1 |
Y
|
No
| 29 | 3 | 1 | 80 | 3 | 5 | 3 | 3 | 1 | 1 | 1 | 1 |
42 |
No
|
Travel_Frequently
| 821 |
Sales
| 6 | 4 |
Human Resources
| 1 | 4,827 | 4 |
Female
| 58 | 3 | 2 |
Research Scientist
| 3 |
Divorced
| 27,034 | 378,476 | 1 |
Y
|
Yes
| 33 | 3 | 1 | 80 | 2 | 10 | 1 | 3 | 6 | 3 | 4 | 4 |
38 |
Yes
|
Travel_Rarely
| 1,287 |
Human Resources
| 36 | 3 |
Life Sciences
| 1 | 4,828 | 4 |
Female
| 100 | 1 | 1 |
Sales Executive
| 4 |
Divorced
| 29,464 | 412,496 | 8 |
Y
|
No
| 18 | 3 | 1 | 80 | 1 | 23 | 4 | 4 | 19 | 15 | 18 | 1 |
55 |
Yes
|
Travel_Frequently
| 1,453 |
Hardware
| 22 | 1 |
Human Resources
| 1 | 4,829 | 1 |
Female
| 150 | 4 | 4 |
Healthcare Representative
| 3 |
Single
| 16,171 | 177,881 | 5 |
Y
|
Yes
| 22 | 4 | 1 | 80 | 2 | 21 | 2 | 4 | 11 | 10 | 5 | 2 |
53 |
No
|
Travel_Frequently
| 862 |
Human Resources
| 1 | 3 |
Technical Degree
| 1 | 4,830 | 2 |
Male
| 190 | 3 | 3 |
Manager
| 1 |
Divorced
| 20,841 | 145,887 | 3 |
Y
|
Yes
| 14 | 2 | 4 | 80 | 3 | 19 | 6 | 3 | 19 | 18 | 18 | 11 |
43 |
Yes
|
Non-Travel
| 1,192 |
Hardware
| 13 | 4 |
Other
| 1 | 4,831 | 2 |
Male
| 131 | 2 | 3 |
Laboratory Technician
| 1 |
Single
| 29,540 | 118,160 | 2 |
Y
|
Yes
| 12 | 1 | 3 | 80 | 4 | 6 | 1 | 3 | 6 | 4 | 4 | 4 |
37 |
No
|
Travel_Frequently
| 424 |
Support
| 38 | 5 |
Human Resources
| 1 | 4,832 | 2 |
Female
| 95 | 3 | 2 |
Research Director
| 1 |
Divorced
| 20,471 | 102,355 | 2 |
Y
|
No
| 25 | 1 | 1 | 80 | 3 | 35 | 1 | 3 | 34 | 6 | 24 | 8 |
35 |
Yes
|
Travel_Frequently
| 760 |
Hardware
| 3 | 1 |
Life Sciences
| 1 | 4,833 | 1 |
Male
| 130 | 3 | 1 |
Manufacturing Director
| 2 |
Single
| 41,051 | 574,714 | 2 |
Y
|
No
| 44 | 1 | 3 | 80 | 4 | 33 | 4 | 1 | 5 | 3 | 5 | 2 |
56 |
No
|
Travel_Rarely
| 454 |
Software
| 3 | 3 |
Life Sciences
| 1 | 4,834 | 1 |
Female
| 162 | 2 | 2 |
Developer
| 3 |
Divorced
| 31,274 | 688,028 | 1 |
Y
|
No
| 34 | 1 | 1 | 80 | 2 | 28 | 4 | 3 | 24 | 3 | 8 | 17 |
47 |
Yes
|
Travel_Frequently
| 904 |
Human Resources
| 31 | 2 |
Medical
| 1 | 4,835 | 3 |
Female
| 30 | 2 | 4 |
Manufacturing Director
| 1 |
Single
| 39,851 | 39,851 | 8 |
Y
|
Yes
| 7 | 1 | 1 | 80 | 4 | 5 | 2 | 2 | 5 | 3 | 1 | 2 |
45 |
No
|
Travel_Frequently
| 226 |
Research & Development
| 47 | 5 |
Medical
| 1 | 4,836 | 1 |
Female
| 95 | 3 | 3 |
Laboratory Technician
| 3 |
Single
| 40,020 | 880,440 | 8 |
Y
|
No
| 32 | 1 | 1 | 80 | 1 | 23 | 2 | 2 | 10 | 5 | 9 | 4 |
24 |
Yes
|
Travel_Frequently
| 1,148 |
Research & Development
| 1 | 2 |
Technical Degree
| 1 | 4,837 | 2 |
Male
| 173 | 3 | 4 |
Research Scientist
| 4 |
Married
| 29,715 | 297,150 | 6 |
Y
|
No
| 37 | 1 | 2 | 80 | 2 | 25 | 4 | 4 | 25 | 11 | 5 | 15 |
31 |
Yes
|
Non-Travel
| 584 |
Support
| 5 | 4 |
Other
| 1 | 4,838 | 1 |
Female
| 106 | 1 | 4 |
Developer
| 1 |
Single
| 31,081 | 808,106 | 1 |
Y
|
No
| 25 | 1 | 1 | 80 | 2 | 18 | 5 | 4 | 16 | 15 | 3 | 6 |
24 |
No
|
Travel_Frequently
| 418 |
Hardware
| 27 | 1 |
Life Sciences
| 1 | 4,839 | 2 |
Female
| 151 | 2 | 2 |
Manager
| 3 |
Divorced
| 25,505 | 178,535 | 8 |
Y
|
No
| 28 | 1 | 3 | 80 | 4 | 4 | 1 | 2 | 3 | 3 | 3 | 2 |
58 |
No
|
Travel_Frequently
| 731 |
Support
| 18 | 5 |
Human Resources
| 1 | 4,840 | 4 |
Male
| 109 | 1 | 2 |
Research Scientist
| 3 |
Divorced
| 26,146 | 705,942 | 3 |
Y
|
No
| 7 | 3 | 3 | 80 | 1 | 39 | 6 | 1 | 31 | 9 | 27 | 18 |
40 |
Yes
|
Travel_Frequently
| 358 |
Human Resources
| 8 | 4 |
Human Resources
| 1 | 4,841 | 3 |
Female
| 42 | 3 | 5 |
Manager
| 2 |
Single
| 32,637 | 685,377 | 7 |
Y
|
No
| 26 | 4 | 3 | 80 | 1 | 21 | 1 | 3 | 19 | 11 | 10 | 15 |
49 |
No
|
Non-Travel
| 886 |
Support
| 33 | 1 |
Technical Degree
| 1 | 4,842 | 3 |
Female
| 181 | 4 | 3 |
Human Resources
| 2 |
Married
| 4,611 | 129,108 | 1 |
Y
|
Yes
| 8 | 3 | 4 | 80 | 1 | 13 | 6 | 2 | 1 | 1 | 1 | 1 |
43 |
No
|
Non-Travel
| 1,321 |
Hardware
| 29 | 5 |
Medical
| 1 | 4,843 | 4 |
Female
| 129 | 3 | 3 |
Developer
| 4 |
Divorced
| 7,996 | 159,920 | 2 |
Y
|
No
| 4 | 4 | 2 | 80 | 3 | 37 | 5 | 4 | 36 | 23 | 3 | 21 |
33 |
Yes
|
Travel_Rarely
| 614 |
Human Resources
| 19 | 2 |
Life Sciences
| 1 | 4,844 | 4 |
Female
| 76 | 3 | 1 |
Sales Representative
| 1 |
Single
| 21,815 | 610,820 | 4 |
Y
|
Yes
| 19 | 3 | 2 | 80 | 3 | 22 | 5 | 1 | 4 | 3 | 2 | 1 |
59 |
No
|
Non-Travel
| 968 |
Human Resources
| 21 | 3 |
Medical
| 1 | 4,845 | 1 |
Male
| 83 | 1 | 3 |
Developer
| 4 |
Single
| 13,230 | 158,760 | 7 |
Y
|
Yes
| 35 | 3 | 3 | 80 | 2 | 40 | 5 | 4 | 16 | 15 | 3 | 10 |
49 |
Yes
|
Travel_Rarely
| 1,190 |
Support
| 26 | 2 |
Technical Degree
| 1 | 4,846 | 2 |
Female
| 85 | 1 | 1 |
Laboratory Technician
| 4 |
Single
| 4,815 | 38,520 | 0 |
Y
|
Yes
| 7 | 3 | 2 | 80 | 1 | 3 | 4 | 2 | 2 | 2 | 2 | 2 |
30 |
Yes
|
Non-Travel
| 169 |
Software
| 49 | 1 |
Other
| 1 | 4,847 | 3 |
Female
| 88 | 3 | 2 |
Manager
| 3 |
Divorced
| 33,867 | 745,074 | 0 |
Y
|
No
| 40 | 1 | 1 | 80 | 1 | 16 | 3 | 2 | 15 | 4 | 4 | 13 |
50 |
No
|
Non-Travel
| 1,096 |
Sales
| 37 | 1 |
Marketing
| 1 | 4,848 | 3 |
Female
| 80 | 2 | 4 |
Manufacturing Director
| 1 |
Married
| 17,891 | 214,692 | 1 |
Y
|
Yes
| 15 | 1 | 1 | 80 | 4 | 9 | 5 | 3 | 8 | 1 | 2 | 5 |
54 |
No
|
Travel_Rarely
| 209 |
Human Resources
| 20 | 5 |
Technical Degree
| 1 | 4,849 | 1 |
Female
| 188 | 1 | 5 |
Manufacturing Director
| 1 |
Married
| 50,189 | 602,268 | 8 |
Y
|
No
| 26 | 3 | 1 | 80 | 2 | 40 | 6 | 4 | 18 | 2 | 17 | 4 |
42 |
Yes
|
Travel_Rarely
| 715 |
Research & Development
| 27 | 2 |
Medical
| 1 | 4,850 | 4 |
Female
| 149 | 4 | 1 |
Human Resources
| 1 |
Single
| 2,465 | 73,950 | 6 |
Y
|
No
| 45 | 1 | 3 | 80 | 2 | 1 | 6 | 2 | 1 | 1 | 1 | 1 |
55 |
No
|
Travel_Frequently
| 905 |
Human Resources
| 23 | 1 |
Other
| 1 | 4,851 | 3 |
Male
| 50 | 4 | 5 |
Manager
| 1 |
Married
| 8,302 | 74,718 | 0 |
Y
|
Yes
| 45 | 1 | 1 | 80 | 3 | 16 | 4 | 2 | 15 | 9 | 3 | 3 |
60 |
Yes
|
Travel_Rarely
| 417 |
Sales
| 49 | 3 |
Life Sciences
| 1 | 4,852 | 2 |
Male
| 90 | 1 | 4 |
Sales Executive
| 2 |
Married
| 8,612 | 137,792 | 6 |
Y
|
No
| 15 | 3 | 2 | 80 | 2 | 3 | 5 | 3 | 3 | 1 | 3 | 3 |
54 |
Yes
|
Non-Travel
| 1,154 |
Sales
| 10 | 3 |
Technical Degree
| 1 | 4,853 | 2 |
Female
| 166 | 1 | 5 |
Developer
| 4 |
Married
| 2,337 | 63,099 | 3 |
Y
|
Yes
| 2 | 1 | 4 | 80 | 3 | 29 | 1 | 3 | 4 | 3 | 1 | 4 |
43 |
Yes
|
Travel_Rarely
| 411 |
Support
| 35 | 5 |
Human Resources
| 1 | 4,854 | 4 |
Female
| 64 | 2 | 1 |
Research Scientist
| 3 |
Divorced
| 47,875 | 861,750 | 7 |
Y
|
No
| 33 | 4 | 2 | 80 | 2 | 38 | 2 | 1 | 6 | 3 | 6 | 5 |
29 |
No
|
Travel_Frequently
| 998 |
Research & Development
| 6 | 1 |
Technical Degree
| 1 | 4,855 | 3 |
Male
| 69 | 3 | 5 |
Developer
| 1 |
Married
| 41,222 | 1,154,216 | 0 |
Y
|
Yes
| 11 | 1 | 1 | 80 | 3 | 11 | 2 | 4 | 10 | 2 | 6 | 4 |
31 |
Yes
|
Travel_Rarely
| 1,247 |
Human Resources
| 7 | 5 |
Life Sciences
| 1 | 4,856 | 4 |
Male
| 85 | 3 | 2 |
Developer
| 1 |
Single
| 9,549 | 105,039 | 3 |
Y
|
Yes
| 18 | 2 | 4 | 80 | 3 | 4 | 5 | 4 | 3 | 1 | 1 | 1 |
38 |
No
|
Travel_Frequently
| 434 |
Human Resources
| 28 | 1 |
Human Resources
| 1 | 4,857 | 4 |
Female
| 159 | 3 | 1 |
Manager
| 2 |
Single
| 35,966 | 575,456 | 1 |
Y
|
Yes
| 19 | 3 | 4 | 80 | 4 | 27 | 1 | 1 | 16 | 4 | 1 | 5 |
46 |
Yes
|
Non-Travel
| 1,447 |
Human Resources
| 19 | 3 |
Other
| 1 | 4,858 | 3 |
Female
| 63 | 3 | 2 |
Research Scientist
| 3 |
Married
| 45,121 | 270,726 | 3 |
Y
|
No
| 40 | 1 | 1 | 80 | 3 | 39 | 4 | 4 | 30 | 25 | 5 | 21 |
53 |
Yes
|
Non-Travel
| 352 |
Sales
| 37 | 2 |
Other
| 1 | 4,859 | 3 |
Male
| 69 | 1 | 3 |
Sales Executive
| 4 |
Divorced
| 5,880 | 76,440 | 0 |
Y
|
Yes
| 7 | 4 | 2 | 80 | 2 | 24 | 1 | 4 | 8 | 3 | 7 | 4 |
58 |
Yes
|
Travel_Frequently
| 251 |
Support
| 34 | 1 |
Other
| 1 | 4,860 | 2 |
Female
| 50 | 4 | 1 |
Developer
| 1 |
Married
| 38,082 | 913,968 | 4 |
Y
|
No
| 20 | 3 | 3 | 80 | 4 | 14 | 2 | 4 | 4 | 2 | 4 | 3 |
57 |
Yes
|
Travel_Rarely
| 128 |
Human Resources
| 11 | 2 |
Marketing
| 1 | 4,861 | 1 |
Female
| 70 | 1 | 4 |
Laboratory Technician
| 4 |
Single
| 14,686 | 102,802 | 4 |
Y
|
No
| 17 | 2 | 4 | 80 | 4 | 40 | 4 | 3 | 17 | 3 | 9 | 11 |
55 |
No
|
Travel_Rarely
| 1,253 |
Software
| 47 | 4 |
Marketing
| 1 | 4,862 | 1 |
Female
| 78 | 3 | 4 |
Manager
| 1 |
Divorced
| 38,755 | 736,345 | 6 |
Y
|
No
| 10 | 3 | 3 | 80 | 4 | 30 | 2 | 1 | 3 | 1 | 2 | 1 |
54 |
No
|
Non-Travel
| 763 |
Research & Development
| 10 | 2 |
Human Resources
| 1 | 4,863 | 1 |
Female
| 70 | 4 | 1 |
Research Director
| 3 |
Married
| 9,949 | 169,133 | 2 |
Y
|
No
| 43 | 4 | 4 | 80 | 2 | 39 | 3 | 4 | 15 | 12 | 11 | 15 |
56 |
Yes
|
Non-Travel
| 409 |
Sales
| 30 | 1 |
Technical Degree
| 1 | 4,864 | 1 |
Female
| 191 | 2 | 4 |
Sales Representative
| 3 |
Single
| 6,367 | 191,010 | 6 |
Y
|
Yes
| 43 | 4 | 2 | 80 | 3 | 14 | 6 | 3 | 10 | 10 | 3 | 7 |
59 |
Yes
|
Travel_Frequently
| 385 |
Software
| 26 | 1 |
Technical Degree
| 1 | 4,865 | 4 |
Female
| 65 | 1 | 5 |
Research Scientist
| 2 |
Divorced
| 1,762 | 47,574 | 6 |
Y
|
Yes
| 8 | 1 | 2 | 80 | 4 | 38 | 1 | 2 | 6 | 1 | 2 | 2 |
42 |
No
|
Travel_Rarely
| 1,109 |
Sales
| 25 | 5 |
Human Resources
| 1 | 4,866 | 4 |
Female
| 147 | 4 | 4 |
Human Resources
| 3 |
Divorced
| 13,026 | 91,182 | 4 |
Y
|
Yes
| 7 | 1 | 2 | 80 | 4 | 3 | 4 | 3 | 1 | 1 | 1 | 1 |
21 |
Yes
|
Travel_Frequently
| 114 |
Sales
| 16 | 1 |
Medical
| 1 | 4,867 | 1 |
Male
| 102 | 3 | 3 |
Healthcare Representative
| 1 |
Single
| 29,124 | 844,596 | 2 |
Y
|
No
| 38 | 3 | 1 | 80 | 1 | 13 | 4 | 3 | 5 | 4 | 3 | 3 |
26 |
Yes
|
Travel_Frequently
| 1,277 |
Human Resources
| 47 | 1 |
Technical Degree
| 1 | 4,868 | 3 |
Female
| 158 | 3 | 4 |
Research Director
| 3 |
Divorced
| 26,803 | 160,818 | 5 |
Y
|
No
| 28 | 2 | 2 | 80 | 1 | 25 | 6 | 3 | 3 | 1 | 3 | 3 |
36 |
Yes
|
Travel_Rarely
| 802 |
Research & Development
| 10 | 1 |
Other
| 1 | 4,869 | 1 |
Female
| 87 | 2 | 1 |
Research Scientist
| 2 |
Single
| 24,961 | 374,415 | 6 |
Y
|
No
| 29 | 3 | 3 | 80 | 3 | 29 | 1 | 4 | 25 | 14 | 20 | 24 |
40 |
No
|
Travel_Rarely
| 1,491 |
Software
| 48 | 1 |
Other
| 1 | 4,870 | 4 |
Male
| 175 | 4 | 3 |
Research Scientist
| 1 |
Divorced
| 3,601 | 32,409 | 4 |
Y
|
Yes
| 7 | 3 | 3 | 80 | 4 | 21 | 6 | 3 | 15 | 9 | 3 | 10 |
53 |
No
|
Travel_Rarely
| 937 |
Sales
| 35 | 3 |
Human Resources
| 1 | 4,871 | 4 |
Male
| 178 | 2 | 2 |
Human Resources
| 2 |
Married
| 3,207 | 38,484 | 0 |
Y
|
No
| 3 | 1 | 2 | 80 | 2 | 9 | 6 | 4 | 1 | 1 | 1 | 1 |
21 |
Yes
|
Travel_Rarely
| 805 |
Support
| 20 | 1 |
Other
| 1 | 4,872 | 2 |
Female
| 30 | 1 | 4 |
Developer
| 3 |
Divorced
| 30,002 | 420,028 | 1 |
Y
|
No
| 43 | 2 | 4 | 80 | 3 | 24 | 1 | 4 | 21 | 1 | 16 | 9 |
47 |
Yes
|
Travel_Rarely
| 752 |
Research & Development
| 33 | 1 |
Other
| 1 | 4,873 | 3 |
Male
| 103 | 2 | 4 |
Research Director
| 1 |
Divorced
| 3,898 | 66,266 | 6 |
Y
|
Yes
| 7 | 4 | 4 | 80 | 3 | 20 | 2 | 1 | 9 | 2 | 9 | 9 |
38 |
No
|
Travel_Frequently
| 552 |
Software
| 18 | 5 |
Marketing
| 1 | 4,874 | 4 |
Female
| 82 | 3 | 3 |
Research Director
| 1 |
Married
| 21,780 | 413,820 | 0 |
Y
|
No
| 12 | 2 | 4 | 80 | 2 | 18 | 6 | 1 | 18 | 4 | 3 | 7 |
60 |
Yes
|
Travel_Frequently
| 1,106 |
Software
| 4 | 3 |
Human Resources
| 1 | 4,875 | 4 |
Female
| 128 | 2 | 1 |
Laboratory Technician
| 4 |
Single
| 44,709 | 447,090 | 7 |
Y
|
No
| 39 | 3 | 4 | 80 | 2 | 25 | 6 | 3 | 7 | 4 | 2 | 7 |
52 |
Yes
|
Travel_Frequently
| 303 |
Software
| 13 | 3 |
Technical Degree
| 1 | 4,876 | 1 |
Female
| 139 | 1 | 3 |
Manager
| 3 |
Married
| 45,258 | 1,357,740 | 8 |
Y
|
Yes
| 47 | 4 | 3 | 80 | 1 | 29 | 6 | 3 | 10 | 9 | 9 | 6 |
32 |
No
|
Non-Travel
| 1,467 |
Support
| 8 | 3 |
Human Resources
| 1 | 4,877 | 4 |
Female
| 43 | 3 | 5 |
Developer
| 2 |
Divorced
| 39,876 | 877,272 | 0 |
Y
|
No
| 34 | 4 | 2 | 80 | 1 | 33 | 1 | 2 | 24 | 7 | 24 | 11 |
56 |
No
|
Travel_Rarely
| 1,374 |
Software
| 18 | 5 |
Life Sciences
| 1 | 4,878 | 3 |
Female
| 161 | 3 | 2 |
Manufacturing Director
| 4 |
Married
| 41,217 | 247,302 | 8 |
Y
|
Yes
| 26 | 1 | 2 | 80 | 1 | 12 | 5 | 3 | 12 | 11 | 11 | 11 |
40 |
Yes
|
Non-Travel
| 298 |
Software
| 38 | 5 |
Technical Degree
| 1 | 4,879 | 3 |
Male
| 162 | 4 | 2 |
Sales Executive
| 3 |
Divorced
| 9,937 | 168,929 | 3 |
Y
|
No
| 45 | 3 | 1 | 80 | 2 | 31 | 1 | 4 | 3 | 3 | 1 | 3 |
30 |
No
|
Travel_Rarely
| 1,355 |
Software
| 29 | 2 |
Technical Degree
| 1 | 4,880 | 2 |
Female
| 84 | 2 | 2 |
Sales Representative
| 2 |
Married
| 43,515 | 652,725 | 0 |
Y
|
Yes
| 26 | 4 | 2 | 80 | 2 | 31 | 6 | 3 | 26 | 26 | 26 | 3 |
37 |
Yes
|
Travel_Frequently
| 1,458 |
Hardware
| 26 | 2 |
Human Resources
| 1 | 4,881 | 3 |
Female
| 132 | 3 | 2 |
Laboratory Technician
| 4 |
Divorced
| 18,230 | 291,680 | 8 |
Y
|
No
| 9 | 3 | 3 | 80 | 3 | 40 | 1 | 1 | 39 | 20 | 28 | 15 |
54 |
Yes
|
Non-Travel
| 1,347 |
Software
| 3 | 3 |
Medical
| 1 | 4,882 | 1 |
Female
| 119 | 1 | 5 |
Human Resources
| 4 |
Divorced
| 47,138 | 471,380 | 6 |
Y
|
Yes
| 40 | 2 | 4 | 80 | 1 | 37 | 1 | 1 | 24 | 21 | 7 | 24 |
25 |
Yes
|
Travel_Rarely
| 1,196 |
Human Resources
| 17 | 5 |
Other
| 1 | 4,883 | 4 |
Female
| 111 | 2 | 3 |
Sales Representative
| 4 |
Divorced
| 32,591 | 228,137 | 8 |
Y
|
Yes
| 37 | 1 | 2 | 80 | 1 | 15 | 4 | 4 | 2 | 1 | 2 | 1 |
36 |
No
|
Travel_Frequently
| 284 |
Support
| 31 | 5 |
Medical
| 1 | 4,884 | 4 |
Female
| 180 | 2 | 2 |
Research Scientist
| 4 |
Single
| 42,837 | 985,251 | 2 |
Y
|
No
| 29 | 3 | 1 | 80 | 2 | 22 | 5 | 1 | 20 | 1 | 6 | 5 |
47 |
No
|
Non-Travel
| 699 |
Sales
| 47 | 2 |
Medical
| 1 | 4,885 | 1 |
Female
| 63 | 2 | 4 |
Sales Executive
| 3 |
Single
| 23,175 | 440,325 | 1 |
Y
|
No
| 42 | 4 | 1 | 80 | 2 | 40 | 2 | 2 | 26 | 1 | 21 | 19 |
32 |
Yes
|
Travel_Frequently
| 120 |
Research & Development
| 5 | 4 |
Life Sciences
| 1 | 4,886 | 4 |
Male
| 198 | 3 | 3 |
Developer
| 2 |
Divorced
| 48,062 | 1,441,860 | 2 |
Y
|
Yes
| 31 | 4 | 4 | 80 | 4 | 21 | 5 | 2 | 10 | 5 | 1 | 7 |
30 |
No
|
Travel_Rarely
| 1,237 |
Support
| 36 | 4 |
Human Resources
| 1 | 4,887 | 3 |
Female
| 73 | 1 | 5 |
Research Scientist
| 3 |
Divorced
| 19,859 | 99,295 | 4 |
Y
|
Yes
| 36 | 1 | 2 | 80 | 1 | 38 | 5 | 3 | 17 | 14 | 12 | 9 |
29 |
Yes
|
Travel_Rarely
| 1,173 |
Support
| 24 | 2 |
Medical
| 1 | 4,888 | 3 |
Male
| 52 | 2 | 1 |
Manufacturing Director
| 3 |
Divorced
| 26,374 | 632,976 | 6 |
Y
|
Yes
| 29 | 1 | 2 | 80 | 2 | 26 | 4 | 1 | 17 | 2 | 8 | 13 |
58 |
No
|
Travel_Rarely
| 957 |
Software
| 8 | 5 |
Medical
| 1 | 4,889 | 2 |
Male
| 96 | 4 | 4 |
Manager
| 1 |
Single
| 15,144 | 30,288 | 7 |
Y
|
No
| 16 | 3 | 2 | 80 | 4 | 18 | 1 | 3 | 11 | 10 | 4 | 3 |
51 |
No
|
Travel_Rarely
| 887 |
Support
| 43 | 4 |
Medical
| 1 | 4,890 | 3 |
Male
| 136 | 1 | 4 |
Research Director
| 3 |
Married
| 50,016 | 350,112 | 2 |
Y
|
Yes
| 25 | 2 | 4 | 80 | 4 | 19 | 1 | 2 | 3 | 1 | 1 | 3 |
20 |
Yes
|
Travel_Rarely
| 117 |
Support
| 18 | 2 |
Life Sciences
| 1 | 4,891 | 1 |
Female
| 82 | 3 | 1 |
Sales Representative
| 3 |
Married
| 11,007 | 33,021 | 0 |
Y
|
No
| 9 | 3 | 1 | 80 | 2 | 25 | 3 | 3 | 1 | 1 | 1 | 1 |
51 |
Yes
|
Non-Travel
| 1,224 |
Hardware
| 2 | 4 |
Technical Degree
| 1 | 4,892 | 2 |
Male
| 161 | 4 | 2 |
Research Scientist
| 4 |
Single
| 22,835 | 548,040 | 1 |
Y
|
Yes
| 40 | 4 | 2 | 80 | 2 | 24 | 5 | 2 | 13 | 1 | 2 | 7 |
24 |
No
|
Travel_Rarely
| 863 |
Support
| 37 | 3 |
Other
| 1 | 4,893 | 1 |
Female
| 148 | 3 | 4 |
Developer
| 4 |
Single
| 20,635 | 577,780 | 2 |
Y
|
No
| 14 | 3 | 4 | 80 | 3 | 39 | 4 | 2 | 3 | 3 | 3 | 3 |
46 |
No
|
Travel_Rarely
| 825 |
Support
| 5 | 2 |
Life Sciences
| 1 | 4,894 | 4 |
Female
| 32 | 4 | 5 |
Research Director
| 3 |
Divorced
| 43,254 | 129,762 | 1 |
Y
|
No
| 20 | 2 | 2 | 80 | 3 | 26 | 1 | 4 | 2 | 2 | 1 | 2 |
57 |
Yes
|
Non-Travel
| 650 |
Human Resources
| 34 | 3 |
Life Sciences
| 1 | 4,895 | 2 |
Female
| 155 | 4 | 5 |
Human Resources
| 3 |
Single
| 48,477 | 1,114,971 | 1 |
Y
|
Yes
| 32 | 3 | 1 | 80 | 3 | 40 | 2 | 2 | 23 | 17 | 11 | 22 |
43 |
Yes
|
Non-Travel
| 274 |
Support
| 8 | 2 |
Technical Degree
| 1 | 4,896 | 4 |
Female
| 143 | 3 | 5 |
Human Resources
| 1 |
Divorced
| 49,453 | 989,060 | 8 |
Y
|
No
| 43 | 4 | 4 | 80 | 3 | 11 | 4 | 3 | 3 | 1 | 1 | 1 |
28 |
No
|
Travel_Rarely
| 1,144 |
Software
| 37 | 5 |
Life Sciences
| 1 | 4,897 | 1 |
Male
| 117 | 4 | 1 |
Laboratory Technician
| 4 |
Married
| 34,555 | 276,440 | 5 |
Y
|
No
| 11 | 4 | 3 | 80 | 4 | 30 | 1 | 4 | 13 | 9 | 11 | 10 |
43 |
No
|
Non-Travel
| 1,489 |
Sales
| 32 | 2 |
Marketing
| 1 | 4,898 | 4 |
Male
| 69 | 4 | 2 |
Laboratory Technician
| 1 |
Married
| 1,481 | 25,177 | 5 |
Y
|
No
| 23 | 1 | 4 | 80 | 4 | 34 | 4 | 3 | 9 | 6 | 1 | 1 |
29 |
No
|
Travel_Rarely
| 161 |
Sales
| 44 | 3 |
Human Resources
| 1 | 4,899 | 3 |
Male
| 50 | 3 | 3 |
Human Resources
| 3 |
Single
| 11,476 | 195,092 | 7 |
Y
|
No
| 8 | 4 | 4 | 80 | 4 | 11 | 4 | 2 | 11 | 3 | 1 | 8 |
25 |
No
|
Travel_Rarely
| 868 |
Sales
| 3 | 1 |
Medical
| 1 | 4,900 | 4 |
Male
| 82 | 2 | 5 |
Developer
| 4 |
Married
| 17,455 | 349,100 | 4 |
Y
|
Yes
| 38 | 1 | 3 | 80 | 3 | 18 | 4 | 3 | 17 | 2 | 8 | 12 |
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