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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
24 |
Yes
|
Travel_Frequently
| 1,416 |
Support
| 17 | 1 |
Life Sciences
| 1 | 1,901 | 4 |
Male
| 82 | 3 | 5 |
Developer
| 1 |
Divorced
| 10,118 | 222,596 | 3 |
Y
|
No
| 31 | 4 | 3 | 80 | 4 | 25 | 5 | 1 | 2 | 1 | 2 | 1 |
28 |
No
|
Travel_Rarely
| 985 |
Research & Development
| 9 | 5 |
Marketing
| 1 | 1,902 | 3 |
Male
| 125 | 1 | 2 |
Research Director
| 4 |
Single
| 15,764 | 110,348 | 2 |
Y
|
No
| 12 | 2 | 1 | 80 | 4 | 21 | 4 | 2 | 20 | 11 | 11 | 2 |
35 |
No
|
Non-Travel
| 1,482 |
Support
| 4 | 2 |
Other
| 1 | 1,903 | 4 |
Male
| 164 | 4 | 5 |
Manufacturing Director
| 2 |
Divorced
| 45,663 | 684,945 | 3 |
Y
|
No
| 6 | 2 | 1 | 80 | 2 | 30 | 5 | 1 | 7 | 7 | 6 | 3 |
25 |
Yes
|
Travel_Frequently
| 147 |
Software
| 37 | 5 |
Marketing
| 1 | 1,904 | 1 |
Male
| 194 | 2 | 3 |
Research Director
| 2 |
Single
| 8,116 | 40,580 | 3 |
Y
|
No
| 3 | 2 | 3 | 80 | 2 | 29 | 2 | 2 | 28 | 22 | 26 | 7 |
48 |
No
|
Travel_Rarely
| 833 |
Sales
| 35 | 1 |
Other
| 1 | 1,905 | 3 |
Male
| 130 | 4 | 3 |
Research Director
| 4 |
Single
| 29,700 | 801,900 | 5 |
Y
|
Yes
| 40 | 4 | 4 | 80 | 4 | 18 | 4 | 4 | 2 | 2 | 1 | 2 |
43 |
Yes
|
Non-Travel
| 1,086 |
Human Resources
| 8 | 1 |
Life Sciences
| 1 | 1,906 | 3 |
Female
| 96 | 1 | 5 |
Research Director
| 1 |
Married
| 38,737 | 77,474 | 7 |
Y
|
No
| 25 | 4 | 2 | 80 | 3 | 17 | 5 | 1 | 10 | 1 | 3 | 7 |
33 |
Yes
|
Travel_Rarely
| 1,348 |
Research & Development
| 11 | 5 |
Medical
| 1 | 1,907 | 1 |
Female
| 42 | 2 | 2 |
Sales Executive
| 2 |
Married
| 21,813 | 43,626 | 8 |
Y
|
No
| 26 | 4 | 3 | 80 | 3 | 32 | 5 | 4 | 10 | 5 | 2 | 7 |
41 |
No
|
Travel_Rarely
| 918 |
Software
| 28 | 5 |
Marketing
| 1 | 1,908 | 3 |
Male
| 156 | 2 | 1 |
Developer
| 2 |
Divorced
| 28,213 | 141,065 | 4 |
Y
|
No
| 7 | 2 | 4 | 80 | 1 | 12 | 4 | 3 | 2 | 2 | 1 | 2 |
57 |
No
|
Travel_Rarely
| 440 |
Human Resources
| 8 | 2 |
Other
| 1 | 1,909 | 3 |
Male
| 73 | 3 | 1 |
Laboratory Technician
| 2 |
Single
| 34,296 | 377,256 | 6 |
Y
|
No
| 39 | 1 | 1 | 80 | 4 | 13 | 3 | 1 | 10 | 6 | 2 | 3 |
47 |
Yes
|
Non-Travel
| 578 |
Hardware
| 13 | 5 |
Other
| 1 | 1,910 | 3 |
Male
| 154 | 4 | 3 |
Healthcare Representative
| 3 |
Divorced
| 7,030 | 189,810 | 2 |
Y
|
Yes
| 42 | 2 | 2 | 80 | 1 | 38 | 6 | 1 | 11 | 7 | 2 | 1 |
32 |
No
|
Non-Travel
| 479 |
Hardware
| 48 | 3 |
Human Resources
| 1 | 1,911 | 4 |
Female
| 140 | 4 | 5 |
Research Scientist
| 4 |
Divorced
| 11,429 | 148,577 | 3 |
Y
|
Yes
| 8 | 4 | 1 | 80 | 4 | 11 | 6 | 4 | 10 | 7 | 6 | 4 |
33 |
Yes
|
Non-Travel
| 1,477 |
Software
| 12 | 4 |
Medical
| 1 | 1,912 | 4 |
Female
| 63 | 1 | 2 |
Manager
| 1 |
Divorced
| 44,366 | 976,052 | 0 |
Y
|
Yes
| 18 | 2 | 1 | 80 | 2 | 39 | 2 | 3 | 32 | 20 | 27 | 28 |
20 |
No
|
Travel_Frequently
| 941 |
Software
| 31 | 1 |
Marketing
| 1 | 1,913 | 2 |
Male
| 59 | 2 | 5 |
Laboratory Technician
| 1 |
Divorced
| 29,260 | 409,640 | 7 |
Y
|
Yes
| 49 | 1 | 4 | 80 | 1 | 23 | 5 | 3 | 9 | 3 | 7 | 6 |
53 |
No
|
Travel_Frequently
| 675 |
Research & Development
| 7 | 5 |
Technical Degree
| 1 | 1,914 | 1 |
Male
| 130 | 1 | 4 |
Developer
| 4 |
Married
| 45,029 | 945,609 | 3 |
Y
|
Yes
| 24 | 4 | 1 | 80 | 1 | 24 | 6 | 4 | 2 | 1 | 2 | 2 |
29 |
Yes
|
Travel_Frequently
| 1,102 |
Human Resources
| 49 | 5 |
Other
| 1 | 1,915 | 4 |
Female
| 176 | 1 | 3 |
Research Scientist
| 4 |
Married
| 14,325 | 329,475 | 4 |
Y
|
Yes
| 27 | 2 | 3 | 80 | 3 | 9 | 5 | 1 | 7 | 7 | 3 | 1 |
59 |
No
|
Travel_Frequently
| 984 |
Human Resources
| 12 | 3 |
Life Sciences
| 1 | 1,916 | 3 |
Male
| 140 | 4 | 3 |
Research Director
| 3 |
Divorced
| 31,768 | 222,376 | 0 |
Y
|
Yes
| 13 | 2 | 3 | 80 | 1 | 38 | 2 | 2 | 30 | 13 | 13 | 9 |
42 |
Yes
|
Travel_Rarely
| 782 |
Support
| 24 | 3 |
Other
| 1 | 1,917 | 3 |
Male
| 81 | 4 | 5 |
Human Resources
| 4 |
Single
| 42,263 | 295,841 | 5 |
Y
|
Yes
| 49 | 4 | 3 | 80 | 3 | 23 | 2 | 2 | 1 | 1 | 1 | 1 |
60 |
No
|
Travel_Frequently
| 949 |
Software
| 49 | 3 |
Technical Degree
| 1 | 1,918 | 4 |
Male
| 153 | 3 | 5 |
Developer
| 4 |
Single
| 42,600 | 639,000 | 6 |
Y
|
No
| 39 | 2 | 4 | 80 | 3 | 39 | 4 | 4 | 10 | 1 | 5 | 9 |
35 |
Yes
|
Travel_Rarely
| 1,029 |
Research & Development
| 29 | 1 |
Medical
| 1 | 1,919 | 4 |
Male
| 44 | 1 | 2 |
Sales Executive
| 3 |
Single
| 39,739 | 913,997 | 7 |
Y
|
Yes
| 17 | 2 | 1 | 80 | 1 | 15 | 6 | 1 | 14 | 7 | 1 | 9 |
20 |
Yes
|
Travel_Rarely
| 1,413 |
Sales
| 8 | 4 |
Human Resources
| 1 | 1,920 | 4 |
Male
| 64 | 4 | 4 |
Manager
| 4 |
Married
| 35,386 | 990,808 | 7 |
Y
|
No
| 23 | 1 | 2 | 80 | 3 | 15 | 2 | 2 | 15 | 12 | 1 | 10 |
20 |
Yes
|
Travel_Frequently
| 1,379 |
Research & Development
| 10 | 3 |
Marketing
| 1 | 1,921 | 3 |
Female
| 140 | 1 | 3 |
Developer
| 2 |
Single
| 25,634 | 179,438 | 3 |
Y
|
Yes
| 15 | 2 | 4 | 80 | 3 | 15 | 3 | 4 | 6 | 4 | 3 | 6 |
57 |
No
|
Non-Travel
| 1,328 |
Sales
| 7 | 1 |
Technical Degree
| 1 | 1,922 | 4 |
Female
| 32 | 4 | 1 |
Sales Executive
| 4 |
Single
| 4,304 | 64,560 | 4 |
Y
|
No
| 43 | 1 | 1 | 80 | 3 | 9 | 4 | 1 | 8 | 5 | 1 | 6 |
22 |
No
|
Travel_Rarely
| 462 |
Human Resources
| 24 | 2 |
Other
| 1 | 1,923 | 3 |
Female
| 82 | 1 | 2 |
Laboratory Technician
| 1 |
Single
| 39,925 | 479,100 | 6 |
Y
|
Yes
| 49 | 4 | 2 | 80 | 2 | 4 | 6 | 4 | 4 | 2 | 4 | 1 |
51 |
Yes
|
Travel_Rarely
| 613 |
Sales
| 2 | 2 |
Technical Degree
| 1 | 1,924 | 3 |
Male
| 68 | 2 | 5 |
Human Resources
| 3 |
Single
| 25,432 | 432,344 | 5 |
Y
|
No
| 22 | 2 | 1 | 80 | 4 | 38 | 6 | 2 | 26 | 23 | 2 | 19 |
45 |
Yes
|
Travel_Frequently
| 1,498 |
Support
| 11 | 2 |
Other
| 1 | 1,925 | 2 |
Female
| 100 | 3 | 4 |
Laboratory Technician
| 1 |
Single
| 21,203 | 402,857 | 5 |
Y
|
Yes
| 23 | 3 | 4 | 80 | 4 | 18 | 3 | 3 | 2 | 1 | 2 | 1 |
31 |
Yes
|
Travel_Rarely
| 225 |
Support
| 16 | 2 |
Technical Degree
| 1 | 1,926 | 4 |
Male
| 41 | 3 | 2 |
Laboratory Technician
| 4 |
Married
| 11,120 | 77,840 | 5 |
Y
|
Yes
| 33 | 4 | 4 | 80 | 4 | 35 | 1 | 1 | 34 | 29 | 28 | 4 |
46 |
Yes
|
Travel_Rarely
| 750 |
Research & Development
| 34 | 5 |
Life Sciences
| 1 | 1,927 | 1 |
Female
| 178 | 3 | 2 |
Human Resources
| 1 |
Divorced
| 6,251 | 81,263 | 3 |
Y
|
No
| 11 | 3 | 1 | 80 | 3 | 2 | 3 | 3 | 2 | 2 | 1 | 2 |
22 |
Yes
|
Non-Travel
| 1,129 |
Software
| 4 | 3 |
Human Resources
| 1 | 1,928 | 3 |
Male
| 43 | 2 | 3 |
Sales Representative
| 1 |
Divorced
| 15,332 | 122,656 | 8 |
Y
|
No
| 34 | 1 | 3 | 80 | 3 | 31 | 2 | 2 | 31 | 31 | 28 | 6 |
35 |
No
|
Travel_Frequently
| 382 |
Support
| 4 | 4 |
Other
| 1 | 1,929 | 4 |
Male
| 102 | 4 | 5 |
Healthcare Representative
| 3 |
Single
| 37,646 | 639,982 | 6 |
Y
|
No
| 14 | 1 | 4 | 80 | 1 | 32 | 2 | 1 | 6 | 5 | 2 | 6 |
31 |
No
|
Travel_Rarely
| 1,444 |
Hardware
| 41 | 5 |
Medical
| 1 | 1,930 | 1 |
Male
| 41 | 3 | 2 |
Sales Executive
| 2 |
Married
| 44,661 | 312,627 | 2 |
Y
|
Yes
| 8 | 4 | 4 | 80 | 3 | 27 | 1 | 3 | 26 | 5 | 26 | 6 |
39 |
No
|
Travel_Rarely
| 688 |
Sales
| 41 | 1 |
Medical
| 1 | 1,931 | 1 |
Female
| 124 | 4 | 2 |
Research Scientist
| 4 |
Divorced
| 27,788 | 555,760 | 6 |
Y
|
Yes
| 5 | 4 | 2 | 80 | 4 | 29 | 5 | 4 | 5 | 1 | 4 | 3 |
33 |
No
|
Travel_Rarely
| 1,163 |
Human Resources
| 32 | 1 |
Human Resources
| 1 | 1,932 | 4 |
Male
| 49 | 4 | 1 |
Manufacturing Director
| 3 |
Single
| 42,191 | 928,202 | 0 |
Y
|
No
| 4 | 2 | 1 | 80 | 4 | 16 | 1 | 1 | 9 | 4 | 6 | 5 |
30 |
No
|
Travel_Frequently
| 1,232 |
Support
| 35 | 2 |
Other
| 1 | 1,933 | 1 |
Female
| 168 | 1 | 5 |
Sales Executive
| 1 |
Divorced
| 40,329 | 1,048,554 | 2 |
Y
|
No
| 19 | 4 | 3 | 80 | 4 | 7 | 6 | 1 | 1 | 1 | 1 | 1 |
30 |
No
|
Travel_Rarely
| 403 |
Software
| 5 | 1 |
Technical Degree
| 1 | 1,934 | 2 |
Male
| 181 | 4 | 3 |
Developer
| 1 |
Married
| 23,894 | 597,350 | 0 |
Y
|
Yes
| 40 | 2 | 1 | 80 | 2 | 39 | 1 | 3 | 11 | 11 | 11 | 1 |
45 |
No
|
Travel_Rarely
| 173 |
Sales
| 31 | 4 |
Marketing
| 1 | 1,935 | 2 |
Female
| 181 | 1 | 5 |
Developer
| 2 |
Single
| 12,407 | 322,582 | 1 |
Y
|
No
| 6 | 1 | 4 | 80 | 3 | 14 | 5 | 3 | 5 | 4 | 1 | 1 |
25 |
No
|
Non-Travel
| 1,293 |
Hardware
| 15 | 5 |
Other
| 1 | 1,936 | 4 |
Male
| 181 | 2 | 2 |
Research Director
| 4 |
Married
| 9,766 | 205,086 | 8 |
Y
|
No
| 22 | 3 | 2 | 80 | 3 | 13 | 2 | 1 | 5 | 3 | 2 | 1 |
23 |
Yes
|
Non-Travel
| 1,026 |
Software
| 2 | 5 |
Other
| 1 | 1,937 | 4 |
Male
| 186 | 2 | 5 |
Human Resources
| 3 |
Married
| 3,650 | 76,650 | 5 |
Y
|
No
| 2 | 1 | 2 | 80 | 4 | 29 | 6 | 3 | 1 | 1 | 1 | 1 |
49 |
Yes
|
Travel_Frequently
| 143 |
Research & Development
| 28 | 4 |
Life Sciences
| 1 | 1,938 | 1 |
Male
| 107 | 4 | 4 |
Laboratory Technician
| 1 |
Divorced
| 4,358 | 21,790 | 4 |
Y
|
No
| 17 | 2 | 1 | 80 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 1 |
32 |
No
|
Non-Travel
| 1,404 |
Hardware
| 30 | 2 |
Human Resources
| 1 | 1,939 | 4 |
Male
| 139 | 3 | 5 |
Healthcare Representative
| 2 |
Married
| 20,370 | 346,290 | 2 |
Y
|
No
| 33 | 3 | 4 | 80 | 4 | 6 | 4 | 4 | 1 | 1 | 1 | 1 |
41 |
No
|
Non-Travel
| 337 |
Hardware
| 16 | 4 |
Human Resources
| 1 | 1,940 | 4 |
Female
| 142 | 3 | 3 |
Manager
| 2 |
Single
| 43,932 | 658,980 | 5 |
Y
|
No
| 22 | 1 | 4 | 80 | 4 | 18 | 4 | 4 | 4 | 1 | 1 | 1 |
54 |
Yes
|
Non-Travel
| 310 |
Hardware
| 50 | 5 |
Technical Degree
| 1 | 1,941 | 1 |
Female
| 112 | 2 | 2 |
Developer
| 3 |
Married
| 25,886 | 673,036 | 2 |
Y
|
No
| 10 | 1 | 3 | 80 | 4 | 27 | 2 | 4 | 7 | 2 | 1 | 1 |
41 |
No
|
Travel_Rarely
| 1,055 |
Human Resources
| 30 | 1 |
Technical Degree
| 1 | 1,942 | 3 |
Male
| 91 | 2 | 4 |
Laboratory Technician
| 4 |
Married
| 39,883 | 438,713 | 5 |
Y
|
No
| 35 | 4 | 1 | 80 | 4 | 38 | 1 | 3 | 12 | 7 | 10 | 3 |
59 |
Yes
|
Travel_Rarely
| 637 |
Human Resources
| 3 | 3 |
Medical
| 1 | 1,943 | 4 |
Male
| 146 | 2 | 5 |
Research Scientist
| 1 |
Single
| 10,427 | 135,551 | 5 |
Y
|
Yes
| 33 | 4 | 1 | 80 | 3 | 30 | 5 | 4 | 11 | 5 | 4 | 6 |
28 |
Yes
|
Travel_Rarely
| 1,372 |
Human Resources
| 18 | 4 |
Technical Degree
| 1 | 1,944 | 4 |
Female
| 51 | 3 | 2 |
Research Director
| 2 |
Divorced
| 10,654 | 53,270 | 3 |
Y
|
Yes
| 36 | 3 | 3 | 80 | 3 | 2 | 4 | 3 | 2 | 1 | 2 | 1 |
24 |
Yes
|
Travel_Rarely
| 717 |
Hardware
| 20 | 3 |
Technical Degree
| 1 | 1,945 | 4 |
Male
| 39 | 4 | 5 |
Healthcare Representative
| 2 |
Divorced
| 6,533 | 19,599 | 0 |
Y
|
No
| 42 | 3 | 3 | 80 | 3 | 18 | 2 | 1 | 11 | 4 | 9 | 4 |
39 |
Yes
|
Non-Travel
| 773 |
Human Resources
| 43 | 4 |
Life Sciences
| 1 | 1,946 | 4 |
Male
| 153 | 2 | 3 |
Healthcare Representative
| 1 |
Married
| 6,808 | 68,080 | 4 |
Y
|
No
| 17 | 3 | 2 | 80 | 2 | 21 | 2 | 1 | 16 | 13 | 9 | 11 |
28 |
Yes
|
Non-Travel
| 1,290 |
Human Resources
| 16 | 4 |
Marketing
| 1 | 1,947 | 1 |
Female
| 198 | 2 | 3 |
Research Scientist
| 1 |
Married
| 48,407 | 1,016,547 | 7 |
Y
|
Yes
| 25 | 2 | 3 | 80 | 2 | 30 | 5 | 1 | 16 | 11 | 15 | 11 |
32 |
Yes
|
Travel_Frequently
| 1,291 |
Human Resources
| 17 | 1 |
Life Sciences
| 1 | 1,948 | 1 |
Female
| 99 | 4 | 3 |
Sales Executive
| 4 |
Divorced
| 46,453 | 603,889 | 1 |
Y
|
Yes
| 7 | 2 | 4 | 80 | 2 | 33 | 6 | 3 | 3 | 1 | 3 | 3 |
28 |
No
|
Travel_Rarely
| 1,447 |
Software
| 27 | 1 |
Human Resources
| 1 | 1,949 | 4 |
Male
| 146 | 4 | 1 |
Manager
| 3 |
Divorced
| 36,151 | 723,020 | 1 |
Y
|
No
| 19 | 4 | 3 | 80 | 4 | 39 | 1 | 4 | 35 | 9 | 24 | 21 |
20 |
Yes
|
Travel_Rarely
| 1,421 |
Sales
| 45 | 5 |
Other
| 1 | 1,950 | 3 |
Female
| 75 | 2 | 2 |
Sales Executive
| 2 |
Divorced
| 40,702 | 447,722 | 8 |
Y
|
Yes
| 30 | 2 | 2 | 80 | 2 | 21 | 2 | 2 | 19 | 11 | 18 | 10 |
46 |
Yes
|
Non-Travel
| 791 |
Software
| 13 | 5 |
Other
| 1 | 1,951 | 2 |
Male
| 190 | 1 | 2 |
Manager
| 2 |
Single
| 28,315 | 792,820 | 6 |
Y
|
Yes
| 10 | 4 | 1 | 80 | 1 | 32 | 4 | 2 | 2 | 1 | 2 | 2 |
24 |
No
|
Travel_Frequently
| 327 |
Support
| 31 | 1 |
Human Resources
| 1 | 1,952 | 3 |
Male
| 74 | 1 | 1 |
Sales Representative
| 1 |
Single
| 1,372 | 9,604 | 2 |
Y
|
No
| 29 | 4 | 4 | 80 | 1 | 12 | 6 | 1 | 3 | 3 | 2 | 1 |
54 |
Yes
|
Non-Travel
| 295 |
Research & Development
| 29 | 5 |
Medical
| 1 | 1,953 | 2 |
Male
| 166 | 1 | 3 |
Research Scientist
| 2 |
Single
| 48,711 | 243,555 | 4 |
Y
|
No
| 31 | 2 | 2 | 80 | 2 | 5 | 3 | 1 | 4 | 1 | 3 | 1 |
28 |
Yes
|
Travel_Rarely
| 395 |
Support
| 43 | 5 |
Marketing
| 1 | 1,954 | 2 |
Male
| 155 | 1 | 2 |
Sales Representative
| 4 |
Divorced
| 35,581 | 284,648 | 2 |
Y
|
Yes
| 28 | 4 | 4 | 80 | 4 | 6 | 1 | 2 | 4 | 4 | 4 | 2 |
24 |
No
|
Travel_Frequently
| 187 |
Research & Development
| 49 | 5 |
Life Sciences
| 1 | 1,955 | 1 |
Female
| 184 | 1 | 2 |
Manufacturing Director
| 3 |
Single
| 5,920 | 171,680 | 3 |
Y
|
Yes
| 44 | 3 | 3 | 80 | 3 | 26 | 3 | 4 | 6 | 6 | 2 | 2 |
29 |
Yes
|
Travel_Frequently
| 720 |
Hardware
| 23 | 2 |
Medical
| 1 | 1,956 | 2 |
Male
| 133 | 3 | 4 |
Research Director
| 3 |
Married
| 44,454 | 444,540 | 5 |
Y
|
No
| 29 | 1 | 4 | 80 | 2 | 15 | 5 | 3 | 10 | 4 | 1 | 1 |
42 |
No
|
Travel_Frequently
| 635 |
Research & Development
| 30 | 4 |
Human Resources
| 1 | 1,957 | 1 |
Male
| 104 | 1 | 2 |
Human Resources
| 2 |
Single
| 36,432 | 910,800 | 6 |
Y
|
Yes
| 35 | 2 | 4 | 80 | 3 | 28 | 5 | 3 | 12 | 9 | 6 | 4 |
55 |
Yes
|
Travel_Rarely
| 1,114 |
Support
| 28 | 4 |
Marketing
| 1 | 1,958 | 4 |
Female
| 107 | 3 | 2 |
Research Director
| 3 |
Married
| 5,624 | 101,232 | 3 |
Y
|
Yes
| 45 | 4 | 1 | 80 | 2 | 32 | 1 | 1 | 2 | 1 | 1 | 2 |
56 |
No
|
Travel_Rarely
| 1,493 |
Human Resources
| 39 | 3 |
Human Resources
| 1 | 1,959 | 4 |
Male
| 197 | 4 | 2 |
Sales Executive
| 1 |
Married
| 44,855 | 224,275 | 7 |
Y
|
No
| 18 | 3 | 2 | 80 | 4 | 24 | 2 | 2 | 14 | 11 | 8 | 2 |
19 |
Yes
|
Travel_Rarely
| 121 |
Human Resources
| 33 | 2 |
Marketing
| 1 | 1,960 | 4 |
Female
| 65 | 4 | 3 |
Manufacturing Director
| 4 |
Divorced
| 31,700 | 348,700 | 4 |
Y
|
No
| 33 | 1 | 4 | 80 | 3 | 10 | 1 | 1 | 4 | 3 | 3 | 3 |
35 |
Yes
|
Travel_Frequently
| 538 |
Hardware
| 28 | 3 |
Human Resources
| 1 | 1,961 | 2 |
Male
| 134 | 2 | 5 |
Human Resources
| 4 |
Divorced
| 27,132 | 488,376 | 3 |
Y
|
Yes
| 21 | 4 | 2 | 80 | 2 | 11 | 1 | 2 | 5 | 1 | 2 | 1 |
26 |
No
|
Travel_Frequently
| 298 |
Human Resources
| 40 | 5 |
Other
| 1 | 1,962 | 2 |
Male
| 64 | 3 | 2 |
Manager
| 4 |
Single
| 9,400 | 84,600 | 1 |
Y
|
No
| 15 | 2 | 4 | 80 | 4 | 2 | 4 | 1 | 2 | 2 | 1 | 2 |
48 |
Yes
|
Non-Travel
| 1,196 |
Support
| 24 | 4 |
Technical Degree
| 1 | 1,963 | 1 |
Male
| 46 | 1 | 3 |
Manager
| 4 |
Single
| 25,207 | 705,796 | 5 |
Y
|
Yes
| 8 | 4 | 3 | 80 | 1 | 8 | 6 | 4 | 8 | 4 | 1 | 5 |
60 |
No
|
Travel_Rarely
| 772 |
Support
| 25 | 2 |
Life Sciences
| 1 | 1,964 | 1 |
Female
| 150 | 4 | 5 |
Developer
| 2 |
Divorced
| 36,545 | 877,080 | 6 |
Y
|
Yes
| 26 | 1 | 3 | 80 | 3 | 19 | 5 | 2 | 3 | 1 | 1 | 1 |
41 |
Yes
|
Non-Travel
| 458 |
Human Resources
| 39 | 3 |
Other
| 1 | 1,965 | 4 |
Female
| 34 | 3 | 5 |
Healthcare Representative
| 3 |
Divorced
| 24,067 | 722,010 | 2 |
Y
|
Yes
| 42 | 4 | 2 | 80 | 1 | 27 | 4 | 4 | 4 | 2 | 3 | 3 |
35 |
Yes
|
Travel_Frequently
| 821 |
Research & Development
| 47 | 5 |
Marketing
| 1 | 1,966 | 1 |
Female
| 87 | 3 | 3 |
Sales Representative
| 2 |
Single
| 36,578 | 475,514 | 2 |
Y
|
Yes
| 37 | 2 | 4 | 80 | 2 | 35 | 3 | 2 | 24 | 23 | 7 | 24 |
29 |
No
|
Travel_Rarely
| 909 |
Sales
| 40 | 3 |
Other
| 1 | 1,967 | 2 |
Female
| 75 | 3 | 5 |
Sales Representative
| 1 |
Married
| 14,612 | 160,732 | 6 |
Y
|
No
| 28 | 1 | 2 | 80 | 2 | 7 | 2 | 4 | 3 | 2 | 2 | 2 |
56 |
Yes
|
Travel_Frequently
| 809 |
Sales
| 44 | 2 |
Medical
| 1 | 1,968 | 3 |
Female
| 171 | 4 | 4 |
Human Resources
| 4 |
Single
| 42,824 | 728,008 | 5 |
Y
|
Yes
| 35 | 3 | 2 | 80 | 4 | 15 | 1 | 1 | 2 | 2 | 1 | 1 |
36 |
No
|
Travel_Rarely
| 1,457 |
Sales
| 21 | 5 |
Life Sciences
| 1 | 1,969 | 2 |
Female
| 196 | 4 | 2 |
Developer
| 4 |
Married
| 8,276 | 215,176 | 6 |
Y
|
No
| 48 | 3 | 3 | 80 | 3 | 15 | 3 | 4 | 6 | 4 | 3 | 2 |
54 |
No
|
Travel_Rarely
| 1,092 |
Research & Development
| 31 | 3 |
Other
| 1 | 1,970 | 4 |
Male
| 53 | 4 | 5 |
Research Director
| 3 |
Divorced
| 7,150 | 50,050 | 4 |
Y
|
Yes
| 19 | 3 | 2 | 80 | 2 | 5 | 3 | 2 | 4 | 2 | 3 | 4 |
56 |
No
|
Travel_Rarely
| 174 |
Support
| 10 | 2 |
Life Sciences
| 1 | 1,971 | 1 |
Male
| 57 | 4 | 2 |
Sales Executive
| 1 |
Divorced
| 1,849 | 18,490 | 8 |
Y
|
Yes
| 8 | 4 | 2 | 80 | 3 | 23 | 3 | 1 | 23 | 3 | 12 | 10 |
48 |
Yes
|
Travel_Frequently
| 1,339 |
Research & Development
| 38 | 5 |
Technical Degree
| 1 | 1,972 | 4 |
Female
| 178 | 4 | 5 |
Human Resources
| 2 |
Single
| 50,240 | 1,004,800 | 5 |
Y
|
No
| 25 | 4 | 1 | 80 | 4 | 24 | 6 | 4 | 18 | 16 | 12 | 2 |
19 |
Yes
|
Travel_Frequently
| 980 |
Research & Development
| 23 | 4 |
Marketing
| 1 | 1,973 | 1 |
Female
| 117 | 4 | 2 |
Sales Representative
| 4 |
Divorced
| 3,426 | 47,964 | 7 |
Y
|
Yes
| 44 | 3 | 4 | 80 | 2 | 14 | 3 | 4 | 9 | 9 | 5 | 7 |
21 |
No
|
Travel_Rarely
| 200 |
Research & Development
| 44 | 3 |
Medical
| 1 | 1,974 | 4 |
Male
| 102 | 1 | 1 |
Manufacturing Director
| 1 |
Married
| 33,149 | 430,937 | 3 |
Y
|
No
| 22 | 4 | 2 | 80 | 1 | 12 | 3 | 2 | 10 | 8 | 1 | 2 |
35 |
No
|
Travel_Rarely
| 817 |
Human Resources
| 39 | 5 |
Life Sciences
| 1 | 1,975 | 3 |
Male
| 183 | 3 | 5 |
Sales Executive
| 4 |
Divorced
| 42,933 | 858,660 | 2 |
Y
|
Yes
| 22 | 1 | 1 | 80 | 2 | 7 | 1 | 4 | 1 | 1 | 1 | 1 |
19 |
Yes
|
Travel_Frequently
| 1,245 |
Research & Development
| 43 | 4 |
Life Sciences
| 1 | 1,976 | 1 |
Female
| 105 | 1 | 2 |
Research Scientist
| 1 |
Divorced
| 42,336 | 1,227,744 | 8 |
Y
|
No
| 0 | 1 | 4 | 80 | 1 | 40 | 4 | 4 | 37 | 26 | 14 | 29 |
37 |
No
|
Non-Travel
| 192 |
Research & Development
| 39 | 2 |
Marketing
| 1 | 1,977 | 2 |
Male
| 181 | 3 | 5 |
Developer
| 4 |
Divorced
| 3,154 | 78,850 | 3 |
Y
|
No
| 2 | 1 | 1 | 80 | 3 | 8 | 4 | 1 | 3 | 2 | 1 | 1 |
36 |
No
|
Non-Travel
| 606 |
Human Resources
| 19 | 2 |
Life Sciences
| 1 | 1,978 | 1 |
Female
| 99 | 2 | 4 |
Human Resources
| 4 |
Single
| 42,867 | 943,074 | 5 |
Y
|
No
| 26 | 4 | 1 | 80 | 2 | 18 | 5 | 4 | 9 | 6 | 6 | 6 |
34 |
Yes
|
Travel_Rarely
| 443 |
Software
| 26 | 1 |
Life Sciences
| 1 | 1,979 | 1 |
Male
| 44 | 1 | 5 |
Research Director
| 1 |
Single
| 19,709 | 394,180 | 2 |
Y
|
No
| 37 | 4 | 3 | 80 | 4 | 7 | 1 | 1 | 1 | 1 | 1 | 1 |
47 |
Yes
|
Non-Travel
| 760 |
Human Resources
| 28 | 3 |
Marketing
| 1 | 1,980 | 2 |
Female
| 107 | 1 | 3 |
Laboratory Technician
| 4 |
Married
| 16,960 | 271,360 | 6 |
Y
|
Yes
| 23 | 1 | 3 | 80 | 3 | 31 | 4 | 1 | 9 | 7 | 9 | 2 |
43 |
No
|
Non-Travel
| 450 |
Research & Development
| 21 | 3 |
Marketing
| 1 | 1,981 | 2 |
Female
| 65 | 3 | 1 |
Research Scientist
| 4 |
Single
| 10,911 | 152,754 | 7 |
Y
|
No
| 40 | 1 | 2 | 80 | 4 | 13 | 2 | 4 | 2 | 2 | 1 | 1 |
48 |
No
|
Travel_Rarely
| 1,380 |
Software
| 2 | 5 |
Life Sciences
| 1 | 1,982 | 2 |
Female
| 166 | 2 | 2 |
Manufacturing Director
| 4 |
Divorced
| 17,577 | 386,694 | 8 |
Y
|
Yes
| 2 | 3 | 4 | 80 | 1 | 21 | 6 | 2 | 2 | 2 | 1 | 2 |
39 |
No
|
Non-Travel
| 301 |
Support
| 41 | 1 |
Marketing
| 1 | 1,983 | 2 |
Male
| 50 | 2 | 4 |
Sales Executive
| 2 |
Married
| 10,946 | 240,812 | 1 |
Y
|
No
| 22 | 2 | 4 | 80 | 1 | 6 | 5 | 2 | 2 | 2 | 2 | 2 |
42 |
Yes
|
Non-Travel
| 1,179 |
Software
| 1 | 1 |
Human Resources
| 1 | 1,984 | 2 |
Male
| 86 | 4 | 5 |
Laboratory Technician
| 3 |
Divorced
| 29,236 | 58,472 | 2 |
Y
|
Yes
| 46 | 1 | 4 | 80 | 4 | 32 | 1 | 2 | 23 | 17 | 7 | 7 |
32 |
Yes
|
Travel_Rarely
| 127 |
Human Resources
| 18 | 2 |
Life Sciences
| 1 | 1,985 | 4 |
Female
| 91 | 2 | 3 |
Laboratory Technician
| 1 |
Single
| 42,308 | 211,540 | 8 |
Y
|
Yes
| 9 | 1 | 2 | 80 | 3 | 21 | 5 | 3 | 7 | 2 | 4 | 3 |
29 |
No
|
Travel_Frequently
| 194 |
Human Resources
| 39 | 2 |
Human Resources
| 1 | 1,986 | 2 |
Male
| 62 | 3 | 3 |
Manufacturing Director
| 4 |
Married
| 40,746 | 1,018,650 | 8 |
Y
|
Yes
| 47 | 3 | 3 | 80 | 4 | 32 | 5 | 3 | 20 | 9 | 4 | 10 |
25 |
Yes
|
Travel_Frequently
| 880 |
Sales
| 9 | 4 |
Technical Degree
| 1 | 1,987 | 4 |
Male
| 157 | 4 | 1 |
Manager
| 1 |
Divorced
| 25,931 | 440,827 | 2 |
Y
|
No
| 15 | 1 | 3 | 80 | 4 | 7 | 6 | 1 | 4 | 4 | 4 | 4 |
52 |
Yes
|
Travel_Frequently
| 723 |
Hardware
| 37 | 1 |
Human Resources
| 1 | 1,988 | 1 |
Female
| 118 | 3 | 4 |
Sales Executive
| 4 |
Married
| 47,033 | 470,330 | 0 |
Y
|
Yes
| 5 | 1 | 3 | 80 | 1 | 7 | 5 | 3 | 6 | 2 | 6 | 5 |
52 |
No
|
Travel_Frequently
| 201 |
Sales
| 12 | 4 |
Medical
| 1 | 1,989 | 3 |
Female
| 62 | 3 | 1 |
Healthcare Representative
| 2 |
Married
| 39,955 | 1,158,695 | 1 |
Y
|
Yes
| 48 | 1 | 3 | 80 | 2 | 33 | 5 | 4 | 15 | 13 | 9 | 8 |
23 |
No
|
Non-Travel
| 1,262 |
Support
| 26 | 2 |
Marketing
| 1 | 1,990 | 4 |
Female
| 136 | 3 | 1 |
Research Director
| 4 |
Divorced
| 9,760 | 185,440 | 3 |
Y
|
Yes
| 38 | 1 | 2 | 80 | 2 | 22 | 5 | 4 | 16 | 16 | 9 | 12 |
46 |
No
|
Travel_Frequently
| 660 |
Research & Development
| 12 | 2 |
Marketing
| 1 | 1,991 | 1 |
Female
| 170 | 2 | 2 |
Healthcare Representative
| 1 |
Divorced
| 50,560 | 252,800 | 0 |
Y
|
Yes
| 11 | 4 | 2 | 80 | 4 | 10 | 1 | 4 | 2 | 1 | 1 | 1 |
60 |
Yes
|
Travel_Rarely
| 558 |
Sales
| 2 | 4 |
Human Resources
| 1 | 1,992 | 4 |
Male
| 65 | 1 | 5 |
Laboratory Technician
| 1 |
Married
| 18,930 | 246,090 | 3 |
Y
|
No
| 22 | 4 | 1 | 80 | 4 | 9 | 4 | 4 | 1 | 1 | 1 | 1 |
55 |
Yes
|
Travel_Rarely
| 374 |
Sales
| 24 | 2 |
Life Sciences
| 1 | 1,993 | 4 |
Female
| 187 | 4 | 2 |
Human Resources
| 3 |
Divorced
| 50,810 | 1,270,250 | 7 |
Y
|
No
| 48 | 3 | 1 | 80 | 3 | 17 | 2 | 2 | 13 | 13 | 7 | 4 |
39 |
No
|
Travel_Frequently
| 1,230 |
Sales
| 32 | 4 |
Other
| 1 | 1,994 | 3 |
Male
| 114 | 2 | 1 |
Healthcare Representative
| 2 |
Married
| 10,138 | 141,932 | 1 |
Y
|
No
| 38 | 2 | 2 | 80 | 1 | 6 | 2 | 3 | 1 | 1 | 1 | 1 |
18 |
No
|
Travel_Frequently
| 822 |
Support
| 48 | 5 |
Human Resources
| 1 | 1,995 | 1 |
Female
| 99 | 2 | 1 |
Human Resources
| 2 |
Married
| 5,938 | 77,194 | 0 |
Y
|
Yes
| 9 | 1 | 4 | 80 | 4 | 1 | 2 | 3 | 1 | 1 | 1 | 1 |
60 |
No
|
Travel_Frequently
| 1,360 |
Software
| 8 | 4 |
Technical Degree
| 1 | 1,996 | 3 |
Female
| 85 | 1 | 3 |
Manager
| 4 |
Single
| 4,691 | 93,820 | 1 |
Y
|
Yes
| 25 | 2 | 3 | 80 | 3 | 19 | 6 | 2 | 16 | 3 | 9 | 13 |
18 |
Yes
|
Non-Travel
| 1,153 |
Support
| 39 | 1 |
Other
| 1 | 1,997 | 1 |
Male
| 169 | 3 | 3 |
Manufacturing Director
| 3 |
Divorced
| 16,020 | 448,560 | 2 |
Y
|
Yes
| 30 | 1 | 2 | 80 | 3 | 7 | 3 | 1 | 7 | 6 | 6 | 2 |
42 |
No
|
Travel_Frequently
| 619 |
Human Resources
| 15 | 3 |
Marketing
| 1 | 1,998 | 3 |
Female
| 137 | 1 | 2 |
Laboratory Technician
| 4 |
Single
| 2,253 | 6,759 | 3 |
Y
|
Yes
| 27 | 2 | 3 | 80 | 3 | 9 | 4 | 4 | 3 | 1 | 3 | 3 |
44 |
No
|
Travel_Rarely
| 495 |
Support
| 5 | 2 |
Medical
| 1 | 1,999 | 1 |
Male
| 33 | 2 | 4 |
Developer
| 2 |
Single
| 19,466 | 564,514 | 2 |
Y
|
No
| 15 | 1 | 4 | 80 | 1 | 25 | 2 | 4 | 17 | 4 | 11 | 12 |
43 |
No
|
Travel_Rarely
| 227 |
Research & Development
| 16 | 1 |
Life Sciences
| 1 | 2,000 | 3 |
Male
| 160 | 2 | 3 |
Sales Executive
| 4 |
Divorced
| 18,228 | 91,140 | 4 |
Y
|
No
| 28 | 1 | 2 | 80 | 3 | 4 | 2 | 3 | 1 | 1 | 1 | 1 |
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