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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
53 |
Yes
|
Non-Travel
| 684 |
Human Resources
| 28 | 1 |
Medical
| 1 | 1,101 | 1 |
Female
| 55 | 3 | 5 |
Manufacturing Director
| 1 |
Divorced
| 40,466 | 1,173,514 | 4 |
Y
|
Yes
| 34 | 2 | 3 | 80 | 3 | 36 | 4 | 4 | 22 | 5 | 10 | 14 |
21 |
Yes
|
Non-Travel
| 1,222 |
Human Resources
| 45 | 3 |
Technical Degree
| 1 | 1,102 | 2 |
Female
| 109 | 1 | 5 |
Sales Executive
| 1 |
Married
| 12,610 | 365,690 | 2 |
Y
|
No
| 8 | 2 | 1 | 80 | 1 | 40 | 4 | 2 | 22 | 19 | 1 | 6 |
47 |
No
|
Non-Travel
| 904 |
Support
| 7 | 3 |
Marketing
| 1 | 1,103 | 4 |
Male
| 129 | 2 | 1 |
Research Director
| 2 |
Married
| 28,595 | 200,165 | 8 |
Y
|
No
| 40 | 2 | 1 | 80 | 3 | 39 | 5 | 2 | 39 | 2 | 24 | 6 |
23 |
No
|
Non-Travel
| 258 |
Research & Development
| 19 | 1 |
Medical
| 1 | 1,104 | 4 |
Male
| 40 | 1 | 5 |
Sales Executive
| 4 |
Divorced
| 32,519 | 357,709 | 6 |
Y
|
No
| 41 | 3 | 1 | 80 | 3 | 22 | 5 | 4 | 15 | 5 | 7 | 5 |
52 |
No
|
Non-Travel
| 750 |
Support
| 1 | 2 |
Human Resources
| 1 | 1,105 | 1 |
Female
| 31 | 3 | 2 |
Human Resources
| 1 |
Single
| 14,808 | 370,200 | 6 |
Y
|
No
| 47 | 3 | 3 | 80 | 4 | 39 | 4 | 1 | 15 | 12 | 4 | 11 |
45 |
Yes
|
Non-Travel
| 1,153 |
Software
| 23 | 3 |
Human Resources
| 1 | 1,106 | 1 |
Male
| 128 | 2 | 2 |
Developer
| 4 |
Married
| 23,906 | 621,556 | 6 |
Y
|
Yes
| 20 | 4 | 4 | 80 | 4 | 13 | 5 | 4 | 4 | 2 | 1 | 3 |
38 |
No
|
Travel_Frequently
| 733 |
Human Resources
| 24 | 2 |
Marketing
| 1 | 1,107 | 1 |
Male
| 144 | 3 | 5 |
Human Resources
| 4 |
Single
| 9,223 | 212,129 | 0 |
Y
|
No
| 41 | 3 | 1 | 80 | 2 | 17 | 6 | 2 | 6 | 5 | 5 | 3 |
60 |
Yes
|
Travel_Frequently
| 371 |
Hardware
| 7 | 5 |
Technical Degree
| 1 | 1,108 | 4 |
Male
| 142 | 2 | 5 |
Laboratory Technician
| 2 |
Single
| 9,261 | 157,437 | 4 |
Y
|
Yes
| 27 | 4 | 3 | 80 | 3 | 35 | 3 | 1 | 22 | 20 | 13 | 14 |
50 |
No
|
Travel_Frequently
| 411 |
Hardware
| 38 | 4 |
Human Resources
| 1 | 1,109 | 2 |
Female
| 178 | 1 | 2 |
Developer
| 4 |
Single
| 17,253 | 465,831 | 6 |
Y
|
Yes
| 40 | 1 | 1 | 80 | 1 | 20 | 6 | 2 | 9 | 1 | 1 | 2 |
18 |
No
|
Non-Travel
| 1,227 |
Software
| 50 | 5 |
Human Resources
| 1 | 1,110 | 3 |
Male
| 195 | 3 | 5 |
Laboratory Technician
| 4 |
Married
| 40,116 | 802,320 | 6 |
Y
|
No
| 11 | 1 | 3 | 80 | 1 | 12 | 3 | 4 | 2 | 1 | 1 | 1 |
19 |
Yes
|
Non-Travel
| 1,416 |
Sales
| 31 | 5 |
Technical Degree
| 1 | 1,111 | 2 |
Male
| 33 | 2 | 4 |
Research Director
| 2 |
Single
| 3,245 | 58,410 | 8 |
Y
|
No
| 49 | 2 | 4 | 80 | 2 | 28 | 2 | 3 | 4 | 3 | 4 | 2 |
46 |
No
|
Travel_Rarely
| 999 |
Support
| 22 | 2 |
Human Resources
| 1 | 1,112 | 4 |
Female
| 102 | 4 | 4 |
Laboratory Technician
| 1 |
Single
| 47,708 | 1,240,408 | 4 |
Y
|
Yes
| 38 | 2 | 1 | 80 | 1 | 32 | 3 | 4 | 16 | 12 | 14 | 10 |
36 |
Yes
|
Non-Travel
| 927 |
Software
| 14 | 1 |
Life Sciences
| 1 | 1,113 | 1 |
Female
| 66 | 2 | 4 |
Human Resources
| 3 |
Married
| 49,642 | 1,042,482 | 6 |
Y
|
No
| 0 | 3 | 1 | 80 | 4 | 17 | 2 | 4 | 9 | 6 | 7 | 7 |
60 |
No
|
Travel_Rarely
| 1,073 |
Software
| 48 | 1 |
Other
| 1 | 1,114 | 4 |
Male
| 49 | 1 | 2 |
Healthcare Representative
| 3 |
Divorced
| 36,799 | 331,191 | 2 |
Y
|
Yes
| 41 | 3 | 3 | 80 | 3 | 7 | 1 | 3 | 7 | 1 | 7 | 6 |
49 |
Yes
|
Travel_Frequently
| 571 |
Sales
| 32 | 2 |
Human Resources
| 1 | 1,115 | 1 |
Female
| 56 | 3 | 4 |
Human Resources
| 4 |
Married
| 10,082 | 282,296 | 4 |
Y
|
No
| 5 | 2 | 4 | 80 | 1 | 24 | 4 | 3 | 7 | 6 | 7 | 5 |
34 |
No
|
Travel_Rarely
| 501 |
Hardware
| 31 | 2 |
Technical Degree
| 1 | 1,116 | 4 |
Female
| 192 | 4 | 3 |
Research Director
| 2 |
Divorced
| 39,851 | 836,871 | 6 |
Y
|
No
| 11 | 4 | 1 | 80 | 2 | 25 | 4 | 4 | 11 | 8 | 10 | 10 |
29 |
Yes
|
Non-Travel
| 1,479 |
Hardware
| 31 | 5 |
Marketing
| 1 | 1,117 | 1 |
Male
| 73 | 2 | 3 |
Human Resources
| 4 |
Divorced
| 17,380 | 347,600 | 4 |
Y
|
No
| 3 | 1 | 3 | 80 | 1 | 19 | 1 | 2 | 17 | 16 | 15 | 9 |
25 |
No
|
Travel_Frequently
| 952 |
Research & Development
| 47 | 2 |
Technical Degree
| 1 | 1,118 | 4 |
Male
| 92 | 4 | 4 |
Healthcare Representative
| 2 |
Divorced
| 11,242 | 112,420 | 3 |
Y
|
No
| 26 | 2 | 4 | 80 | 2 | 19 | 5 | 4 | 9 | 7 | 4 | 9 |
60 |
Yes
|
Travel_Frequently
| 1,383 |
Hardware
| 19 | 3 |
Other
| 1 | 1,119 | 4 |
Female
| 75 | 2 | 4 |
Sales Representative
| 1 |
Divorced
| 19,833 | 337,161 | 5 |
Y
|
Yes
| 46 | 3 | 1 | 80 | 3 | 7 | 1 | 2 | 5 | 1 | 3 | 2 |
51 |
Yes
|
Travel_Rarely
| 929 |
Software
| 36 | 1 |
Technical Degree
| 1 | 1,120 | 2 |
Female
| 155 | 4 | 5 |
Sales Executive
| 3 |
Single
| 3,703 | 99,981 | 7 |
Y
|
Yes
| 43 | 4 | 2 | 80 | 3 | 28 | 4 | 1 | 1 | 1 | 1 | 1 |
44 |
Yes
|
Non-Travel
| 188 |
Support
| 8 | 2 |
Technical Degree
| 1 | 1,121 | 1 |
Male
| 174 | 3 | 1 |
Research Director
| 4 |
Single
| 31,780 | 730,940 | 0 |
Y
|
Yes
| 1 | 1 | 3 | 80 | 2 | 24 | 2 | 2 | 7 | 3 | 6 | 4 |
23 |
No
|
Non-Travel
| 954 |
Sales
| 18 | 3 |
Medical
| 1 | 1,122 | 1 |
Female
| 81 | 1 | 2 |
Sales Representative
| 3 |
Married
| 31,678 | 126,712 | 6 |
Y
|
No
| 31 | 4 | 2 | 80 | 3 | 15 | 2 | 3 | 1 | 1 | 1 | 1 |
54 |
Yes
|
Non-Travel
| 1,198 |
Sales
| 8 | 5 |
Human Resources
| 1 | 1,123 | 1 |
Female
| 158 | 3 | 2 |
Human Resources
| 3 |
Married
| 46,861 | 1,124,664 | 0 |
Y
|
No
| 20 | 1 | 3 | 80 | 4 | 33 | 5 | 1 | 27 | 22 | 26 | 10 |
23 |
Yes
|
Travel_Rarely
| 1,083 |
Hardware
| 45 | 2 |
Other
| 1 | 1,124 | 4 |
Female
| 145 | 4 | 1 |
Human Resources
| 3 |
Divorced
| 38,774 | 504,062 | 1 |
Y
|
No
| 32 | 4 | 4 | 80 | 2 | 4 | 4 | 4 | 3 | 2 | 1 | 1 |
52 |
No
|
Travel_Frequently
| 1,108 |
Research & Development
| 14 | 4 |
Marketing
| 1 | 1,125 | 2 |
Female
| 147 | 4 | 4 |
Human Resources
| 2 |
Single
| 24,906 | 572,838 | 0 |
Y
|
Yes
| 30 | 1 | 3 | 80 | 3 | 35 | 1 | 4 | 15 | 7 | 2 | 15 |
36 |
No
|
Travel_Rarely
| 535 |
Software
| 31 | 2 |
Other
| 1 | 1,126 | 1 |
Male
| 92 | 3 | 5 |
Sales Representative
| 2 |
Divorced
| 49,009 | 98,018 | 6 |
Y
|
Yes
| 17 | 1 | 1 | 80 | 2 | 21 | 1 | 2 | 3 | 3 | 3 | 1 |
18 |
Yes
|
Non-Travel
| 1,486 |
Human Resources
| 40 | 2 |
Technical Degree
| 1 | 1,127 | 1 |
Female
| 32 | 2 | 5 |
Sales Executive
| 1 |
Married
| 25,893 | 621,432 | 5 |
Y
|
No
| 30 | 2 | 3 | 80 | 1 | 33 | 5 | 4 | 33 | 4 | 22 | 18 |
41 |
Yes
|
Travel_Rarely
| 1,134 |
Software
| 8 | 2 |
Technical Degree
| 1 | 1,128 | 2 |
Male
| 163 | 1 | 1 |
Sales Representative
| 1 |
Divorced
| 44,035 | 396,315 | 6 |
Y
|
Yes
| 33 | 4 | 3 | 80 | 3 | 13 | 4 | 1 | 12 | 8 | 1 | 6 |
58 |
Yes
|
Travel_Rarely
| 535 |
Support
| 28 | 3 |
Human Resources
| 1 | 1,129 | 2 |
Female
| 155 | 4 | 5 |
Healthcare Representative
| 1 |
Single
| 26,918 | 457,606 | 6 |
Y
|
No
| 20 | 1 | 4 | 80 | 3 | 17 | 1 | 2 | 3 | 1 | 1 | 3 |
28 |
No
|
Travel_Frequently
| 1,210 |
Research & Development
| 16 | 5 |
Human Resources
| 1 | 1,130 | 1 |
Male
| 150 | 3 | 3 |
Human Resources
| 1 |
Single
| 21,019 | 84,076 | 1 |
Y
|
No
| 1 | 2 | 4 | 80 | 4 | 39 | 3 | 3 | 8 | 2 | 2 | 5 |
56 |
Yes
|
Non-Travel
| 1,338 |
Hardware
| 41 | 5 |
Human Resources
| 1 | 1,131 | 2 |
Male
| 120 | 1 | 3 |
Laboratory Technician
| 1 |
Single
| 20,609 | 535,834 | 7 |
Y
|
No
| 21 | 2 | 1 | 80 | 4 | 34 | 2 | 1 | 27 | 13 | 22 | 25 |
49 |
Yes
|
Travel_Frequently
| 585 |
Hardware
| 8 | 1 |
Marketing
| 1 | 1,132 | 4 |
Female
| 59 | 4 | 4 |
Sales Executive
| 2 |
Married
| 48,388 | 1,016,148 | 1 |
Y
|
Yes
| 23 | 4 | 1 | 80 | 1 | 23 | 2 | 4 | 4 | 4 | 4 | 1 |
38 |
No
|
Travel_Rarely
| 304 |
Human Resources
| 8 | 2 |
Other
| 1 | 1,133 | 1 |
Male
| 174 | 1 | 1 |
Healthcare Representative
| 4 |
Divorced
| 5,918 | 130,196 | 2 |
Y
|
No
| 26 | 3 | 4 | 80 | 1 | 35 | 2 | 1 | 20 | 20 | 7 | 10 |
21 |
No
|
Travel_Rarely
| 1,188 |
Human Resources
| 42 | 3 |
Medical
| 1 | 1,134 | 1 |
Female
| 77 | 2 | 5 |
Healthcare Representative
| 4 |
Married
| 49,098 | 932,862 | 6 |
Y
|
Yes
| 33 | 1 | 1 | 80 | 3 | 17 | 5 | 1 | 10 | 6 | 10 | 10 |
23 |
No
|
Travel_Rarely
| 1,120 |
Hardware
| 49 | 4 |
Other
| 1 | 1,135 | 3 |
Female
| 48 | 1 | 3 |
Developer
| 2 |
Divorced
| 44,741 | 536,892 | 0 |
Y
|
Yes
| 41 | 4 | 3 | 80 | 1 | 3 | 1 | 1 | 2 | 1 | 1 | 2 |
51 |
No
|
Non-Travel
| 794 |
Sales
| 25 | 2 |
Technical Degree
| 1 | 1,136 | 2 |
Male
| 82 | 1 | 1 |
Healthcare Representative
| 3 |
Single
| 3,638 | 54,570 | 2 |
Y
|
Yes
| 37 | 1 | 1 | 80 | 2 | 1 | 5 | 4 | 1 | 1 | 1 | 1 |
35 |
No
|
Non-Travel
| 403 |
Human Resources
| 20 | 4 |
Technical Degree
| 1 | 1,137 | 4 |
Male
| 156 | 3 | 5 |
Manufacturing Director
| 2 |
Divorced
| 20,288 | 284,032 | 8 |
Y
|
No
| 12 | 2 | 2 | 80 | 4 | 29 | 2 | 3 | 19 | 4 | 7 | 4 |
47 |
Yes
|
Non-Travel
| 172 |
Research & Development
| 6 | 5 |
Medical
| 1 | 1,138 | 1 |
Male
| 68 | 1 | 1 |
Developer
| 2 |
Married
| 27,454 | 356,902 | 6 |
Y
|
Yes
| 33 | 4 | 1 | 80 | 3 | 30 | 1 | 4 | 5 | 5 | 5 | 5 |
25 |
No
|
Travel_Rarely
| 876 |
Research & Development
| 46 | 2 |
Life Sciences
| 1 | 1,139 | 4 |
Female
| 110 | 3 | 1 |
Manufacturing Director
| 3 |
Married
| 45,659 | 1,004,498 | 5 |
Y
|
No
| 17 | 1 | 4 | 80 | 4 | 8 | 2 | 4 | 7 | 4 | 5 | 4 |
30 |
No
|
Travel_Rarely
| 828 |
Support
| 4 | 1 |
Life Sciences
| 1 | 1,140 | 1 |
Male
| 109 | 2 | 4 |
Developer
| 3 |
Married
| 39,958 | 919,034 | 7 |
Y
|
Yes
| 6 | 3 | 2 | 80 | 2 | 17 | 1 | 4 | 12 | 7 | 1 | 11 |
40 |
Yes
|
Travel_Rarely
| 358 |
Research & Development
| 30 | 1 |
Human Resources
| 1 | 1,141 | 1 |
Male
| 54 | 2 | 3 |
Sales Representative
| 3 |
Divorced
| 33,538 | 670,760 | 1 |
Y
|
Yes
| 12 | 4 | 1 | 80 | 1 | 12 | 2 | 2 | 12 | 11 | 9 | 12 |
35 |
Yes
|
Travel_Frequently
| 292 |
Human Resources
| 38 | 3 |
Human Resources
| 1 | 1,142 | 2 |
Male
| 110 | 2 | 2 |
Human Resources
| 3 |
Divorced
| 4,841 | 140,389 | 2 |
Y
|
Yes
| 36 | 2 | 2 | 80 | 1 | 24 | 3 | 3 | 12 | 6 | 6 | 7 |
31 |
Yes
|
Travel_Frequently
| 484 |
Support
| 10 | 2 |
Life Sciences
| 1 | 1,143 | 2 |
Female
| 34 | 3 | 5 |
Human Resources
| 1 |
Married
| 50,473 | 656,149 | 2 |
Y
|
Yes
| 30 | 3 | 3 | 80 | 4 | 37 | 5 | 3 | 11 | 7 | 3 | 1 |
48 |
No
|
Travel_Frequently
| 688 |
Software
| 38 | 2 |
Medical
| 1 | 1,144 | 3 |
Female
| 115 | 3 | 3 |
Research Director
| 1 |
Married
| 33,858 | 914,166 | 7 |
Y
|
No
| 14 | 4 | 3 | 80 | 4 | 40 | 2 | 3 | 3 | 1 | 2 | 3 |
56 |
No
|
Travel_Rarely
| 961 |
Hardware
| 11 | 4 |
Other
| 1 | 1,145 | 2 |
Male
| 69 | 1 | 2 |
Human Resources
| 1 |
Single
| 41,649 | 249,894 | 1 |
Y
|
Yes
| 37 | 1 | 2 | 80 | 1 | 27 | 3 | 3 | 20 | 17 | 10 | 12 |
40 |
No
|
Non-Travel
| 399 |
Research & Development
| 11 | 5 |
Human Resources
| 1 | 1,146 | 2 |
Female
| 131 | 1 | 3 |
Developer
| 3 |
Married
| 8,771 | 17,542 | 7 |
Y
|
Yes
| 9 | 3 | 4 | 80 | 1 | 24 | 4 | 4 | 4 | 2 | 3 | 1 |
51 |
Yes
|
Non-Travel
| 155 |
Sales
| 31 | 5 |
Medical
| 1 | 1,147 | 3 |
Male
| 188 | 4 | 1 |
Research Director
| 2 |
Single
| 24,621 | 566,283 | 6 |
Y
|
Yes
| 20 | 1 | 2 | 80 | 4 | 25 | 5 | 4 | 14 | 7 | 1 | 11 |
58 |
No
|
Travel_Frequently
| 673 |
Hardware
| 17 | 4 |
Human Resources
| 1 | 1,148 | 3 |
Male
| 165 | 1 | 4 |
Developer
| 4 |
Married
| 38,655 | 695,790 | 4 |
Y
|
Yes
| 18 | 3 | 2 | 80 | 2 | 22 | 5 | 1 | 18 | 7 | 11 | 17 |
53 |
Yes
|
Travel_Rarely
| 744 |
Research & Development
| 10 | 5 |
Medical
| 1 | 1,149 | 4 |
Male
| 77 | 1 | 5 |
Manufacturing Director
| 2 |
Divorced
| 12,916 | 284,152 | 8 |
Y
|
No
| 6 | 4 | 1 | 80 | 3 | 4 | 6 | 3 | 1 | 1 | 1 | 1 |
23 |
No
|
Travel_Rarely
| 503 |
Research & Development
| 23 | 3 |
Life Sciences
| 1 | 1,150 | 4 |
Female
| 186 | 2 | 5 |
Research Director
| 2 |
Married
| 32,232 | 547,944 | 2 |
Y
|
No
| 21 | 3 | 3 | 80 | 1 | 16 | 1 | 2 | 5 | 5 | 1 | 4 |
24 |
Yes
|
Travel_Frequently
| 1,291 |
Human Resources
| 25 | 3 |
Marketing
| 1 | 1,151 | 4 |
Male
| 94 | 2 | 3 |
Healthcare Representative
| 4 |
Married
| 42,967 | 558,571 | 2 |
Y
|
No
| 38 | 3 | 2 | 80 | 2 | 13 | 3 | 2 | 12 | 2 | 1 | 12 |
30 |
Yes
|
Non-Travel
| 1,093 |
Hardware
| 35 | 4 |
Life Sciences
| 1 | 1,152 | 4 |
Female
| 117 | 4 | 1 |
Sales Executive
| 3 |
Divorced
| 27,441 | 384,174 | 1 |
Y
|
Yes
| 26 | 3 | 2 | 80 | 2 | 31 | 4 | 4 | 30 | 15 | 18 | 28 |
47 |
Yes
|
Travel_Rarely
| 1,213 |
Sales
| 30 | 1 |
Medical
| 1 | 1,153 | 1 |
Male
| 132 | 3 | 5 |
Developer
| 4 |
Divorced
| 40,294 | 402,940 | 1 |
Y
|
No
| 37 | 3 | 2 | 80 | 3 | 16 | 5 | 2 | 8 | 3 | 2 | 5 |
60 |
Yes
|
Travel_Frequently
| 968 |
Software
| 33 | 2 |
Life Sciences
| 1 | 1,154 | 1 |
Male
| 179 | 4 | 3 |
Sales Representative
| 2 |
Single
| 32,913 | 427,869 | 5 |
Y
|
No
| 32 | 2 | 3 | 80 | 4 | 10 | 5 | 1 | 5 | 2 | 4 | 3 |
20 |
Yes
|
Travel_Rarely
| 681 |
Sales
| 30 | 2 |
Technical Degree
| 1 | 1,155 | 3 |
Female
| 56 | 1 | 1 |
Manufacturing Director
| 4 |
Married
| 23,390 | 350,850 | 0 |
Y
|
Yes
| 19 | 2 | 4 | 80 | 3 | 29 | 5 | 4 | 14 | 5 | 11 | 1 |
37 |
Yes
|
Travel_Rarely
| 935 |
Human Resources
| 10 | 3 |
Life Sciences
| 1 | 1,156 | 3 |
Female
| 45 | 4 | 4 |
Research Scientist
| 1 |
Single
| 48,555 | 728,325 | 8 |
Y
|
Yes
| 42 | 2 | 2 | 80 | 2 | 38 | 5 | 3 | 4 | 1 | 3 | 3 |
34 |
Yes
|
Non-Travel
| 1,220 |
Research & Development
| 21 | 4 |
Technical Degree
| 1 | 1,157 | 3 |
Female
| 151 | 1 | 5 |
Sales Representative
| 3 |
Single
| 6,236 | 143,428 | 4 |
Y
|
No
| 45 | 2 | 4 | 80 | 2 | 36 | 6 | 2 | 24 | 10 | 5 | 17 |
57 |
No
|
Travel_Rarely
| 647 |
Research & Development
| 18 | 1 |
Other
| 1 | 1,158 | 4 |
Male
| 138 | 4 | 3 |
Manager
| 3 |
Single
| 44,917 | 134,751 | 1 |
Y
|
No
| 43 | 4 | 2 | 80 | 4 | 26 | 1 | 3 | 15 | 7 | 12 | 12 |
23 |
Yes
|
Travel_Frequently
| 461 |
Sales
| 2 | 2 |
Medical
| 1 | 1,159 | 3 |
Male
| 103 | 3 | 1 |
Manager
| 2 |
Married
| 22,883 | 549,192 | 1 |
Y
|
No
| 17 | 2 | 3 | 80 | 4 | 32 | 1 | 1 | 14 | 10 | 4 | 12 |
57 |
No
|
Non-Travel
| 1,080 |
Sales
| 18 | 5 |
Technical Degree
| 1 | 1,160 | 4 |
Male
| 191 | 2 | 5 |
Manager
| 3 |
Divorced
| 43,545 | 174,180 | 6 |
Y
|
Yes
| 16 | 2 | 3 | 80 | 2 | 29 | 3 | 3 | 12 | 1 | 11 | 8 |
56 |
No
|
Travel_Rarely
| 1,497 |
Hardware
| 36 | 1 |
Life Sciences
| 1 | 1,161 | 4 |
Male
| 159 | 4 | 4 |
Sales Representative
| 3 |
Divorced
| 10,045 | 210,945 | 7 |
Y
|
No
| 13 | 3 | 1 | 80 | 1 | 15 | 3 | 2 | 9 | 4 | 9 | 9 |
22 |
No
|
Travel_Rarely
| 978 |
Support
| 34 | 3 |
Marketing
| 1 | 1,162 | 3 |
Male
| 191 | 1 | 5 |
Sales Representative
| 2 |
Married
| 2,983 | 80,541 | 6 |
Y
|
Yes
| 3 | 1 | 3 | 80 | 4 | 20 | 2 | 4 | 12 | 5 | 11 | 10 |
23 |
Yes
|
Travel_Rarely
| 213 |
Hardware
| 25 | 1 |
Human Resources
| 1 | 1,163 | 1 |
Male
| 165 | 1 | 4 |
Laboratory Technician
| 4 |
Single
| 46,141 | 276,846 | 3 |
Y
|
No
| 1 | 2 | 3 | 80 | 3 | 12 | 1 | 2 | 3 | 3 | 3 | 1 |
43 |
No
|
Non-Travel
| 870 |
Human Resources
| 43 | 4 |
Technical Degree
| 1 | 1,164 | 4 |
Female
| 114 | 2 | 3 |
Research Scientist
| 1 |
Married
| 27,642 | 331,704 | 5 |
Y
|
Yes
| 22 | 4 | 1 | 80 | 3 | 9 | 6 | 3 | 7 | 7 | 1 | 2 |
57 |
No
|
Travel_Frequently
| 1,130 |
Research & Development
| 1 | 5 |
Technical Degree
| 1 | 1,165 | 2 |
Female
| 58 | 1 | 3 |
Manufacturing Director
| 2 |
Single
| 7,711 | 123,376 | 0 |
Y
|
Yes
| 11 | 3 | 2 | 80 | 4 | 17 | 3 | 4 | 7 | 7 | 4 | 2 |
58 |
Yes
|
Travel_Frequently
| 621 |
Support
| 42 | 3 |
Medical
| 1 | 1,166 | 2 |
Male
| 71 | 1 | 1 |
Manufacturing Director
| 1 |
Divorced
| 29,201 | 846,829 | 4 |
Y
|
No
| 42 | 2 | 2 | 80 | 1 | 5 | 4 | 2 | 4 | 3 | 3 | 1 |
32 |
Yes
|
Travel_Rarely
| 623 |
Support
| 37 | 3 |
Marketing
| 1 | 1,167 | 1 |
Male
| 128 | 1 | 4 |
Manager
| 2 |
Married
| 16,660 | 233,240 | 6 |
Y
|
No
| 10 | 3 | 1 | 80 | 4 | 34 | 4 | 1 | 9 | 7 | 2 | 4 |
48 |
Yes
|
Travel_Frequently
| 619 |
Software
| 28 | 4 |
Human Resources
| 1 | 1,168 | 1 |
Female
| 90 | 4 | 5 |
Developer
| 2 |
Divorced
| 32,729 | 360,019 | 7 |
Y
|
Yes
| 29 | 1 | 4 | 80 | 2 | 20 | 2 | 2 | 6 | 3 | 6 | 6 |
21 |
Yes
|
Non-Travel
| 1,387 |
Human Resources
| 42 | 2 |
Marketing
| 1 | 1,169 | 1 |
Male
| 133 | 3 | 5 |
Human Resources
| 4 |
Divorced
| 14,257 | 14,257 | 5 |
Y
|
No
| 45 | 1 | 4 | 80 | 1 | 39 | 4 | 4 | 22 | 10 | 19 | 8 |
60 |
Yes
|
Non-Travel
| 250 |
Support
| 5 | 5 |
Medical
| 1 | 1,170 | 3 |
Female
| 34 | 3 | 4 |
Sales Representative
| 1 |
Single
| 32,235 | 161,175 | 4 |
Y
|
No
| 47 | 1 | 1 | 80 | 2 | 37 | 1 | 2 | 15 | 1 | 8 | 3 |
33 |
No
|
Travel_Frequently
| 476 |
Hardware
| 18 | 3 |
Other
| 1 | 1,171 | 4 |
Female
| 94 | 4 | 3 |
Sales Representative
| 4 |
Single
| 10,329 | 82,632 | 7 |
Y
|
No
| 29 | 4 | 4 | 80 | 1 | 37 | 5 | 2 | 34 | 5 | 3 | 20 |
52 |
Yes
|
Travel_Frequently
| 283 |
Hardware
| 3 | 2 |
Medical
| 1 | 1,172 | 1 |
Male
| 175 | 1 | 1 |
Human Resources
| 3 |
Married
| 12,807 | 256,140 | 2 |
Y
|
No
| 48 | 3 | 2 | 80 | 2 | 1 | 5 | 2 | 1 | 1 | 1 | 1 |
26 |
Yes
|
Travel_Frequently
| 1,500 |
Software
| 30 | 1 |
Life Sciences
| 1 | 1,173 | 4 |
Female
| 52 | 4 | 3 |
Human Resources
| 2 |
Married
| 18,585 | 297,360 | 5 |
Y
|
Yes
| 3 | 2 | 2 | 80 | 2 | 3 | 5 | 4 | 1 | 1 | 1 | 1 |
28 |
No
|
Non-Travel
| 696 |
Research & Development
| 32 | 5 |
Other
| 1 | 1,174 | 2 |
Female
| 104 | 1 | 3 |
Human Resources
| 4 |
Married
| 19,042 | 304,672 | 3 |
Y
|
Yes
| 19 | 3 | 2 | 80 | 4 | 2 | 2 | 4 | 1 | 1 | 1 | 1 |
54 |
No
|
Non-Travel
| 1,017 |
Support
| 35 | 2 |
Other
| 1 | 1,175 | 2 |
Male
| 178 | 3 | 1 |
Developer
| 3 |
Married
| 1,521 | 15,210 | 7 |
Y
|
Yes
| 21 | 3 | 2 | 80 | 1 | 20 | 3 | 3 | 12 | 12 | 3 | 8 |
26 |
Yes
|
Travel_Frequently
| 1,275 |
Software
| 17 | 5 |
Human Resources
| 1 | 1,176 | 3 |
Female
| 157 | 1 | 2 |
Manufacturing Director
| 4 |
Single
| 11,963 | 227,297 | 2 |
Y
|
Yes
| 38 | 3 | 2 | 80 | 1 | 25 | 6 | 2 | 24 | 6 | 18 | 24 |
49 |
No
|
Travel_Rarely
| 388 |
Research & Development
| 39 | 4 |
Other
| 1 | 1,177 | 1 |
Female
| 131 | 1 | 4 |
Research Scientist
| 1 |
Divorced
| 10,817 | 108,170 | 8 |
Y
|
Yes
| 23 | 4 | 4 | 80 | 1 | 39 | 5 | 4 | 29 | 12 | 23 | 14 |
41 |
No
|
Travel_Rarely
| 1,430 |
Human Resources
| 47 | 4 |
Other
| 1 | 1,178 | 2 |
Male
| 56 | 1 | 1 |
Sales Executive
| 1 |
Married
| 19,085 | 438,955 | 6 |
Y
|
No
| 33 | 3 | 4 | 80 | 3 | 13 | 3 | 2 | 13 | 3 | 12 | 13 |
56 |
No
|
Travel_Rarely
| 850 |
Support
| 10 | 5 |
Human Resources
| 1 | 1,179 | 1 |
Female
| 172 | 4 | 2 |
Developer
| 2 |
Married
| 21,692 | 607,376 | 3 |
Y
|
Yes
| 20 | 1 | 3 | 80 | 3 | 19 | 4 | 1 | 1 | 1 | 1 | 1 |
40 |
No
|
Travel_Frequently
| 227 |
Research & Development
| 30 | 4 |
Other
| 1 | 1,180 | 4 |
Male
| 65 | 1 | 4 |
Healthcare Representative
| 3 |
Married
| 44,843 | 448,430 | 0 |
Y
|
Yes
| 24 | 4 | 3 | 80 | 1 | 23 | 6 | 3 | 22 | 10 | 14 | 15 |
47 |
No
|
Non-Travel
| 142 |
Software
| 6 | 5 |
Human Resources
| 1 | 1,181 | 3 |
Female
| 91 | 4 | 3 |
Laboratory Technician
| 3 |
Single
| 22,137 | 154,959 | 2 |
Y
|
Yes
| 18 | 2 | 3 | 80 | 2 | 15 | 1 | 1 | 6 | 1 | 1 | 1 |
34 |
No
|
Travel_Frequently
| 813 |
Support
| 17 | 1 |
Other
| 1 | 1,182 | 4 |
Male
| 111 | 1 | 3 |
Manufacturing Director
| 2 |
Divorced
| 21,057 | 610,653 | 8 |
Y
|
Yes
| 11 | 3 | 4 | 80 | 2 | 23 | 1 | 2 | 19 | 13 | 19 | 8 |
29 |
Yes
|
Non-Travel
| 991 |
Sales
| 38 | 3 |
Technical Degree
| 1 | 1,183 | 3 |
Female
| 111 | 4 | 4 |
Healthcare Representative
| 2 |
Single
| 30,469 | 609,380 | 0 |
Y
|
Yes
| 44 | 2 | 3 | 80 | 2 | 32 | 6 | 1 | 6 | 5 | 5 | 2 |
47 |
Yes
|
Travel_Rarely
| 1,312 |
Hardware
| 27 | 1 |
Marketing
| 1 | 1,184 | 1 |
Male
| 43 | 3 | 5 |
Manager
| 2 |
Married
| 39,619 | 1,148,951 | 7 |
Y
|
No
| 23 | 4 | 1 | 80 | 3 | 38 | 4 | 3 | 22 | 10 | 11 | 2 |
44 |
No
|
Non-Travel
| 1,445 |
Research & Development
| 22 | 1 |
Other
| 1 | 1,185 | 4 |
Female
| 59 | 2 | 4 |
Developer
| 3 |
Divorced
| 27,140 | 379,960 | 6 |
Y
|
Yes
| 18 | 4 | 3 | 80 | 1 | 40 | 2 | 1 | 15 | 1 | 1 | 14 |
54 |
No
|
Non-Travel
| 881 |
Software
| 41 | 4 |
Human Resources
| 1 | 1,186 | 1 |
Female
| 150 | 4 | 4 |
Laboratory Technician
| 1 |
Divorced
| 22,100 | 486,200 | 7 |
Y
|
No
| 8 | 2 | 4 | 80 | 1 | 5 | 3 | 1 | 3 | 3 | 2 | 3 |
25 |
No
|
Travel_Rarely
| 475 |
Hardware
| 27 | 4 |
Marketing
| 1 | 1,187 | 1 |
Female
| 194 | 2 | 5 |
Research Director
| 2 |
Single
| 49,248 | 738,720 | 4 |
Y
|
No
| 13 | 2 | 4 | 80 | 2 | 21 | 2 | 1 | 16 | 14 | 3 | 11 |
53 |
No
|
Travel_Frequently
| 902 |
Research & Development
| 37 | 2 |
Marketing
| 1 | 1,188 | 2 |
Female
| 83 | 3 | 1 |
Laboratory Technician
| 4 |
Single
| 43,455 | 912,555 | 5 |
Y
|
Yes
| 45 | 2 | 3 | 80 | 1 | 8 | 1 | 2 | 4 | 2 | 2 | 4 |
58 |
No
|
Travel_Frequently
| 754 |
Software
| 17 | 3 |
Other
| 1 | 1,189 | 3 |
Male
| 93 | 4 | 1 |
Sales Executive
| 1 |
Divorced
| 8,672 | 190,784 | 2 |
Y
|
Yes
| 21 | 1 | 2 | 80 | 4 | 18 | 2 | 1 | 6 | 6 | 2 | 2 |
55 |
Yes
|
Travel_Frequently
| 1,287 |
Software
| 50 | 2 |
Technical Degree
| 1 | 1,190 | 2 |
Male
| 153 | 3 | 5 |
Sales Executive
| 2 |
Married
| 39,520 | 553,280 | 8 |
Y
|
No
| 13 | 2 | 2 | 80 | 1 | 16 | 4 | 4 | 11 | 11 | 10 | 5 |
25 |
Yes
|
Travel_Frequently
| 703 |
Human Resources
| 46 | 4 |
Other
| 1 | 1,191 | 1 |
Male
| 68 | 4 | 1 |
Manufacturing Director
| 3 |
Married
| 7,287 | 174,888 | 8 |
Y
|
No
| 35 | 4 | 3 | 80 | 4 | 12 | 6 | 3 | 8 | 6 | 2 | 7 |
53 |
Yes
|
Non-Travel
| 590 |
Hardware
| 14 | 3 |
Medical
| 1 | 1,192 | 3 |
Female
| 160 | 3 | 1 |
Sales Representative
| 2 |
Married
| 40,479 | 445,269 | 7 |
Y
|
No
| 41 | 4 | 3 | 80 | 2 | 5 | 3 | 4 | 4 | 4 | 4 | 3 |
38 |
Yes
|
Travel_Rarely
| 431 |
Software
| 17 | 3 |
Life Sciences
| 1 | 1,193 | 2 |
Male
| 80 | 2 | 5 |
Manager
| 3 |
Married
| 35,176 | 633,168 | 8 |
Y
|
No
| 7 | 4 | 3 | 80 | 1 | 6 | 3 | 2 | 2 | 1 | 2 | 1 |
47 |
No
|
Non-Travel
| 591 |
Research & Development
| 26 | 5 |
Medical
| 1 | 1,194 | 1 |
Male
| 179 | 3 | 1 |
Manager
| 3 |
Divorced
| 35,007 | 980,196 | 7 |
Y
|
No
| 11 | 3 | 3 | 80 | 4 | 1 | 3 | 3 | 1 | 1 | 1 | 1 |
32 |
No
|
Non-Travel
| 352 |
Research & Development
| 38 | 4 |
Technical Degree
| 1 | 1,195 | 4 |
Male
| 198 | 2 | 3 |
Sales Executive
| 3 |
Married
| 50,297 | 50,297 | 4 |
Y
|
Yes
| 49 | 3 | 4 | 80 | 1 | 40 | 4 | 2 | 10 | 4 | 5 | 4 |
53 |
Yes
|
Non-Travel
| 952 |
Sales
| 38 | 5 |
Life Sciences
| 1 | 1,196 | 1 |
Male
| 50 | 2 | 4 |
Human Resources
| 2 |
Single
| 32,250 | 838,500 | 1 |
Y
|
No
| 25 | 3 | 1 | 80 | 4 | 33 | 1 | 3 | 10 | 7 | 6 | 6 |
27 |
No
|
Travel_Frequently
| 1,016 |
Human Resources
| 16 | 2 |
Human Resources
| 1 | 1,197 | 3 |
Male
| 194 | 4 | 4 |
Manufacturing Director
| 1 |
Single
| 50,531 | 252,655 | 5 |
Y
|
No
| 20 | 3 | 2 | 80 | 4 | 27 | 5 | 2 | 16 | 6 | 13 | 7 |
44 |
No
|
Non-Travel
| 702 |
Research & Development
| 26 | 4 |
Human Resources
| 1 | 1,198 | 3 |
Male
| 44 | 3 | 3 |
Manufacturing Director
| 1 |
Single
| 1,357 | 39,353 | 3 |
Y
|
No
| 6 | 3 | 1 | 80 | 4 | 1 | 6 | 2 | 1 | 1 | 1 | 1 |
48 |
Yes
|
Non-Travel
| 421 |
Support
| 44 | 3 |
Human Resources
| 1 | 1,199 | 4 |
Female
| 43 | 2 | 4 |
Sales Executive
| 4 |
Divorced
| 11,541 | 138,492 | 0 |
Y
|
No
| 39 | 4 | 3 | 80 | 1 | 24 | 2 | 2 | 1 | 1 | 1 | 1 |
22 |
Yes
|
Travel_Rarely
| 1,265 |
Support
| 20 | 2 |
Marketing
| 1 | 1,200 | 4 |
Male
| 59 | 3 | 2 |
Manufacturing Director
| 2 |
Married
| 30,729 | 338,019 | 1 |
Y
|
Yes
| 2 | 2 | 4 | 80 | 1 | 6 | 2 | 4 | 4 | 1 | 3 | 3 |
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