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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
46 |
Yes
|
Non-Travel
| 1,301 |
Software
| 19 | 4 |
Marketing
| 1 | 4,101 | 3 |
Female
| 121 | 2 | 2 |
Laboratory Technician
| 3 |
Married
| 8,042 | 176,924 | 2 |
Y
|
Yes
| 43 | 3 | 1 | 80 | 3 | 35 | 2 | 1 | 22 | 1 | 20 | 2 |
31 |
No
|
Non-Travel
| 720 |
Human Resources
| 17 | 5 |
Technical Degree
| 1 | 4,102 | 4 |
Male
| 163 | 4 | 1 |
Manager
| 3 |
Single
| 21,383 | 106,915 | 1 |
Y
|
No
| 19 | 3 | 3 | 80 | 2 | 29 | 5 | 1 | 25 | 10 | 14 | 2 |
42 |
No
|
Travel_Frequently
| 111 |
Sales
| 31 | 3 |
Life Sciences
| 1 | 4,103 | 1 |
Female
| 139 | 4 | 5 |
Research Director
| 3 |
Divorced
| 8,511 | 110,643 | 7 |
Y
|
No
| 42 | 4 | 3 | 80 | 1 | 19 | 1 | 1 | 17 | 7 | 1 | 2 |
23 |
Yes
|
Travel_Frequently
| 1,402 |
Support
| 41 | 5 |
Medical
| 1 | 4,104 | 3 |
Female
| 167 | 1 | 2 |
Human Resources
| 3 |
Divorced
| 45,324 | 135,972 | 5 |
Y
|
Yes
| 31 | 2 | 1 | 80 | 1 | 2 | 5 | 3 | 2 | 1 | 1 | 1 |
50 |
Yes
|
Travel_Rarely
| 718 |
Research & Development
| 46 | 4 |
Technical Degree
| 1 | 4,105 | 4 |
Male
| 164 | 1 | 4 |
Healthcare Representative
| 4 |
Married
| 30,594 | 428,316 | 6 |
Y
|
Yes
| 4 | 1 | 4 | 80 | 3 | 37 | 6 | 1 | 14 | 14 | 11 | 9 |
20 |
Yes
|
Non-Travel
| 469 |
Research & Development
| 33 | 1 |
Life Sciences
| 1 | 4,106 | 4 |
Female
| 59 | 1 | 1 |
Manager
| 3 |
Single
| 45,335 | 498,685 | 2 |
Y
|
No
| 42 | 2 | 3 | 80 | 1 | 13 | 1 | 4 | 1 | 1 | 1 | 1 |
18 |
No
|
Travel_Rarely
| 970 |
Hardware
| 46 | 5 |
Human Resources
| 1 | 4,107 | 4 |
Female
| 55 | 3 | 3 |
Laboratory Technician
| 2 |
Divorced
| 7,983 | 31,932 | 4 |
Y
|
Yes
| 24 | 4 | 1 | 80 | 2 | 35 | 3 | 1 | 27 | 25 | 4 | 21 |
57 |
No
|
Non-Travel
| 830 |
Sales
| 37 | 2 |
Human Resources
| 1 | 4,108 | 3 |
Male
| 128 | 4 | 5 |
Manufacturing Director
| 4 |
Divorced
| 49,069 | 834,173 | 7 |
Y
|
Yes
| 3 | 1 | 2 | 80 | 4 | 26 | 3 | 2 | 18 | 16 | 15 | 16 |
47 |
No
|
Travel_Frequently
| 1,091 |
Support
| 36 | 2 |
Marketing
| 1 | 4,109 | 3 |
Male
| 129 | 2 | 4 |
Laboratory Technician
| 3 |
Single
| 17,805 | 427,320 | 6 |
Y
|
No
| 30 | 3 | 4 | 80 | 4 | 2 | 4 | 4 | 1 | 1 | 1 | 1 |
59 |
No
|
Travel_Frequently
| 748 |
Software
| 34 | 3 |
Life Sciences
| 1 | 4,110 | 4 |
Male
| 157 | 4 | 2 |
Developer
| 4 |
Married
| 43,007 | 645,105 | 6 |
Y
|
No
| 43 | 2 | 2 | 80 | 3 | 5 | 1 | 3 | 4 | 2 | 3 | 3 |
50 |
Yes
|
Non-Travel
| 562 |
Sales
| 34 | 2 |
Human Resources
| 1 | 4,111 | 3 |
Female
| 189 | 3 | 2 |
Laboratory Technician
| 4 |
Single
| 15,362 | 46,086 | 2 |
Y
|
Yes
| 44 | 1 | 1 | 80 | 3 | 3 | 5 | 2 | 3 | 1 | 1 | 1 |
32 |
No
|
Travel_Rarely
| 276 |
Support
| 12 | 5 |
Life Sciences
| 1 | 4,112 | 1 |
Female
| 195 | 1 | 4 |
Sales Executive
| 2 |
Single
| 16,088 | 80,440 | 7 |
Y
|
No
| 1 | 1 | 1 | 80 | 2 | 28 | 5 | 3 | 22 | 19 | 1 | 19 |
28 |
No
|
Non-Travel
| 1,019 |
Sales
| 9 | 2 |
Human Resources
| 1 | 4,113 | 2 |
Female
| 126 | 4 | 5 |
Human Resources
| 1 |
Married
| 45,634 | 1,186,484 | 8 |
Y
|
Yes
| 13 | 1 | 4 | 80 | 2 | 13 | 4 | 2 | 11 | 1 | 11 | 5 |
25 |
No
|
Travel_Frequently
| 786 |
Software
| 15 | 3 |
Other
| 1 | 4,114 | 3 |
Female
| 86 | 2 | 5 |
Research Director
| 3 |
Single
| 2,750 | 55,000 | 5 |
Y
|
Yes
| 16 | 2 | 1 | 80 | 1 | 5 | 4 | 1 | 3 | 3 | 2 | 3 |
54 |
Yes
|
Travel_Frequently
| 957 |
Support
| 26 | 5 |
Medical
| 1 | 4,115 | 1 |
Female
| 167 | 4 | 3 |
Sales Executive
| 3 |
Single
| 29,972 | 449,580 | 7 |
Y
|
Yes
| 35 | 1 | 3 | 80 | 4 | 2 | 1 | 2 | 1 | 1 | 1 | 1 |
52 |
No
|
Travel_Rarely
| 1,401 |
Human Resources
| 45 | 5 |
Marketing
| 1 | 4,116 | 4 |
Female
| 180 | 3 | 2 |
Research Director
| 1 |
Divorced
| 42,571 | 127,713 | 3 |
Y
|
No
| 4 | 1 | 2 | 80 | 1 | 19 | 5 | 4 | 13 | 4 | 12 | 1 |
60 |
Yes
|
Travel_Rarely
| 565 |
Support
| 3 | 1 |
Life Sciences
| 1 | 4,117 | 2 |
Male
| 71 | 4 | 3 |
Laboratory Technician
| 4 |
Married
| 38,921 | 1,089,788 | 5 |
Y
|
Yes
| 2 | 2 | 4 | 80 | 3 | 24 | 1 | 3 | 4 | 2 | 2 | 1 |
49 |
No
|
Travel_Frequently
| 669 |
Research & Development
| 49 | 1 |
Human Resources
| 1 | 4,118 | 1 |
Male
| 188 | 3 | 2 |
Research Scientist
| 2 |
Single
| 36,205 | 687,895 | 5 |
Y
|
Yes
| 42 | 4 | 4 | 80 | 4 | 22 | 1 | 1 | 13 | 5 | 1 | 13 |
59 |
Yes
|
Travel_Rarely
| 380 |
Sales
| 22 | 2 |
Medical
| 1 | 4,119 | 2 |
Female
| 55 | 1 | 3 |
Research Director
| 4 |
Divorced
| 24,625 | 172,375 | 2 |
Y
|
Yes
| 32 | 2 | 4 | 80 | 3 | 29 | 2 | 2 | 9 | 4 | 3 | 6 |
59 |
No
|
Travel_Rarely
| 1,022 |
Human Resources
| 5 | 3 |
Medical
| 1 | 4,120 | 3 |
Male
| 60 | 4 | 1 |
Healthcare Representative
| 4 |
Divorced
| 39,792 | 636,672 | 8 |
Y
|
No
| 13 | 2 | 3 | 80 | 1 | 8 | 1 | 4 | 5 | 4 | 4 | 2 |
43 |
Yes
|
Travel_Rarely
| 180 |
Research & Development
| 32 | 4 |
Human Resources
| 1 | 4,121 | 3 |
Female
| 107 | 3 | 1 |
Sales Executive
| 2 |
Single
| 48,724 | 779,584 | 8 |
Y
|
No
| 20 | 3 | 4 | 80 | 4 | 12 | 4 | 2 | 11 | 8 | 11 | 5 |
23 |
No
|
Travel_Frequently
| 1,227 |
Hardware
| 45 | 5 |
Other
| 1 | 4,122 | 1 |
Male
| 123 | 2 | 4 |
Sales Executive
| 2 |
Married
| 2,526 | 20,208 | 6 |
Y
|
Yes
| 0 | 4 | 4 | 80 | 1 | 33 | 5 | 2 | 12 | 7 | 5 | 9 |
43 |
Yes
|
Travel_Frequently
| 716 |
Research & Development
| 47 | 3 |
Technical Degree
| 1 | 4,123 | 3 |
Female
| 198 | 3 | 2 |
Human Resources
| 3 |
Married
| 4,213 | 16,852 | 2 |
Y
|
Yes
| 18 | 2 | 3 | 80 | 2 | 20 | 6 | 4 | 12 | 9 | 5 | 6 |
32 |
No
|
Travel_Rarely
| 280 |
Sales
| 4 | 1 |
Human Resources
| 1 | 4,124 | 1 |
Male
| 137 | 1 | 5 |
Sales Executive
| 4 |
Married
| 14,586 | 43,758 | 8 |
Y
|
Yes
| 18 | 3 | 2 | 80 | 3 | 38 | 6 | 4 | 2 | 1 | 2 | 1 |
51 |
Yes
|
Travel_Frequently
| 1,386 |
Sales
| 4 | 1 |
Human Resources
| 1 | 4,125 | 1 |
Female
| 32 | 4 | 5 |
Research Scientist
| 1 |
Divorced
| 42,167 | 506,004 | 6 |
Y
|
No
| 42 | 2 | 1 | 80 | 2 | 34 | 2 | 4 | 1 | 1 | 1 | 1 |
57 |
Yes
|
Non-Travel
| 1,476 |
Research & Development
| 31 | 2 |
Human Resources
| 1 | 4,126 | 4 |
Female
| 88 | 1 | 1 |
Developer
| 1 |
Married
| 45,093 | 541,116 | 8 |
Y
|
Yes
| 41 | 2 | 1 | 80 | 1 | 36 | 2 | 2 | 31 | 3 | 29 | 27 |
41 |
Yes
|
Travel_Rarely
| 1,365 |
Software
| 25 | 2 |
Other
| 1 | 4,127 | 1 |
Female
| 69 | 3 | 5 |
Human Resources
| 3 |
Married
| 26,802 | 750,456 | 1 |
Y
|
Yes
| 36 | 4 | 1 | 80 | 1 | 11 | 5 | 3 | 1 | 1 | 1 | 1 |
23 |
No
|
Travel_Rarely
| 153 |
Support
| 49 | 2 |
Marketing
| 1 | 4,128 | 1 |
Female
| 56 | 1 | 4 |
Healthcare Representative
| 3 |
Single
| 12,310 | 344,680 | 0 |
Y
|
No
| 32 | 2 | 4 | 80 | 3 | 6 | 3 | 1 | 1 | 1 | 1 | 1 |
33 |
Yes
|
Travel_Rarely
| 795 |
Support
| 49 | 5 |
Medical
| 1 | 4,129 | 3 |
Male
| 142 | 4 | 2 |
Sales Executive
| 4 |
Single
| 4,782 | 4,782 | 3 |
Y
|
Yes
| 34 | 2 | 1 | 80 | 2 | 9 | 1 | 1 | 9 | 1 | 5 | 4 |
51 |
No
|
Travel_Frequently
| 607 |
Support
| 41 | 3 |
Technical Degree
| 1 | 4,130 | 4 |
Male
| 190 | 1 | 2 |
Human Resources
| 3 |
Single
| 40,735 | 1,059,110 | 5 |
Y
|
No
| 25 | 2 | 3 | 80 | 3 | 26 | 3 | 3 | 21 | 14 | 3 | 16 |
36 |
Yes
|
Travel_Rarely
| 438 |
Hardware
| 19 | 3 |
Human Resources
| 1 | 4,131 | 3 |
Female
| 75 | 3 | 5 |
Developer
| 3 |
Single
| 37,226 | 148,904 | 7 |
Y
|
No
| 3 | 4 | 4 | 80 | 4 | 23 | 3 | 2 | 5 | 5 | 4 | 4 |
32 |
No
|
Travel_Rarely
| 120 |
Hardware
| 17 | 1 |
Human Resources
| 1 | 4,132 | 1 |
Female
| 85 | 3 | 1 |
Laboratory Technician
| 3 |
Single
| 22,316 | 446,320 | 5 |
Y
|
Yes
| 28 | 3 | 3 | 80 | 4 | 6 | 2 | 1 | 2 | 2 | 1 | 1 |
35 |
Yes
|
Travel_Rarely
| 1,299 |
Research & Development
| 14 | 3 |
Human Resources
| 1 | 4,133 | 1 |
Female
| 60 | 1 | 3 |
Research Scientist
| 4 |
Married
| 5,351 | 5,351 | 0 |
Y
|
No
| 3 | 2 | 4 | 80 | 2 | 27 | 6 | 4 | 21 | 1 | 13 | 16 |
49 |
No
|
Travel_Frequently
| 330 |
Research & Development
| 19 | 1 |
Technical Degree
| 1 | 4,134 | 1 |
Female
| 44 | 1 | 3 |
Laboratory Technician
| 3 |
Divorced
| 11,444 | 274,656 | 1 |
Y
|
Yes
| 21 | 1 | 2 | 80 | 2 | 24 | 6 | 2 | 10 | 6 | 8 | 5 |
53 |
Yes
|
Non-Travel
| 522 |
Sales
| 29 | 3 |
Marketing
| 1 | 4,135 | 3 |
Male
| 156 | 1 | 4 |
Healthcare Representative
| 2 |
Single
| 13,179 | 92,253 | 2 |
Y
|
Yes
| 1 | 4 | 1 | 80 | 4 | 40 | 6 | 3 | 3 | 2 | 3 | 3 |
26 |
No
|
Non-Travel
| 1,381 |
Human Resources
| 37 | 3 |
Other
| 1 | 4,136 | 4 |
Female
| 40 | 1 | 3 |
Developer
| 1 |
Married
| 45,921 | 137,763 | 3 |
Y
|
No
| 2 | 4 | 2 | 80 | 1 | 40 | 2 | 3 | 18 | 5 | 3 | 16 |
18 |
Yes
|
Travel_Rarely
| 1,188 |
Research & Development
| 21 | 3 |
Marketing
| 1 | 4,137 | 4 |
Female
| 182 | 1 | 5 |
Research Scientist
| 2 |
Single
| 23,254 | 209,286 | 8 |
Y
|
No
| 18 | 2 | 4 | 80 | 1 | 36 | 3 | 3 | 11 | 3 | 10 | 4 |
45 |
Yes
|
Travel_Frequently
| 562 |
Hardware
| 30 | 2 |
Marketing
| 1 | 4,138 | 2 |
Female
| 109 | 3 | 2 |
Human Resources
| 2 |
Divorced
| 48,600 | 194,400 | 1 |
Y
|
No
| 20 | 4 | 2 | 80 | 1 | 40 | 5 | 4 | 34 | 30 | 30 | 24 |
29 |
Yes
|
Travel_Rarely
| 773 |
Support
| 3 | 5 |
Marketing
| 1 | 4,139 | 4 |
Male
| 132 | 2 | 4 |
Research Scientist
| 4 |
Divorced
| 23,810 | 214,290 | 6 |
Y
|
Yes
| 18 | 2 | 3 | 80 | 2 | 35 | 6 | 4 | 23 | 18 | 2 | 12 |
46 |
No
|
Travel_Frequently
| 616 |
Research & Development
| 37 | 2 |
Other
| 1 | 4,140 | 2 |
Female
| 143 | 3 | 5 |
Research Director
| 2 |
Divorced
| 26,870 | 510,530 | 4 |
Y
|
No
| 34 | 1 | 3 | 80 | 3 | 27 | 2 | 1 | 25 | 15 | 11 | 21 |
54 |
Yes
|
Travel_Rarely
| 434 |
Sales
| 27 | 2 |
Medical
| 1 | 4,141 | 2 |
Male
| 75 | 2 | 5 |
Research Scientist
| 2 |
Divorced
| 38,311 | 842,842 | 3 |
Y
|
Yes
| 31 | 4 | 3 | 80 | 1 | 7 | 3 | 1 | 4 | 2 | 1 | 1 |
56 |
Yes
|
Non-Travel
| 1,069 |
Hardware
| 45 | 1 |
Medical
| 1 | 4,142 | 2 |
Male
| 172 | 3 | 5 |
Healthcare Representative
| 3 |
Single
| 49,685 | 695,590 | 6 |
Y
|
No
| 4 | 3 | 3 | 80 | 2 | 38 | 5 | 4 | 30 | 18 | 13 | 10 |
49 |
Yes
|
Non-Travel
| 572 |
Hardware
| 9 | 1 |
Marketing
| 1 | 4,143 | 3 |
Male
| 96 | 1 | 5 |
Research Director
| 1 |
Married
| 50,819 | 914,742 | 7 |
Y
|
No
| 9 | 2 | 2 | 80 | 4 | 9 | 2 | 2 | 6 | 5 | 5 | 2 |
35 |
No
|
Non-Travel
| 909 |
Sales
| 50 | 3 |
Life Sciences
| 1 | 4,144 | 1 |
Male
| 31 | 2 | 5 |
Healthcare Representative
| 2 |
Divorced
| 44,313 | 487,443 | 6 |
Y
|
No
| 23 | 3 | 4 | 80 | 4 | 17 | 4 | 4 | 1 | 1 | 1 | 1 |
35 |
No
|
Non-Travel
| 318 |
Software
| 14 | 1 |
Medical
| 1 | 4,145 | 1 |
Male
| 181 | 3 | 3 |
Human Resources
| 2 |
Married
| 33,122 | 99,366 | 8 |
Y
|
Yes
| 21 | 3 | 2 | 80 | 4 | 1 | 6 | 1 | 1 | 1 | 1 | 1 |
37 |
No
|
Travel_Rarely
| 653 |
Sales
| 21 | 2 |
Technical Degree
| 1 | 4,146 | 1 |
Female
| 96 | 2 | 2 |
Laboratory Technician
| 1 |
Married
| 17,504 | 35,008 | 6 |
Y
|
Yes
| 37 | 2 | 4 | 80 | 2 | 40 | 6 | 1 | 13 | 3 | 4 | 11 |
31 |
No
|
Non-Travel
| 730 |
Sales
| 29 | 3 |
Medical
| 1 | 4,147 | 3 |
Male
| 170 | 4 | 3 |
Sales Executive
| 1 |
Divorced
| 22,047 | 418,893 | 3 |
Y
|
No
| 17 | 3 | 3 | 80 | 2 | 34 | 5 | 1 | 3 | 1 | 1 | 2 |
52 |
Yes
|
Travel_Rarely
| 609 |
Sales
| 40 | 4 |
Technical Degree
| 1 | 4,148 | 1 |
Male
| 39 | 1 | 3 |
Laboratory Technician
| 4 |
Single
| 18,263 | 36,526 | 7 |
Y
|
Yes
| 27 | 3 | 2 | 80 | 2 | 12 | 1 | 4 | 3 | 3 | 3 | 1 |
26 |
No
|
Non-Travel
| 608 |
Sales
| 25 | 5 |
Marketing
| 1 | 4,149 | 2 |
Male
| 129 | 3 | 1 |
Sales Representative
| 4 |
Married
| 7,916 | 7,916 | 5 |
Y
|
No
| 44 | 2 | 3 | 80 | 3 | 40 | 1 | 1 | 16 | 7 | 11 | 11 |
20 |
Yes
|
Non-Travel
| 899 |
Software
| 12 | 4 |
Other
| 1 | 4,150 | 1 |
Female
| 88 | 1 | 5 |
Manager
| 2 |
Married
| 21,903 | 109,515 | 0 |
Y
|
Yes
| 16 | 3 | 3 | 80 | 1 | 30 | 5 | 4 | 25 | 9 | 4 | 13 |
23 |
No
|
Non-Travel
| 839 |
Human Resources
| 49 | 2 |
Other
| 1 | 4,151 | 2 |
Male
| 122 | 3 | 2 |
Developer
| 3 |
Married
| 7,570 | 98,410 | 0 |
Y
|
No
| 6 | 3 | 1 | 80 | 1 | 33 | 4 | 2 | 30 | 18 | 16 | 2 |
32 |
Yes
|
Travel_Frequently
| 744 |
Software
| 31 | 3 |
Technical Degree
| 1 | 4,152 | 1 |
Male
| 126 | 1 | 3 |
Sales Executive
| 1 |
Married
| 27,577 | 799,733 | 5 |
Y
|
No
| 22 | 2 | 4 | 80 | 3 | 2 | 2 | 1 | 2 | 1 | 1 | 1 |
31 |
No
|
Non-Travel
| 1,283 |
Human Resources
| 23 | 2 |
Technical Degree
| 1 | 4,153 | 4 |
Male
| 181 | 2 | 3 |
Laboratory Technician
| 4 |
Divorced
| 7,895 | 118,425 | 4 |
Y
|
No
| 47 | 2 | 1 | 80 | 4 | 28 | 5 | 2 | 10 | 6 | 3 | 2 |
47 |
Yes
|
Travel_Rarely
| 460 |
Software
| 28 | 1 |
Marketing
| 1 | 4,154 | 2 |
Male
| 170 | 2 | 2 |
Manager
| 4 |
Married
| 23,986 | 407,762 | 0 |
Y
|
Yes
| 27 | 4 | 4 | 80 | 3 | 40 | 3 | 1 | 22 | 2 | 12 | 6 |
39 |
Yes
|
Travel_Frequently
| 1,178 |
Software
| 27 | 4 |
Human Resources
| 1 | 4,155 | 3 |
Male
| 61 | 1 | 3 |
Human Resources
| 2 |
Single
| 28,298 | 764,046 | 1 |
Y
|
Yes
| 6 | 2 | 1 | 80 | 4 | 5 | 5 | 3 | 5 | 4 | 5 | 5 |
28 |
No
|
Travel_Frequently
| 189 |
Sales
| 6 | 1 |
Technical Degree
| 1 | 4,156 | 1 |
Female
| 48 | 1 | 5 |
Research Director
| 2 |
Married
| 40,416 | 1,091,232 | 4 |
Y
|
No
| 15 | 3 | 3 | 80 | 4 | 12 | 4 | 3 | 9 | 7 | 3 | 7 |
28 |
No
|
Travel_Rarely
| 418 |
Hardware
| 7 | 5 |
Other
| 1 | 4,157 | 3 |
Male
| 147 | 1 | 2 |
Research Director
| 3 |
Divorced
| 13,070 | 169,910 | 6 |
Y
|
No
| 1 | 2 | 2 | 80 | 4 | 1 | 6 | 1 | 1 | 1 | 1 | 1 |
31 |
No
|
Non-Travel
| 901 |
Sales
| 16 | 3 |
Human Resources
| 1 | 4,158 | 2 |
Male
| 191 | 1 | 3 |
Research Scientist
| 3 |
Single
| 12,837 | 128,370 | 2 |
Y
|
Yes
| 23 | 4 | 2 | 80 | 1 | 31 | 2 | 1 | 31 | 23 | 22 | 11 |
34 |
Yes
|
Travel_Frequently
| 761 |
Research & Development
| 16 | 4 |
Human Resources
| 1 | 4,159 | 3 |
Male
| 145 | 1 | 4 |
Sales Executive
| 2 |
Single
| 27,060 | 541,200 | 5 |
Y
|
No
| 25 | 4 | 4 | 80 | 4 | 25 | 6 | 3 | 15 | 9 | 1 | 9 |
32 |
Yes
|
Travel_Frequently
| 984 |
Software
| 13 | 4 |
Medical
| 1 | 4,160 | 2 |
Female
| 74 | 3 | 5 |
Research Scientist
| 1 |
Single
| 7,215 | 158,730 | 0 |
Y
|
Yes
| 30 | 4 | 3 | 80 | 4 | 31 | 2 | 3 | 30 | 5 | 17 | 30 |
55 |
Yes
|
Non-Travel
| 809 |
Software
| 46 | 5 |
Marketing
| 1 | 4,161 | 2 |
Female
| 57 | 1 | 5 |
Manager
| 1 |
Single
| 40,615 | 568,610 | 2 |
Y
|
No
| 33 | 3 | 1 | 80 | 1 | 35 | 5 | 4 | 17 | 12 | 5 | 13 |
57 |
No
|
Non-Travel
| 286 |
Software
| 49 | 2 |
Life Sciences
| 1 | 4,162 | 3 |
Male
| 64 | 1 | 5 |
Sales Representative
| 2 |
Single
| 4,738 | 132,664 | 7 |
Y
|
No
| 10 | 1 | 1 | 80 | 4 | 40 | 6 | 2 | 36 | 35 | 19 | 22 |
20 |
Yes
|
Travel_Rarely
| 1,346 |
Support
| 49 | 1 |
Life Sciences
| 1 | 4,163 | 2 |
Male
| 166 | 1 | 4 |
Manager
| 3 |
Married
| 2,207 | 66,210 | 7 |
Y
|
Yes
| 16 | 4 | 3 | 80 | 1 | 6 | 5 | 2 | 1 | 1 | 1 | 1 |
23 |
No
|
Travel_Frequently
| 1,394 |
Support
| 39 | 2 |
Life Sciences
| 1 | 4,164 | 3 |
Female
| 52 | 4 | 1 |
Manufacturing Director
| 2 |
Divorced
| 16,155 | 80,775 | 5 |
Y
|
No
| 46 | 1 | 4 | 80 | 4 | 2 | 6 | 1 | 1 | 1 | 1 | 1 |
55 |
Yes
|
Travel_Rarely
| 149 |
Hardware
| 16 | 2 |
Human Resources
| 1 | 4,165 | 3 |
Male
| 188 | 3 | 1 |
Developer
| 3 |
Single
| 9,704 | 38,816 | 5 |
Y
|
Yes
| 33 | 1 | 4 | 80 | 4 | 29 | 1 | 2 | 21 | 8 | 21 | 4 |
48 |
No
|
Non-Travel
| 1,125 |
Hardware
| 25 | 1 |
Other
| 1 | 4,166 | 4 |
Male
| 38 | 3 | 3 |
Human Resources
| 2 |
Single
| 4,886 | 73,290 | 1 |
Y
|
No
| 48 | 2 | 3 | 80 | 1 | 6 | 2 | 3 | 1 | 1 | 1 | 1 |
60 |
Yes
|
Travel_Frequently
| 582 |
Support
| 40 | 1 |
Human Resources
| 1 | 4,167 | 1 |
Female
| 190 | 3 | 5 |
Sales Executive
| 2 |
Single
| 3,699 | 11,097 | 6 |
Y
|
No
| 14 | 4 | 3 | 80 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 1 |
24 |
No
|
Non-Travel
| 528 |
Sales
| 41 | 5 |
Human Resources
| 1 | 4,168 | 3 |
Female
| 41 | 2 | 5 |
Research Director
| 4 |
Married
| 11,129 | 166,935 | 2 |
Y
|
No
| 7 | 4 | 2 | 80 | 3 | 12 | 5 | 2 | 5 | 5 | 5 | 5 |
22 |
No
|
Travel_Frequently
| 1,161 |
Human Resources
| 11 | 4 |
Technical Degree
| 1 | 4,169 | 2 |
Male
| 113 | 3 | 1 |
Manufacturing Director
| 2 |
Married
| 18,856 | 113,136 | 2 |
Y
|
No
| 21 | 3 | 1 | 80 | 2 | 36 | 1 | 1 | 15 | 10 | 7 | 11 |
41 |
Yes
|
Travel_Frequently
| 456 |
Human Resources
| 38 | 1 |
Medical
| 1 | 4,170 | 3 |
Female
| 163 | 2 | 3 |
Sales Executive
| 1 |
Single
| 31,613 | 347,743 | 8 |
Y
|
Yes
| 8 | 4 | 3 | 80 | 3 | 10 | 5 | 1 | 2 | 2 | 2 | 1 |
18 |
No
|
Non-Travel
| 920 |
Software
| 44 | 1 |
Life Sciences
| 1 | 4,171 | 3 |
Male
| 62 | 4 | 5 |
Human Resources
| 1 |
Divorced
| 41,700 | 708,900 | 8 |
Y
|
Yes
| 29 | 4 | 3 | 80 | 1 | 24 | 3 | 3 | 20 | 10 | 3 | 11 |
45 |
Yes
|
Non-Travel
| 505 |
Hardware
| 45 | 1 |
Marketing
| 1 | 4,172 | 1 |
Female
| 140 | 3 | 4 |
Manager
| 2 |
Married
| 22,213 | 577,538 | 8 |
Y
|
Yes
| 36 | 2 | 1 | 80 | 1 | 20 | 6 | 3 | 18 | 15 | 4 | 17 |
44 |
No
|
Travel_Frequently
| 1,070 |
Support
| 8 | 1 |
Life Sciences
| 1 | 4,173 | 4 |
Female
| 182 | 4 | 1 |
Healthcare Representative
| 2 |
Married
| 35,782 | 357,820 | 2 |
Y
|
Yes
| 17 | 2 | 1 | 80 | 2 | 28 | 1 | 4 | 20 | 13 | 3 | 14 |
50 |
No
|
Travel_Rarely
| 1,294 |
Software
| 50 | 2 |
Life Sciences
| 1 | 4,174 | 4 |
Female
| 139 | 3 | 3 |
Laboratory Technician
| 4 |
Married
| 3,104 | 80,704 | 6 |
Y
|
Yes
| 0 | 1 | 4 | 80 | 3 | 4 | 4 | 2 | 3 | 1 | 1 | 1 |
52 |
No
|
Travel_Frequently
| 657 |
Research & Development
| 34 | 1 |
Marketing
| 1 | 4,175 | 3 |
Male
| 132 | 2 | 5 |
Human Resources
| 2 |
Married
| 7,675 | 15,350 | 7 |
Y
|
No
| 8 | 4 | 4 | 80 | 1 | 15 | 1 | 3 | 11 | 1 | 11 | 10 |
31 |
No
|
Travel_Frequently
| 570 |
Hardware
| 50 | 5 |
Marketing
| 1 | 4,176 | 1 |
Male
| 186 | 4 | 4 |
Manufacturing Director
| 2 |
Divorced
| 8,633 | 164,027 | 4 |
Y
|
Yes
| 18 | 4 | 1 | 80 | 2 | 28 | 1 | 3 | 5 | 4 | 3 | 4 |
37 |
No
|
Travel_Rarely
| 1,036 |
Software
| 50 | 1 |
Technical Degree
| 1 | 4,177 | 1 |
Male
| 142 | 2 | 5 |
Manager
| 4 |
Divorced
| 49,723 | 1,193,352 | 5 |
Y
|
No
| 37 | 1 | 3 | 80 | 3 | 1 | 4 | 2 | 1 | 1 | 1 | 1 |
21 |
Yes
|
Non-Travel
| 616 |
Human Resources
| 32 | 5 |
Life Sciences
| 1 | 4,178 | 1 |
Female
| 57 | 2 | 4 |
Research Scientist
| 2 |
Divorced
| 36,616 | 476,008 | 0 |
Y
|
No
| 12 | 3 | 3 | 80 | 3 | 28 | 6 | 2 | 4 | 1 | 1 | 2 |
42 |
No
|
Non-Travel
| 748 |
Sales
| 35 | 1 |
Technical Degree
| 1 | 4,179 | 3 |
Male
| 160 | 2 | 3 |
Sales Executive
| 4 |
Married
| 7,981 | 95,772 | 3 |
Y
|
No
| 3 | 2 | 4 | 80 | 1 | 38 | 6 | 3 | 3 | 2 | 2 | 1 |
41 |
Yes
|
Travel_Frequently
| 1,355 |
Human Resources
| 4 | 4 |
Human Resources
| 1 | 4,180 | 3 |
Male
| 178 | 4 | 4 |
Sales Executive
| 2 |
Divorced
| 14,232 | 42,696 | 4 |
Y
|
Yes
| 42 | 3 | 2 | 80 | 2 | 28 | 5 | 4 | 7 | 7 | 5 | 7 |
24 |
No
|
Non-Travel
| 531 |
Hardware
| 34 | 5 |
Other
| 1 | 4,181 | 4 |
Female
| 191 | 2 | 4 |
Research Scientist
| 1 |
Divorced
| 36,299 | 871,176 | 7 |
Y
|
No
| 45 | 4 | 3 | 80 | 4 | 8 | 6 | 2 | 2 | 2 | 1 | 1 |
57 |
Yes
|
Travel_Rarely
| 103 |
Software
| 20 | 4 |
Other
| 1 | 4,182 | 2 |
Male
| 164 | 4 | 2 |
Research Scientist
| 1 |
Single
| 10,200 | 244,800 | 3 |
Y
|
Yes
| 1 | 1 | 3 | 80 | 2 | 7 | 1 | 4 | 2 | 1 | 2 | 2 |
54 |
Yes
|
Non-Travel
| 751 |
Research & Development
| 24 | 4 |
Medical
| 1 | 4,183 | 4 |
Male
| 128 | 3 | 2 |
Manufacturing Director
| 4 |
Divorced
| 9,962 | 219,164 | 7 |
Y
|
Yes
| 6 | 3 | 3 | 80 | 1 | 24 | 1 | 1 | 2 | 2 | 1 | 2 |
47 |
No
|
Travel_Frequently
| 1,100 |
Software
| 36 | 5 |
Human Resources
| 1 | 4,184 | 3 |
Male
| 61 | 4 | 4 |
Research Scientist
| 4 |
Single
| 35,443 | 460,759 | 3 |
Y
|
No
| 7 | 1 | 3 | 80 | 4 | 35 | 6 | 4 | 30 | 19 | 11 | 13 |
26 |
No
|
Travel_Frequently
| 467 |
Support
| 22 | 3 |
Technical Degree
| 1 | 4,185 | 3 |
Male
| 197 | 3 | 2 |
Manufacturing Director
| 4 |
Married
| 34,850 | 697,000 | 6 |
Y
|
Yes
| 15 | 4 | 2 | 80 | 3 | 37 | 5 | 1 | 23 | 23 | 13 | 13 |
52 |
Yes
|
Travel_Frequently
| 435 |
Software
| 24 | 4 |
Technical Degree
| 1 | 4,186 | 2 |
Female
| 157 | 4 | 1 |
Manufacturing Director
| 3 |
Married
| 36,912 | 664,416 | 4 |
Y
|
No
| 12 | 3 | 3 | 80 | 2 | 19 | 4 | 3 | 3 | 1 | 2 | 2 |
51 |
No
|
Travel_Frequently
| 736 |
Hardware
| 42 | 1 |
Technical Degree
| 1 | 4,187 | 3 |
Male
| 84 | 1 | 4 |
Research Scientist
| 1 |
Single
| 50,539 | 101,078 | 3 |
Y
|
No
| 45 | 3 | 3 | 80 | 1 | 36 | 3 | 4 | 31 | 9 | 1 | 2 |
48 |
No
|
Travel_Rarely
| 618 |
Human Resources
| 50 | 4 |
Technical Degree
| 1 | 4,188 | 1 |
Male
| 66 | 2 | 1 |
Sales Executive
| 1 |
Divorced
| 1,756 | 42,144 | 0 |
Y
|
Yes
| 38 | 1 | 1 | 80 | 4 | 11 | 3 | 4 | 4 | 4 | 3 | 4 |
53 |
Yes
|
Travel_Frequently
| 1,071 |
Support
| 7 | 2 |
Medical
| 1 | 4,189 | 2 |
Female
| 153 | 3 | 2 |
Manufacturing Director
| 2 |
Single
| 38,282 | 535,948 | 8 |
Y
|
Yes
| 8 | 4 | 1 | 80 | 4 | 27 | 4 | 4 | 11 | 1 | 6 | 7 |
22 |
Yes
|
Non-Travel
| 121 |
Hardware
| 11 | 3 |
Life Sciences
| 1 | 4,190 | 4 |
Female
| 52 | 2 | 5 |
Sales Representative
| 4 |
Married
| 1,540 | 10,780 | 7 |
Y
|
No
| 3 | 1 | 4 | 80 | 2 | 37 | 5 | 1 | 20 | 19 | 12 | 4 |
40 |
Yes
|
Non-Travel
| 737 |
Software
| 18 | 5 |
Life Sciences
| 1 | 4,191 | 4 |
Male
| 187 | 3 | 2 |
Manager
| 3 |
Single
| 7,311 | 190,086 | 0 |
Y
|
Yes
| 44 | 1 | 2 | 80 | 3 | 25 | 3 | 4 | 15 | 9 | 4 | 11 |
60 |
Yes
|
Travel_Rarely
| 207 |
Human Resources
| 35 | 4 |
Other
| 1 | 4,192 | 1 |
Female
| 66 | 4 | 2 |
Sales Representative
| 2 |
Single
| 18,684 | 448,416 | 6 |
Y
|
Yes
| 19 | 1 | 1 | 80 | 3 | 1 | 3 | 1 | 1 | 1 | 1 | 1 |
21 |
No
|
Non-Travel
| 119 |
Human Resources
| 42 | 1 |
Life Sciences
| 1 | 4,193 | 3 |
Female
| 164 | 2 | 1 |
Healthcare Representative
| 3 |
Divorced
| 45,406 | 1,362,180 | 1 |
Y
|
No
| 17 | 1 | 1 | 80 | 2 | 5 | 5 | 3 | 3 | 1 | 3 | 3 |
23 |
Yes
|
Non-Travel
| 302 |
Sales
| 40 | 2 |
Human Resources
| 1 | 4,194 | 1 |
Female
| 78 | 1 | 2 |
Sales Executive
| 3 |
Single
| 9,819 | 225,837 | 8 |
Y
|
No
| 23 | 3 | 4 | 80 | 2 | 17 | 3 | 2 | 7 | 6 | 7 | 1 |
57 |
No
|
Non-Travel
| 551 |
Research & Development
| 6 | 2 |
Technical Degree
| 1 | 4,195 | 3 |
Male
| 122 | 2 | 1 |
Research Scientist
| 2 |
Divorced
| 32,142 | 257,136 | 8 |
Y
|
No
| 41 | 2 | 4 | 80 | 1 | 38 | 6 | 3 | 34 | 25 | 24 | 27 |
40 |
No
|
Non-Travel
| 1,120 |
Hardware
| 38 | 2 |
Marketing
| 1 | 4,196 | 4 |
Male
| 169 | 4 | 3 |
Manager
| 1 |
Divorced
| 23,238 | 116,190 | 3 |
Y
|
Yes
| 37 | 2 | 3 | 80 | 1 | 36 | 6 | 1 | 13 | 8 | 11 | 1 |
21 |
Yes
|
Non-Travel
| 1,311 |
Sales
| 35 | 2 |
Marketing
| 1 | 4,197 | 4 |
Female
| 135 | 3 | 4 |
Human Resources
| 1 |
Divorced
| 25,788 | 593,124 | 7 |
Y
|
Yes
| 14 | 1 | 2 | 80 | 4 | 4 | 4 | 3 | 4 | 3 | 4 | 1 |
26 |
No
|
Travel_Rarely
| 1,485 |
Research & Development
| 17 | 2 |
Marketing
| 1 | 4,198 | 1 |
Female
| 97 | 2 | 2 |
Research Director
| 1 |
Single
| 50,148 | 501,480 | 0 |
Y
|
No
| 21 | 1 | 1 | 80 | 1 | 16 | 5 | 2 | 2 | 1 | 1 | 2 |
33 |
No
|
Non-Travel
| 1,297 |
Hardware
| 36 | 5 |
Life Sciences
| 1 | 4,199 | 1 |
Female
| 87 | 2 | 2 |
Research Scientist
| 2 |
Divorced
| 47,258 | 94,516 | 0 |
Y
|
No
| 23 | 2 | 1 | 80 | 1 | 35 | 1 | 1 | 17 | 15 | 16 | 7 |
27 |
No
|
Travel_Frequently
| 376 |
Human Resources
| 45 | 4 |
Other
| 1 | 4,200 | 1 |
Female
| 164 | 2 | 1 |
Developer
| 3 |
Divorced
| 1,887 | 35,853 | 2 |
Y
|
No
| 31 | 3 | 2 | 80 | 2 | 8 | 5 | 1 | 2 | 2 | 1 | 2 |
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