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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
47 |
No
|
Travel_Rarely
| 421 |
Human Resources
| 7 | 2 |
Life Sciences
| 1 | 4,501 | 4 |
Male
| 136 | 4 | 4 |
Laboratory Technician
| 2 |
Single
| 17,669 | 300,373 | 4 |
Y
|
Yes
| 14 | 3 | 4 | 80 | 3 | 9 | 6 | 2 | 7 | 5 | 2 | 6 |
25 |
No
|
Travel_Rarely
| 1,049 |
Human Resources
| 37 | 2 |
Technical Degree
| 1 | 4,502 | 1 |
Female
| 127 | 1 | 3 |
Developer
| 3 |
Divorced
| 42,427 | 1,018,248 | 4 |
Y
|
No
| 35 | 4 | 3 | 80 | 3 | 19 | 1 | 3 | 10 | 10 | 3 | 1 |
39 |
No
|
Travel_Rarely
| 707 |
Hardware
| 22 | 3 |
Other
| 1 | 4,503 | 1 |
Male
| 72 | 4 | 4 |
Research Director
| 2 |
Divorced
| 34,644 | 450,372 | 1 |
Y
|
Yes
| 13 | 4 | 4 | 80 | 2 | 11 | 5 | 4 | 2 | 2 | 1 | 2 |
21 |
No
|
Non-Travel
| 1,248 |
Support
| 13 | 5 |
Life Sciences
| 1 | 4,504 | 1 |
Female
| 68 | 4 | 4 |
Sales Executive
| 1 |
Single
| 24,782 | 123,910 | 7 |
Y
|
Yes
| 24 | 3 | 2 | 80 | 2 | 28 | 4 | 2 | 12 | 6 | 7 | 2 |
19 |
Yes
|
Travel_Frequently
| 402 |
Software
| 41 | 3 |
Medical
| 1 | 4,505 | 4 |
Male
| 198 | 2 | 3 |
Research Scientist
| 3 |
Married
| 13,868 | 166,416 | 0 |
Y
|
Yes
| 5 | 1 | 3 | 80 | 3 | 28 | 2 | 1 | 15 | 13 | 14 | 9 |
22 |
No
|
Non-Travel
| 1,230 |
Support
| 50 | 3 |
Technical Degree
| 1 | 4,506 | 3 |
Male
| 112 | 4 | 2 |
Research Director
| 3 |
Married
| 3,126 | 59,394 | 2 |
Y
|
Yes
| 13 | 3 | 4 | 80 | 4 | 5 | 3 | 1 | 3 | 3 | 2 | 1 |
33 |
No
|
Travel_Rarely
| 1,410 |
Support
| 1 | 2 |
Other
| 1 | 4,507 | 1 |
Female
| 46 | 4 | 2 |
Manager
| 3 |
Single
| 2,825 | 33,900 | 7 |
Y
|
Yes
| 1 | 2 | 3 | 80 | 3 | 6 | 3 | 1 | 2 | 2 | 2 | 2 |
52 |
Yes
|
Non-Travel
| 771 |
Research & Development
| 34 | 3 |
Medical
| 1 | 4,508 | 2 |
Female
| 81 | 1 | 5 |
Manufacturing Director
| 2 |
Single
| 24,472 | 73,416 | 0 |
Y
|
Yes
| 21 | 2 | 2 | 80 | 4 | 13 | 5 | 1 | 3 | 3 | 1 | 3 |
45 |
No
|
Travel_Frequently
| 301 |
Research & Development
| 31 | 4 |
Marketing
| 1 | 4,509 | 2 |
Male
| 127 | 1 | 2 |
Sales Representative
| 1 |
Divorced
| 8,647 | 138,352 | 8 |
Y
|
No
| 10 | 1 | 3 | 80 | 2 | 26 | 2 | 3 | 9 | 8 | 2 | 3 |
38 |
Yes
|
Travel_Rarely
| 141 |
Software
| 43 | 4 |
Marketing
| 1 | 4,510 | 1 |
Male
| 175 | 1 | 3 |
Manager
| 3 |
Single
| 47,592 | 761,472 | 5 |
Y
|
No
| 32 | 2 | 1 | 80 | 4 | 11 | 4 | 3 | 7 | 3 | 4 | 2 |
35 |
Yes
|
Travel_Frequently
| 293 |
Sales
| 50 | 4 |
Medical
| 1 | 4,511 | 1 |
Female
| 173 | 3 | 1 |
Research Scientist
| 3 |
Divorced
| 40,667 | 813,340 | 1 |
Y
|
Yes
| 29 | 3 | 3 | 80 | 4 | 15 | 2 | 3 | 1 | 1 | 1 | 1 |
55 |
Yes
|
Travel_Rarely
| 101 |
Hardware
| 43 | 3 |
Life Sciences
| 1 | 4,512 | 2 |
Female
| 122 | 4 | 1 |
Research Scientist
| 3 |
Divorced
| 50,706 | 152,118 | 0 |
Y
|
Yes
| 18 | 3 | 4 | 80 | 1 | 22 | 6 | 2 | 4 | 3 | 4 | 1 |
55 |
No
|
Non-Travel
| 890 |
Hardware
| 42 | 3 |
Marketing
| 1 | 4,513 | 3 |
Female
| 108 | 3 | 3 |
Sales Executive
| 1 |
Single
| 17,227 | 413,448 | 5 |
Y
|
Yes
| 0 | 3 | 2 | 80 | 2 | 25 | 4 | 2 | 12 | 2 | 10 | 6 |
35 |
No
|
Travel_Rarely
| 257 |
Software
| 8 | 1 |
Life Sciences
| 1 | 4,514 | 1 |
Female
| 123 | 3 | 3 |
Sales Representative
| 1 |
Single
| 26,088 | 730,464 | 0 |
Y
|
No
| 2 | 4 | 4 | 80 | 2 | 11 | 5 | 1 | 1 | 1 | 1 | 1 |
26 |
Yes
|
Travel_Rarely
| 1,380 |
Human Resources
| 29 | 4 |
Human Resources
| 1 | 4,515 | 3 |
Male
| 107 | 2 | 5 |
Human Resources
| 4 |
Married
| 35,191 | 211,146 | 7 |
Y
|
No
| 34 | 3 | 4 | 80 | 3 | 13 | 2 | 1 | 7 | 3 | 5 | 3 |
20 |
Yes
|
Travel_Frequently
| 951 |
Support
| 32 | 2 |
Life Sciences
| 1 | 4,516 | 1 |
Female
| 197 | 3 | 3 |
Laboratory Technician
| 4 |
Married
| 28,773 | 546,687 | 6 |
Y
|
Yes
| 3 | 3 | 1 | 80 | 3 | 16 | 1 | 4 | 3 | 1 | 3 | 3 |
60 |
No
|
Non-Travel
| 115 |
Hardware
| 35 | 2 |
Technical Degree
| 1 | 4,517 | 2 |
Female
| 79 | 2 | 2 |
Human Resources
| 4 |
Married
| 13,078 | 170,014 | 1 |
Y
|
No
| 12 | 2 | 2 | 80 | 2 | 40 | 1 | 4 | 18 | 11 | 4 | 4 |
56 |
No
|
Non-Travel
| 268 |
Software
| 15 | 2 |
Life Sciences
| 1 | 4,518 | 1 |
Male
| 30 | 2 | 2 |
Research Scientist
| 2 |
Divorced
| 9,047 | 262,363 | 4 |
Y
|
Yes
| 16 | 3 | 2 | 80 | 3 | 26 | 1 | 1 | 4 | 1 | 3 | 4 |
42 |
Yes
|
Travel_Frequently
| 1,259 |
Research & Development
| 10 | 2 |
Other
| 1 | 4,519 | 3 |
Male
| 146 | 4 | 2 |
Sales Executive
| 2 |
Married
| 31,279 | 437,906 | 5 |
Y
|
No
| 38 | 3 | 4 | 80 | 3 | 37 | 5 | 3 | 4 | 4 | 3 | 1 |
50 |
No
|
Travel_Frequently
| 449 |
Support
| 23 | 5 |
Human Resources
| 1 | 4,520 | 3 |
Female
| 117 | 3 | 4 |
Research Scientist
| 2 |
Married
| 20,926 | 523,150 | 4 |
Y
|
Yes
| 4 | 1 | 3 | 80 | 3 | 8 | 1 | 3 | 3 | 2 | 3 | 1 |
42 |
Yes
|
Travel_Frequently
| 424 |
Human Resources
| 13 | 5 |
Other
| 1 | 4,521 | 3 |
Female
| 153 | 3 | 1 |
Manager
| 1 |
Married
| 5,268 | 100,092 | 1 |
Y
|
Yes
| 19 | 2 | 3 | 80 | 2 | 40 | 4 | 3 | 12 | 12 | 8 | 6 |
29 |
No
|
Travel_Frequently
| 572 |
Research & Development
| 37 | 2 |
Medical
| 1 | 4,522 | 4 |
Female
| 55 | 3 | 4 |
Sales Representative
| 3 |
Single
| 11,285 | 101,565 | 8 |
Y
|
Yes
| 11 | 2 | 3 | 80 | 4 | 3 | 4 | 4 | 3 | 1 | 1 | 2 |
57 |
No
|
Non-Travel
| 793 |
Hardware
| 41 | 1 |
Other
| 1 | 4,523 | 3 |
Male
| 40 | 4 | 5 |
Human Resources
| 3 |
Married
| 40,269 | 1,208,070 | 5 |
Y
|
Yes
| 46 | 4 | 4 | 80 | 4 | 15 | 2 | 4 | 9 | 5 | 3 | 4 |
47 |
Yes
|
Travel_Rarely
| 309 |
Software
| 11 | 4 |
Marketing
| 1 | 4,524 | 2 |
Male
| 184 | 2 | 1 |
Research Scientist
| 4 |
Married
| 6,850 | 191,800 | 2 |
Y
|
Yes
| 14 | 3 | 3 | 80 | 3 | 25 | 5 | 3 | 1 | 1 | 1 | 1 |
37 |
No
|
Non-Travel
| 1,045 |
Research & Development
| 49 | 4 |
Life Sciences
| 1 | 4,525 | 1 |
Male
| 41 | 2 | 3 |
Manager
| 2 |
Single
| 28,301 | 820,729 | 6 |
Y
|
No
| 3 | 4 | 1 | 80 | 1 | 2 | 4 | 4 | 1 | 1 | 1 | 1 |
56 |
Yes
|
Travel_Rarely
| 715 |
Hardware
| 22 | 1 |
Technical Degree
| 1 | 4,526 | 4 |
Male
| 107 | 3 | 3 |
Sales Representative
| 4 |
Divorced
| 28,721 | 430,815 | 2 |
Y
|
Yes
| 45 | 1 | 3 | 80 | 1 | 26 | 4 | 1 | 24 | 8 | 3 | 19 |
42 |
Yes
|
Travel_Rarely
| 370 |
Hardware
| 14 | 1 |
Human Resources
| 1 | 4,527 | 1 |
Male
| 70 | 4 | 2 |
Manufacturing Director
| 2 |
Divorced
| 11,046 | 11,046 | 2 |
Y
|
Yes
| 8 | 1 | 4 | 80 | 2 | 40 | 2 | 2 | 37 | 18 | 20 | 19 |
48 |
Yes
|
Travel_Frequently
| 947 |
Sales
| 22 | 3 |
Human Resources
| 1 | 4,528 | 2 |
Male
| 200 | 4 | 4 |
Laboratory Technician
| 3 |
Divorced
| 26,629 | 319,548 | 6 |
Y
|
No
| 17 | 1 | 1 | 80 | 4 | 5 | 5 | 4 | 4 | 4 | 3 | 3 |
47 |
No
|
Travel_Frequently
| 413 |
Support
| 7 | 5 |
Marketing
| 1 | 4,529 | 4 |
Female
| 73 | 2 | 5 |
Sales Executive
| 3 |
Divorced
| 44,468 | 533,616 | 8 |
Y
|
No
| 48 | 3 | 2 | 80 | 2 | 11 | 3 | 4 | 5 | 5 | 3 | 3 |
26 |
No
|
Non-Travel
| 1,384 |
Sales
| 34 | 4 |
Medical
| 1 | 4,530 | 2 |
Female
| 85 | 2 | 3 |
Manager
| 2 |
Married
| 37,599 | 563,985 | 3 |
Y
|
Yes
| 29 | 3 | 3 | 80 | 1 | 15 | 4 | 1 | 1 | 1 | 1 | 1 |
37 |
Yes
|
Travel_Frequently
| 1,108 |
Software
| 7 | 1 |
Human Resources
| 1 | 4,531 | 1 |
Female
| 116 | 3 | 1 |
Sales Executive
| 3 |
Divorced
| 13,639 | 245,502 | 2 |
Y
|
Yes
| 32 | 4 | 4 | 80 | 2 | 19 | 4 | 2 | 19 | 5 | 13 | 8 |
56 |
Yes
|
Travel_Rarely
| 139 |
Hardware
| 37 | 3 |
Technical Degree
| 1 | 4,532 | 1 |
Female
| 69 | 4 | 3 |
Sales Representative
| 2 |
Divorced
| 36,219 | 905,475 | 8 |
Y
|
No
| 33 | 1 | 3 | 80 | 2 | 19 | 4 | 4 | 2 | 1 | 1 | 1 |
57 |
No
|
Non-Travel
| 353 |
Software
| 44 | 2 |
Life Sciences
| 1 | 4,533 | 4 |
Female
| 193 | 3 | 3 |
Research Director
| 2 |
Married
| 8,686 | 95,546 | 4 |
Y
|
No
| 39 | 3 | 3 | 80 | 3 | 11 | 6 | 4 | 9 | 4 | 5 | 8 |
55 |
No
|
Non-Travel
| 1,141 |
Research & Development
| 5 | 3 |
Life Sciences
| 1 | 4,534 | 1 |
Male
| 149 | 3 | 3 |
Laboratory Technician
| 1 |
Divorced
| 6,200 | 117,800 | 8 |
Y
|
Yes
| 33 | 2 | 3 | 80 | 4 | 34 | 2 | 4 | 31 | 13 | 4 | 14 |
21 |
Yes
|
Travel_Frequently
| 804 |
Support
| 32 | 3 |
Other
| 1 | 4,535 | 4 |
Female
| 134 | 3 | 1 |
Sales Representative
| 4 |
Married
| 35,314 | 635,652 | 0 |
Y
|
No
| 24 | 4 | 3 | 80 | 4 | 8 | 4 | 2 | 8 | 3 | 5 | 7 |
18 |
Yes
|
Travel_Rarely
| 449 |
Research & Development
| 21 | 5 |
Medical
| 1 | 4,536 | 4 |
Male
| 86 | 1 | 4 |
Manufacturing Director
| 3 |
Married
| 25,410 | 635,250 | 7 |
Y
|
Yes
| 23 | 1 | 1 | 80 | 1 | 26 | 4 | 3 | 14 | 9 | 5 | 13 |
51 |
No
|
Travel_Frequently
| 803 |
Hardware
| 7 | 3 |
Technical Degree
| 1 | 4,537 | 1 |
Male
| 38 | 3 | 3 |
Research Scientist
| 3 |
Married
| 45,840 | 1,375,200 | 6 |
Y
|
No
| 29 | 4 | 3 | 80 | 2 | 11 | 1 | 2 | 9 | 5 | 6 | 7 |
33 |
Yes
|
Non-Travel
| 521 |
Sales
| 1 | 3 |
Medical
| 1 | 4,538 | 3 |
Male
| 187 | 3 | 2 |
Research Director
| 2 |
Single
| 19,068 | 152,544 | 6 |
Y
|
Yes
| 42 | 2 | 2 | 80 | 4 | 11 | 2 | 4 | 4 | 3 | 4 | 4 |
41 |
No
|
Non-Travel
| 1,444 |
Human Resources
| 44 | 4 |
Technical Degree
| 1 | 4,539 | 2 |
Female
| 163 | 4 | 5 |
Healthcare Representative
| 4 |
Married
| 39,166 | 548,324 | 8 |
Y
|
No
| 32 | 3 | 4 | 80 | 2 | 40 | 4 | 3 | 15 | 3 | 3 | 4 |
59 |
No
|
Travel_Frequently
| 180 |
Human Resources
| 26 | 1 |
Medical
| 1 | 4,540 | 4 |
Male
| 84 | 3 | 5 |
Manufacturing Director
| 1 |
Married
| 48,300 | 1,449,000 | 2 |
Y
|
No
| 5 | 4 | 2 | 80 | 4 | 39 | 3 | 3 | 4 | 3 | 2 | 1 |
55 |
Yes
|
Travel_Rarely
| 492 |
Research & Development
| 7 | 1 |
Technical Degree
| 1 | 4,541 | 1 |
Female
| 76 | 2 | 4 |
Manager
| 3 |
Married
| 40,634 | 1,097,118 | 7 |
Y
|
No
| 16 | 2 | 3 | 80 | 1 | 11 | 4 | 4 | 10 | 7 | 2 | 6 |
46 |
No
|
Travel_Rarely
| 872 |
Software
| 49 | 5 |
Life Sciences
| 1 | 4,542 | 4 |
Female
| 171 | 3 | 2 |
Developer
| 4 |
Married
| 13,724 | 233,308 | 6 |
Y
|
No
| 34 | 3 | 4 | 80 | 3 | 28 | 6 | 2 | 26 | 14 | 19 | 8 |
27 |
No
|
Travel_Frequently
| 247 |
Human Resources
| 20 | 3 |
Other
| 1 | 4,543 | 1 |
Female
| 36 | 4 | 4 |
Research Scientist
| 2 |
Married
| 35,212 | 809,876 | 6 |
Y
|
No
| 6 | 1 | 1 | 80 | 3 | 4 | 3 | 4 | 1 | 1 | 1 | 1 |
53 |
No
|
Non-Travel
| 105 |
Research & Development
| 41 | 4 |
Life Sciences
| 1 | 4,544 | 2 |
Male
| 161 | 1 | 2 |
Healthcare Representative
| 1 |
Married
| 16,265 | 325,300 | 7 |
Y
|
Yes
| 39 | 4 | 3 | 80 | 1 | 17 | 1 | 1 | 17 | 14 | 13 | 1 |
48 |
No
|
Travel_Rarely
| 772 |
Hardware
| 47 | 5 |
Other
| 1 | 4,545 | 3 |
Female
| 52 | 2 | 4 |
Sales Executive
| 1 |
Divorced
| 39,926 | 1,197,780 | 1 |
Y
|
No
| 35 | 3 | 4 | 80 | 3 | 29 | 6 | 1 | 7 | 6 | 4 | 3 |
25 |
No
|
Non-Travel
| 739 |
Software
| 23 | 3 |
Technical Degree
| 1 | 4,546 | 2 |
Female
| 51 | 3 | 4 |
Human Resources
| 3 |
Married
| 29,887 | 508,079 | 3 |
Y
|
No
| 11 | 2 | 3 | 80 | 1 | 21 | 4 | 4 | 3 | 2 | 3 | 3 |
24 |
Yes
|
Travel_Frequently
| 678 |
Human Resources
| 41 | 2 |
Human Resources
| 1 | 4,547 | 3 |
Female
| 159 | 3 | 5 |
Sales Representative
| 2 |
Single
| 13,991 | 97,937 | 2 |
Y
|
Yes
| 16 | 3 | 1 | 80 | 3 | 6 | 6 | 2 | 6 | 1 | 3 | 5 |
51 |
No
|
Travel_Rarely
| 719 |
Research & Development
| 20 | 4 |
Life Sciences
| 1 | 4,548 | 4 |
Female
| 70 | 2 | 3 |
Research Scientist
| 1 |
Single
| 3,421 | 30,789 | 1 |
Y
|
Yes
| 16 | 2 | 3 | 80 | 4 | 11 | 6 | 3 | 1 | 1 | 1 | 1 |
60 |
Yes
|
Non-Travel
| 1,394 |
Hardware
| 16 | 2 |
Other
| 1 | 4,549 | 4 |
Male
| 46 | 4 | 3 |
Sales Executive
| 2 |
Married
| 17,578 | 281,248 | 6 |
Y
|
No
| 4 | 2 | 2 | 80 | 2 | 10 | 4 | 2 | 4 | 4 | 2 | 1 |
20 |
Yes
|
Non-Travel
| 1,012 |
Human Resources
| 6 | 2 |
Marketing
| 1 | 4,550 | 3 |
Male
| 199 | 4 | 2 |
Sales Executive
| 4 |
Divorced
| 21,191 | 339,056 | 7 |
Y
|
No
| 7 | 1 | 2 | 80 | 2 | 7 | 3 | 1 | 7 | 1 | 7 | 5 |
26 |
No
|
Travel_Frequently
| 1,394 |
Sales
| 45 | 3 |
Human Resources
| 1 | 4,551 | 1 |
Female
| 101 | 3 | 2 |
Laboratory Technician
| 4 |
Married
| 42,649 | 127,947 | 6 |
Y
|
Yes
| 39 | 1 | 2 | 80 | 4 | 34 | 5 | 1 | 4 | 1 | 1 | 3 |
43 |
Yes
|
Travel_Frequently
| 1,264 |
Support
| 13 | 1 |
Life Sciences
| 1 | 4,552 | 1 |
Male
| 37 | 1 | 5 |
Manager
| 1 |
Divorced
| 14,601 | 233,616 | 4 |
Y
|
No
| 15 | 3 | 3 | 80 | 4 | 37 | 3 | 2 | 15 | 11 | 1 | 2 |
28 |
Yes
|
Travel_Rarely
| 834 |
Software
| 44 | 3 |
Marketing
| 1 | 4,553 | 2 |
Male
| 32 | 1 | 2 |
Developer
| 3 |
Single
| 1,797 | 26,955 | 6 |
Y
|
No
| 47 | 4 | 3 | 80 | 1 | 29 | 1 | 3 | 10 | 6 | 4 | 4 |
47 |
Yes
|
Travel_Frequently
| 612 |
Support
| 42 | 2 |
Human Resources
| 1 | 4,554 | 3 |
Female
| 191 | 4 | 1 |
Developer
| 4 |
Divorced
| 29,405 | 352,860 | 0 |
Y
|
No
| 43 | 3 | 3 | 80 | 4 | 6 | 2 | 1 | 4 | 4 | 2 | 4 |
18 |
No
|
Non-Travel
| 949 |
Human Resources
| 36 | 1 |
Other
| 1 | 4,555 | 3 |
Male
| 149 | 1 | 2 |
Research Scientist
| 4 |
Single
| 23,539 | 235,390 | 4 |
Y
|
No
| 4 | 4 | 1 | 80 | 3 | 15 | 1 | 1 | 4 | 4 | 3 | 1 |
28 |
Yes
|
Travel_Frequently
| 488 |
Research & Development
| 12 | 5 |
Marketing
| 1 | 4,556 | 1 |
Female
| 71 | 2 | 1 |
Manufacturing Director
| 1 |
Single
| 15,816 | 173,976 | 1 |
Y
|
No
| 20 | 3 | 3 | 80 | 1 | 3 | 4 | 3 | 2 | 2 | 1 | 1 |
41 |
Yes
|
Travel_Rarely
| 1,176 |
Sales
| 18 | 2 |
Medical
| 1 | 4,557 | 1 |
Male
| 163 | 4 | 3 |
Healthcare Representative
| 2 |
Single
| 14,981 | 89,886 | 6 |
Y
|
No
| 15 | 4 | 2 | 80 | 2 | 23 | 3 | 2 | 17 | 6 | 8 | 6 |
33 |
Yes
|
Non-Travel
| 934 |
Software
| 25 | 3 |
Other
| 1 | 4,558 | 2 |
Female
| 190 | 2 | 1 |
Research Scientist
| 4 |
Single
| 21,154 | 359,618 | 2 |
Y
|
No
| 2 | 4 | 3 | 80 | 3 | 7 | 3 | 4 | 6 | 3 | 4 | 5 |
46 |
No
|
Non-Travel
| 1,450 |
Sales
| 8 | 1 |
Marketing
| 1 | 4,559 | 4 |
Female
| 160 | 2 | 1 |
Human Resources
| 4 |
Married
| 15,314 | 306,280 | 6 |
Y
|
No
| 47 | 1 | 4 | 80 | 4 | 23 | 6 | 3 | 7 | 1 | 1 | 1 |
45 |
Yes
|
Travel_Frequently
| 568 |
Software
| 9 | 3 |
Other
| 1 | 4,560 | 1 |
Female
| 174 | 3 | 4 |
Human Resources
| 3 |
Single
| 27,229 | 408,435 | 0 |
Y
|
No
| 1 | 4 | 3 | 80 | 2 | 39 | 3 | 3 | 8 | 6 | 1 | 1 |
43 |
No
|
Travel_Frequently
| 736 |
Hardware
| 16 | 4 |
Other
| 1 | 4,561 | 2 |
Male
| 73 | 2 | 2 |
Manager
| 4 |
Married
| 26,060 | 182,420 | 3 |
Y
|
No
| 28 | 2 | 1 | 80 | 3 | 12 | 6 | 1 | 8 | 7 | 2 | 6 |
28 |
No
|
Travel_Rarely
| 836 |
Human Resources
| 32 | 1 |
Other
| 1 | 4,562 | 4 |
Female
| 153 | 3 | 3 |
Healthcare Representative
| 4 |
Single
| 37,131 | 74,262 | 1 |
Y
|
No
| 17 | 1 | 4 | 80 | 4 | 32 | 4 | 3 | 27 | 20 | 12 | 12 |
23 |
Yes
|
Travel_Rarely
| 1,354 |
Research & Development
| 37 | 2 |
Other
| 1 | 4,563 | 2 |
Male
| 162 | 1 | 5 |
Research Scientist
| 1 |
Single
| 16,518 | 165,180 | 2 |
Y
|
Yes
| 39 | 2 | 4 | 80 | 1 | 35 | 5 | 4 | 11 | 9 | 8 | 2 |
56 |
No
|
Travel_Frequently
| 167 |
Hardware
| 21 | 2 |
Other
| 1 | 4,564 | 2 |
Female
| 82 | 1 | 2 |
Manufacturing Director
| 2 |
Single
| 28,623 | 57,246 | 8 |
Y
|
No
| 10 | 3 | 3 | 80 | 2 | 6 | 4 | 1 | 3 | 1 | 3 | 2 |
60 |
Yes
|
Non-Travel
| 1,042 |
Hardware
| 48 | 3 |
Human Resources
| 1 | 4,565 | 4 |
Male
| 105 | 1 | 5 |
Sales Executive
| 1 |
Married
| 15,340 | 199,420 | 6 |
Y
|
Yes
| 30 | 4 | 4 | 80 | 1 | 11 | 2 | 1 | 8 | 1 | 7 | 7 |
49 |
No
|
Travel_Rarely
| 382 |
Sales
| 26 | 5 |
Other
| 1 | 4,566 | 1 |
Female
| 111 | 2 | 5 |
Research Director
| 1 |
Single
| 3,823 | 80,283 | 0 |
Y
|
Yes
| 23 | 2 | 4 | 80 | 1 | 1 | 3 | 4 | 1 | 1 | 1 | 1 |
32 |
Yes
|
Travel_Rarely
| 1,229 |
Hardware
| 22 | 5 |
Life Sciences
| 1 | 4,567 | 2 |
Male
| 156 | 2 | 5 |
Manager
| 4 |
Married
| 11,680 | 163,520 | 1 |
Y
|
No
| 15 | 2 | 3 | 80 | 4 | 37 | 2 | 3 | 27 | 23 | 22 | 9 |
42 |
Yes
|
Travel_Rarely
| 459 |
Sales
| 15 | 1 |
Marketing
| 1 | 4,568 | 3 |
Male
| 79 | 4 | 5 |
Research Scientist
| 1 |
Divorced
| 27,367 | 519,973 | 5 |
Y
|
No
| 29 | 3 | 3 | 80 | 3 | 8 | 1 | 4 | 1 | 1 | 1 | 1 |
52 |
Yes
|
Travel_Rarely
| 160 |
Software
| 12 | 3 |
Technical Degree
| 1 | 4,569 | 3 |
Female
| 185 | 2 | 1 |
Research Director
| 1 |
Married
| 1,849 | 22,188 | 1 |
Y
|
No
| 49 | 1 | 2 | 80 | 2 | 32 | 1 | 1 | 4 | 3 | 4 | 3 |
52 |
Yes
|
Travel_Rarely
| 730 |
Human Resources
| 23 | 4 |
Life Sciences
| 1 | 4,570 | 4 |
Male
| 137 | 4 | 1 |
Manufacturing Director
| 4 |
Single
| 7,727 | 177,721 | 6 |
Y
|
No
| 13 | 1 | 2 | 80 | 4 | 15 | 3 | 3 | 5 | 4 | 3 | 4 |
29 |
Yes
|
Travel_Frequently
| 1,449 |
Research & Development
| 3 | 3 |
Marketing
| 1 | 4,571 | 3 |
Female
| 120 | 4 | 4 |
Laboratory Technician
| 2 |
Divorced
| 29,913 | 448,695 | 4 |
Y
|
Yes
| 20 | 4 | 1 | 80 | 4 | 4 | 1 | 1 | 2 | 1 | 2 | 1 |
32 |
No
|
Travel_Frequently
| 285 |
Human Resources
| 15 | 1 |
Marketing
| 1 | 4,572 | 1 |
Male
| 132 | 2 | 3 |
Sales Executive
| 4 |
Single
| 38,889 | 194,445 | 0 |
Y
|
No
| 47 | 2 | 2 | 80 | 2 | 35 | 3 | 1 | 28 | 16 | 16 | 5 |
33 |
Yes
|
Travel_Frequently
| 378 |
Research & Development
| 10 | 2 |
Marketing
| 1 | 4,573 | 4 |
Female
| 107 | 2 | 2 |
Sales Executive
| 3 |
Divorced
| 33,179 | 895,833 | 1 |
Y
|
No
| 28 | 2 | 1 | 80 | 3 | 19 | 3 | 4 | 17 | 17 | 12 | 4 |
55 |
No
|
Non-Travel
| 173 |
Sales
| 19 | 2 |
Human Resources
| 1 | 4,574 | 2 |
Male
| 30 | 1 | 3 |
Sales Representative
| 2 |
Single
| 32,066 | 673,386 | 5 |
Y
|
No
| 14 | 3 | 2 | 80 | 2 | 2 | 6 | 1 | 2 | 2 | 2 | 1 |
36 |
Yes
|
Travel_Frequently
| 254 |
Support
| 32 | 5 |
Other
| 1 | 4,575 | 4 |
Female
| 57 | 3 | 1 |
Developer
| 4 |
Single
| 16,000 | 432,000 | 1 |
Y
|
Yes
| 18 | 4 | 3 | 80 | 4 | 23 | 3 | 3 | 1 | 1 | 1 | 1 |
53 |
No
|
Non-Travel
| 1,477 |
Research & Development
| 3 | 2 |
Other
| 1 | 4,576 | 1 |
Female
| 110 | 1 | 2 |
Research Director
| 4 |
Married
| 29,639 | 563,141 | 7 |
Y
|
Yes
| 33 | 4 | 1 | 80 | 2 | 22 | 4 | 3 | 10 | 7 | 6 | 9 |
31 |
Yes
|
Non-Travel
| 824 |
Hardware
| 32 | 4 |
Marketing
| 1 | 4,577 | 4 |
Male
| 38 | 4 | 3 |
Research Scientist
| 1 |
Single
| 37,832 | 1,097,128 | 6 |
Y
|
Yes
| 11 | 3 | 2 | 80 | 1 | 22 | 1 | 1 | 22 | 8 | 9 | 1 |
44 |
Yes
|
Travel_Rarely
| 333 |
Sales
| 29 | 3 |
Life Sciences
| 1 | 4,578 | 1 |
Male
| 56 | 3 | 4 |
Research Director
| 2 |
Single
| 6,012 | 24,048 | 2 |
Y
|
Yes
| 29 | 3 | 2 | 80 | 1 | 19 | 4 | 2 | 10 | 6 | 2 | 1 |
38 |
No
|
Travel_Rarely
| 549 |
Research & Development
| 13 | 4 |
Other
| 1 | 4,579 | 2 |
Male
| 97 | 4 | 1 |
Research Scientist
| 2 |
Married
| 13,994 | 125,946 | 0 |
Y
|
Yes
| 16 | 3 | 1 | 80 | 4 | 13 | 6 | 4 | 11 | 4 | 1 | 1 |
49 |
Yes
|
Travel_Frequently
| 514 |
Support
| 41 | 1 |
Technical Degree
| 1 | 4,580 | 1 |
Female
| 200 | 1 | 4 |
Laboratory Technician
| 1 |
Married
| 22,565 | 383,605 | 1 |
Y
|
No
| 34 | 1 | 1 | 80 | 3 | 28 | 1 | 4 | 2 | 2 | 2 | 1 |
57 |
Yes
|
Non-Travel
| 255 |
Sales
| 47 | 3 |
Human Resources
| 1 | 4,581 | 4 |
Male
| 196 | 2 | 4 |
Research Scientist
| 2 |
Divorced
| 40,058 | 961,392 | 1 |
Y
|
Yes
| 3 | 2 | 1 | 80 | 3 | 39 | 1 | 3 | 39 | 1 | 20 | 5 |
33 |
No
|
Travel_Frequently
| 1,497 |
Software
| 38 | 1 |
Life Sciences
| 1 | 4,582 | 2 |
Female
| 198 | 3 | 1 |
Manager
| 1 |
Married
| 16,403 | 180,433 | 6 |
Y
|
Yes
| 27 | 4 | 1 | 80 | 3 | 40 | 2 | 1 | 40 | 14 | 21 | 20 |
25 |
Yes
|
Travel_Rarely
| 259 |
Software
| 46 | 5 |
Life Sciences
| 1 | 4,583 | 1 |
Female
| 110 | 3 | 4 |
Manager
| 1 |
Single
| 13,308 | 173,004 | 0 |
Y
|
No
| 44 | 1 | 1 | 80 | 3 | 29 | 1 | 1 | 21 | 12 | 12 | 3 |
25 |
No
|
Travel_Frequently
| 152 |
Research & Development
| 9 | 2 |
Human Resources
| 1 | 4,584 | 4 |
Male
| 187 | 4 | 4 |
Manager
| 2 |
Married
| 15,075 | 30,150 | 2 |
Y
|
No
| 26 | 2 | 2 | 80 | 3 | 34 | 2 | 1 | 11 | 2 | 11 | 2 |
39 |
Yes
|
Travel_Frequently
| 178 |
Hardware
| 8 | 3 |
Other
| 1 | 4,585 | 1 |
Male
| 75 | 4 | 5 |
Research Scientist
| 1 |
Single
| 37,206 | 297,648 | 6 |
Y
|
No
| 24 | 4 | 4 | 80 | 1 | 9 | 3 | 1 | 9 | 2 | 1 | 9 |
40 |
No
|
Travel_Frequently
| 1,109 |
Software
| 19 | 1 |
Technical Degree
| 1 | 4,586 | 2 |
Male
| 136 | 3 | 5 |
Manufacturing Director
| 2 |
Married
| 31,962 | 671,202 | 7 |
Y
|
No
| 14 | 1 | 1 | 80 | 2 | 36 | 1 | 1 | 18 | 3 | 12 | 17 |
41 |
No
|
Travel_Rarely
| 1,231 |
Research & Development
| 45 | 3 |
Medical
| 1 | 4,587 | 2 |
Male
| 65 | 1 | 1 |
Developer
| 1 |
Married
| 7,310 | 204,680 | 8 |
Y
|
No
| 1 | 3 | 2 | 80 | 1 | 2 | 1 | 4 | 1 | 1 | 1 | 1 |
32 |
No
|
Travel_Frequently
| 376 |
Software
| 45 | 2 |
Human Resources
| 1 | 4,588 | 2 |
Male
| 128 | 3 | 3 |
Healthcare Representative
| 4 |
Married
| 9,511 | 266,308 | 6 |
Y
|
No
| 38 | 1 | 3 | 80 | 1 | 26 | 2 | 2 | 8 | 8 | 5 | 5 |
37 |
Yes
|
Non-Travel
| 1,331 |
Sales
| 20 | 1 |
Life Sciences
| 1 | 4,589 | 2 |
Male
| 98 | 3 | 1 |
Manager
| 1 |
Divorced
| 39,564 | 474,768 | 1 |
Y
|
No
| 46 | 4 | 3 | 80 | 3 | 29 | 4 | 4 | 23 | 20 | 3 | 19 |
31 |
No
|
Travel_Frequently
| 1,013 |
Hardware
| 8 | 2 |
Marketing
| 1 | 4,590 | 2 |
Female
| 112 | 2 | 5 |
Research Director
| 4 |
Divorced
| 40,014 | 360,126 | 4 |
Y
|
No
| 49 | 2 | 2 | 80 | 1 | 24 | 4 | 2 | 15 | 13 | 6 | 15 |
31 |
Yes
|
Travel_Rarely
| 285 |
Software
| 7 | 1 |
Other
| 1 | 4,591 | 4 |
Male
| 73 | 1 | 1 |
Sales Executive
| 1 |
Married
| 14,419 | 374,894 | 7 |
Y
|
No
| 18 | 3 | 4 | 80 | 3 | 22 | 3 | 4 | 14 | 4 | 5 | 8 |
29 |
No
|
Travel_Rarely
| 922 |
Support
| 7 | 1 |
Human Resources
| 1 | 4,592 | 1 |
Female
| 54 | 2 | 3 |
Human Resources
| 3 |
Married
| 6,112 | 24,448 | 0 |
Y
|
Yes
| 26 | 3 | 3 | 80 | 4 | 8 | 2 | 2 | 4 | 2 | 4 | 3 |
21 |
Yes
|
Travel_Frequently
| 507 |
Support
| 23 | 5 |
Human Resources
| 1 | 4,593 | 2 |
Female
| 60 | 4 | 3 |
Human Resources
| 3 |
Divorced
| 22,702 | 272,424 | 8 |
Y
|
Yes
| 28 | 1 | 1 | 80 | 1 | 14 | 5 | 1 | 11 | 7 | 3 | 4 |
48 |
No
|
Non-Travel
| 1,041 |
Hardware
| 46 | 4 |
Medical
| 1 | 4,594 | 1 |
Female
| 147 | 2 | 5 |
Sales Executive
| 3 |
Divorced
| 45,709 | 411,381 | 1 |
Y
|
No
| 38 | 3 | 3 | 80 | 3 | 6 | 1 | 1 | 2 | 2 | 2 | 1 |
41 |
Yes
|
Travel_Frequently
| 226 |
Support
| 50 | 4 |
Other
| 1 | 4,595 | 3 |
Male
| 146 | 4 | 1 |
Research Director
| 1 |
Divorced
| 11,693 | 280,632 | 4 |
Y
|
Yes
| 23 | 2 | 2 | 80 | 2 | 21 | 3 | 1 | 19 | 5 | 14 | 15 |
60 |
No
|
Travel_Frequently
| 1,339 |
Human Resources
| 47 | 4 |
Life Sciences
| 1 | 4,596 | 2 |
Female
| 50 | 1 | 1 |
Developer
| 1 |
Divorced
| 8,490 | 84,900 | 1 |
Y
|
Yes
| 21 | 2 | 2 | 80 | 3 | 31 | 6 | 3 | 19 | 9 | 4 | 11 |
18 |
No
|
Travel_Rarely
| 342 |
Software
| 32 | 2 |
Marketing
| 1 | 4,597 | 4 |
Female
| 187 | 4 | 5 |
Research Scientist
| 4 |
Single
| 42,318 | 719,406 | 1 |
Y
|
No
| 18 | 2 | 4 | 80 | 3 | 10 | 1 | 4 | 2 | 1 | 2 | 1 |
49 |
No
|
Travel_Frequently
| 1,355 |
Hardware
| 27 | 4 |
Marketing
| 1 | 4,598 | 3 |
Male
| 135 | 2 | 2 |
Research Scientist
| 4 |
Single
| 33,734 | 67,468 | 3 |
Y
|
No
| 28 | 4 | 1 | 80 | 4 | 40 | 2 | 2 | 10 | 10 | 8 | 4 |
44 |
Yes
|
Non-Travel
| 186 |
Software
| 15 | 3 |
Other
| 1 | 4,599 | 2 |
Male
| 157 | 3 | 1 |
Sales Representative
| 2 |
Divorced
| 30,929 | 927,870 | 4 |
Y
|
No
| 30 | 3 | 2 | 80 | 1 | 32 | 5 | 3 | 23 | 10 | 10 | 8 |
60 |
No
|
Non-Travel
| 1,411 |
Sales
| 36 | 5 |
Life Sciences
| 1 | 4,600 | 1 |
Female
| 42 | 3 | 1 |
Healthcare Representative
| 3 |
Divorced
| 41,593 | 1,206,197 | 0 |
Y
|
No
| 30 | 3 | 2 | 80 | 2 | 22 | 2 | 4 | 18 | 3 | 9 | 18 |
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