
Redsmoothy/Attrition_Prediction
Updated
Age
int64 18
60
| Attrition
stringclasses 2
values | BusinessTravel
stringclasses 3
values | DailyRate
int64 102
1.5k
| Department
stringclasses 3
values | DistanceFromHome
int64 1
29
| Education
int64 1
5
| EducationField
stringclasses 6
values | EmployeeCount
int64 1
1
| EmployeeNumber
int64 1
2.07k
| EnvironmentSatisfaction
int64 1
4
| Gender
stringclasses 2
values | HourlyRate
int64 30
100
| JobInvolvement
int64 1
4
| JobLevel
int64 1
5
| JobRole
stringclasses 9
values | JobSatisfaction
int64 1
4
| MaritalStatus
stringclasses 3
values | MonthlyIncome
int64 1.01k
20k
| MonthlyRate
int64 2.09k
27k
| NumCompaniesWorked
int64 0
9
| Over18
stringclasses 1
value | OverTime
stringclasses 2
values | PercentSalaryHike
int64 11
25
| PerformanceRating
int64 3
4
| RelationshipSatisfaction
int64 1
4
| StandardHours
int64 80
80
| StockOptionLevel
int64 0
3
| TotalWorkingYears
int64 0
40
| TrainingTimesLastYear
int64 0
6
| WorkLifeBalance
int64 1
4
| YearsAtCompany
int64 0
40
| YearsInCurrentRole
int64 0
18
| YearsSinceLastPromotion
int64 0
15
| YearsWithCurrManager
int64 0
17
|
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
41 |
Yes
|
Travel_Rarely
| 1,102 |
Sales
| 1 | 2 |
Life Sciences
| 1 | 1 | 2 |
Female
| 94 | 3 | 2 |
Sales Executive
| 4 |
Single
| 5,993 | 19,479 | 8 |
Y
|
Yes
| 11 | 3 | 1 | 80 | 0 | 8 | 0 | 1 | 6 | 4 | 0 | 5 |
49 |
No
|
Travel_Frequently
| 279 |
Research & Development
| 8 | 1 |
Life Sciences
| 1 | 2 | 3 |
Male
| 61 | 2 | 2 |
Research Scientist
| 2 |
Married
| 5,130 | 24,907 | 1 |
Y
|
No
| 23 | 4 | 4 | 80 | 1 | 10 | 3 | 3 | 10 | 7 | 1 | 7 |
37 |
Yes
|
Travel_Rarely
| 1,373 |
Research & Development
| 2 | 2 |
Other
| 1 | 4 | 4 |
Male
| 92 | 2 | 1 |
Laboratory Technician
| 3 |
Single
| 2,090 | 2,396 | 6 |
Y
|
Yes
| 15 | 3 | 2 | 80 | 0 | 7 | 3 | 3 | 0 | 0 | 0 | 0 |
33 |
No
|
Travel_Frequently
| 1,392 |
Research & Development
| 3 | 4 |
Life Sciences
| 1 | 5 | 4 |
Female
| 56 | 3 | 1 |
Research Scientist
| 3 |
Married
| 2,909 | 23,159 | 1 |
Y
|
Yes
| 11 | 3 | 3 | 80 | 0 | 8 | 3 | 3 | 8 | 7 | 3 | 0 |
27 |
No
|
Travel_Rarely
| 591 |
Research & Development
| 2 | 1 |
Medical
| 1 | 7 | 1 |
Male
| 40 | 3 | 1 |
Laboratory Technician
| 2 |
Married
| 3,468 | 16,632 | 9 |
Y
|
No
| 12 | 3 | 4 | 80 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 |
32 |
No
|
Travel_Frequently
| 1,005 |
Research & Development
| 2 | 2 |
Life Sciences
| 1 | 8 | 4 |
Male
| 79 | 3 | 1 |
Laboratory Technician
| 4 |
Single
| 3,068 | 11,864 | 0 |
Y
|
No
| 13 | 3 | 3 | 80 | 0 | 8 | 2 | 2 | 7 | 7 | 3 | 6 |
59 |
No
|
Travel_Rarely
| 1,324 |
Research & Development
| 3 | 3 |
Medical
| 1 | 10 | 3 |
Female
| 81 | 4 | 1 |
Laboratory Technician
| 1 |
Married
| 2,670 | 9,964 | 4 |
Y
|
Yes
| 20 | 4 | 1 | 80 | 3 | 12 | 3 | 2 | 1 | 0 | 0 | 0 |
30 |
No
|
Travel_Rarely
| 1,358 |
Research & Development
| 24 | 1 |
Life Sciences
| 1 | 11 | 4 |
Male
| 67 | 3 | 1 |
Laboratory Technician
| 3 |
Divorced
| 2,693 | 13,335 | 1 |
Y
|
No
| 22 | 4 | 2 | 80 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |
38 |
No
|
Travel_Frequently
| 216 |
Research & Development
| 23 | 3 |
Life Sciences
| 1 | 12 | 4 |
Male
| 44 | 2 | 3 |
Manufacturing Director
| 3 |
Single
| 9,526 | 8,787 | 0 |
Y
|
No
| 21 | 4 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 7 | 1 | 8 |
36 |
No
|
Travel_Rarely
| 1,299 |
Research & Development
| 27 | 3 |
Medical
| 1 | 13 | 3 |
Male
| 94 | 3 | 2 |
Healthcare Representative
| 3 |
Married
| 5,237 | 16,577 | 6 |
Y
|
No
| 13 | 3 | 2 | 80 | 2 | 17 | 3 | 2 | 7 | 7 | 7 | 7 |
35 |
No
|
Travel_Rarely
| 809 |
Research & Development
| 16 | 3 |
Medical
| 1 | 14 | 1 |
Male
| 84 | 4 | 1 |
Laboratory Technician
| 2 |
Married
| 2,426 | 16,479 | 0 |
Y
|
No
| 13 | 3 | 3 | 80 | 1 | 6 | 5 | 3 | 5 | 4 | 0 | 3 |
29 |
No
|
Travel_Rarely
| 153 |
Research & Development
| 15 | 2 |
Life Sciences
| 1 | 15 | 4 |
Female
| 49 | 2 | 2 |
Laboratory Technician
| 3 |
Single
| 4,193 | 12,682 | 0 |
Y
|
Yes
| 12 | 3 | 4 | 80 | 0 | 10 | 3 | 3 | 9 | 5 | 0 | 8 |
31 |
No
|
Travel_Rarely
| 670 |
Research & Development
| 26 | 1 |
Life Sciences
| 1 | 16 | 1 |
Male
| 31 | 3 | 1 |
Research Scientist
| 3 |
Divorced
| 2,911 | 15,170 | 1 |
Y
|
No
| 17 | 3 | 4 | 80 | 1 | 5 | 1 | 2 | 5 | 2 | 4 | 3 |
34 |
No
|
Travel_Rarely
| 1,346 |
Research & Development
| 19 | 2 |
Medical
| 1 | 18 | 2 |
Male
| 93 | 3 | 1 |
Laboratory Technician
| 4 |
Divorced
| 2,661 | 8,758 | 0 |
Y
|
No
| 11 | 3 | 3 | 80 | 1 | 3 | 2 | 3 | 2 | 2 | 1 | 2 |
28 |
Yes
|
Travel_Rarely
| 103 |
Research & Development
| 24 | 3 |
Life Sciences
| 1 | 19 | 3 |
Male
| 50 | 2 | 1 |
Laboratory Technician
| 3 |
Single
| 2,028 | 12,947 | 5 |
Y
|
Yes
| 14 | 3 | 2 | 80 | 0 | 6 | 4 | 3 | 4 | 2 | 0 | 3 |
29 |
No
|
Travel_Rarely
| 1,389 |
Research & Development
| 21 | 4 |
Life Sciences
| 1 | 20 | 2 |
Female
| 51 | 4 | 3 |
Manufacturing Director
| 1 |
Divorced
| 9,980 | 10,195 | 1 |
Y
|
No
| 11 | 3 | 3 | 80 | 1 | 10 | 1 | 3 | 10 | 9 | 8 | 8 |
32 |
No
|
Travel_Rarely
| 334 |
Research & Development
| 5 | 2 |
Life Sciences
| 1 | 21 | 1 |
Male
| 80 | 4 | 1 |
Research Scientist
| 2 |
Divorced
| 3,298 | 15,053 | 0 |
Y
|
Yes
| 12 | 3 | 4 | 80 | 2 | 7 | 5 | 2 | 6 | 2 | 0 | 5 |
22 |
No
|
Non-Travel
| 1,123 |
Research & Development
| 16 | 2 |
Medical
| 1 | 22 | 4 |
Male
| 96 | 4 | 1 |
Laboratory Technician
| 4 |
Divorced
| 2,935 | 7,324 | 1 |
Y
|
Yes
| 13 | 3 | 2 | 80 | 2 | 1 | 2 | 2 | 1 | 0 | 0 | 0 |
53 |
No
|
Travel_Rarely
| 1,219 |
Sales
| 2 | 4 |
Life Sciences
| 1 | 23 | 1 |
Female
| 78 | 2 | 4 |
Manager
| 4 |
Married
| 15,427 | 22,021 | 2 |
Y
|
No
| 16 | 3 | 3 | 80 | 0 | 31 | 3 | 3 | 25 | 8 | 3 | 7 |
38 |
No
|
Travel_Rarely
| 371 |
Research & Development
| 2 | 3 |
Life Sciences
| 1 | 24 | 4 |
Male
| 45 | 3 | 1 |
Research Scientist
| 4 |
Single
| 3,944 | 4,306 | 5 |
Y
|
Yes
| 11 | 3 | 3 | 80 | 0 | 6 | 3 | 3 | 3 | 2 | 1 | 2 |
24 |
No
|
Non-Travel
| 673 |
Research & Development
| 11 | 2 |
Other
| 1 | 26 | 1 |
Female
| 96 | 4 | 2 |
Manufacturing Director
| 3 |
Divorced
| 4,011 | 8,232 | 0 |
Y
|
No
| 18 | 3 | 4 | 80 | 1 | 5 | 5 | 2 | 4 | 2 | 1 | 3 |
36 |
Yes
|
Travel_Rarely
| 1,218 |
Sales
| 9 | 4 |
Life Sciences
| 1 | 27 | 3 |
Male
| 82 | 2 | 1 |
Sales Representative
| 1 |
Single
| 3,407 | 6,986 | 7 |
Y
|
No
| 23 | 4 | 2 | 80 | 0 | 10 | 4 | 3 | 5 | 3 | 0 | 3 |
34 |
No
|
Travel_Rarely
| 419 |
Research & Development
| 7 | 4 |
Life Sciences
| 1 | 28 | 1 |
Female
| 53 | 3 | 3 |
Research Director
| 2 |
Single
| 11,994 | 21,293 | 0 |
Y
|
No
| 11 | 3 | 3 | 80 | 0 | 13 | 4 | 3 | 12 | 6 | 2 | 11 |
21 |
No
|
Travel_Rarely
| 391 |
Research & Development
| 15 | 2 |
Life Sciences
| 1 | 30 | 3 |
Male
| 96 | 3 | 1 |
Research Scientist
| 4 |
Single
| 1,232 | 19,281 | 1 |
Y
|
No
| 14 | 3 | 4 | 80 | 0 | 0 | 6 | 3 | 0 | 0 | 0 | 0 |
34 |
Yes
|
Travel_Rarely
| 699 |
Research & Development
| 6 | 1 |
Medical
| 1 | 31 | 2 |
Male
| 83 | 3 | 1 |
Research Scientist
| 1 |
Single
| 2,960 | 17,102 | 2 |
Y
|
No
| 11 | 3 | 3 | 80 | 0 | 8 | 2 | 3 | 4 | 2 | 1 | 3 |
53 |
No
|
Travel_Rarely
| 1,282 |
Research & Development
| 5 | 3 |
Other
| 1 | 32 | 3 |
Female
| 58 | 3 | 5 |
Manager
| 3 |
Divorced
| 19,094 | 10,735 | 4 |
Y
|
No
| 11 | 3 | 4 | 80 | 1 | 26 | 3 | 2 | 14 | 13 | 4 | 8 |
32 |
Yes
|
Travel_Frequently
| 1,125 |
Research & Development
| 16 | 1 |
Life Sciences
| 1 | 33 | 2 |
Female
| 72 | 1 | 1 |
Research Scientist
| 1 |
Single
| 3,919 | 4,681 | 1 |
Y
|
Yes
| 22 | 4 | 2 | 80 | 0 | 10 | 5 | 3 | 10 | 2 | 6 | 7 |
42 |
No
|
Travel_Rarely
| 691 |
Sales
| 8 | 4 |
Marketing
| 1 | 35 | 3 |
Male
| 48 | 3 | 2 |
Sales Executive
| 2 |
Married
| 6,825 | 21,173 | 0 |
Y
|
No
| 11 | 3 | 4 | 80 | 1 | 10 | 2 | 3 | 9 | 7 | 4 | 2 |
44 |
No
|
Travel_Rarely
| 477 |
Research & Development
| 7 | 4 |
Medical
| 1 | 36 | 1 |
Female
| 42 | 2 | 3 |
Healthcare Representative
| 4 |
Married
| 10,248 | 2,094 | 3 |
Y
|
No
| 14 | 3 | 4 | 80 | 1 | 24 | 4 | 3 | 22 | 6 | 5 | 17 |
46 |
No
|
Travel_Rarely
| 705 |
Sales
| 2 | 4 |
Marketing
| 1 | 38 | 2 |
Female
| 83 | 3 | 5 |
Manager
| 1 |
Single
| 18,947 | 22,822 | 3 |
Y
|
No
| 12 | 3 | 4 | 80 | 0 | 22 | 2 | 2 | 2 | 2 | 2 | 1 |
33 |
No
|
Travel_Rarely
| 924 |
Research & Development
| 2 | 3 |
Medical
| 1 | 39 | 3 |
Male
| 78 | 3 | 1 |
Laboratory Technician
| 4 |
Single
| 2,496 | 6,670 | 4 |
Y
|
No
| 11 | 3 | 4 | 80 | 0 | 7 | 3 | 3 | 1 | 1 | 0 | 0 |
44 |
No
|
Travel_Rarely
| 1,459 |
Research & Development
| 10 | 4 |
Other
| 1 | 40 | 4 |
Male
| 41 | 3 | 2 |
Healthcare Representative
| 4 |
Married
| 6,465 | 19,121 | 2 |
Y
|
Yes
| 13 | 3 | 4 | 80 | 0 | 9 | 5 | 4 | 4 | 2 | 1 | 3 |
30 |
No
|
Travel_Rarely
| 125 |
Research & Development
| 9 | 2 |
Medical
| 1 | 41 | 4 |
Male
| 83 | 2 | 1 |
Laboratory Technician
| 3 |
Single
| 2,206 | 16,117 | 1 |
Y
|
No
| 13 | 3 | 1 | 80 | 0 | 10 | 5 | 3 | 10 | 0 | 1 | 8 |
39 |
Yes
|
Travel_Rarely
| 895 |
Sales
| 5 | 3 |
Technical Degree
| 1 | 42 | 4 |
Male
| 56 | 3 | 2 |
Sales Representative
| 4 |
Married
| 2,086 | 3,335 | 3 |
Y
|
No
| 14 | 3 | 3 | 80 | 1 | 19 | 6 | 4 | 1 | 0 | 0 | 0 |
24 |
Yes
|
Travel_Rarely
| 813 |
Research & Development
| 1 | 3 |
Medical
| 1 | 45 | 2 |
Male
| 61 | 3 | 1 |
Research Scientist
| 4 |
Married
| 2,293 | 3,020 | 2 |
Y
|
Yes
| 16 | 3 | 1 | 80 | 1 | 6 | 2 | 2 | 2 | 0 | 2 | 0 |
43 |
No
|
Travel_Rarely
| 1,273 |
Research & Development
| 2 | 2 |
Medical
| 1 | 46 | 4 |
Female
| 72 | 4 | 1 |
Research Scientist
| 3 |
Divorced
| 2,645 | 21,923 | 1 |
Y
|
No
| 12 | 3 | 4 | 80 | 2 | 6 | 3 | 2 | 5 | 3 | 1 | 4 |
50 |
Yes
|
Travel_Rarely
| 869 |
Sales
| 3 | 2 |
Marketing
| 1 | 47 | 1 |
Male
| 86 | 2 | 1 |
Sales Representative
| 3 |
Married
| 2,683 | 3,810 | 1 |
Y
|
Yes
| 14 | 3 | 3 | 80 | 0 | 3 | 2 | 3 | 3 | 2 | 0 | 2 |
35 |
No
|
Travel_Rarely
| 890 |
Sales
| 2 | 3 |
Marketing
| 1 | 49 | 4 |
Female
| 97 | 3 | 1 |
Sales Representative
| 4 |
Married
| 2,014 | 9,687 | 1 |
Y
|
No
| 13 | 3 | 1 | 80 | 0 | 2 | 3 | 3 | 2 | 2 | 2 | 2 |
36 |
No
|
Travel_Rarely
| 852 |
Research & Development
| 5 | 4 |
Life Sciences
| 1 | 51 | 2 |
Female
| 82 | 2 | 1 |
Research Scientist
| 1 |
Married
| 3,419 | 13,072 | 9 |
Y
|
Yes
| 14 | 3 | 4 | 80 | 1 | 6 | 3 | 4 | 1 | 1 | 0 | 0 |
33 |
No
|
Travel_Frequently
| 1,141 |
Sales
| 1 | 3 |
Life Sciences
| 1 | 52 | 3 |
Female
| 42 | 4 | 2 |
Sales Executive
| 1 |
Married
| 5,376 | 3,193 | 2 |
Y
|
No
| 19 | 3 | 1 | 80 | 2 | 10 | 3 | 3 | 5 | 3 | 1 | 3 |
35 |
No
|
Travel_Rarely
| 464 |
Research & Development
| 4 | 2 |
Other
| 1 | 53 | 3 |
Male
| 75 | 3 | 1 |
Laboratory Technician
| 4 |
Divorced
| 1,951 | 10,910 | 1 |
Y
|
No
| 12 | 3 | 3 | 80 | 1 | 1 | 3 | 3 | 1 | 0 | 0 | 0 |
27 |
No
|
Travel_Rarely
| 1,240 |
Research & Development
| 2 | 4 |
Life Sciences
| 1 | 54 | 4 |
Female
| 33 | 3 | 1 |
Laboratory Technician
| 1 |
Divorced
| 2,341 | 19,715 | 1 |
Y
|
No
| 13 | 3 | 4 | 80 | 1 | 1 | 6 | 3 | 1 | 0 | 0 | 0 |
26 |
Yes
|
Travel_Rarely
| 1,357 |
Research & Development
| 25 | 3 |
Life Sciences
| 1 | 55 | 1 |
Male
| 48 | 1 | 1 |
Laboratory Technician
| 3 |
Single
| 2,293 | 10,558 | 1 |
Y
|
No
| 12 | 3 | 3 | 80 | 0 | 1 | 2 | 2 | 1 | 0 | 0 | 1 |
27 |
No
|
Travel_Frequently
| 994 |
Sales
| 8 | 3 |
Life Sciences
| 1 | 56 | 4 |
Male
| 37 | 3 | 3 |
Sales Executive
| 3 |
Single
| 8,726 | 2,975 | 1 |
Y
|
No
| 15 | 3 | 4 | 80 | 0 | 9 | 0 | 3 | 9 | 8 | 1 | 7 |
30 |
No
|
Travel_Frequently
| 721 |
Research & Development
| 1 | 2 |
Medical
| 1 | 57 | 3 |
Female
| 58 | 3 | 2 |
Laboratory Technician
| 4 |
Single
| 4,011 | 10,781 | 1 |
Y
|
No
| 23 | 4 | 4 | 80 | 0 | 12 | 2 | 3 | 12 | 8 | 3 | 7 |
41 |
Yes
|
Travel_Rarely
| 1,360 |
Research & Development
| 12 | 3 |
Technical Degree
| 1 | 58 | 2 |
Female
| 49 | 3 | 5 |
Research Director
| 3 |
Married
| 19,545 | 16,280 | 1 |
Y
|
No
| 12 | 3 | 4 | 80 | 0 | 23 | 0 | 3 | 22 | 15 | 15 | 8 |
34 |
No
|
Non-Travel
| 1,065 |
Sales
| 23 | 4 |
Marketing
| 1 | 60 | 2 |
Male
| 72 | 3 | 2 |
Sales Executive
| 3 |
Single
| 4,568 | 10,034 | 0 |
Y
|
No
| 20 | 4 | 3 | 80 | 0 | 10 | 2 | 3 | 9 | 5 | 8 | 7 |
37 |
No
|
Travel_Rarely
| 408 |
Research & Development
| 19 | 2 |
Life Sciences
| 1 | 61 | 2 |
Male
| 73 | 3 | 1 |
Research Scientist
| 2 |
Married
| 3,022 | 10,227 | 4 |
Y
|
No
| 21 | 4 | 1 | 80 | 0 | 8 | 1 | 3 | 1 | 0 | 0 | 0 |
46 |
No
|
Travel_Frequently
| 1,211 |
Sales
| 5 | 4 |
Marketing
| 1 | 62 | 1 |
Male
| 98 | 3 | 2 |
Sales Executive
| 4 |
Single
| 5,772 | 20,445 | 4 |
Y
|
Yes
| 21 | 4 | 3 | 80 | 0 | 14 | 4 | 3 | 9 | 6 | 0 | 8 |
35 |
No
|
Travel_Rarely
| 1,229 |
Research & Development
| 8 | 1 |
Life Sciences
| 1 | 63 | 4 |
Male
| 36 | 4 | 1 |
Laboratory Technician
| 4 |
Married
| 2,269 | 4,892 | 1 |
Y
|
No
| 19 | 3 | 4 | 80 | 0 | 1 | 2 | 3 | 1 | 0 | 0 | 1 |
48 |
Yes
|
Travel_Rarely
| 626 |
Research & Development
| 1 | 2 |
Life Sciences
| 1 | 64 | 1 |
Male
| 98 | 2 | 3 |
Laboratory Technician
| 3 |
Single
| 5,381 | 19,294 | 9 |
Y
|
Yes
| 13 | 3 | 4 | 80 | 0 | 23 | 2 | 3 | 1 | 0 | 0 | 0 |
28 |
Yes
|
Travel_Rarely
| 1,434 |
Research & Development
| 5 | 4 |
Technical Degree
| 1 | 65 | 3 |
Male
| 50 | 3 | 1 |
Laboratory Technician
| 3 |
Single
| 3,441 | 11,179 | 1 |
Y
|
Yes
| 13 | 3 | 3 | 80 | 0 | 2 | 3 | 2 | 2 | 2 | 2 | 2 |
44 |
No
|
Travel_Rarely
| 1,488 |
Sales
| 1 | 5 |
Marketing
| 1 | 68 | 2 |
Female
| 75 | 3 | 2 |
Sales Executive
| 1 |
Divorced
| 5,454 | 4,009 | 5 |
Y
|
Yes
| 21 | 4 | 3 | 80 | 1 | 9 | 2 | 2 | 4 | 3 | 1 | 3 |
35 |
No
|
Non-Travel
| 1,097 |
Research & Development
| 11 | 2 |
Medical
| 1 | 70 | 3 |
Male
| 79 | 2 | 3 |
Healthcare Representative
| 1 |
Married
| 9,884 | 8,302 | 2 |
Y
|
Yes
| 13 | 3 | 3 | 80 | 1 | 10 | 3 | 3 | 4 | 0 | 2 | 3 |
26 |
No
|
Travel_Rarely
| 1,443 |
Sales
| 23 | 3 |
Marketing
| 1 | 72 | 3 |
Female
| 47 | 2 | 2 |
Sales Executive
| 4 |
Married
| 4,157 | 21,436 | 7 |
Y
|
Yes
| 19 | 3 | 3 | 80 | 1 | 5 | 2 | 2 | 2 | 2 | 0 | 0 |
33 |
No
|
Travel_Frequently
| 515 |
Research & Development
| 1 | 2 |
Life Sciences
| 1 | 73 | 1 |
Female
| 98 | 3 | 3 |
Research Director
| 4 |
Single
| 13,458 | 15,146 | 1 |
Y
|
Yes
| 12 | 3 | 3 | 80 | 0 | 15 | 1 | 3 | 15 | 14 | 8 | 12 |
35 |
No
|
Travel_Frequently
| 853 |
Sales
| 18 | 5 |
Life Sciences
| 1 | 74 | 2 |
Male
| 71 | 3 | 3 |
Sales Executive
| 1 |
Married
| 9,069 | 11,031 | 1 |
Y
|
No
| 22 | 4 | 4 | 80 | 1 | 9 | 3 | 2 | 9 | 8 | 1 | 8 |
35 |
No
|
Travel_Rarely
| 1,142 |
Research & Development
| 23 | 4 |
Medical
| 1 | 75 | 3 |
Female
| 30 | 3 | 1 |
Laboratory Technician
| 1 |
Married
| 4,014 | 16,002 | 3 |
Y
|
Yes
| 15 | 3 | 3 | 80 | 1 | 4 | 3 | 3 | 2 | 2 | 2 | 2 |
31 |
No
|
Travel_Rarely
| 655 |
Research & Development
| 7 | 4 |
Life Sciences
| 1 | 76 | 4 |
Male
| 48 | 3 | 2 |
Laboratory Technician
| 4 |
Divorced
| 5,915 | 9,528 | 3 |
Y
|
No
| 22 | 4 | 4 | 80 | 1 | 10 | 3 | 2 | 7 | 7 | 1 | 7 |
37 |
No
|
Travel_Rarely
| 1,115 |
Research & Development
| 1 | 4 |
Life Sciences
| 1 | 77 | 1 |
Male
| 51 | 2 | 2 |
Manufacturing Director
| 3 |
Divorced
| 5,993 | 2,689 | 1 |
Y
|
No
| 18 | 3 | 3 | 80 | 1 | 7 | 2 | 4 | 7 | 5 | 0 | 7 |
32 |
No
|
Travel_Rarely
| 427 |
Research & Development
| 1 | 3 |
Medical
| 1 | 78 | 1 |
Male
| 33 | 3 | 2 |
Manufacturing Director
| 4 |
Married
| 6,162 | 10,877 | 1 |
Y
|
Yes
| 22 | 4 | 2 | 80 | 1 | 9 | 3 | 3 | 9 | 8 | 7 | 8 |
38 |
No
|
Travel_Frequently
| 653 |
Research & Development
| 29 | 5 |
Life Sciences
| 1 | 79 | 4 |
Female
| 50 | 3 | 2 |
Laboratory Technician
| 4 |
Single
| 2,406 | 5,456 | 1 |
Y
|
No
| 11 | 3 | 4 | 80 | 0 | 10 | 2 | 3 | 10 | 3 | 9 | 9 |
50 |
No
|
Travel_Rarely
| 989 |
Research & Development
| 7 | 2 |
Medical
| 1 | 80 | 2 |
Female
| 43 | 2 | 5 |
Research Director
| 3 |
Divorced
| 18,740 | 16,701 | 5 |
Y
|
Yes
| 12 | 3 | 4 | 80 | 1 | 29 | 2 | 2 | 27 | 3 | 13 | 8 |
59 |
No
|
Travel_Rarely
| 1,435 |
Sales
| 25 | 3 |
Life Sciences
| 1 | 81 | 1 |
Female
| 99 | 3 | 3 |
Sales Executive
| 1 |
Single
| 7,637 | 2,354 | 7 |
Y
|
No
| 11 | 3 | 4 | 80 | 0 | 28 | 3 | 2 | 21 | 16 | 7 | 9 |
36 |
No
|
Travel_Rarely
| 1,223 |
Research & Development
| 8 | 3 |
Technical Degree
| 1 | 83 | 3 |
Female
| 59 | 3 | 3 |
Healthcare Representative
| 3 |
Divorced
| 10,096 | 8,202 | 1 |
Y
|
No
| 13 | 3 | 2 | 80 | 3 | 17 | 2 | 3 | 17 | 14 | 12 | 8 |
55 |
No
|
Travel_Rarely
| 836 |
Research & Development
| 8 | 3 |
Medical
| 1 | 84 | 4 |
Female
| 33 | 3 | 4 |
Manager
| 3 |
Divorced
| 14,756 | 19,730 | 2 |
Y
|
Yes
| 14 | 3 | 3 | 80 | 3 | 21 | 2 | 3 | 5 | 0 | 0 | 2 |
36 |
No
|
Travel_Frequently
| 1,195 |
Research & Development
| 11 | 3 |
Life Sciences
| 1 | 85 | 2 |
Male
| 95 | 2 | 2 |
Manufacturing Director
| 2 |
Single
| 6,499 | 22,656 | 1 |
Y
|
No
| 13 | 3 | 3 | 80 | 0 | 6 | 3 | 3 | 6 | 5 | 0 | 3 |
45 |
No
|
Travel_Rarely
| 1,339 |
Research & Development
| 7 | 3 |
Life Sciences
| 1 | 86 | 2 |
Male
| 59 | 3 | 3 |
Research Scientist
| 1 |
Divorced
| 9,724 | 18,787 | 2 |
Y
|
No
| 17 | 3 | 3 | 80 | 1 | 25 | 2 | 3 | 1 | 0 | 0 | 0 |
35 |
No
|
Travel_Frequently
| 664 |
Research & Development
| 1 | 3 |
Medical
| 1 | 88 | 2 |
Male
| 79 | 3 | 1 |
Research Scientist
| 1 |
Married
| 2,194 | 5,868 | 4 |
Y
|
No
| 13 | 3 | 4 | 80 | 1 | 5 | 2 | 2 | 3 | 2 | 1 | 2 |
36 |
Yes
|
Travel_Rarely
| 318 |
Research & Development
| 9 | 3 |
Medical
| 1 | 90 | 4 |
Male
| 79 | 2 | 1 |
Research Scientist
| 3 |
Married
| 3,388 | 21,777 | 0 |
Y
|
Yes
| 17 | 3 | 1 | 80 | 1 | 2 | 0 | 2 | 1 | 0 | 0 | 0 |
59 |
No
|
Travel_Frequently
| 1,225 |
Sales
| 1 | 1 |
Life Sciences
| 1 | 91 | 1 |
Female
| 57 | 2 | 2 |
Sales Executive
| 3 |
Single
| 5,473 | 24,668 | 7 |
Y
|
No
| 11 | 3 | 4 | 80 | 0 | 20 | 2 | 2 | 4 | 3 | 1 | 3 |
29 |
No
|
Travel_Rarely
| 1,328 |
Research & Development
| 2 | 3 |
Life Sciences
| 1 | 94 | 3 |
Male
| 76 | 3 | 1 |
Research Scientist
| 2 |
Married
| 2,703 | 4,956 | 0 |
Y
|
No
| 23 | 4 | 4 | 80 | 1 | 6 | 3 | 3 | 5 | 4 | 0 | 4 |
31 |
No
|
Travel_Rarely
| 1,082 |
Research & Development
| 1 | 4 |
Medical
| 1 | 95 | 3 |
Male
| 87 | 3 | 1 |
Research Scientist
| 2 |
Single
| 2,501 | 18,775 | 1 |
Y
|
No
| 17 | 3 | 2 | 80 | 0 | 1 | 4 | 3 | 1 | 1 | 1 | 0 |
32 |
No
|
Travel_Rarely
| 548 |
Research & Development
| 1 | 3 |
Life Sciences
| 1 | 96 | 2 |
Male
| 66 | 3 | 2 |
Research Scientist
| 2 |
Married
| 6,220 | 7,346 | 1 |
Y
|
No
| 17 | 3 | 2 | 80 | 2 | 10 | 3 | 3 | 10 | 4 | 0 | 9 |
36 |
No
|
Travel_Rarely
| 132 |
Research & Development
| 6 | 3 |
Life Sciences
| 1 | 97 | 2 |
Female
| 55 | 4 | 1 |
Laboratory Technician
| 4 |
Married
| 3,038 | 22,002 | 3 |
Y
|
No
| 12 | 3 | 2 | 80 | 0 | 5 | 3 | 3 | 1 | 0 | 0 | 0 |
31 |
No
|
Travel_Rarely
| 746 |
Research & Development
| 8 | 4 |
Life Sciences
| 1 | 98 | 3 |
Female
| 61 | 3 | 2 |
Manufacturing Director
| 4 |
Single
| 4,424 | 20,682 | 1 |
Y
|
No
| 23 | 4 | 4 | 80 | 0 | 11 | 2 | 3 | 11 | 7 | 1 | 8 |
35 |
No
|
Travel_Rarely
| 776 |
Sales
| 1 | 4 |
Marketing
| 1 | 100 | 3 |
Male
| 32 | 2 | 2 |
Sales Executive
| 1 |
Single
| 4,312 | 23,016 | 0 |
Y
|
No
| 14 | 3 | 2 | 80 | 0 | 16 | 2 | 3 | 15 | 13 | 2 | 8 |
45 |
No
|
Travel_Rarely
| 193 |
Research & Development
| 6 | 4 |
Other
| 1 | 101 | 4 |
Male
| 52 | 3 | 3 |
Research Director
| 1 |
Married
| 13,245 | 15,067 | 4 |
Y
|
Yes
| 14 | 3 | 2 | 80 | 0 | 17 | 3 | 4 | 0 | 0 | 0 | 0 |
37 |
No
|
Travel_Rarely
| 397 |
Research & Development
| 7 | 4 |
Medical
| 1 | 102 | 1 |
Male
| 30 | 3 | 3 |
Research Director
| 3 |
Single
| 13,664 | 25,258 | 4 |
Y
|
No
| 13 | 3 | 1 | 80 | 0 | 16 | 3 | 4 | 5 | 2 | 0 | 2 |
46 |
No
|
Travel_Rarely
| 945 |
Human Resources
| 5 | 2 |
Medical
| 1 | 103 | 2 |
Male
| 80 | 3 | 2 |
Human Resources
| 2 |
Divorced
| 5,021 | 10,425 | 8 |
Y
|
Yes
| 22 | 4 | 4 | 80 | 1 | 16 | 2 | 3 | 4 | 2 | 0 | 2 |
30 |
No
|
Travel_Rarely
| 852 |
Research & Development
| 1 | 1 |
Life Sciences
| 1 | 104 | 4 |
Male
| 55 | 2 | 2 |
Laboratory Technician
| 4 |
Married
| 5,126 | 15,998 | 1 |
Y
|
Yes
| 12 | 3 | 3 | 80 | 2 | 10 | 1 | 2 | 10 | 8 | 3 | 0 |
35 |
No
|
Travel_Rarely
| 1,214 |
Research & Development
| 1 | 3 |
Medical
| 1 | 105 | 2 |
Male
| 30 | 2 | 1 |
Research Scientist
| 3 |
Single
| 2,859 | 26,278 | 1 |
Y
|
No
| 18 | 3 | 1 | 80 | 0 | 6 | 3 | 3 | 6 | 4 | 0 | 4 |
55 |
No
|
Travel_Rarely
| 111 |
Sales
| 1 | 2 |
Life Sciences
| 1 | 106 | 1 |
Male
| 70 | 3 | 3 |
Sales Executive
| 4 |
Married
| 10,239 | 18,092 | 3 |
Y
|
No
| 14 | 3 | 4 | 80 | 1 | 24 | 4 | 3 | 1 | 0 | 1 | 0 |
38 |
No
|
Non-Travel
| 573 |
Research & Development
| 6 | 3 |
Medical
| 1 | 107 | 2 |
Female
| 79 | 1 | 2 |
Research Scientist
| 4 |
Divorced
| 5,329 | 15,717 | 7 |
Y
|
Yes
| 12 | 3 | 4 | 80 | 3 | 17 | 3 | 3 | 13 | 11 | 1 | 9 |
34 |
No
|
Travel_Rarely
| 1,153 |
Research & Development
| 1 | 2 |
Medical
| 1 | 110 | 1 |
Male
| 94 | 3 | 2 |
Manufacturing Director
| 2 |
Married
| 4,325 | 17,736 | 1 |
Y
|
No
| 15 | 3 | 3 | 80 | 0 | 5 | 2 | 3 | 5 | 2 | 1 | 3 |
56 |
No
|
Travel_Rarely
| 1,400 |
Research & Development
| 7 | 3 |
Life Sciences
| 1 | 112 | 4 |
Male
| 49 | 1 | 3 |
Manufacturing Director
| 4 |
Single
| 7,260 | 21,698 | 4 |
Y
|
No
| 11 | 3 | 1 | 80 | 0 | 37 | 3 | 2 | 6 | 4 | 0 | 2 |
23 |
No
|
Travel_Rarely
| 541 |
Sales
| 2 | 1 |
Technical Degree
| 1 | 113 | 3 |
Male
| 62 | 3 | 1 |
Sales Representative
| 1 |
Divorced
| 2,322 | 9,518 | 3 |
Y
|
No
| 13 | 3 | 3 | 80 | 1 | 3 | 3 | 3 | 0 | 0 | 0 | 0 |
51 |
No
|
Travel_Rarely
| 432 |
Research & Development
| 9 | 4 |
Life Sciences
| 1 | 116 | 4 |
Male
| 96 | 3 | 1 |
Laboratory Technician
| 4 |
Married
| 2,075 | 18,725 | 3 |
Y
|
No
| 23 | 4 | 2 | 80 | 2 | 10 | 4 | 3 | 4 | 2 | 0 | 3 |
30 |
No
|
Travel_Rarely
| 288 |
Research & Development
| 2 | 3 |
Life Sciences
| 1 | 117 | 3 |
Male
| 99 | 2 | 2 |
Healthcare Representative
| 4 |
Married
| 4,152 | 15,830 | 1 |
Y
|
No
| 19 | 3 | 1 | 80 | 3 | 11 | 3 | 3 | 11 | 10 | 10 | 8 |
46 |
Yes
|
Travel_Rarely
| 669 |
Sales
| 9 | 2 |
Medical
| 1 | 118 | 3 |
Male
| 64 | 2 | 3 |
Sales Executive
| 4 |
Single
| 9,619 | 13,596 | 1 |
Y
|
No
| 16 | 3 | 4 | 80 | 0 | 9 | 3 | 3 | 9 | 8 | 4 | 7 |
40 |
No
|
Travel_Frequently
| 530 |
Research & Development
| 1 | 4 |
Life Sciences
| 1 | 119 | 3 |
Male
| 78 | 2 | 4 |
Healthcare Representative
| 2 |
Married
| 13,503 | 14,115 | 1 |
Y
|
No
| 22 | 4 | 4 | 80 | 1 | 22 | 3 | 2 | 22 | 3 | 11 | 11 |
51 |
No
|
Travel_Rarely
| 632 |
Sales
| 21 | 4 |
Marketing
| 1 | 120 | 3 |
Male
| 71 | 3 | 2 |
Sales Executive
| 4 |
Single
| 5,441 | 8,423 | 0 |
Y
|
Yes
| 22 | 4 | 4 | 80 | 0 | 11 | 2 | 1 | 10 | 7 | 1 | 0 |
30 |
No
|
Travel_Rarely
| 1,334 |
Sales
| 4 | 2 |
Medical
| 1 | 121 | 3 |
Female
| 63 | 2 | 2 |
Sales Executive
| 2 |
Divorced
| 5,209 | 19,760 | 1 |
Y
|
Yes
| 12 | 3 | 2 | 80 | 3 | 11 | 4 | 2 | 11 | 8 | 2 | 7 |
46 |
No
|
Travel_Frequently
| 638 |
Research & Development
| 1 | 3 |
Medical
| 1 | 124 | 3 |
Male
| 40 | 2 | 3 |
Healthcare Representative
| 1 |
Married
| 10,673 | 3,142 | 2 |
Y
|
Yes
| 13 | 3 | 3 | 80 | 1 | 21 | 5 | 2 | 10 | 9 | 9 | 5 |
32 |
No
|
Travel_Rarely
| 1,093 |
Sales
| 6 | 4 |
Medical
| 1 | 125 | 2 |
Male
| 87 | 3 | 2 |
Sales Executive
| 3 |
Single
| 5,010 | 24,301 | 1 |
Y
|
No
| 16 | 3 | 1 | 80 | 0 | 12 | 0 | 3 | 11 | 8 | 5 | 7 |
54 |
No
|
Travel_Rarely
| 1,217 |
Research & Development
| 2 | 4 |
Technical Degree
| 1 | 126 | 1 |
Female
| 60 | 3 | 3 |
Research Director
| 3 |
Married
| 13,549 | 24,001 | 9 |
Y
|
No
| 12 | 3 | 1 | 80 | 1 | 16 | 5 | 1 | 4 | 3 | 0 | 3 |
24 |
No
|
Travel_Rarely
| 1,353 |
Sales
| 3 | 2 |
Other
| 1 | 128 | 1 |
Female
| 33 | 3 | 2 |
Sales Executive
| 3 |
Married
| 4,999 | 17,519 | 0 |
Y
|
No
| 21 | 4 | 1 | 80 | 1 | 4 | 2 | 2 | 3 | 2 | 0 | 2 |
28 |
No
|
Non-Travel
| 120 |
Sales
| 4 | 3 |
Medical
| 1 | 129 | 2 |
Male
| 43 | 3 | 2 |
Sales Executive
| 3 |
Married
| 4,221 | 8,863 | 1 |
Y
|
No
| 15 | 3 | 2 | 80 | 0 | 5 | 3 | 4 | 5 | 4 | 0 | 4 |
58 |
No
|
Travel_Rarely
| 682 |
Sales
| 10 | 4 |
Medical
| 1 | 131 | 4 |
Male
| 37 | 3 | 4 |
Sales Executive
| 3 |
Single
| 13,872 | 24,409 | 0 |
Y
|
No
| 13 | 3 | 3 | 80 | 0 | 38 | 1 | 2 | 37 | 10 | 1 | 8 |
44 |
No
|
Non-Travel
| 489 |
Research & Development
| 23 | 3 |
Medical
| 1 | 132 | 2 |
Male
| 67 | 3 | 2 |
Laboratory Technician
| 2 |
Married
| 2,042 | 25,043 | 4 |
Y
|
No
| 12 | 3 | 3 | 80 | 1 | 17 | 3 | 4 | 3 | 2 | 1 | 2 |