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
|
Travel_Frequently
| 595 |
Sales
| 3 | 5 |
Marketing
| 1 | 4,201 | 3 |
Female
| 186 | 4 | 1 |
Research Director
| 1 |
Married
| 47,088 | 565,056 | 8 |
Y
|
No
| 17 | 3 | 3 | 80 | 2 | 21 | 6 | 4 | 17 | 1 | 10 | 16 |
28 |
Yes
|
Travel_Frequently
| 632 |
Sales
| 12 | 1 |
Technical Degree
| 1 | 4,202 | 1 |
Female
| 91 | 2 | 3 |
Sales Executive
| 2 |
Single
| 17,812 | 338,428 | 6 |
Y
|
No
| 3 | 3 | 2 | 80 | 3 | 24 | 6 | 2 | 16 | 4 | 9 | 5 |
19 |
Yes
|
Non-Travel
| 316 |
Hardware
| 19 | 3 |
Life Sciences
| 1 | 4,203 | 3 |
Female
| 118 | 1 | 1 |
Laboratory Technician
| 2 |
Married
| 3,840 | 49,920 | 4 |
Y
|
No
| 25 | 4 | 2 | 80 | 4 | 35 | 5 | 4 | 3 | 3 | 2 | 3 |
40 |
No
|
Non-Travel
| 1,331 |
Sales
| 29 | 3 |
Human Resources
| 1 | 4,204 | 4 |
Female
| 200 | 4 | 2 |
Research Scientist
| 2 |
Divorced
| 21,035 | 105,175 | 3 |
Y
|
No
| 20 | 4 | 4 | 80 | 4 | 33 | 2 | 2 | 33 | 12 | 30 | 5 |
19 |
Yes
|
Non-Travel
| 854 |
Hardware
| 41 | 1 |
Other
| 1 | 4,205 | 2 |
Male
| 80 | 2 | 4 |
Healthcare Representative
| 3 |
Single
| 14,906 | 104,342 | 4 |
Y
|
No
| 16 | 2 | 3 | 80 | 4 | 28 | 5 | 1 | 9 | 5 | 7 | 4 |
39 |
No
|
Travel_Rarely
| 1,205 |
Support
| 29 | 2 |
Technical Degree
| 1 | 4,206 | 4 |
Female
| 180 | 2 | 3 |
Developer
| 2 |
Single
| 1,701 | 40,824 | 3 |
Y
|
Yes
| 7 | 1 | 2 | 80 | 2 | 21 | 6 | 4 | 9 | 4 | 1 | 5 |
32 |
No
|
Non-Travel
| 424 |
Support
| 32 | 1 |
Other
| 1 | 4,207 | 1 |
Male
| 142 | 2 | 5 |
Developer
| 3 |
Married
| 3,118 | 43,652 | 1 |
Y
|
No
| 32 | 4 | 3 | 80 | 1 | 33 | 3 | 2 | 15 | 4 | 7 | 6 |
29 |
Yes
|
Travel_Rarely
| 788 |
Sales
| 4 | 1 |
Marketing
| 1 | 4,208 | 2 |
Male
| 141 | 2 | 2 |
Healthcare Representative
| 1 |
Married
| 19,987 | 179,883 | 3 |
Y
|
Yes
| 24 | 4 | 4 | 80 | 3 | 30 | 3 | 3 | 4 | 1 | 1 | 1 |
59 |
Yes
|
Travel_Rarely
| 328 |
Support
| 2 | 4 |
Technical Degree
| 1 | 4,209 | 3 |
Female
| 68 | 4 | 5 |
Healthcare Representative
| 4 |
Married
| 25,125 | 175,875 | 4 |
Y
|
No
| 16 | 1 | 4 | 80 | 1 | 38 | 5 | 1 | 30 | 14 | 16 | 28 |
39 |
Yes
|
Travel_Rarely
| 1,156 |
Software
| 4 | 1 |
Marketing
| 1 | 4,210 | 1 |
Male
| 177 | 1 | 5 |
Research Director
| 2 |
Married
| 33,524 | 368,764 | 8 |
Y
|
Yes
| 37 | 4 | 1 | 80 | 4 | 29 | 3 | 4 | 20 | 15 | 17 | 14 |
38 |
No
|
Travel_Rarely
| 1,318 |
Sales
| 44 | 4 |
Human Resources
| 1 | 4,211 | 2 |
Male
| 66 | 3 | 2 |
Developer
| 1 |
Single
| 29,963 | 209,741 | 3 |
Y
|
Yes
| 8 | 2 | 4 | 80 | 4 | 7 | 5 | 1 | 7 | 2 | 2 | 3 |
51 |
Yes
|
Non-Travel
| 268 |
Sales
| 5 | 3 |
Human Resources
| 1 | 4,212 | 2 |
Female
| 164 | 4 | 4 |
Research Director
| 4 |
Divorced
| 16,414 | 492,420 | 6 |
Y
|
Yes
| 11 | 1 | 2 | 80 | 2 | 18 | 5 | 1 | 4 | 1 | 4 | 1 |
58 |
Yes
|
Travel_Frequently
| 993 |
Research & Development
| 40 | 2 |
Human Resources
| 1 | 4,213 | 2 |
Female
| 60 | 4 | 2 |
Human Resources
| 4 |
Divorced
| 28,756 | 862,680 | 8 |
Y
|
No
| 37 | 2 | 2 | 80 | 1 | 12 | 2 | 1 | 1 | 1 | 1 | 1 |
30 |
No
|
Non-Travel
| 865 |
Software
| 3 | 3 |
Other
| 1 | 4,214 | 4 |
Male
| 195 | 3 | 5 |
Healthcare Representative
| 1 |
Married
| 49,534 | 891,612 | 4 |
Y
|
No
| 19 | 4 | 2 | 80 | 4 | 29 | 3 | 3 | 4 | 4 | 4 | 3 |
37 |
Yes
|
Travel_Frequently
| 1,121 |
Human Resources
| 21 | 5 |
Other
| 1 | 4,215 | 4 |
Female
| 90 | 3 | 3 |
Manager
| 2 |
Single
| 48,986 | 146,958 | 5 |
Y
|
Yes
| 22 | 3 | 3 | 80 | 2 | 16 | 6 | 3 | 1 | 1 | 1 | 1 |
30 |
No
|
Travel_Rarely
| 822 |
Hardware
| 12 | 3 |
Medical
| 1 | 4,216 | 3 |
Female
| 30 | 2 | 2 |
Sales Representative
| 1 |
Married
| 24,327 | 194,616 | 2 |
Y
|
No
| 4 | 1 | 1 | 80 | 4 | 36 | 2 | 4 | 6 | 5 | 5 | 6 |
53 |
Yes
|
Travel_Rarely
| 489 |
Support
| 16 | 2 |
Other
| 1 | 4,217 | 4 |
Male
| 44 | 1 | 4 |
Sales Executive
| 2 |
Single
| 9,279 | 55,674 | 8 |
Y
|
No
| 27 | 4 | 2 | 80 | 4 | 24 | 5 | 2 | 15 | 14 | 2 | 14 |
58 |
No
|
Non-Travel
| 231 |
Research & Development
| 38 | 3 |
Marketing
| 1 | 4,218 | 1 |
Female
| 120 | 1 | 1 |
Research Director
| 2 |
Divorced
| 14,743 | 442,290 | 0 |
Y
|
No
| 5 | 1 | 2 | 80 | 3 | 32 | 3 | 4 | 22 | 3 | 18 | 18 |
30 |
Yes
|
Non-Travel
| 1,098 |
Software
| 40 | 4 |
Life Sciences
| 1 | 4,219 | 2 |
Male
| 199 | 3 | 2 |
Human Resources
| 3 |
Married
| 13,125 | 13,125 | 2 |
Y
|
No
| 2 | 4 | 3 | 80 | 2 | 25 | 2 | 3 | 8 | 3 | 7 | 8 |
37 |
No
|
Travel_Rarely
| 998 |
Support
| 3 | 1 |
Human Resources
| 1 | 4,220 | 3 |
Female
| 102 | 3 | 3 |
Manufacturing Director
| 2 |
Single
| 34,544 | 690,880 | 7 |
Y
|
Yes
| 48 | 4 | 3 | 80 | 2 | 26 | 2 | 4 | 9 | 7 | 8 | 7 |
45 |
No
|
Travel_Rarely
| 1,201 |
Hardware
| 13 | 3 |
Life Sciences
| 1 | 4,221 | 1 |
Male
| 194 | 3 | 4 |
Research Scientist
| 4 |
Divorced
| 22,490 | 157,430 | 2 |
Y
|
Yes
| 44 | 3 | 3 | 80 | 4 | 33 | 5 | 4 | 24 | 1 | 14 | 12 |
30 |
No
|
Non-Travel
| 318 |
Research & Development
| 44 | 2 |
Technical Degree
| 1 | 4,222 | 4 |
Male
| 134 | 1 | 2 |
Human Resources
| 1 |
Married
| 9,640 | 67,480 | 3 |
Y
|
Yes
| 4 | 1 | 3 | 80 | 4 | 14 | 4 | 1 | 10 | 2 | 1 | 2 |
29 |
Yes
|
Travel_Frequently
| 897 |
Sales
| 4 | 1 |
Life Sciences
| 1 | 4,223 | 2 |
Female
| 40 | 3 | 2 |
Research Director
| 2 |
Single
| 34,742 | 486,388 | 3 |
Y
|
Yes
| 34 | 3 | 1 | 80 | 2 | 24 | 1 | 3 | 9 | 9 | 9 | 9 |
31 |
Yes
|
Travel_Rarely
| 754 |
Human Resources
| 7 | 5 |
Marketing
| 1 | 4,224 | 1 |
Male
| 197 | 3 | 2 |
Human Resources
| 4 |
Married
| 7,657 | 107,198 | 6 |
Y
|
Yes
| 36 | 4 | 1 | 80 | 4 | 6 | 2 | 1 | 1 | 1 | 1 | 1 |
41 |
No
|
Non-Travel
| 1,483 |
Software
| 23 | 3 |
Other
| 1 | 4,225 | 4 |
Male
| 180 | 2 | 1 |
Manager
| 3 |
Divorced
| 48,842 | 1,318,734 | 2 |
Y
|
No
| 42 | 2 | 4 | 80 | 3 | 23 | 3 | 3 | 6 | 5 | 6 | 3 |
55 |
No
|
Travel_Frequently
| 1,137 |
Support
| 19 | 1 |
Life Sciences
| 1 | 4,226 | 3 |
Male
| 100 | 4 | 3 |
Developer
| 2 |
Single
| 29,413 | 852,977 | 0 |
Y
|
No
| 11 | 4 | 1 | 80 | 3 | 17 | 3 | 4 | 15 | 6 | 5 | 9 |
53 |
Yes
|
Travel_Frequently
| 1,161 |
Software
| 40 | 1 |
Technical Degree
| 1 | 4,227 | 2 |
Female
| 46 | 2 | 1 |
Sales Representative
| 2 |
Divorced
| 19,218 | 172,962 | 8 |
Y
|
No
| 43 | 3 | 4 | 80 | 3 | 33 | 1 | 1 | 18 | 7 | 18 | 18 |
30 |
No
|
Non-Travel
| 129 |
Research & Development
| 32 | 5 |
Technical Degree
| 1 | 4,228 | 3 |
Male
| 174 | 4 | 4 |
Research Scientist
| 3 |
Single
| 29,503 | 383,539 | 5 |
Y
|
Yes
| 11 | 4 | 4 | 80 | 4 | 17 | 2 | 1 | 2 | 1 | 1 | 1 |
26 |
No
|
Non-Travel
| 1,237 |
Hardware
| 32 | 5 |
Human Resources
| 1 | 4,229 | 2 |
Female
| 47 | 3 | 5 |
Laboratory Technician
| 3 |
Divorced
| 8,290 | 174,090 | 4 |
Y
|
Yes
| 24 | 3 | 3 | 80 | 3 | 36 | 6 | 4 | 4 | 4 | 4 | 4 |
25 |
Yes
|
Travel_Frequently
| 1,192 |
Hardware
| 25 | 4 |
Life Sciences
| 1 | 4,230 | 1 |
Female
| 174 | 4 | 3 |
Research Director
| 4 |
Single
| 45,665 | 502,315 | 4 |
Y
|
No
| 16 | 4 | 3 | 80 | 4 | 11 | 4 | 1 | 7 | 6 | 5 | 2 |
31 |
Yes
|
Travel_Frequently
| 873 |
Sales
| 41 | 2 |
Medical
| 1 | 4,231 | 4 |
Female
| 33 | 4 | 5 |
Research Scientist
| 4 |
Married
| 11,045 | 22,090 | 6 |
Y
|
Yes
| 21 | 3 | 4 | 80 | 1 | 38 | 1 | 1 | 10 | 5 | 5 | 1 |
45 |
Yes
|
Travel_Frequently
| 1,056 |
Sales
| 42 | 5 |
Marketing
| 1 | 4,232 | 2 |
Male
| 63 | 4 | 1 |
Manufacturing Director
| 1 |
Single
| 29,131 | 699,144 | 2 |
Y
|
No
| 11 | 3 | 4 | 80 | 4 | 35 | 5 | 1 | 34 | 10 | 12 | 22 |
29 |
No
|
Travel_Rarely
| 845 |
Research & Development
| 33 | 1 |
Technical Degree
| 1 | 4,233 | 3 |
Male
| 119 | 1 | 2 |
Research Scientist
| 1 |
Married
| 37,636 | 150,544 | 3 |
Y
|
No
| 10 | 4 | 2 | 80 | 2 | 15 | 4 | 4 | 7 | 3 | 5 | 2 |
27 |
No
|
Travel_Rarely
| 170 |
Research & Development
| 5 | 2 |
Other
| 1 | 4,234 | 2 |
Female
| 98 | 2 | 1 |
Research Scientist
| 4 |
Divorced
| 30,635 | 520,795 | 7 |
Y
|
No
| 6 | 1 | 1 | 80 | 4 | 19 | 4 | 4 | 19 | 15 | 10 | 18 |
27 |
No
|
Non-Travel
| 669 |
Human Resources
| 27 | 2 |
Medical
| 1 | 4,235 | 1 |
Female
| 60 | 4 | 4 |
Manager
| 2 |
Divorced
| 2,418 | 26,598 | 1 |
Y
|
No
| 22 | 4 | 4 | 80 | 3 | 21 | 1 | 1 | 4 | 1 | 4 | 1 |
21 |
Yes
|
Travel_Rarely
| 1,123 |
Support
| 5 | 3 |
Marketing
| 1 | 4,236 | 2 |
Male
| 61 | 3 | 5 |
Developer
| 2 |
Divorced
| 9,274 | 92,740 | 4 |
Y
|
No
| 47 | 1 | 3 | 80 | 2 | 16 | 2 | 2 | 11 | 11 | 1 | 7 |
29 |
No
|
Travel_Rarely
| 443 |
Sales
| 36 | 3 |
Other
| 1 | 4,237 | 4 |
Male
| 86 | 1 | 4 |
Research Scientist
| 4 |
Married
| 30,370 | 212,590 | 6 |
Y
|
Yes
| 9 | 4 | 3 | 80 | 4 | 12 | 6 | 1 | 9 | 5 | 6 | 1 |
22 |
No
|
Travel_Rarely
| 583 |
Hardware
| 11 | 2 |
Marketing
| 1 | 4,238 | 4 |
Male
| 77 | 4 | 3 |
Laboratory Technician
| 2 |
Divorced
| 43,913 | 483,043 | 2 |
Y
|
Yes
| 46 | 2 | 1 | 80 | 1 | 8 | 4 | 2 | 3 | 3 | 3 | 2 |
45 |
Yes
|
Travel_Frequently
| 880 |
Research & Development
| 26 | 3 |
Technical Degree
| 1 | 4,239 | 3 |
Male
| 140 | 1 | 5 |
Manufacturing Director
| 1 |
Single
| 4,334 | 99,682 | 1 |
Y
|
No
| 24 | 2 | 1 | 80 | 3 | 37 | 6 | 2 | 4 | 2 | 4 | 2 |
39 |
No
|
Travel_Frequently
| 296 |
Hardware
| 5 | 4 |
Medical
| 1 | 4,240 | 3 |
Female
| 63 | 3 | 4 |
Research Director
| 3 |
Married
| 39,312 | 904,176 | 0 |
Y
|
No
| 25 | 1 | 1 | 80 | 3 | 31 | 2 | 4 | 24 | 24 | 14 | 14 |
41 |
No
|
Travel_Frequently
| 951 |
Hardware
| 8 | 1 |
Marketing
| 1 | 4,241 | 2 |
Female
| 188 | 1 | 3 |
Manufacturing Director
| 2 |
Married
| 39,016 | 702,288 | 6 |
Y
|
No
| 13 | 1 | 3 | 80 | 1 | 14 | 4 | 4 | 10 | 7 | 1 | 9 |
25 |
Yes
|
Travel_Frequently
| 1,355 |
Sales
| 41 | 4 |
Marketing
| 1 | 4,242 | 4 |
Female
| 152 | 2 | 5 |
Human Resources
| 2 |
Divorced
| 31,665 | 474,975 | 4 |
Y
|
No
| 13 | 2 | 1 | 80 | 4 | 22 | 4 | 4 | 13 | 12 | 7 | 2 |
54 |
No
|
Travel_Frequently
| 1,344 |
Hardware
| 3 | 4 |
Marketing
| 1 | 4,243 | 2 |
Female
| 161 | 3 | 4 |
Research Director
| 4 |
Married
| 30,180 | 573,420 | 8 |
Y
|
Yes
| 0 | 1 | 2 | 80 | 2 | 15 | 1 | 4 | 8 | 4 | 6 | 3 |
27 |
No
|
Travel_Rarely
| 982 |
Research & Development
| 9 | 3 |
Life Sciences
| 1 | 4,244 | 1 |
Female
| 79 | 1 | 2 |
Healthcare Representative
| 2 |
Single
| 10,747 | 193,446 | 8 |
Y
|
No
| 44 | 3 | 3 | 80 | 3 | 8 | 6 | 1 | 3 | 1 | 3 | 1 |
45 |
Yes
|
Travel_Rarely
| 1,249 |
Hardware
| 6 | 2 |
Technical Degree
| 1 | 4,245 | 1 |
Male
| 51 | 3 | 1 |
Research Scientist
| 2 |
Single
| 39,975 | 399,750 | 0 |
Y
|
Yes
| 48 | 4 | 1 | 80 | 3 | 14 | 1 | 4 | 8 | 7 | 6 | 5 |
23 |
Yes
|
Travel_Rarely
| 163 |
Support
| 42 | 2 |
Marketing
| 1 | 4,246 | 2 |
Male
| 134 | 2 | 2 |
Sales Executive
| 2 |
Divorced
| 38,344 | 805,224 | 8 |
Y
|
Yes
| 45 | 2 | 1 | 80 | 2 | 16 | 3 | 1 | 9 | 6 | 1 | 8 |
32 |
No
|
Non-Travel
| 155 |
Hardware
| 15 | 4 |
Technical Degree
| 1 | 4,247 | 4 |
Female
| 196 | 2 | 4 |
Human Resources
| 2 |
Single
| 41,832 | 585,648 | 6 |
Y
|
Yes
| 49 | 3 | 4 | 80 | 2 | 22 | 5 | 4 | 4 | 2 | 2 | 3 |
32 |
No
|
Travel_Rarely
| 1,442 |
Hardware
| 2 | 2 |
Human Resources
| 1 | 4,248 | 4 |
Female
| 198 | 4 | 4 |
Laboratory Technician
| 4 |
Divorced
| 5,167 | 134,342 | 1 |
Y
|
No
| 0 | 4 | 3 | 80 | 3 | 13 | 5 | 4 | 10 | 8 | 4 | 6 |
52 |
No
|
Travel_Frequently
| 1,307 |
Hardware
| 40 | 3 |
Marketing
| 1 | 4,249 | 2 |
Female
| 121 | 4 | 4 |
Sales Executive
| 2 |
Divorced
| 10,869 | 130,428 | 5 |
Y
|
Yes
| 40 | 4 | 3 | 80 | 3 | 11 | 6 | 2 | 4 | 1 | 1 | 2 |
43 |
No
|
Non-Travel
| 333 |
Research & Development
| 25 | 1 |
Life Sciences
| 1 | 4,250 | 3 |
Female
| 96 | 2 | 2 |
Manager
| 3 |
Divorced
| 30,917 | 340,087 | 8 |
Y
|
No
| 4 | 3 | 3 | 80 | 3 | 15 | 4 | 4 | 14 | 12 | 11 | 5 |
55 |
No
|
Travel_Frequently
| 1,168 |
Support
| 19 | 4 |
Marketing
| 1 | 4,251 | 4 |
Male
| 165 | 1 | 3 |
Sales Representative
| 2 |
Married
| 8,243 | 74,187 | 5 |
Y
|
No
| 43 | 2 | 2 | 80 | 1 | 7 | 1 | 1 | 1 | 1 | 1 | 1 |
27 |
Yes
|
Non-Travel
| 760 |
Sales
| 32 | 1 |
Other
| 1 | 4,252 | 4 |
Male
| 65 | 2 | 5 |
Developer
| 4 |
Single
| 24,717 | 271,887 | 4 |
Y
|
Yes
| 6 | 3 | 3 | 80 | 3 | 4 | 2 | 2 | 1 | 1 | 1 | 1 |
51 |
No
|
Travel_Rarely
| 1,464 |
Sales
| 37 | 5 |
Marketing
| 1 | 4,253 | 4 |
Female
| 72 | 4 | 1 |
Manufacturing Director
| 1 |
Divorced
| 20,382 | 244,584 | 5 |
Y
|
No
| 39 | 2 | 4 | 80 | 1 | 24 | 3 | 4 | 5 | 2 | 2 | 1 |
52 |
No
|
Travel_Frequently
| 1,273 |
Hardware
| 46 | 2 |
Life Sciences
| 1 | 4,254 | 4 |
Female
| 48 | 1 | 2 |
Manufacturing Director
| 2 |
Divorced
| 35,575 | 426,900 | 5 |
Y
|
No
| 49 | 3 | 4 | 80 | 1 | 1 | 6 | 3 | 1 | 1 | 1 | 1 |
60 |
No
|
Non-Travel
| 849 |
Research & Development
| 49 | 1 |
Technical Degree
| 1 | 4,255 | 2 |
Female
| 60 | 4 | 4 |
Research Scientist
| 3 |
Single
| 26,541 | 371,574 | 8 |
Y
|
No
| 38 | 1 | 1 | 80 | 3 | 37 | 1 | 4 | 8 | 7 | 6 | 7 |
39 |
Yes
|
Travel_Frequently
| 1,356 |
Human Resources
| 23 | 5 |
Other
| 1 | 4,256 | 4 |
Female
| 121 | 3 | 1 |
Manager
| 4 |
Single
| 35,069 | 70,138 | 1 |
Y
|
No
| 17 | 1 | 1 | 80 | 3 | 15 | 1 | 3 | 3 | 2 | 1 | 3 |
55 |
Yes
|
Non-Travel
| 654 |
Research & Development
| 24 | 4 |
Technical Degree
| 1 | 4,257 | 3 |
Male
| 164 | 1 | 5 |
Healthcare Representative
| 3 |
Married
| 30,610 | 275,490 | 0 |
Y
|
No
| 12 | 2 | 1 | 80 | 2 | 33 | 6 | 1 | 21 | 19 | 9 | 20 |
43 |
Yes
|
Travel_Frequently
| 470 |
Research & Development
| 40 | 5 |
Medical
| 1 | 4,258 | 1 |
Female
| 166 | 2 | 4 |
Sales Representative
| 1 |
Single
| 36,959 | 184,795 | 5 |
Y
|
Yes
| 24 | 4 | 4 | 80 | 4 | 17 | 5 | 4 | 2 | 1 | 1 | 1 |
46 |
No
|
Travel_Rarely
| 681 |
Support
| 49 | 4 |
Technical Degree
| 1 | 4,259 | 2 |
Female
| 39 | 2 | 3 |
Developer
| 1 |
Married
| 5,623 | 112,460 | 2 |
Y
|
Yes
| 42 | 1 | 3 | 80 | 1 | 23 | 5 | 1 | 17 | 2 | 16 | 2 |
21 |
No
|
Travel_Rarely
| 654 |
Software
| 38 | 5 |
Marketing
| 1 | 4,260 | 3 |
Female
| 147 | 4 | 3 |
Manager
| 2 |
Divorced
| 20,888 | 543,088 | 6 |
Y
|
Yes
| 30 | 1 | 4 | 80 | 2 | 15 | 3 | 4 | 13 | 4 | 2 | 12 |
29 |
No
|
Non-Travel
| 585 |
Human Resources
| 19 | 2 |
Technical Degree
| 1 | 4,261 | 2 |
Female
| 68 | 4 | 3 |
Research Scientist
| 2 |
Married
| 11,898 | 214,164 | 4 |
Y
|
Yes
| 44 | 4 | 2 | 80 | 4 | 10 | 6 | 3 | 6 | 5 | 6 | 4 |
44 |
Yes
|
Travel_Frequently
| 1,427 |
Support
| 27 | 5 |
Life Sciences
| 1 | 4,262 | 4 |
Male
| 49 | 2 | 4 |
Healthcare Representative
| 1 |
Divorced
| 39,877 | 917,171 | 1 |
Y
|
Yes
| 4 | 1 | 4 | 80 | 1 | 30 | 6 | 1 | 22 | 4 | 2 | 19 |
26 |
No
|
Travel_Rarely
| 317 |
Sales
| 28 | 1 |
Life Sciences
| 1 | 4,263 | 1 |
Female
| 45 | 2 | 3 |
Manager
| 1 |
Single
| 12,246 | 24,492 | 4 |
Y
|
Yes
| 49 | 3 | 3 | 80 | 3 | 22 | 6 | 2 | 18 | 9 | 6 | 8 |
44 |
No
|
Travel_Rarely
| 1,298 |
Sales
| 23 | 3 |
Marketing
| 1 | 4,264 | 4 |
Female
| 73 | 3 | 3 |
Human Resources
| 2 |
Divorced
| 3,800 | 45,600 | 3 |
Y
|
Yes
| 33 | 1 | 1 | 80 | 4 | 24 | 6 | 1 | 11 | 6 | 6 | 5 |
39 |
Yes
|
Travel_Rarely
| 468 |
Support
| 35 | 2 |
Marketing
| 1 | 4,265 | 3 |
Female
| 141 | 4 | 4 |
Research Scientist
| 3 |
Single
| 20,188 | 343,196 | 8 |
Y
|
No
| 6 | 1 | 4 | 80 | 3 | 1 | 6 | 4 | 1 | 1 | 1 | 1 |
57 |
Yes
|
Travel_Rarely
| 954 |
Support
| 24 | 1 |
Marketing
| 1 | 4,266 | 1 |
Male
| 53 | 3 | 3 |
Manufacturing Director
| 2 |
Divorced
| 43,518 | 957,396 | 3 |
Y
|
Yes
| 13 | 4 | 1 | 80 | 1 | 15 | 4 | 1 | 12 | 7 | 5 | 6 |
35 |
Yes
|
Travel_Rarely
| 884 |
Support
| 15 | 2 |
Technical Degree
| 1 | 4,267 | 4 |
Female
| 161 | 1 | 2 |
Manager
| 2 |
Single
| 29,622 | 740,550 | 3 |
Y
|
No
| 37 | 4 | 2 | 80 | 4 | 17 | 6 | 1 | 16 | 7 | 9 | 11 |
60 |
No
|
Travel_Rarely
| 712 |
Hardware
| 42 | 2 |
Marketing
| 1 | 4,268 | 4 |
Female
| 146 | 4 | 5 |
Laboratory Technician
| 4 |
Divorced
| 22,866 | 160,062 | 5 |
Y
|
No
| 27 | 2 | 4 | 80 | 3 | 37 | 4 | 3 | 13 | 6 | 6 | 3 |
32 |
No
|
Travel_Rarely
| 493 |
Software
| 5 | 5 |
Human Resources
| 1 | 4,269 | 4 |
Female
| 172 | 4 | 1 |
Developer
| 1 |
Married
| 36,862 | 36,862 | 7 |
Y
|
No
| 25 | 2 | 1 | 80 | 4 | 22 | 2 | 4 | 13 | 1 | 8 | 3 |
40 |
No
|
Non-Travel
| 610 |
Support
| 28 | 4 |
Technical Degree
| 1 | 4,270 | 2 |
Male
| 124 | 1 | 4 |
Sales Representative
| 1 |
Divorced
| 28,179 | 563,580 | 2 |
Y
|
No
| 41 | 3 | 3 | 80 | 2 | 4 | 6 | 1 | 3 | 2 | 3 | 2 |
21 |
No
|
Non-Travel
| 229 |
Research & Development
| 39 | 1 |
Life Sciences
| 1 | 4,271 | 1 |
Female
| 144 | 3 | 4 |
Research Director
| 4 |
Married
| 28,512 | 826,848 | 6 |
Y
|
No
| 26 | 2 | 4 | 80 | 2 | 1 | 4 | 4 | 1 | 1 | 1 | 1 |
26 |
No
|
Travel_Rarely
| 625 |
Human Resources
| 45 | 2 |
Technical Degree
| 1 | 4,272 | 2 |
Female
| 116 | 4 | 2 |
Human Resources
| 2 |
Married
| 27,546 | 303,006 | 6 |
Y
|
No
| 7 | 4 | 3 | 80 | 2 | 39 | 4 | 3 | 1 | 1 | 1 | 1 |
51 |
No
|
Travel_Rarely
| 1,461 |
Software
| 2 | 3 |
Life Sciences
| 1 | 4,273 | 1 |
Male
| 50 | 2 | 1 |
Developer
| 3 |
Married
| 21,084 | 84,336 | 6 |
Y
|
Yes
| 32 | 2 | 4 | 80 | 3 | 34 | 4 | 4 | 11 | 7 | 3 | 8 |
42 |
No
|
Travel_Frequently
| 293 |
Human Resources
| 48 | 2 |
Medical
| 1 | 4,274 | 2 |
Male
| 190 | 4 | 5 |
Human Resources
| 3 |
Married
| 4,476 | 53,712 | 0 |
Y
|
Yes
| 37 | 2 | 1 | 80 | 3 | 24 | 3 | 4 | 13 | 10 | 13 | 12 |
42 |
No
|
Travel_Rarely
| 1,135 |
Software
| 11 | 5 |
Technical Degree
| 1 | 4,275 | 3 |
Male
| 34 | 4 | 5 |
Manufacturing Director
| 1 |
Divorced
| 50,820 | 101,640 | 6 |
Y
|
Yes
| 46 | 1 | 4 | 80 | 2 | 16 | 1 | 3 | 9 | 1 | 8 | 3 |
43 |
No
|
Travel_Frequently
| 126 |
Support
| 34 | 4 |
Marketing
| 1 | 4,276 | 2 |
Male
| 174 | 3 | 4 |
Sales Representative
| 4 |
Single
| 33,168 | 796,032 | 7 |
Y
|
No
| 2 | 1 | 4 | 80 | 4 | 30 | 1 | 3 | 8 | 6 | 8 | 4 |
33 |
Yes
|
Travel_Frequently
| 554 |
Research & Development
| 41 | 3 |
Marketing
| 1 | 4,277 | 4 |
Male
| 137 | 4 | 2 |
Research Scientist
| 4 |
Single
| 24,644 | 345,016 | 7 |
Y
|
Yes
| 9 | 3 | 2 | 80 | 1 | 19 | 6 | 1 | 4 | 3 | 4 | 3 |
35 |
No
|
Non-Travel
| 580 |
Sales
| 15 | 2 |
Technical Degree
| 1 | 4,278 | 1 |
Male
| 104 | 3 | 3 |
Manager
| 4 |
Single
| 25,067 | 125,335 | 4 |
Y
|
Yes
| 2 | 1 | 3 | 80 | 3 | 7 | 3 | 4 | 5 | 5 | 2 | 1 |
52 |
No
|
Travel_Rarely
| 260 |
Software
| 27 | 4 |
Life Sciences
| 1 | 4,279 | 2 |
Male
| 118 | 2 | 4 |
Research Director
| 4 |
Divorced
| 5,686 | 142,150 | 0 |
Y
|
Yes
| 27 | 3 | 1 | 80 | 1 | 17 | 5 | 4 | 12 | 11 | 11 | 8 |
19 |
No
|
Travel_Frequently
| 290 |
Hardware
| 47 | 1 |
Technical Degree
| 1 | 4,280 | 1 |
Female
| 49 | 4 | 5 |
Developer
| 4 |
Divorced
| 38,899 | 622,384 | 1 |
Y
|
Yes
| 31 | 2 | 4 | 80 | 2 | 15 | 3 | 1 | 9 | 8 | 3 | 7 |
48 |
No
|
Non-Travel
| 1,475 |
Software
| 30 | 5 |
Medical
| 1 | 4,281 | 4 |
Female
| 145 | 3 | 3 |
Sales Executive
| 2 |
Married
| 19,306 | 231,672 | 8 |
Y
|
No
| 7 | 1 | 2 | 80 | 4 | 23 | 3 | 1 | 22 | 19 | 4 | 22 |
27 |
Yes
|
Travel_Rarely
| 1,219 |
Support
| 40 | 2 |
Human Resources
| 1 | 4,282 | 1 |
Female
| 124 | 4 | 5 |
Sales Executive
| 1 |
Single
| 8,870 | 70,960 | 4 |
Y
|
Yes
| 7 | 1 | 1 | 80 | 1 | 28 | 6 | 1 | 14 | 4 | 1 | 6 |
33 |
Yes
|
Non-Travel
| 1,254 |
Human Resources
| 28 | 2 |
Life Sciences
| 1 | 4,283 | 1 |
Male
| 83 | 3 | 4 |
Human Resources
| 3 |
Married
| 28,079 | 280,790 | 7 |
Y
|
No
| 37 | 4 | 1 | 80 | 4 | 16 | 1 | 4 | 12 | 12 | 9 | 4 |
48 |
No
|
Travel_Frequently
| 735 |
Sales
| 5 | 4 |
Life Sciences
| 1 | 4,284 | 1 |
Female
| 35 | 2 | 5 |
Research Scientist
| 3 |
Single
| 8,213 | 164,260 | 4 |
Y
|
Yes
| 24 | 2 | 3 | 80 | 4 | 14 | 6 | 3 | 14 | 8 | 10 | 7 |
31 |
Yes
|
Travel_Frequently
| 1,116 |
Human Resources
| 40 | 4 |
Technical Degree
| 1 | 4,285 | 1 |
Female
| 103 | 3 | 1 |
Laboratory Technician
| 3 |
Single
| 36,646 | 806,212 | 6 |
Y
|
Yes
| 21 | 4 | 3 | 80 | 3 | 4 | 1 | 1 | 2 | 2 | 1 | 2 |
45 |
No
|
Travel_Rarely
| 1,367 |
Support
| 47 | 4 |
Technical Degree
| 1 | 4,286 | 2 |
Male
| 87 | 4 | 2 |
Human Resources
| 2 |
Single
| 27,781 | 722,306 | 3 |
Y
|
No
| 13 | 2 | 4 | 80 | 2 | 37 | 1 | 2 | 7 | 1 | 2 | 4 |
60 |
No
|
Non-Travel
| 197 |
Software
| 24 | 3 |
Technical Degree
| 1 | 4,287 | 1 |
Female
| 94 | 1 | 2 |
Research Scientist
| 2 |
Single
| 49,895 | 1,247,375 | 5 |
Y
|
Yes
| 48 | 4 | 3 | 80 | 2 | 36 | 3 | 2 | 15 | 8 | 3 | 9 |
51 |
No
|
Travel_Frequently
| 744 |
Human Resources
| 23 | 5 |
Technical Degree
| 1 | 4,288 | 3 |
Male
| 174 | 2 | 1 |
Sales Representative
| 2 |
Married
| 11,859 | 343,911 | 8 |
Y
|
No
| 48 | 3 | 3 | 80 | 2 | 36 | 1 | 1 | 29 | 6 | 24 | 2 |
46 |
Yes
|
Non-Travel
| 390 |
Hardware
| 32 | 1 |
Human Resources
| 1 | 4,289 | 3 |
Female
| 174 | 4 | 3 |
Developer
| 4 |
Married
| 20,398 | 305,970 | 6 |
Y
|
Yes
| 31 | 3 | 3 | 80 | 1 | 18 | 3 | 4 | 13 | 10 | 9 | 13 |
51 |
No
|
Travel_Rarely
| 184 |
Support
| 9 | 5 |
Technical Degree
| 1 | 4,290 | 4 |
Male
| 143 | 3 | 3 |
Research Scientist
| 4 |
Married
| 5,894 | 159,138 | 6 |
Y
|
No
| 9 | 3 | 1 | 80 | 2 | 36 | 6 | 4 | 25 | 7 | 11 | 11 |
27 |
No
|
Non-Travel
| 818 |
Sales
| 32 | 1 |
Medical
| 1 | 4,291 | 3 |
Male
| 31 | 3 | 1 |
Research Scientist
| 2 |
Divorced
| 33,544 | 771,512 | 5 |
Y
|
No
| 3 | 2 | 1 | 80 | 2 | 3 | 3 | 2 | 1 | 1 | 1 | 1 |
47 |
No
|
Non-Travel
| 726 |
Hardware
| 24 | 2 |
Life Sciences
| 1 | 4,292 | 3 |
Female
| 169 | 1 | 3 |
Research Scientist
| 3 |
Married
| 33,329 | 266,632 | 8 |
Y
|
No
| 4 | 1 | 2 | 80 | 3 | 17 | 4 | 2 | 1 | 1 | 1 | 1 |
35 |
Yes
|
Travel_Rarely
| 1,412 |
Human Resources
| 5 | 5 |
Life Sciences
| 1 | 4,293 | 2 |
Female
| 170 | 4 | 4 |
Developer
| 1 |
Single
| 41,300 | 247,800 | 5 |
Y
|
Yes
| 4 | 4 | 2 | 80 | 3 | 7 | 3 | 2 | 1 | 1 | 1 | 1 |
39 |
No
|
Non-Travel
| 571 |
Support
| 3 | 4 |
Life Sciences
| 1 | 4,294 | 4 |
Male
| 186 | 2 | 1 |
Laboratory Technician
| 1 |
Single
| 31,219 | 561,942 | 7 |
Y
|
No
| 10 | 3 | 3 | 80 | 4 | 32 | 5 | 3 | 21 | 21 | 2 | 11 |
32 |
No
|
Non-Travel
| 636 |
Human Resources
| 22 | 4 |
Medical
| 1 | 4,295 | 3 |
Female
| 138 | 3 | 5 |
Developer
| 1 |
Married
| 18,049 | 18,049 | 5 |
Y
|
No
| 0 | 2 | 1 | 80 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
34 |
No
|
Travel_Rarely
| 1,235 |
Support
| 30 | 4 |
Life Sciences
| 1 | 4,296 | 3 |
Male
| 190 | 3 | 1 |
Manufacturing Director
| 4 |
Divorced
| 36,831 | 773,451 | 3 |
Y
|
No
| 31 | 2 | 1 | 80 | 4 | 22 | 4 | 3 | 13 | 8 | 2 | 8 |
59 |
No
|
Non-Travel
| 820 |
Human Resources
| 48 | 1 |
Marketing
| 1 | 4,297 | 1 |
Female
| 140 | 1 | 2 |
Manager
| 1 |
Married
| 24,433 | 708,557 | 7 |
Y
|
No
| 8 | 2 | 1 | 80 | 1 | 4 | 2 | 1 | 3 | 2 | 2 | 1 |
53 |
Yes
|
Travel_Rarely
| 663 |
Research & Development
| 23 | 3 |
Human Resources
| 1 | 4,298 | 2 |
Female
| 164 | 2 | 4 |
Research Director
| 2 |
Single
| 29,901 | 687,723 | 7 |
Y
|
Yes
| 24 | 3 | 2 | 80 | 2 | 30 | 3 | 1 | 23 | 16 | 3 | 4 |
36 |
No
|
Travel_Frequently
| 1,267 |
Research & Development
| 33 | 5 |
Human Resources
| 1 | 4,299 | 2 |
Female
| 179 | 1 | 5 |
Manufacturing Director
| 3 |
Divorced
| 27,638 | 248,742 | 8 |
Y
|
Yes
| 39 | 1 | 3 | 80 | 4 | 16 | 5 | 1 | 2 | 1 | 1 | 1 |
59 |
Yes
|
Travel_Frequently
| 932 |
Research & Development
| 6 | 4 |
Human Resources
| 1 | 4,300 | 3 |
Female
| 192 | 1 | 1 |
Manufacturing Director
| 1 |
Single
| 47,750 | 1,002,750 | 2 |
Y
|
No
| 22 | 1 | 4 | 80 | 4 | 5 | 1 | 3 | 2 | 1 | 2 | 1 |
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