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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
18 |
Yes
|
Non-Travel
| 412 |
Support
| 44 | 2 |
Technical Degree
| 1 | 901 | 3 |
Female
| 103 | 2 | 1 |
Research Director
| 3 |
Married
| 2,810 | 2,810 | 3 |
Y
|
No
| 46 | 3 | 4 | 80 | 4 | 17 | 6 | 3 | 1 | 1 | 1 | 1 |
37 |
No
|
Non-Travel
| 714 |
Software
| 29 | 4 |
Other
| 1 | 902 | 4 |
Male
| 40 | 4 | 4 |
Research Scientist
| 3 |
Divorced
| 22,329 | 66,987 | 2 |
Y
|
Yes
| 4 | 1 | 1 | 80 | 4 | 9 | 4 | 1 | 5 | 3 | 2 | 3 |
21 |
No
|
Travel_Rarely
| 233 |
Human Resources
| 49 | 3 |
Medical
| 1 | 903 | 1 |
Female
| 197 | 3 | 3 |
Laboratory Technician
| 3 |
Married
| 50,822 | 863,974 | 4 |
Y
|
No
| 33 | 1 | 2 | 80 | 1 | 6 | 6 | 3 | 3 | 2 | 3 | 3 |
28 |
Yes
|
Non-Travel
| 641 |
Sales
| 4 | 3 |
Human Resources
| 1 | 904 | 3 |
Female
| 125 | 3 | 3 |
Human Resources
| 1 |
Single
| 6,595 | 171,470 | 0 |
Y
|
Yes
| 39 | 4 | 1 | 80 | 3 | 31 | 2 | 1 | 16 | 3 | 4 | 5 |
28 |
Yes
|
Travel_Frequently
| 921 |
Human Resources
| 8 | 3 |
Marketing
| 1 | 905 | 2 |
Male
| 83 | 1 | 1 |
Manufacturing Director
| 4 |
Single
| 27,407 | 411,105 | 8 |
Y
|
No
| 47 | 3 | 4 | 80 | 3 | 31 | 4 | 1 | 11 | 9 | 11 | 8 |
40 |
No
|
Travel_Frequently
| 1,450 |
Human Resources
| 49 | 4 |
Life Sciences
| 1 | 906 | 1 |
Male
| 196 | 4 | 1 |
Research Scientist
| 2 |
Divorced
| 30,236 | 604,720 | 2 |
Y
|
Yes
| 2 | 4 | 2 | 80 | 1 | 10 | 6 | 2 | 1 | 1 | 1 | 1 |
29 |
Yes
|
Travel_Frequently
| 624 |
Research & Development
| 2 | 1 |
Human Resources
| 1 | 907 | 3 |
Male
| 156 | 3 | 1 |
Sales Representative
| 4 |
Married
| 49,654 | 248,270 | 7 |
Y
|
Yes
| 38 | 3 | 3 | 80 | 3 | 18 | 3 | 3 | 2 | 1 | 1 | 2 |
43 |
No
|
Travel_Rarely
| 115 |
Support
| 2 | 4 |
Marketing
| 1 | 908 | 1 |
Female
| 48 | 3 | 5 |
Manager
| 4 |
Single
| 34,772 | 243,404 | 3 |
Y
|
Yes
| 15 | 3 | 4 | 80 | 2 | 16 | 2 | 3 | 15 | 15 | 12 | 2 |
53 |
Yes
|
Travel_Frequently
| 1,314 |
Research & Development
| 43 | 5 |
Other
| 1 | 909 | 2 |
Female
| 183 | 3 | 5 |
Manager
| 4 |
Married
| 48,401 | 968,020 | 7 |
Y
|
No
| 35 | 1 | 3 | 80 | 2 | 35 | 1 | 2 | 12 | 2 | 6 | 2 |
52 |
No
|
Travel_Frequently
| 1,087 |
Sales
| 31 | 5 |
Medical
| 1 | 910 | 4 |
Female
| 133 | 4 | 4 |
Laboratory Technician
| 2 |
Divorced
| 47,115 | 1,413,450 | 8 |
Y
|
Yes
| 33 | 2 | 2 | 80 | 1 | 20 | 1 | 4 | 12 | 3 | 7 | 11 |
33 |
Yes
|
Travel_Frequently
| 1,109 |
Research & Development
| 13 | 2 |
Human Resources
| 1 | 911 | 2 |
Male
| 173 | 2 | 4 |
Manager
| 1 |
Married
| 40,474 | 1,214,220 | 2 |
Y
|
No
| 42 | 4 | 3 | 80 | 1 | 32 | 1 | 4 | 21 | 17 | 8 | 19 |
45 |
Yes
|
Non-Travel
| 1,372 |
Software
| 46 | 5 |
Human Resources
| 1 | 912 | 4 |
Female
| 58 | 1 | 3 |
Laboratory Technician
| 4 |
Divorced
| 10,696 | 224,616 | 6 |
Y
|
No
| 10 | 3 | 4 | 80 | 4 | 38 | 3 | 2 | 34 | 18 | 33 | 10 |
30 |
No
|
Travel_Frequently
| 1,026 |
Research & Development
| 33 | 1 |
Marketing
| 1 | 913 | 4 |
Male
| 78 | 4 | 2 |
Research Director
| 1 |
Married
| 27,689 | 470,713 | 0 |
Y
|
Yes
| 11 | 4 | 1 | 80 | 1 | 24 | 4 | 2 | 18 | 4 | 7 | 18 |
42 |
Yes
|
Travel_Frequently
| 913 |
Human Resources
| 32 | 5 |
Technical Degree
| 1 | 914 | 3 |
Male
| 135 | 2 | 5 |
Healthcare Representative
| 4 |
Single
| 16,007 | 480,210 | 2 |
Y
|
No
| 23 | 3 | 4 | 80 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 |
31 |
No
|
Non-Travel
| 736 |
Sales
| 46 | 5 |
Medical
| 1 | 915 | 1 |
Female
| 170 | 2 | 4 |
Developer
| 2 |
Divorced
| 21,044 | 210,440 | 4 |
Y
|
Yes
| 1 | 3 | 1 | 80 | 3 | 6 | 3 | 1 | 1 | 1 | 1 | 1 |
23 |
Yes
|
Non-Travel
| 1,476 |
Human Resources
| 38 | 2 |
Life Sciences
| 1 | 916 | 4 |
Female
| 156 | 4 | 4 |
Healthcare Representative
| 2 |
Divorced
| 47,744 | 477,440 | 8 |
Y
|
Yes
| 44 | 4 | 2 | 80 | 1 | 4 | 5 | 3 | 2 | 1 | 1 | 1 |
32 |
Yes
|
Travel_Frequently
| 248 |
Research & Development
| 11 | 2 |
Medical
| 1 | 917 | 4 |
Male
| 194 | 3 | 4 |
Developer
| 3 |
Divorced
| 1,048 | 20,960 | 8 |
Y
|
No
| 11 | 2 | 4 | 80 | 1 | 36 | 6 | 4 | 31 | 27 | 28 | 14 |
38 |
No
|
Travel_Rarely
| 970 |
Human Resources
| 9 | 3 |
Life Sciences
| 1 | 918 | 2 |
Male
| 92 | 3 | 2 |
Human Resources
| 2 |
Divorced
| 28,241 | 536,579 | 1 |
Y
|
Yes
| 5 | 2 | 2 | 80 | 3 | 29 | 2 | 1 | 3 | 1 | 3 | 3 |
29 |
No
|
Travel_Rarely
| 1,012 |
Software
| 4 | 5 |
Medical
| 1 | 919 | 1 |
Male
| 80 | 4 | 3 |
Sales Executive
| 3 |
Single
| 37,615 | 677,070 | 5 |
Y
|
No
| 48 | 3 | 4 | 80 | 3 | 35 | 2 | 1 | 27 | 5 | 10 | 22 |
43 |
Yes
|
Travel_Rarely
| 353 |
Support
| 47 | 4 |
Other
| 1 | 920 | 2 |
Female
| 76 | 3 | 2 |
Developer
| 3 |
Married
| 49,378 | 1,333,206 | 8 |
Y
|
No
| 35 | 3 | 1 | 80 | 3 | 35 | 1 | 3 | 22 | 15 | 4 | 10 |
37 |
Yes
|
Non-Travel
| 264 |
Sales
| 7 | 2 |
Human Resources
| 1 | 921 | 1 |
Male
| 68 | 1 | 3 |
Developer
| 1 |
Married
| 5,474 | 76,636 | 0 |
Y
|
No
| 19 | 2 | 3 | 80 | 3 | 40 | 6 | 1 | 33 | 2 | 7 | 31 |
20 |
Yes
|
Travel_Frequently
| 1,343 |
Sales
| 33 | 4 |
Other
| 1 | 922 | 1 |
Male
| 150 | 3 | 5 |
Manager
| 1 |
Divorced
| 47,656 | 619,528 | 4 |
Y
|
No
| 38 | 4 | 4 | 80 | 1 | 3 | 1 | 3 | 1 | 1 | 1 | 1 |
49 |
No
|
Travel_Frequently
| 805 |
Human Resources
| 41 | 4 |
Technical Degree
| 1 | 923 | 3 |
Female
| 197 | 4 | 4 |
Human Resources
| 4 |
Divorced
| 43,516 | 1,044,384 | 0 |
Y
|
No
| 41 | 2 | 3 | 80 | 3 | 13 | 5 | 3 | 2 | 2 | 2 | 1 |
53 |
No
|
Non-Travel
| 150 |
Research & Development
| 7 | 3 |
Medical
| 1 | 924 | 3 |
Female
| 138 | 3 | 1 |
Sales Executive
| 4 |
Single
| 39,620 | 1,069,740 | 4 |
Y
|
Yes
| 16 | 4 | 1 | 80 | 1 | 29 | 2 | 2 | 11 | 10 | 5 | 3 |
40 |
No
|
Non-Travel
| 1,327 |
Hardware
| 20 | 3 |
Other
| 1 | 925 | 2 |
Female
| 177 | 1 | 4 |
Manager
| 3 |
Divorced
| 19,028 | 570,840 | 2 |
Y
|
No
| 45 | 3 | 2 | 80 | 3 | 21 | 5 | 1 | 15 | 3 | 9 | 12 |
39 |
Yes
|
Travel_Frequently
| 1,004 |
Software
| 18 | 5 |
Medical
| 1 | 926 | 4 |
Female
| 50 | 4 | 4 |
Sales Representative
| 4 |
Divorced
| 47,322 | 757,152 | 7 |
Y
|
Yes
| 29 | 4 | 3 | 80 | 1 | 24 | 4 | 3 | 20 | 17 | 10 | 12 |
57 |
Yes
|
Travel_Rarely
| 1,394 |
Human Resources
| 38 | 5 |
Medical
| 1 | 927 | 2 |
Female
| 32 | 2 | 1 |
Developer
| 4 |
Divorced
| 20,249 | 141,743 | 4 |
Y
|
Yes
| 19 | 1 | 4 | 80 | 1 | 36 | 1 | 2 | 36 | 20 | 20 | 32 |
58 |
Yes
|
Travel_Frequently
| 751 |
Research & Development
| 23 | 3 |
Marketing
| 1 | 928 | 3 |
Male
| 87 | 3 | 2 |
Research Director
| 2 |
Married
| 6,014 | 180,420 | 6 |
Y
|
Yes
| 17 | 3 | 2 | 80 | 1 | 36 | 2 | 1 | 13 | 1 | 11 | 4 |
20 |
No
|
Travel_Rarely
| 880 |
Hardware
| 49 | 4 |
Medical
| 1 | 929 | 4 |
Female
| 42 | 1 | 1 |
Research Director
| 4 |
Married
| 13,179 | 250,401 | 2 |
Y
|
Yes
| 15 | 3 | 3 | 80 | 2 | 7 | 4 | 3 | 2 | 2 | 1 | 2 |
41 |
No
|
Travel_Frequently
| 1,203 |
Sales
| 9 | 2 |
Marketing
| 1 | 930 | 1 |
Female
| 47 | 1 | 1 |
Manager
| 3 |
Married
| 8,753 | 113,789 | 0 |
Y
|
No
| 17 | 1 | 3 | 80 | 3 | 11 | 3 | 1 | 11 | 1 | 6 | 3 |
37 |
Yes
|
Travel_Frequently
| 673 |
Research & Development
| 36 | 2 |
Medical
| 1 | 931 | 1 |
Male
| 118 | 3 | 5 |
Research Scientist
| 4 |
Single
| 11,086 | 155,204 | 3 |
Y
|
Yes
| 25 | 3 | 1 | 80 | 3 | 4 | 5 | 1 | 4 | 1 | 1 | 1 |
28 |
Yes
|
Non-Travel
| 1,240 |
Software
| 47 | 4 |
Technical Degree
| 1 | 932 | 3 |
Male
| 37 | 4 | 1 |
Research Scientist
| 2 |
Divorced
| 5,102 | 117,346 | 0 |
Y
|
No
| 4 | 4 | 1 | 80 | 3 | 2 | 6 | 2 | 1 | 1 | 1 | 1 |
36 |
Yes
|
Travel_Frequently
| 546 |
Sales
| 33 | 4 |
Life Sciences
| 1 | 933 | 2 |
Male
| 137 | 2 | 2 |
Healthcare Representative
| 2 |
Divorced
| 17,648 | 141,184 | 3 |
Y
|
No
| 26 | 1 | 2 | 80 | 4 | 17 | 6 | 1 | 8 | 2 | 7 | 1 |
54 |
Yes
|
Travel_Frequently
| 805 |
Human Resources
| 34 | 4 |
Human Resources
| 1 | 934 | 3 |
Male
| 152 | 4 | 2 |
Manufacturing Director
| 2 |
Single
| 33,630 | 470,820 | 0 |
Y
|
Yes
| 26 | 2 | 2 | 80 | 4 | 10 | 2 | 3 | 9 | 1 | 3 | 4 |
34 |
No
|
Travel_Frequently
| 309 |
Sales
| 39 | 1 |
Technical Degree
| 1 | 935 | 3 |
Female
| 87 | 1 | 4 |
Human Resources
| 2 |
Married
| 17,160 | 343,200 | 0 |
Y
|
No
| 38 | 2 | 4 | 80 | 2 | 40 | 6 | 1 | 18 | 1 | 18 | 5 |
53 |
No
|
Non-Travel
| 322 |
Research & Development
| 4 | 4 |
Marketing
| 1 | 936 | 2 |
Male
| 76 | 2 | 4 |
Research Director
| 2 |
Divorced
| 30,385 | 455,775 | 8 |
Y
|
No
| 39 | 4 | 3 | 80 | 1 | 6 | 3 | 4 | 1 | 1 | 1 | 1 |
33 |
Yes
|
Travel_Frequently
| 847 |
Human Resources
| 9 | 5 |
Life Sciences
| 1 | 937 | 3 |
Female
| 82 | 1 | 2 |
Sales Executive
| 2 |
Married
| 47,753 | 955,060 | 2 |
Y
|
No
| 4 | 2 | 2 | 80 | 4 | 25 | 2 | 3 | 13 | 5 | 3 | 3 |
32 |
No
|
Travel_Frequently
| 382 |
Sales
| 23 | 2 |
Medical
| 1 | 938 | 1 |
Female
| 116 | 3 | 4 |
Developer
| 1 |
Divorced
| 18,022 | 180,220 | 3 |
Y
|
Yes
| 26 | 2 | 3 | 80 | 1 | 33 | 5 | 3 | 12 | 6 | 12 | 3 |
25 |
No
|
Travel_Rarely
| 639 |
Research & Development
| 26 | 1 |
Technical Degree
| 1 | 939 | 4 |
Male
| 54 | 2 | 1 |
Manager
| 2 |
Single
| 6,057 | 163,539 | 3 |
Y
|
No
| 19 | 4 | 4 | 80 | 4 | 35 | 5 | 1 | 33 | 7 | 29 | 29 |
18 |
No
|
Non-Travel
| 1,289 |
Research & Development
| 48 | 5 |
Other
| 1 | 940 | 4 |
Female
| 101 | 2 | 5 |
Developer
| 1 |
Single
| 42,798 | 641,970 | 4 |
Y
|
Yes
| 45 | 1 | 3 | 80 | 1 | 20 | 5 | 1 | 3 | 3 | 1 | 3 |
53 |
No
|
Travel_Frequently
| 486 |
Support
| 29 | 1 |
Life Sciences
| 1 | 941 | 3 |
Male
| 124 | 4 | 4 |
Manufacturing Director
| 1 |
Single
| 44,248 | 132,744 | 0 |
Y
|
No
| 39 | 2 | 4 | 80 | 4 | 15 | 5 | 1 | 4 | 2 | 1 | 3 |
18 |
No
|
Travel_Frequently
| 1,057 |
Hardware
| 29 | 2 |
Medical
| 1 | 942 | 2 |
Female
| 128 | 4 | 2 |
Human Resources
| 1 |
Single
| 39,096 | 1,016,496 | 2 |
Y
|
No
| 4 | 1 | 2 | 80 | 4 | 30 | 3 | 4 | 2 | 1 | 1 | 2 |
30 |
Yes
|
Travel_Frequently
| 127 |
Support
| 20 | 2 |
Other
| 1 | 943 | 2 |
Female
| 151 | 3 | 1 |
Developer
| 4 |
Single
| 32,913 | 65,826 | 1 |
Y
|
No
| 23 | 1 | 3 | 80 | 1 | 8 | 1 | 1 | 6 | 4 | 4 | 5 |
29 |
No
|
Travel_Frequently
| 526 |
Sales
| 9 | 1 |
Medical
| 1 | 944 | 1 |
Female
| 191 | 4 | 2 |
Human Resources
| 3 |
Single
| 13,676 | 164,112 | 0 |
Y
|
No
| 37 | 3 | 2 | 80 | 3 | 6 | 5 | 4 | 5 | 5 | 1 | 3 |
59 |
Yes
|
Travel_Rarely
| 176 |
Research & Development
| 40 | 4 |
Other
| 1 | 945 | 2 |
Female
| 98 | 2 | 2 |
Manufacturing Director
| 3 |
Divorced
| 25,674 | 102,696 | 8 |
Y
|
No
| 19 | 3 | 3 | 80 | 2 | 34 | 2 | 2 | 26 | 23 | 7 | 20 |
56 |
Yes
|
Travel_Rarely
| 888 |
Human Resources
| 22 | 3 |
Technical Degree
| 1 | 946 | 2 |
Female
| 192 | 3 | 4 |
Manager
| 3 |
Married
| 4,345 | 126,005 | 5 |
Y
|
Yes
| 4 | 1 | 2 | 80 | 3 | 24 | 3 | 2 | 14 | 11 | 10 | 9 |
52 |
Yes
|
Travel_Frequently
| 764 |
Software
| 31 | 3 |
Medical
| 1 | 947 | 1 |
Male
| 108 | 2 | 2 |
Manufacturing Director
| 3 |
Married
| 24,008 | 600,200 | 0 |
Y
|
Yes
| 15 | 2 | 4 | 80 | 3 | 30 | 4 | 4 | 27 | 9 | 2 | 6 |
31 |
No
|
Travel_Frequently
| 190 |
Sales
| 25 | 3 |
Marketing
| 1 | 948 | 4 |
Female
| 186 | 2 | 5 |
Human Resources
| 1 |
Married
| 30,224 | 846,272 | 5 |
Y
|
Yes
| 16 | 2 | 1 | 80 | 2 | 21 | 2 | 1 | 8 | 6 | 2 | 6 |
41 |
No
|
Non-Travel
| 1,214 |
Human Resources
| 29 | 2 |
Other
| 1 | 949 | 2 |
Female
| 145 | 2 | 4 |
Laboratory Technician
| 1 |
Single
| 3,197 | 73,531 | 8 |
Y
|
Yes
| 38 | 1 | 4 | 80 | 4 | 33 | 2 | 1 | 25 | 24 | 6 | 14 |
32 |
Yes
|
Travel_Rarely
| 1,417 |
Human Resources
| 41 | 5 |
Life Sciences
| 1 | 950 | 4 |
Male
| 64 | 4 | 4 |
Sales Executive
| 1 |
Divorced
| 13,303 | 79,818 | 4 |
Y
|
No
| 27 | 1 | 4 | 80 | 3 | 26 | 6 | 2 | 10 | 2 | 5 | 8 |
30 |
Yes
|
Travel_Rarely
| 1,225 |
Software
| 1 | 5 |
Human Resources
| 1 | 951 | 1 |
Male
| 72 | 4 | 2 |
Developer
| 3 |
Married
| 22,855 | 479,955 | 7 |
Y
|
No
| 8 | 4 | 4 | 80 | 4 | 4 | 1 | 2 | 1 | 1 | 1 | 1 |
40 |
No
|
Non-Travel
| 215 |
Software
| 18 | 1 |
Technical Degree
| 1 | 952 | 2 |
Male
| 145 | 1 | 1 |
Sales Executive
| 2 |
Divorced
| 13,482 | 310,086 | 3 |
Y
|
No
| 25 | 4 | 1 | 80 | 1 | 9 | 6 | 3 | 4 | 4 | 4 | 3 |
33 |
Yes
|
Travel_Rarely
| 211 |
Software
| 26 | 1 |
Human Resources
| 1 | 953 | 1 |
Female
| 91 | 4 | 2 |
Laboratory Technician
| 2 |
Single
| 7,954 | 206,804 | 3 |
Y
|
Yes
| 4 | 2 | 3 | 80 | 2 | 25 | 4 | 1 | 25 | 23 | 13 | 13 |
36 |
Yes
|
Travel_Frequently
| 552 |
Research & Development
| 8 | 2 |
Life Sciences
| 1 | 954 | 2 |
Male
| 79 | 4 | 2 |
Research Director
| 3 |
Single
| 31,762 | 921,098 | 1 |
Y
|
No
| 39 | 3 | 1 | 80 | 3 | 28 | 3 | 4 | 7 | 5 | 1 | 6 |
20 |
No
|
Travel_Rarely
| 166 |
Human Resources
| 18 | 2 |
Other
| 1 | 955 | 3 |
Female
| 105 | 2 | 2 |
Healthcare Representative
| 3 |
Married
| 48,801 | 1,073,622 | 6 |
Y
|
Yes
| 6 | 3 | 1 | 80 | 2 | 7 | 6 | 1 | 3 | 1 | 1 | 1 |
37 |
Yes
|
Travel_Frequently
| 484 |
Human Resources
| 45 | 2 |
Human Resources
| 1 | 956 | 4 |
Female
| 182 | 2 | 1 |
Manager
| 4 |
Married
| 48,799 | 1,024,779 | 0 |
Y
|
No
| 14 | 3 | 3 | 80 | 4 | 8 | 3 | 2 | 6 | 1 | 5 | 5 |
22 |
No
|
Travel_Frequently
| 976 |
Software
| 22 | 3 |
Other
| 1 | 957 | 4 |
Male
| 84 | 1 | 1 |
Research Scientist
| 1 |
Single
| 30,897 | 556,146 | 4 |
Y
|
Yes
| 21 | 3 | 1 | 80 | 2 | 15 | 3 | 2 | 5 | 5 | 4 | 5 |
49 |
Yes
|
Travel_Rarely
| 1,216 |
Support
| 6 | 5 |
Human Resources
| 1 | 958 | 1 |
Male
| 145 | 4 | 4 |
Manufacturing Director
| 1 |
Divorced
| 28,493 | 541,367 | 4 |
Y
|
No
| 49 | 2 | 4 | 80 | 1 | 18 | 5 | 2 | 12 | 7 | 2 | 4 |
41 |
Yes
|
Travel_Frequently
| 1,287 |
Support
| 38 | 5 |
Technical Degree
| 1 | 959 | 3 |
Female
| 62 | 3 | 3 |
Sales Representative
| 2 |
Single
| 18,115 | 72,460 | 4 |
Y
|
Yes
| 15 | 3 | 3 | 80 | 3 | 13 | 1 | 4 | 10 | 6 | 9 | 9 |
50 |
No
|
Travel_Rarely
| 541 |
Human Resources
| 2 | 5 |
Other
| 1 | 960 | 3 |
Female
| 156 | 1 | 2 |
Manufacturing Director
| 1 |
Married
| 28,800 | 115,200 | 7 |
Y
|
Yes
| 23 | 3 | 2 | 80 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 1 |
36 |
Yes
|
Travel_Rarely
| 132 |
Support
| 1 | 2 |
Marketing
| 1 | 961 | 4 |
Male
| 61 | 3 | 1 |
Research Director
| 3 |
Divorced
| 25,135 | 377,025 | 8 |
Y
|
No
| 30 | 1 | 2 | 80 | 2 | 27 | 4 | 1 | 4 | 1 | 2 | 2 |
31 |
No
|
Travel_Rarely
| 728 |
Sales
| 17 | 5 |
Life Sciences
| 1 | 962 | 3 |
Female
| 149 | 1 | 4 |
Laboratory Technician
| 3 |
Single
| 24,465 | 269,115 | 5 |
Y
|
Yes
| 41 | 3 | 1 | 80 | 2 | 35 | 1 | 1 | 31 | 27 | 11 | 22 |
58 |
No
|
Travel_Rarely
| 523 |
Support
| 26 | 2 |
Medical
| 1 | 963 | 1 |
Male
| 196 | 2 | 2 |
Research Director
| 1 |
Divorced
| 27,582 | 220,656 | 5 |
Y
|
No
| 11 | 1 | 1 | 80 | 4 | 13 | 3 | 3 | 7 | 1 | 7 | 2 |
30 |
Yes
|
Travel_Frequently
| 1,057 |
Sales
| 50 | 1 |
Marketing
| 1 | 964 | 3 |
Female
| 101 | 2 | 2 |
Developer
| 1 |
Divorced
| 8,852 | 185,892 | 7 |
Y
|
No
| 25 | 1 | 4 | 80 | 1 | 25 | 3 | 2 | 6 | 4 | 5 | 3 |
25 |
No
|
Travel_Rarely
| 1,108 |
Hardware
| 34 | 3 |
Life Sciences
| 1 | 965 | 2 |
Male
| 126 | 2 | 3 |
Laboratory Technician
| 1 |
Married
| 20,781 | 270,153 | 7 |
Y
|
No
| 7 | 4 | 2 | 80 | 4 | 11 | 4 | 1 | 6 | 1 | 2 | 2 |
58 |
No
|
Non-Travel
| 154 |
Sales
| 27 | 4 |
Technical Degree
| 1 | 966 | 2 |
Male
| 57 | 1 | 3 |
Developer
| 4 |
Single
| 4,563 | 68,445 | 0 |
Y
|
Yes
| 29 | 1 | 3 | 80 | 1 | 3 | 5 | 2 | 3 | 3 | 3 | 3 |
26 |
No
|
Travel_Frequently
| 208 |
Research & Development
| 48 | 4 |
Technical Degree
| 1 | 967 | 4 |
Female
| 101 | 4 | 5 |
Research Director
| 4 |
Single
| 50,600 | 1,467,400 | 1 |
Y
|
Yes
| 27 | 4 | 1 | 80 | 2 | 39 | 5 | 2 | 10 | 1 | 9 | 5 |
37 |
Yes
|
Non-Travel
| 1,449 |
Hardware
| 44 | 1 |
Technical Degree
| 1 | 968 | 4 |
Male
| 176 | 3 | 3 |
Research Director
| 2 |
Divorced
| 25,036 | 100,144 | 0 |
Y
|
Yes
| 29 | 3 | 4 | 80 | 4 | 1 | 2 | 4 | 1 | 1 | 1 | 1 |
59 |
Yes
|
Travel_Rarely
| 452 |
Human Resources
| 31 | 5 |
Human Resources
| 1 | 969 | 4 |
Female
| 101 | 2 | 5 |
Manufacturing Director
| 1 |
Divorced
| 2,290 | 2,290 | 1 |
Y
|
No
| 31 | 1 | 1 | 80 | 3 | 6 | 2 | 4 | 5 | 3 | 4 | 4 |
44 |
No
|
Non-Travel
| 1,390 |
Hardware
| 39 | 3 |
Technical Degree
| 1 | 970 | 4 |
Female
| 63 | 2 | 1 |
Sales Executive
| 4 |
Single
| 41,806 | 167,224 | 4 |
Y
|
No
| 16 | 2 | 4 | 80 | 2 | 5 | 5 | 1 | 3 | 3 | 1 | 3 |
24 |
Yes
|
Non-Travel
| 1,173 |
Research & Development
| 42 | 4 |
Marketing
| 1 | 971 | 2 |
Female
| 85 | 4 | 2 |
Healthcare Representative
| 1 |
Single
| 45,773 | 1,190,098 | 3 |
Y
|
No
| 48 | 2 | 1 | 80 | 3 | 25 | 2 | 1 | 24 | 12 | 7 | 21 |
51 |
Yes
|
Travel_Rarely
| 641 |
Hardware
| 33 | 5 |
Medical
| 1 | 972 | 1 |
Male
| 157 | 2 | 5 |
Healthcare Representative
| 2 |
Divorced
| 24,616 | 393,856 | 3 |
Y
|
Yes
| 1 | 4 | 1 | 80 | 4 | 21 | 6 | 2 | 10 | 10 | 2 | 3 |
18 |
No
|
Non-Travel
| 1,127 |
Hardware
| 12 | 5 |
Human Resources
| 1 | 973 | 3 |
Male
| 160 | 3 | 2 |
Sales Representative
| 1 |
Divorced
| 48,311 | 434,799 | 1 |
Y
|
Yes
| 8 | 4 | 3 | 80 | 4 | 34 | 4 | 2 | 29 | 17 | 5 | 25 |
29 |
Yes
|
Travel_Rarely
| 405 |
Software
| 2 | 3 |
Medical
| 1 | 974 | 4 |
Male
| 97 | 4 | 5 |
Manufacturing Director
| 1 |
Divorced
| 34,067 | 783,541 | 6 |
Y
|
Yes
| 16 | 2 | 2 | 80 | 2 | 17 | 4 | 2 | 13 | 13 | 10 | 11 |
58 |
Yes
|
Travel_Frequently
| 796 |
Research & Development
| 33 | 1 |
Life Sciences
| 1 | 975 | 1 |
Female
| 194 | 4 | 2 |
Sales Executive
| 4 |
Single
| 28,002 | 224,016 | 8 |
Y
|
Yes
| 18 | 3 | 3 | 80 | 4 | 8 | 3 | 1 | 8 | 3 | 4 | 6 |
54 |
No
|
Travel_Rarely
| 984 |
Support
| 15 | 5 |
Other
| 1 | 976 | 4 |
Female
| 152 | 1 | 4 |
Healthcare Representative
| 3 |
Married
| 9,002 | 216,048 | 4 |
Y
|
No
| 44 | 1 | 4 | 80 | 1 | 1 | 4 | 4 | 1 | 1 | 1 | 1 |
24 |
No
|
Non-Travel
| 920 |
Research & Development
| 35 | 3 |
Other
| 1 | 977 | 3 |
Female
| 131 | 3 | 2 |
Manager
| 2 |
Single
| 34,023 | 340,230 | 1 |
Y
|
Yes
| 17 | 1 | 3 | 80 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 1 |
47 |
Yes
|
Travel_Frequently
| 434 |
Software
| 49 | 1 |
Technical Degree
| 1 | 978 | 4 |
Male
| 51 | 3 | 4 |
Sales Representative
| 2 |
Single
| 3,292 | 55,964 | 2 |
Y
|
Yes
| 45 | 2 | 1 | 80 | 4 | 6 | 1 | 4 | 3 | 2 | 2 | 3 |
48 |
Yes
|
Travel_Frequently
| 1,213 |
Software
| 26 | 5 |
Marketing
| 1 | 979 | 3 |
Female
| 139 | 1 | 2 |
Human Resources
| 4 |
Divorced
| 2,081 | 2,081 | 5 |
Y
|
No
| 14 | 1 | 2 | 80 | 1 | 11 | 3 | 3 | 8 | 4 | 4 | 8 |
35 |
No
|
Non-Travel
| 1,318 |
Software
| 12 | 1 |
Technical Degree
| 1 | 980 | 1 |
Female
| 176 | 4 | 2 |
Laboratory Technician
| 1 |
Single
| 39,229 | 196,145 | 4 |
Y
|
Yes
| 38 | 1 | 2 | 80 | 2 | 27 | 5 | 2 | 3 | 2 | 1 | 2 |
21 |
No
|
Travel_Rarely
| 835 |
Hardware
| 41 | 1 |
Medical
| 1 | 981 | 3 |
Male
| 36 | 1 | 2 |
Research Director
| 2 |
Married
| 45,984 | 965,664 | 5 |
Y
|
Yes
| 6 | 4 | 1 | 80 | 1 | 6 | 5 | 2 | 1 | 1 | 1 | 1 |
56 |
Yes
|
Non-Travel
| 314 |
Sales
| 1 | 5 |
Other
| 1 | 982 | 3 |
Male
| 61 | 1 | 1 |
Developer
| 4 |
Single
| 7,215 | 101,010 | 7 |
Y
|
No
| 17 | 2 | 4 | 80 | 2 | 35 | 5 | 4 | 10 | 9 | 2 | 3 |
39 |
Yes
|
Non-Travel
| 1,064 |
Software
| 3 | 3 |
Human Resources
| 1 | 983 | 1 |
Female
| 112 | 1 | 1 |
Sales Executive
| 3 |
Divorced
| 8,792 | 254,968 | 5 |
Y
|
No
| 25 | 3 | 2 | 80 | 2 | 26 | 3 | 1 | 25 | 11 | 4 | 21 |
44 |
Yes
|
Travel_Rarely
| 188 |
Software
| 50 | 5 |
Technical Degree
| 1 | 984 | 3 |
Male
| 105 | 2 | 3 |
Laboratory Technician
| 4 |
Married
| 3,916 | 31,328 | 0 |
Y
|
Yes
| 48 | 1 | 3 | 80 | 3 | 27 | 5 | 4 | 2 | 1 | 2 | 2 |
19 |
Yes
|
Non-Travel
| 1,216 |
Human Resources
| 10 | 2 |
Other
| 1 | 985 | 4 |
Female
| 163 | 1 | 5 |
Healthcare Representative
| 4 |
Married
| 9,471 | 151,536 | 8 |
Y
|
Yes
| 10 | 3 | 4 | 80 | 4 | 28 | 1 | 2 | 22 | 16 | 16 | 6 |
38 |
No
|
Travel_Frequently
| 1,379 |
Research & Development
| 28 | 2 |
Marketing
| 1 | 986 | 2 |
Male
| 139 | 4 | 5 |
Developer
| 2 |
Divorced
| 13,585 | 366,795 | 8 |
Y
|
Yes
| 6 | 3 | 2 | 80 | 3 | 32 | 5 | 3 | 29 | 14 | 27 | 4 |
35 |
No
|
Non-Travel
| 198 |
Sales
| 35 | 3 |
Marketing
| 1 | 987 | 1 |
Male
| 111 | 3 | 4 |
Manager
| 1 |
Married
| 33,494 | 100,482 | 0 |
Y
|
Yes
| 3 | 1 | 1 | 80 | 4 | 32 | 6 | 1 | 3 | 2 | 1 | 3 |
51 |
Yes
|
Travel_Rarely
| 813 |
Software
| 7 | 5 |
Life Sciences
| 1 | 988 | 1 |
Male
| 185 | 4 | 3 |
Manufacturing Director
| 2 |
Divorced
| 49,739 | 348,173 | 6 |
Y
|
Yes
| 45 | 3 | 3 | 80 | 3 | 18 | 3 | 4 | 7 | 1 | 4 | 7 |
37 |
Yes
|
Travel_Frequently
| 1,020 |
Human Resources
| 26 | 3 |
Life Sciences
| 1 | 989 | 1 |
Male
| 159 | 1 | 5 |
Research Director
| 4 |
Divorced
| 28,326 | 254,934 | 6 |
Y
|
No
| 28 | 4 | 3 | 80 | 2 | 12 | 1 | 3 | 10 | 8 | 9 | 7 |
38 |
No
|
Non-Travel
| 697 |
Software
| 34 | 5 |
Life Sciences
| 1 | 990 | 1 |
Female
| 189 | 1 | 4 |
Human Resources
| 2 |
Married
| 36,874 | 405,614 | 5 |
Y
|
Yes
| 22 | 3 | 1 | 80 | 3 | 29 | 6 | 1 | 7 | 5 | 3 | 3 |
20 |
No
|
Travel_Rarely
| 533 |
Support
| 6 | 5 |
Technical Degree
| 1 | 991 | 2 |
Male
| 164 | 4 | 2 |
Sales Representative
| 1 |
Divorced
| 27,223 | 490,014 | 1 |
Y
|
Yes
| 21 | 3 | 4 | 80 | 1 | 39 | 3 | 1 | 33 | 6 | 4 | 30 |
25 |
Yes
|
Travel_Frequently
| 998 |
Human Resources
| 21 | 1 |
Marketing
| 1 | 992 | 4 |
Male
| 49 | 1 | 2 |
Healthcare Representative
| 4 |
Married
| 24,401 | 122,005 | 4 |
Y
|
No
| 27 | 4 | 3 | 80 | 3 | 37 | 5 | 3 | 24 | 22 | 1 | 16 |
21 |
Yes
|
Travel_Rarely
| 256 |
Support
| 9 | 5 |
Life Sciences
| 1 | 993 | 4 |
Male
| 37 | 1 | 3 |
Healthcare Representative
| 4 |
Divorced
| 37,299 | 671,382 | 1 |
Y
|
No
| 12 | 3 | 4 | 80 | 1 | 17 | 1 | 2 | 9 | 8 | 6 | 6 |
28 |
No
|
Travel_Rarely
| 1,466 |
Support
| 39 | 5 |
Marketing
| 1 | 994 | 4 |
Male
| 72 | 3 | 2 |
Sales Executive
| 2 |
Married
| 37,504 | 825,088 | 0 |
Y
|
Yes
| 48 | 2 | 1 | 80 | 3 | 28 | 3 | 2 | 16 | 3 | 10 | 12 |
28 |
Yes
|
Travel_Rarely
| 246 |
Sales
| 50 | 2 |
Life Sciences
| 1 | 995 | 2 |
Female
| 77 | 4 | 3 |
Manufacturing Director
| 3 |
Divorced
| 40,280 | 684,760 | 6 |
Y
|
No
| 39 | 3 | 1 | 80 | 4 | 15 | 4 | 2 | 2 | 1 | 1 | 2 |
21 |
No
|
Travel_Frequently
| 201 |
Research & Development
| 13 | 2 |
Marketing
| 1 | 996 | 4 |
Female
| 165 | 1 | 1 |
Manager
| 3 |
Single
| 32,097 | 674,037 | 5 |
Y
|
Yes
| 24 | 4 | 2 | 80 | 2 | 11 | 1 | 3 | 9 | 8 | 9 | 6 |
31 |
Yes
|
Non-Travel
| 1,354 |
Sales
| 9 | 1 |
Technical Degree
| 1 | 997 | 1 |
Male
| 41 | 4 | 3 |
Laboratory Technician
| 1 |
Single
| 16,894 | 152,046 | 3 |
Y
|
No
| 20 | 4 | 4 | 80 | 2 | 4 | 5 | 1 | 3 | 1 | 1 | 1 |
46 |
No
|
Travel_Frequently
| 1,345 |
Support
| 36 | 4 |
Life Sciences
| 1 | 998 | 3 |
Male
| 49 | 4 | 5 |
Manager
| 3 |
Single
| 33,565 | 335,650 | 0 |
Y
|
Yes
| 36 | 4 | 4 | 80 | 2 | 28 | 1 | 3 | 14 | 2 | 12 | 14 |
55 |
No
|
Travel_Rarely
| 939 |
Support
| 49 | 2 |
Technical Degree
| 1 | 999 | 2 |
Female
| 85 | 2 | 5 |
Research Scientist
| 4 |
Married
| 18,329 | 256,606 | 8 |
Y
|
Yes
| 44 | 4 | 1 | 80 | 1 | 17 | 3 | 2 | 3 | 2 | 3 | 3 |
30 |
No
|
Travel_Rarely
| 1,350 |
Software
| 15 | 4 |
Life Sciences
| 1 | 1,000 | 1 |
Female
| 79 | 3 | 1 |
Human Resources
| 2 |
Married
| 1,487 | 4,461 | 4 |
Y
|
Yes
| 44 | 4 | 2 | 80 | 2 | 24 | 2 | 2 | 9 | 9 | 9 | 3 |
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