Age
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60
| Attrition
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values | BusinessTravel
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values | DailyRate
int64 100
1.5k
| Department
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values | DistanceFromHome
int64 1
50
| Education
int64 1
5
| EducationField
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values | EmployeeCount
int64 1
1
| EmployeeNumber
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5k
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| Gender
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values | HourlyRate
int64 30
200
| JobInvolvement
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values | JobSatisfaction
int64 1
4
| MaritalStatus
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values | MonthlyIncome
int64 1k
51k
| MonthlyRate
int64 1.05k
1.5M
| NumCompaniesWorked
int64 0
8
| Over18
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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
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40
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35
| YearsSinceLastPromotion
int64 1
39
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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 |