Age,Attrition,BusinessTravel,DailyRate,Department,DistanceFromHome,Education,EducationField,EmployeeCount,GUI,EnvironmentSatisfaction,Gender,HourlyRate,JobInvolvement,JobLevel,JobRole,JobSatisfaction,MaritalStatus,MonthlyIncome,MonthlyRate,NumCompaniesWorked,Over18,OverTime,PercentSalaryHike,PerformanceRating,RelationshipSatisfaction,StandardHours,StockOptionLevel,TotalWorkingYears,TrainingTimesLastYear,WorkLifeBalance,YearsAtCompany,YearsInCurrentRole,YearsSinceLastPromotion,YearsWithCurrManager 50.0,No,Travel_Rarely,1126.0,Research & Development,1.0,2,Medical,1,997,4,Male,66,3,4,Research Director,4,Divorced,17399,6615,9,Y,No,22,4,3,80,1,32,1,2,5,4,1,3 36.0,No,Travel_Rarely,216.0,Research & Development,6.0,2,Medical,1,178,2,Male,84,3,2,Manufacturing Director,2,Divorced,4941,2819,6,Y,No,20,4,4,80,2,7,0,3,3,2,0,1 21.0,Yes,Travel_Rarely,337.0,Sales,7.0,1,Marketing,1,1780,2,Male,31,3,1,Sales Representative,2,Single,2679,4567,1,Y,No,13,3,2,80,0,1,3,3,1,0,1,0 50.0,No,Travel_Frequently,1246.0,Human Resources,,3,Medical,1,644,1,Male,99,3,5,Manager,2,Married,18200,7999,1,Y,No,11,3,3,80,1,32,2,3,32,5,10,7 52.0,No,Travel_Rarely,994.0,Research & Development,7.0,4,Life Sciences,1,1118,2,Male,87,3,3,Healthcare Representative,2,Single,10445,15322,7,Y,No,19,3,4,80,0,18,4,3,8,6,4,0 33.0,Yes,Travel_Rarely,1277.0,Research & Development,15.0,1,Medical,1,582,2,Male,56,3,3,Manager,3,Married,13610,24619,7,Y,Yes,12,3,4,80,0,15,2,4,7,6,7,7 47.0,No,Travel_Rarely,1001.0,Research & Development,4.0,3,Life Sciences,1,1827,3,Female,92,2,3,Manufacturing Director,2,Divorced,10333,19271,8,Y,Yes,12,3,3,80,1,28,4,3,22,11,14,10 22.0,No,Travel_Rarely,1230.0,Research & Development,1.0,2,Life Sciences,1,872,4,Male,33,2,2,Manufacturing Director,4,Married,4775,19146,6,Y,No,22,4,1,80,2,4,2,1,2,2,2,2 ,Yes,Travel_Rarely,890.0,Research & Development,2.0,4,Medical,1,828,3,Male,46,3,1,Research Scientist,3,Single,4382,16374,6,Y,No,17,3,4,80,0,5,3,2,2,2,2,1 33.0,No,Non-Travel,530.0,Sales,16.0,3,Life Sciences,1,1681,3,Female,36,3,2,Sales Executive,4,Divorced,5368,16130,1,Y,Yes,25,4,3,80,1,7,2,3,6,5,1,2 40.0,No,Travel_Rarely,630.0,Sales,4.0,4,Marketing,1,215,3,Male,67,2,3,Sales Executive,4,,10855,8552,7,Y,No,11,3,1,80,1,15,2,2,12,11,2,11 27.0,No,Travel_Frequently,793.0,Sales,2.0,1,Life Sciences,1,1371,4,Male,43,1,2,Sales Executive,4,Single,5071,20392,3,Y,No,20,4,2,80,0,8,3,3,6,2,0,0 40.0,No,Travel_Rarely,543.0,Research & Development,1.0,4,Life Sciences,1,2012,1,Male,83,3,1,Laboratory Technician,4,Married,2406,4060,8,Y,No,19,3,3,80,2,8,3,2,1,0,0,0 55.0,No,Travel_Frequently,1091.0,Research & Development,2.0,1,Life Sciences,1,1096,4,Male,65,3,3,Manufacturing Director,2,Married,10976,15813,3,Y,No,18,3,2,80,1,23,4,3,3,2,1,2 33.0,Yes,Travel_Rarely,1017.0,Research & Development,25.0,3,Medical,1,1108,1,Male,55,2,1,Research Scientist,2,Single,2313,2993,4,Y,Yes,20,4,2,80,0,5,0,3,2,2,2,2 37.0,Yes,Travel_Rarely,625.0,Sales,1.0,4,Life Sciences,1,970,1,Male,46,2,3,Sales Executive,3,Married,10609,14922,5,Y,No,11,3,3,80,0,17,2,1,14,1,11,7 34.0,No,Travel_Rarely,511.0,Sales,,2,Life Sciences,1,1779,4,Female,32,1,2,Sales Executive,4,Single,6029,25353,5,Y,No,12,3,1,80,0,6,3,3,2,2,2,2 46.0,No,Travel_Rarely,168.0,Sales,4.0,2,Marketing,1,1280,4,Female,33,2,5,Manager,2,Married,18789,9946,2,Y,No,14,3,3,80,1,26,2,3,11,4,0,8 38.0,No,Travel_Rarely,1245.0,Sales,14.0,3,Life Sciences,1,1582,3,Male,80,3,2,Sales Executive,2,Married,9924,12355,0,Y,No,11,3,4,80,1,10,3,3,9,8,7,7 30.0,No,Travel_Rarely,1138.0,Research & Development,6.0,3,Technical Degree,1,1311,1,Female,48,2,2,Laboratory Technician,4,Married,4627,23631,0,Y,No,12,3,1,80,1,10,6,3,9,2,6,7 34.0,No,Travel_Rarely,829.0,Human Resources,,2,Human Resources,1,847,3,Male,88,3,1,Human Resources,4,Married,3737,2243,0,Y,No,19,3,3,80,1,4,1,1,3,2,0,2 34.0,No,Travel_Rarely,1130.0,Research & Development,,3,Life Sciences,1,1658,4,Female,66,3,2,Research Scientist,2,Divorced,5433,19332,1,Y,No,12,3,3,80,1,11,2,3,11,8,7,9 36.0,No,Non-Travel,301.0,Sales,15.0,4,Marketing,1,2036,4,Male,88,1,2,Sales Executive,4,Divorced,5406,10436,1,Y,No,24,4,1,80,1,15,4,2,15,12,11,11 ,No,Travel_Rarely,1146.0,Human Resources,26.0,4,Life Sciences,1,2040,3,Female,31,3,3,Human Resources,4,Single,8837,16642,1,Y,Yes,16,3,3,80,0,9,2,3,9,0,1,7 ,No,Travel_Rarely,1276.0,Research & Development,16.0,3,Life Sciences,1,586,4,Male,72,3,3,Healthcare Representative,3,Married,7632,14295,4,Y,Yes,12,3,3,80,0,10,2,3,8,7,0,0 40.0,No,Travel_Rarely,611.0,Sales,7.0,4,Medical,1,1740,2,Male,88,3,5,Manager,2,Single,19833,4349,1,Y,No,14,3,2,80,0,21,3,2,21,8,12,8 24.0,No,Travel_Rarely,1353.0,Sales,,2,Other,1,128,1,Female,33,3,2,Sales Executive,3,Married,4999,17519,0,Y,No,21,4,1,80,1,4,2,2,3,2,0,2 53.0,No,Travel_Rarely,1376.0,Sales,2.0,2,Medical,1,981,3,Male,45,3,4,Manager,3,Divorced,14852,13938,6,Y,No,13,3,3,80,1,22,3,4,17,13,15,2 32.0,No,Travel_Rarely,977.0,Research & Development,2.0,3,Medical,1,1671,4,Male,45,3,2,Research Scientist,2,Divorced,5470,25518,0,Y,No,13,3,3,80,2,10,4,2,9,5,1,6 ,Yes,Travel_Frequently,289.0,Research & Development,2.0,2,Medical,1,1504,3,Male,38,2,1,Laboratory Technician,1,Single,2561,5355,7,Y,No,11,3,3,80,0,8,2,2,0,0,0,0 55.0,No,Travel_Rarely,1229.0,Research & Development,4.0,4,Life Sciences,1,1501,4,Male,30,3,2,Healthcare Representative,3,Married,4035,16143,0,Y,Yes,16,3,2,80,0,4,2,3,3,2,1,2 30.0,No,Travel_Rarely,317.0,Research & Development,2.0,3,Life Sciences,1,548,3,Female,43,1,2,Manufacturing Director,4,Single,6091,24793,2,Y,No,20,4,3,80,0,11,2,3,5,4,0,2 ,Yes,Travel_Frequently,887.0,Research & Development,,2,Medical,1,848,3,Female,88,2,1,Research Scientist,3,Married,2366,20898,1,Y,Yes,14,3,1,80,1,8,2,3,8,7,1,7 23.0,Yes,Travel_Rarely,1243.0,Research & Development,6.0,3,Life Sciences,1,811,3,Male,63,4,1,Laboratory Technician,1,Married,1601,3445,1,Y,Yes,21,4,3,80,2,1,2,3,0,0,0,0 51.0,No,Travel_Rarely,1169.0,Research & Development,7.0,4,Medical,1,211,2,Male,34,2,2,Manufacturing Director,3,Married,6132,13983,2,Y,No,17,3,3,80,0,10,2,3,1,0,0,0 42.0,No,Travel_Rarely,932.0,Research & Development,1.0,2,Life Sciences,1,827,4,Female,43,2,2,Manufacturing Director,4,Married,6062,4051,9,Y,Yes,13,3,4,80,1,8,4,3,4,3,0,2 ,No,Travel_Rarely,1343.0,Research & Development,27.0,1,Medical,1,856,3,Female,53,2,1,Research Scientist,1,Single,2559,17852,1,Y,No,11,3,4,80,0,6,3,2,6,5,1,1 ,No,Travel_Rarely,,Sales,1.0,3,Marketing,1,600,2,Male,85,3,2,Sales Executive,3,Married,4717,18659,9,Y,No,11,3,3,80,0,15,2,3,11,9,6,9 20.0,Yes,Travel_Rarely,1362.0,Research & Development,10.0,1,Medical,1,701,4,Male,32,3,1,Research Scientist,3,Single,1009,26999,1,Y,Yes,11,3,4,80,0,1,5,3,1,0,1,1 ,No,Travel_Rarely,736.0,Sales,26.0,3,Life Sciences,1,1387,3,Male,48,2,2,Sales Executive,1,Married,4724,24232,1,Y,No,11,3,3,80,1,5,0,3,5,3,0,4 29.0,No,Travel_Rarely,942.0,Research & Development,15.0,1,Life Sciences,1,1202,2,Female,69,1,1,Research Scientist,4,Married,2168,26933,0,Y,Yes,18,3,1,80,1,6,2,2,5,4,1,3 43.0,No,Travel_Rarely,982.0,Research & Development,12.0,3,Life Sciences,1,520,1,Male,59,2,4,Research Director,2,Divorced,14336,4345,1,Y,No,11,3,3,80,1,25,3,3,25,10,3,9 40.0,No,Travel_Frequently,902.0,Research & Development,26.0,2,Medical,1,1180,3,Female,92,2,2,Research Scientist,4,Married,4422,21203,3,Y,Yes,13,3,4,80,1,16,3,1,1,1,0,0 29.0,No,Travel_Rarely,1401.0,Research & Development,6.0,1,Medical,1,1192,2,Female,54,3,1,Laboratory Technician,4,Married,3131,26342,1,Y,No,13,3,1,80,1,10,5,3,10,8,0,8 46.0,No,Travel_Rarely,1319.0,Sales,,3,Technical Degree,1,1863,1,Female,45,4,4,Sales Executive,1,Divorced,13225,7739,2,Y,No,12,3,4,80,1,25,5,3,19,17,2,8 44.0,Yes,Travel_Frequently,429.0,Research & Development,1.0,2,Medical,1,1792,3,Male,99,3,1,Research Scientist,2,Divorced,2342,11092,1,Y,Yes,12,3,3,80,3,6,2,2,5,3,2,3 47.0,No,Travel_Rarely,359.0,Research & Development,2.0,4,Medical,1,1443,1,Female,82,3,4,Research Director,3,Married,17169,26703,3,Y,No,19,3,2,80,2,26,2,4,20,17,5,6 32.0,No,Travel_Frequently,430.0,Research & Development,24.0,4,Life Sciences,1,772,1,Male,80,3,2,Laboratory Technician,4,Married,5309,21146,1,Y,No,15,3,4,80,2,10,2,3,10,8,4,7 38.0,No,Travel_Rarely,362.0,Research & Development,1.0,1,Life Sciences,1,662,3,Female,43,3,1,Research Scientist,1,Single,2619,14561,3,Y,No,17,3,4,80,0,8,3,2,0,0,0,0 51.0,No,Travel_Rarely,770.0,Human Resources,,3,Life Sciences,1,1352,3,Male,84,3,4,Manager,2,Divorced,14026,17588,1,Y,Yes,11,3,2,80,1,33,2,3,33,9,0,10 58.0,No,Non-Travel,390.0,Research & Development,1.0,4,Life Sciences,1,422,4,Male,32,1,2,Healthcare Representative,3,Divorced,5660,17056,2,Y,Yes,13,3,4,80,1,12,2,3,5,3,1,2 ,No,Travel_Rarely,195.0,Sales,1.0,3,Medical,1,620,1,Female,80,3,2,Sales Executive,3,Single,4859,6698,1,Y,No,16,3,4,80,0,5,3,3,5,4,0,3 45.0,No,Travel_Rarely,1448.0,Research & Development,29.0,3,Technical Degree,1,1465,2,Male,55,3,3,Manufacturing Director,4,Married,9380,14720,4,Y,Yes,18,3,4,80,2,10,4,4,3,1,1,2 56.0,No,Travel_Rarely,832.0,Research & Development,9.0,3,Medical,1,762,3,Male,81,3,4,Healthcare Representative,4,Married,11103,20420,7,Y,No,11,3,3,80,0,30,1,2,10,7,1,1 37.0,No,Travel_Rarely,124.0,Research & Development,,3,Other,1,1062,4,Female,35,3,2,Healthcare Representative,2,Single,4107,13848,3,Y,No,15,3,1,80,0,8,3,2,4,3,0,1 37.0,No,Travel_Frequently,1278.0,Sales,1.0,4,Medical,1,1700,3,Male,31,1,2,Sales Executive,4,Divorced,9525,7677,1,Y,No,14,3,3,80,2,6,2,2,6,3,1,3 39.0,No,Travel_Rarely,903.0,Sales,2.0,5,Life Sciences,1,985,1,Male,41,4,3,Sales Executive,3,Single,7880,2560,0,Y,No,18,3,4,80,0,9,3,3,8,7,0,7 ,No,Travel_Rarely,819.0,Research & Development,2.0,3,Life Sciences,1,1182,3,Male,44,2,3,Manufacturing Director,2,Divorced,10274,19588,2,Y,No,18,3,2,80,1,15,2,4,7,7,6,4 54.0,No,Travel_Rarely,1082.0,Sales,2.0,4,Life Sciences,1,1070,3,Female,41,2,3,Sales Executive,3,Married,10686,8392,6,Y,No,11,3,2,80,1,13,4,3,9,4,7,0 32.0,No,Non-Travel,1109.0,Research & Development,29.0,4,Medical,1,1046,4,Female,69,3,1,Laboratory Technician,3,Single,4025,11135,9,Y,No,12,3,2,80,0,10,2,3,8,7,7,7 48.0,No,Travel_Rarely,530.0,Sales,29.0,1,Medical,1,473,1,Female,91,3,3,Manager,3,Married,12504,23978,3,Y,No,21,4,2,80,1,15,3,1,0,0,0,0 33.0,No,Travel_Frequently,827.0,Research & Development,1.0,4,Other,1,998,3,Female,84,4,2,Healthcare Representative,2,Married,5488,20161,1,Y,Yes,13,3,1,80,1,6,2,3,6,5,1,2 31.0,Yes,Travel_Rarely,249.0,Sales,6.0,4,Life Sciences,1,163,2,Male,76,1,2,Sales Executive,3,Married,6172,20739,4,Y,Yes,18,3,2,80,0,12,3,2,7,7,7,7 46.0,No,Travel_Rarely,,Sales,1.0,2,Marketing,1,244,2,Female,92,3,3,Sales Executive,1,Divorced,10453,2137,1,Y,No,25,4,3,80,3,24,2,3,24,13,15,7 38.0,No,Travel_Rarely,688.0,Research & Development,23.0,4,Life Sciences,1,393,4,Male,82,3,2,Healthcare Representative,4,Divorced,5745,18899,9,Y,No,14,3,2,80,1,10,2,3,2,2,1,2 38.0,No,Travel_Rarely,1321.0,Sales,1.0,4,Life Sciences,1,1995,4,Male,86,3,2,Sales Executive,2,Married,4440,7636,0,Y,No,15,3,1,80,2,16,3,3,15,13,5,8 43.0,No,Travel_Rarely,1179.0,Sales,2.0,3,Medical,1,1706,4,Male,73,3,2,Sales Executive,4,Married,7847,6069,1,Y,Yes,17,3,1,80,1,10,3,3,10,9,8,8 37.0,No,Travel_Frequently,889.0,Research & Development,9.0,3,Medical,1,403,2,Male,53,3,1,Research Scientist,4,Married,2326,11411,1,Y,Yes,12,3,3,80,3,4,3,2,4,2,1,2 39.0,Yes,Travel_Rarely,1162.0,Sales,,2,Medical,1,445,4,Female,41,3,2,Sales Executive,3,Married,5238,17778,4,Y,Yes,18,3,1,80,0,12,3,2,1,0,0,0 ,No,Travel_Rarely,1169.0,Human Resources,8.0,2,Medical,1,869,2,Male,63,2,1,Human Resources,4,Divorced,4936,23965,1,Y,No,13,3,4,80,1,6,6,3,5,1,0,4 ,No,Travel_Frequently,1199.0,Research & Development,18.0,4,Life Sciences,1,2049,3,Male,80,3,2,Healthcare Representative,3,Married,5689,24594,1,Y,Yes,14,3,4,80,2,10,2,4,10,2,0,2 30.0,No,Travel_Rarely,288.0,Research & Development,2.0,3,Life Sciences,1,117,3,Male,99,2,2,Healthcare Representative,4,Married,4152,15830,1,Y,No,19,3,1,80,3,11,3,3,11,10,10,8 39.0,No,Travel_Rarely,412.0,Research & Development,13.0,4,Medical,1,1307,3,Female,94,2,4,Manager,2,Divorced,17123,17334,6,Y,Yes,13,3,4,80,2,21,4,3,19,9,15,2 43.0,No,Travel_Rarely,,Research & Development,6.0,3,Medical,1,1866,1,Female,81,2,5,Manager,3,Married,19392,22539,7,Y,No,13,3,4,80,0,21,2,3,16,12,6,14 27.0,No,Travel_Rarely,975.0,Research & Development,7.0,3,Medical,1,764,4,Female,55,2,2,Healthcare Representative,1,Single,6811,23398,8,Y,No,19,3,1,80,0,9,2,1,7,6,0,7 42.0,No,Travel_Rarely,462.0,Sales,14.0,2,Medical,1,936,3,Female,68,2,2,Sales Executive,3,Single,6244,7824,7,Y,No,17,3,1,80,0,10,6,3,5,4,0,3 31.0,No,Travel_Rarely,471.0,Research & Development,4.0,3,Medical,1,1916,1,Female,62,4,1,Laboratory Technician,3,Divorced,3978,16031,8,Y,No,12,3,2,80,1,4,0,2,2,2,2,2 39.0,Yes,Travel_Rarely,1122.0,Research & Development,6.0,3,Medical,1,932,4,Male,70,3,1,Laboratory Technician,1,Married,2404,4303,7,Y,Yes,21,4,4,80,0,8,2,1,2,2,2,2 29.0,No,Travel_Rarely,694.0,Research & Development,1.0,3,Life Sciences,1,1264,4,Female,87,2,4,Research Director,4,Divorced,16124,3423,3,Y,No,14,3,2,80,2,9,2,2,7,7,1,7 49.0,No,Travel_Frequently,636.0,Research & Development,10.0,4,Life Sciences,1,396,3,Female,35,3,5,Research Director,1,Single,18665,25594,9,Y,Yes,11,3,4,80,0,22,4,3,3,2,1,2 38.0,No,Travel_Rarely,1404.0,Sales,1.0,3,Life Sciences,1,1961,1,Male,59,2,1,Sales Representative,1,Single,2858,11473,4,Y,No,14,3,1,80,0,20,3,2,1,0,0,0 ,No,Travel_Rarely,1395.0,Research & Development,9.0,4,Medical,1,2008,2,Male,48,3,2,Research Scientist,3,Single,5098,18698,1,Y,No,19,3,2,80,0,10,5,3,10,7,0,8 42.0,No,Travel_Rarely,810.0,Research & Development,23.0,5,Life Sciences,1,468,1,Female,44,3,4,Research Director,4,Single,15992,15901,2,Y,No,14,3,2,80,0,16,2,3,1,0,0,0 31.0,Yes,Travel_Frequently,561.0,Research & Development,,3,Life Sciences,1,1537,4,Female,33,3,1,Research Scientist,3,Single,4084,4156,1,Y,No,12,3,1,80,0,7,2,1,7,2,7,7 34.0,No,Travel_Rarely,,Sales,13.0,4,Medical,1,1951,4,Male,39,3,3,Sales Executive,3,Divorced,8628,22914,1,Y,No,18,3,3,80,1,9,2,2,8,7,1,1 36.0,No,Travel_Rarely,1425.0,Research & Development,14.0,1,Life Sciences,1,924,3,Male,68,3,2,Healthcare Representative,4,Married,6586,4821,0,Y,Yes,17,3,1,80,1,17,2,2,16,8,4,11 27.0,No,Travel_Frequently,829.0,Sales,8.0,1,Marketing,1,800,3,Male,84,3,2,Sales Executive,4,Married,4342,24008,0,Y,No,19,3,2,80,1,5,3,3,4,2,1,1 40.0,No,Non-Travel,1094.0,Sales,28.0,3,Other,1,615,3,Male,58,1,3,Sales Executive,1,Divorced,10932,11373,3,Y,No,15,3,3,80,1,20,2,3,1,0,0,1 34.0,No,Travel_Rarely,971.0,Sales,1.0,3,Technical Degree,1,1535,4,Male,64,2,3,Sales Executive,3,Married,7083,12288,1,Y,Yes,14,3,4,80,0,10,3,3,10,9,8,6 43.0,No,Travel_Rarely,1001.0,Research & Development,7.0,3,Life Sciences,1,451,3,Female,43,3,3,Healthcare Representative,1,,9985,9262,8,Y,No,16,3,1,80,1,10,1,2,1,0,0,0 31.0,No,Travel_Rarely,326.0,Sales,8.0,2,Life Sciences,1,1453,1,Male,31,3,3,Sales Executive,4,Divorced,10793,8386,1,Y,No,18,3,1,80,1,13,5,3,13,7,9,9 41.0,No,Travel_Rarely,642.0,Research & Development,1.0,3,Life Sciences,1,1999,4,Male,76,3,1,Research Scientist,4,Married,2782,21412,3,Y,No,22,4,1,80,1,12,3,3,5,3,1,0 31.0,No,Travel_Frequently,1125.0,Research & Development,1.0,3,Life Sciences,1,1956,4,Male,48,1,2,Research Scientist,1,Married,5003,5771,1,Y,No,21,4,2,80,0,10,6,3,10,8,8,7 45.0,No,Travel_Frequently,1297.0,Research & Development,1.0,4,Medical,1,1922,2,Male,44,3,2,Healthcare Representative,3,Single,5399,14511,4,Y,No,12,3,3,80,0,12,3,3,4,2,0,3 33.0,No,Travel_Frequently,508.0,Sales,10.0,3,Marketing,1,446,2,Male,46,2,2,Sales Executive,4,Single,4682,4317,3,Y,No,14,3,3,80,0,9,6,2,7,7,0,1 27.0,No,Travel_Rarely,1220.0,Research & Development,,3,Life Sciences,1,434,3,Female,85,3,1,Research Scientist,2,Single,2478,20938,1,Y,Yes,12,3,2,80,0,4,2,2,4,3,1,2 36.0,No,Travel_Frequently,884.0,Research & Development,23.0,2,Medical,1,2061,3,Male,41,4,2,Laboratory Technician,4,Married,2571,12290,4,Y,No,17,3,3,80,1,17,3,3,5,2,0,3 33.0,No,Travel_Rarely,267.0,Research & Development,21.0,3,Medical,1,1698,2,Male,79,4,1,Laboratory Technician,2,Married,2028,13637,1,Y,No,18,3,4,80,3,14,6,3,14,11,2,13 31.0,No,Travel_Rarely,670.0,Research & Development,26.0,1,Life Sciences,1,16,1,Male,31,3,1,Research Scientist,3,Divorced,2911,15170,1,Y,No,17,3,4,80,1,5,1,2,5,2,4,3 19.0,Yes,Travel_Frequently,602.0,Sales,1.0,1,Technical Degree,1,235,3,Female,100,1,1,Sales Representative,1,Single,2325,20989,0,Y,No,21,4,1,80,0,1,5,4,0,0,0,0 32.0,No,Travel_Frequently,1311.0,Research & Development,7.0,3,Life Sciences,1,359,2,Male,100,4,1,Laboratory Technician,2,Married,2794,26062,1,Y,No,20,4,3,80,0,5,3,1,5,1,0,3 36.0,No,Non-Travel,217.0,Research & Development,18.0,4,Life Sciences,1,1133,1,Male,78,3,2,Manufacturing Director,4,Single,7779,23238,2,Y,No,20,4,1,80,0,18,0,3,11,9,0,9 37.0,No,Travel_Rarely,,Human Resources,8.0,2,Other,1,1794,3,Male,89,3,2,Human Resources,2,Divorced,4071,12832,2,Y,No,13,3,3,80,0,19,4,2,10,0,4,7 ,No,Travel_Rarely,1144.0,Sales,10.0,1,Medical,1,1056,4,Male,74,3,1,Sales Representative,2,Married,1052,23384,1,Y,No,22,4,2,80,0,1,5,3,1,0,0,0 ,No,Travel_Rarely,959.0,Sales,28.0,3,Life Sciences,1,183,1,Male,41,2,2,Sales Executive,3,Married,8639,24835,2,Y,No,18,3,4,80,0,6,3,3,2,2,2,2 29.0,Yes,Travel_Rarely,805.0,Research & Development,1.0,2,Life Sciences,1,816,2,Female,36,2,1,Laboratory Technician,1,,2319,6689,1,Y,Yes,11,3,4,80,1,1,1,3,1,0,0,0 29.0,No,Travel_Rarely,1107.0,Research & Development,28.0,4,Life Sciences,1,1120,3,Female,93,3,1,Research Scientist,4,Divorced,2514,26968,4,Y,No,22,4,1,80,1,11,1,3,7,5,1,7 41.0,No,Non-Travel,247.0,Research & Development,7.0,1,Life Sciences,1,1035,2,Female,55,1,5,Research Director,3,,19973,20284,1,Y,No,22,4,2,80,2,21,3,3,21,16,5,10 30.0,No,Travel_Rarely,1240.0,Human Resources,9.0,3,Human Resources,1,184,3,Male,48,3,2,Human Resources,4,Married,6347,13982,0,Y,Yes,19,3,4,80,0,12,2,1,11,9,4,7 39.0,No,Travel_Rarely,1253.0,Research & Development,10.0,1,Medical,1,1800,3,Male,65,3,3,Research Director,3,Single,13464,7914,7,Y,No,21,4,3,80,0,9,3,3,4,3,2,2 22.0,Yes,Travel_Rarely,1294.0,Research & Development,8.0,1,Medical,1,1783,3,Female,79,3,1,Laboratory Technician,1,Married,2398,15999,1,Y,Yes,17,3,3,80,0,1,6,3,1,0,0,0 31.0,No,Non-Travel,979.0,Research & Development,1.0,4,Medical,1,308,3,Male,90,1,2,Manufacturing Director,3,Married,4345,4381,0,Y,No,12,3,4,80,1,6,2,3,5,4,1,4 45.0,No,Travel_Rarely,1234.0,Sales,11.0,2,Life Sciences,1,1045,4,Female,90,3,4,Manager,4,Married,17650,5404,3,Y,No,13,3,2,80,1,26,4,4,9,3,1,1 42.0,No,Travel_Frequently,532.0,Research & Development,29.0,2,Life Sciences,1,547,1,Female,92,3,2,Research Scientist,3,Divorced,4556,12932,2,Y,No,11,3,2,80,1,19,3,3,5,4,0,2 31.0,No,Travel_Frequently,798.0,Research & Development,7.0,2,Life Sciences,1,442,3,Female,48,2,3,Manufacturing Director,3,Married,8943,14034,1,Y,No,24,4,1,80,1,10,2,3,10,9,8,9 51.0,No,Travel_Rarely,,Research & Development,2.0,3,Medical,1,408,4,Male,84,1,2,Manufacturing Director,2,Divorced,5482,16321,5,Y,No,18,3,4,80,1,13,3,3,4,1,1,2 34.0,No,Travel_Frequently,669.0,Research & Development,1.0,3,Medical,1,1184,4,Male,97,2,2,Healthcare Representative,1,Single,5343,25755,0,Y,No,20,4,3,80,0,14,3,3,13,9,4,9 33.0,No,Non-Travel,722.0,Sales,17.0,3,Life Sciences,1,992,4,Male,38,3,4,Manager,3,Single,17444,20489,1,Y,No,11,3,4,80,0,10,2,3,10,8,6,0 ,No,Travel_Rarely,1224.0,Sales,7.0,4,Life Sciences,1,1962,3,Female,55,3,2,Sales Executive,4,Married,5204,13586,1,Y,Yes,11,3,4,80,0,10,2,3,10,8,0,9 40.0,No,Travel_Rarely,444.0,Sales,2.0,2,Marketing,1,1986,2,Female,92,3,2,Sales Executive,2,Married,5677,4258,3,Y,No,14,3,3,80,1,15,4,3,11,8,5,10 33.0,No,Travel_Rarely,536.0,Sales,10.0,5,Marketing,1,1268,4,Male,82,4,3,Sales Executive,3,Divorced,8380,21708,0,Y,Yes,14,3,4,80,2,10,3,3,9,8,0,8 34.0,No,Travel_Rarely,1400.0,Sales,9.0,1,Life Sciences,1,1163,2,Female,70,3,2,Sales Executive,3,Married,5714,5829,1,Y,No,20,4,1,80,0,6,3,2,6,5,1,3 34.0,No,Travel_Rarely,1397.0,Research & Development,1.0,5,Life Sciences,1,683,2,Male,42,3,1,Research Scientist,4,Married,2691,7660,1,Y,No,12,3,4,80,1,10,4,2,10,9,8,8 30.0,No,Travel_Rarely,153.0,Research & Development,8.0,2,Life Sciences,1,1015,2,Female,73,4,3,Research Director,1,Married,11416,17802,0,Y,Yes,12,3,3,80,3,9,4,2,8,7,1,7 33.0,No,Travel_Frequently,1392.0,Research & Development,,4,Life Sciences,1,5,4,Female,56,3,1,Research Scientist,3,Married,2909,23159,1,Y,Yes,11,3,3,80,0,8,3,3,8,7,3,0 45.0,No,Non-Travel,248.0,Research & Development,23.0,2,Life Sciences,1,1002,4,Male,42,3,2,Laboratory Technician,1,Married,3633,14039,1,Y,Yes,15,3,3,80,1,9,2,3,9,8,0,8 37.0,No,Non-Travel,142.0,Sales,9.0,4,Medical,1,626,1,Male,69,3,3,Sales Executive,2,Divorced,8834,24666,1,Y,No,13,3,4,80,1,9,6,3,9,5,7,7 31.0,No,Travel_Rarely,691.0,Sales,7.0,3,Marketing,1,438,4,Male,73,3,2,Sales Executive,4,Divorced,7547,7143,4,Y,No,12,3,4,80,3,13,3,3,7,7,1,7 32.0,No,Travel_Frequently,1005.0,Research & Development,2.0,2,Life Sciences,1,8,4,Male,79,3,1,Laboratory Technician,4,Single,3068,11864,0,Y,No,13,3,3,80,0,8,2,2,7,7,3,6 ,No,Travel_Rarely,640.0,Research & Development,1.0,3,Technical Degree,1,1301,4,Male,84,3,1,Research Scientist,1,Single,2080,4732,2,Y,No,11,3,2,80,0,5,2,2,3,2,1,2 ,No,Travel_Rarely,683.0,Research & Development,2.0,1,Medical,1,1407,1,Male,36,2,1,Research Scientist,4,Single,3904,4050,0,Y,No,12,3,4,80,0,5,2,3,4,3,1,1 30.0,Yes,Travel_Rarely,138.0,Research & Development,22.0,3,Life Sciences,1,1004,1,Female,48,3,1,Research Scientist,3,Married,2132,11539,4,Y,Yes,11,3,2,80,0,7,2,3,5,2,0,1 33.0,No,Travel_Frequently,1141.0,Sales,1.0,3,Life Sciences,1,52,3,Female,42,4,2,Sales Executive,1,Married,5376,3193,2,Y,No,19,3,1,80,2,10,3,3,5,3,1,3 38.0,No,Travel_Rarely,168.0,Research & Development,1.0,3,Life Sciences,1,743,3,Female,81,3,3,Manufacturing Director,3,Single,7861,15397,4,Y,Yes,14,3,4,80,0,10,4,4,1,0,0,0 41.0,No,Travel_Rarely,1411.0,Research & Development,19.0,2,Life Sciences,1,334,3,Male,36,3,2,Research Scientist,1,Divorced,3072,19877,2,Y,No,16,3,1,80,2,17,2,2,1,0,0,0 51.0,Yes,Travel_Frequently,1150.0,Research & Development,8.0,4,Life Sciences,1,179,1,Male,53,1,3,Manufacturing Director,4,Single,10650,25150,2,Y,No,15,3,4,80,0,18,2,3,4,2,0,3 38.0,No,Travel_Frequently,471.0,Research & Development,12.0,3,Life Sciences,1,837,1,Male,45,2,2,Healthcare Representative,1,Divorced,6288,4284,2,Y,No,15,3,3,80,1,13,3,2,4,3,1,2 27.0,No,Travel_Rarely,728.0,Sales,23.0,1,Medical,1,1864,2,Female,36,2,2,Sales Representative,3,Married,3540,7018,1,Y,No,21,4,4,80,1,9,5,3,9,8,5,8 53.0,No,Travel_Rarely,102.0,Research & Development,23.0,4,Life Sciences,1,901,4,Female,72,3,4,Research Director,4,Single,14275,20206,6,Y,No,18,3,3,80,0,33,0,3,12,9,3,8 30.0,No,Travel_Rarely,1358.0,Sales,16.0,1,Life Sciences,1,1479,4,Male,96,3,2,Sales Executive,3,Married,5301,2939,8,Y,No,15,3,3,80,2,4,2,2,2,1,2,2 30.0,Yes,Travel_Rarely,945.0,Sales,9.0,3,Medical,1,1876,2,Male,89,3,1,Sales Representative,4,Single,1081,16019,1,Y,No,13,3,3,80,0,1,3,2,1,0,0,0 30.0,No,Travel_Rarely,921.0,Research & Development,1.0,3,Life Sciences,1,806,4,Male,38,1,1,Laboratory Technician,3,Married,3833,24375,3,Y,No,21,4,3,80,2,7,2,3,2,2,0,2 58.0,No,Travel_Rarely,1055.0,Research & Development,1.0,3,Medical,1,1423,4,Female,76,3,5,Research Director,1,Married,19701,22456,3,Y,Yes,21,4,3,80,1,32,3,3,9,8,1,5 34.0,No,Travel_Rarely,216.0,Sales,1.0,4,Marketing,1,1047,2,Male,75,4,2,Sales Executive,4,Divorced,9725,12278,0,Y,No,11,3,4,80,1,16,2,2,15,1,0,9 ,No,Travel_Frequently,1096.0,Research & Development,6.0,3,Other,1,1918,3,Male,61,4,1,Laboratory Technician,4,Married,2544,7102,0,Y,No,18,3,1,80,1,8,3,3,7,7,7,7 51.0,No,Travel_Rarely,1178.0,Sales,14.0,2,Life Sciences,1,500,3,Female,87,3,2,Sales Executive,4,Married,4936,14862,4,Y,No,11,3,3,80,1,18,2,2,7,7,0,7 39.0,No,Travel_Rarely,117.0,Research & Development,10.0,1,Medical,1,429,3,Male,99,3,4,Manager,1,Married,17068,5355,1,Y,Yes,14,3,4,80,0,21,3,3,21,9,11,10 36.0,No,Non-Travel,635.0,Sales,10.0,4,Medical,1,592,2,Male,32,3,3,Sales Executive,4,Single,9980,15318,1,Y,No,14,3,4,80,0,10,3,2,10,3,9,7 32.0,No,Travel_Rarely,588.0,Sales,8.0,2,Technical Degree,1,436,3,Female,65,2,2,Sales Executive,2,Married,5228,24624,1,Y,Yes,11,3,4,80,0,13,2,3,13,12,11,9 56.0,No,Travel_Frequently,1240.0,Research & Development,9.0,3,Medical,1,1071,1,Female,63,3,1,Research Scientist,3,Married,2942,12154,2,Y,No,19,3,2,80,1,18,4,3,5,4,0,3 57.0,No,Travel_Rarely,405.0,Research & Development,1.0,2,Life Sciences,1,1483,2,Male,93,4,2,Research Scientist,3,,4900,2721,0,Y,No,24,4,1,80,1,13,2,2,12,9,2,8 57.0,No,Travel_Rarely,210.0,Sales,29.0,3,Marketing,1,568,1,Male,56,2,4,Manager,4,Divorced,14118,22102,3,Y,No,12,3,3,80,1,32,3,2,1,0,0,0 40.0,No,Travel_Rarely,804.0,Research & Development,2.0,1,Medical,1,763,4,Female,86,2,1,Research Scientist,4,Single,2342,22929,0,Y,Yes,20,4,4,80,0,5,2,2,4,2,2,3 23.0,Yes,Travel_Frequently,638.0,Sales,9.0,3,Marketing,1,2023,4,Male,33,3,1,Sales Representative,1,Married,1790,26956,1,Y,No,19,3,1,80,1,1,3,2,1,0,1,0 53.0,No,Travel_Rarely,1395.0,Research & Development,24.0,4,Medical,1,1689,2,Male,48,4,3,Healthcare Representative,4,Married,7005,3458,3,Y,No,15,3,3,80,0,11,2,3,4,3,1,2 38.0,No,Travel_Frequently,148.0,Research & Development,2.0,3,Medical,1,1675,4,Female,42,2,1,Laboratory Technician,2,Single,2440,23826,1,Y,No,22,4,2,80,0,4,3,3,4,3,3,3 36.0,No,Travel_Rarely,1041.0,Human Resources,13.0,3,Human Resources,1,829,3,Male,36,3,1,Human Resources,2,Married,2143,25527,4,Y,No,13,3,2,80,1,8,2,3,5,2,0,4 29.0,No,Travel_Frequently,1413.0,Sales,1.0,1,Medical,1,312,2,Female,42,3,3,Sales Executive,4,Married,7918,6599,1,Y,No,14,3,4,80,1,11,5,3,11,10,4,1 38.0,No,Travel_Rarely,201.0,Research & Development,10.0,3,Medical,1,2015,2,Female,99,1,3,Research Director,3,Married,13206,3376,3,Y,No,12,3,1,80,1,20,3,3,18,16,1,11 47.0,No,Travel_Rarely,1180.0,Research & Development,25.0,3,Medical,1,1993,1,Male,84,3,3,Healthcare Representative,3,Single,8633,13084,2,Y,No,23,4,2,80,0,25,3,3,17,14,12,11 32.0,Yes,Travel_Rarely,1089.0,Research & Development,7.0,2,Life Sciences,1,1309,4,Male,79,3,2,Laboratory Technician,3,Married,4883,22845,1,Y,No,18,3,1,80,1,10,3,3,10,4,1,1 ,No,Travel_Rarely,819.0,Research & Development,18.0,5,Life Sciences,1,1621,2,Male,48,4,2,Research Scientist,1,Married,5208,26312,1,Y,No,11,3,4,80,0,16,2,3,16,15,1,10 36.0,No,Travel_Frequently,1195.0,Research & Development,11.0,3,Life Sciences,1,85,2,Male,95,2,2,Manufacturing Director,2,Single,6499,22656,1,Y,No,13,3,3,80,0,6,3,3,6,5,0,3 49.0,Yes,Travel_Frequently,1475.0,Research & Development,28.0,2,Life Sciences,1,1420,1,Male,97,2,2,Laboratory Technician,1,Single,4284,22710,3,Y,No,20,4,1,80,0,20,2,3,4,3,1,3 34.0,No,Travel_Rarely,121.0,Research & Development,2.0,4,Medical,1,804,3,Female,86,2,1,Research Scientist,1,Single,4381,7530,1,Y,No,11,3,3,80,0,6,3,3,6,5,1,3 39.0,No,Travel_Rarely,524.0,Research & Development,18.0,2,Life Sciences,1,1322,1,Male,32,3,2,Manufacturing Director,3,Single,4534,13352,0,Y,No,11,3,1,80,0,9,6,3,8,7,1,7 30.0,No,Non-Travel,829.0,Research & Development,1.0,1,Life Sciences,1,292,3,Male,88,2,3,Manufacturing Director,3,Single,8474,20925,1,Y,No,22,4,3,80,0,12,2,3,11,8,5,8 51.0,No,Travel_Frequently,541.0,Sales,2.0,3,Marketing,1,1391,2,Male,52,3,3,Sales Executive,2,Married,10596,15395,2,Y,No,11,3,2,80,0,14,5,3,4,2,3,2 ,No,Travel_Rarely,735.0,Research & Development,6.0,1,Life Sciences,1,1291,3,Male,66,3,1,Research Scientist,3,Married,3506,6020,0,Y,Yes,14,3,4,80,0,4,3,3,3,2,2,2 60.0,No,Travel_Rarely,1179.0,Sales,16.0,4,Marketing,1,732,1,Male,84,3,2,Sales Executive,1,Single,5405,11924,8,Y,No,14,3,4,80,0,10,1,3,2,2,2,2 50.0,Yes,Travel_Frequently,878.0,Sales,1.0,4,Life Sciences,1,2044,2,Male,94,3,2,Sales Executive,3,Divorced,6728,14255,7,Y,No,12,3,4,80,2,12,3,3,6,3,0,1 45.0,No,,950.0,Research & Development,28.0,3,Technical Degree,1,1546,4,Male,97,3,1,Research Scientist,4,Married,2132,4585,4,Y,No,20,4,4,80,1,8,3,3,5,4,0,3 56.0,No,Travel_Rarely,1400.0,Research & Development,7.0,3,Life Sciences,1,112,4,Male,49,1,3,Manufacturing Director,4,Single,7260,21698,4,Y,No,11,3,1,80,0,37,3,2,6,4,0,2 46.0,No,Travel_Rarely,706.0,Research & Development,2.0,2,Life Sciences,1,1857,4,Male,82,3,3,Manufacturing Director,4,Divorced,8578,19989,3,Y,No,14,3,3,80,1,12,4,2,9,8,4,7 42.0,No,Travel_Rarely,855.0,Research & Development,12.0,3,Medical,1,1768,2,Male,57,3,1,Laboratory Technician,2,Divorced,2766,8952,8,Y,No,22,4,2,80,3,7,6,2,5,3,0,4 60.0,No,Travel_Rarely,,Research & Development,1.0,4,Medical,1,1697,3,Male,92,1,3,Healthcare Representative,4,Divorced,10883,20467,3,Y,No,20,4,3,80,1,19,2,4,1,0,0,0 ,No,Travel_Rarely,141.0,Sales,,1,Other,1,879,3,Male,98,3,2,Sales Executive,1,Married,4194,14363,1,Y,Yes,18,3,4,80,0,5,3,3,5,3,0,3 ,No,Non-Travel,280.0,Human Resources,1.0,2,Life Sciences,1,1858,3,Male,43,3,1,Human Resources,4,Divorced,2706,10494,1,Y,No,15,3,2,80,1,3,2,3,3,2,2,2 53.0,Yes,Travel_Rarely,607.0,Research & Development,2.0,5,Technical Degree,1,1572,3,Female,78,2,3,Manufacturing Director,4,Married,10169,14618,0,Y,No,16,3,2,80,1,34,4,3,33,7,1,9 39.0,No,Travel_Rarely,867.0,Research & Development,9.0,2,Medical,1,1936,1,Male,87,3,2,Manufacturing Director,1,Married,5151,12315,1,Y,No,25,4,4,80,1,10,3,3,10,0,7,9 48.0,No,Travel_Rarely,1224.0,Research & Development,10.0,3,Life Sciences,1,1867,4,Male,91,2,5,Research Director,2,Married,19665,13583,4,Y,No,12,3,4,80,0,29,3,3,22,10,12,9 37.0,No,Travel_Rarely,228.0,Sales,6.0,4,Medical,1,378,3,Male,98,3,2,Sales Executive,4,Married,6502,22825,4,Y,No,14,3,2,80,1,7,5,4,5,4,0,1 41.0,No,Travel_Frequently,1200.0,Research & Development,22.0,3,Life Sciences,1,1392,4,Female,75,3,2,Research Scientist,4,Divorced,5467,13953,3,Y,Yes,14,3,1,80,2,12,4,2,6,2,3,3 21.0,No,Non-Travel,895.0,Sales,9.0,2,Medical,1,484,1,Male,39,3,1,Sales Representative,4,Single,2610,2851,1,Y,No,24,4,3,80,0,3,3,2,3,2,2,2 32.0,No,Travel_Rarely,117.0,Sales,13.0,4,Life Sciences,1,859,2,Male,73,3,2,Sales Executive,4,Divorced,4403,9250,2,Y,No,11,3,3,80,1,8,3,2,5,2,0,3 37.0,Yes,Travel_Rarely,1373.0,Research & Development,2.0,2,Other,1,4,4,Male,92,2,1,Laboratory Technician,3,Single,2090,2396,6,Y,Yes,15,3,2,80,0,7,3,3,0,0,0,0 59.0,No,Travel_Rarely,1324.0,Research & Development,,3,Medical,1,10,3,Female,81,4,1,Laboratory Technician,1,Married,2670,9964,4,Y,Yes,20,4,1,80,3,12,3,2,1,0,0,0 45.0,No,Travel_Frequently,1249.0,Research & Development,7.0,3,Life Sciences,1,425,1,Male,97,3,3,Laboratory Technician,1,Divorced,5210,20308,1,Y,No,18,3,1,80,1,24,2,3,24,9,9,11 ,Yes,Travel_Frequently,130.0,Research & Development,25.0,4,Life Sciences,1,881,4,Female,96,3,1,Research Scientist,2,Divorced,2022,16612,1,Y,Yes,19,3,1,80,1,10,3,2,10,2,7,8 36.0,No,Travel_Frequently,469.0,Research & Development,,3,Technical Degree,1,1257,3,Male,46,3,1,Research Scientist,2,Married,3692,9256,1,Y,No,12,3,3,80,0,12,2,2,11,10,0,7 41.0,No,Travel_Rarely,930.0,Sales,,3,Life Sciences,1,2037,3,Male,57,2,2,Sales Executive,2,Divorced,8938,12227,2,Y,No,11,3,3,80,1,14,5,3,5,4,0,4 41.0,No,Travel_Rarely,896.0,Sales,6.0,3,Life Sciences,1,298,4,Female,75,3,3,Manager,4,Single,13591,14674,3,Y,Yes,18,3,3,80,0,16,3,3,1,0,0,0 42.0,No,Travel_Rarely,603.0,Research & Development,7.0,4,Medical,1,1292,2,Female,78,4,2,Research Scientist,2,Married,2372,5628,6,Y,Yes,16,3,4,80,0,18,2,3,1,0,0,0 42.0,No,Travel_Rarely,691.0,Sales,8.0,4,Marketing,1,35,3,Male,48,3,2,Sales Executive,2,Married,6825,21173,0,Y,No,11,3,4,80,1,10,2,3,9,7,4,2 24.0,No,Non-Travel,830.0,Sales,13.0,2,Life Sciences,1,1495,4,Female,78,3,1,Sales Representative,2,Married,2033,7103,1,Y,No,13,3,3,80,1,1,2,3,1,0,0,0 33.0,Yes,Travel_Rarely,603.0,Sales,9.0,4,Marketing,1,1157,1,Female,77,3,2,Sales Executive,1,Single,8224,18385,0,Y,Yes,17,3,1,80,0,6,3,3,5,2,0,3 43.0,No,Travel_Frequently,422.0,Research & Development,1.0,3,Life Sciences,1,902,4,Female,33,3,2,Healthcare Representative,4,Married,5562,21782,4,Y,No,13,3,2,80,1,12,2,2,5,2,2,2 ,No,Travel_Rarely,583.0,Sales,4.0,1,Marketing,1,885,3,Male,87,2,2,Sales Executive,1,Married,4256,18154,1,Y,No,12,3,1,80,0,5,1,4,5,2,0,3 38.0,No,Travel_Frequently,1391.0,Research & Development,10.0,1,Medical,1,1006,3,Male,66,3,1,Research Scientist,3,Married,2684,12127,0,Y,No,17,3,2,80,1,3,0,2,2,1,0,2 33.0,No,Travel_Rarely,516.0,Research & Development,8.0,5,Life Sciences,1,1515,4,Male,69,3,2,Healthcare Representative,3,Single,6388,22049,2,Y,Yes,17,3,1,80,0,14,6,3,0,0,0,0 53.0,No,Travel_Rarely,661.0,Sales,7.0,2,Marketing,1,862,1,Female,78,2,3,Sales Executive,4,Married,10934,20715,7,Y,Yes,18,3,4,80,1,35,3,3,5,2,0,4 43.0,No,Travel_Frequently,1082.0,Research & Development,27.0,3,Life Sciences,1,1126,3,Female,83,3,3,Manufacturing Director,1,Married,10820,11535,8,Y,No,11,3,3,80,1,18,1,3,8,7,0,1 42.0,No,Travel_Rarely,269.0,Research & Development,2.0,3,Medical,1,351,4,Female,56,2,1,Laboratory Technician,1,Divorced,2593,8007,0,Y,Yes,11,3,3,80,1,10,4,3,9,6,7,8 53.0,No,Travel_Rarely,1282.0,Research & Development,,3,Other,1,32,3,Female,58,3,5,Manager,3,Divorced,19094,10735,4,Y,No,11,3,4,80,1,26,3,2,14,13,4,8 29.0,Yes,Travel_Rarely,318.0,Research & Development,8.0,4,Other,1,454,2,Male,77,1,1,Laboratory Technician,1,Married,2119,4759,1,Y,Yes,11,3,4,80,0,7,4,2,7,7,0,7 29.0,No,Travel_Rarely,657.0,Research & Development,27.0,3,Medical,1,793,2,Female,66,3,2,Healthcare Representative,3,Married,4335,25549,4,Y,No,12,3,1,80,1,11,3,2,8,7,1,1 37.0,No,Travel_Rarely,408.0,Research & Development,19.0,2,Life Sciences,1,61,2,Male,73,3,1,Research Scientist,2,Married,3022,10227,4,Y,No,21,4,1,80,0,8,1,3,1,0,0,0 50.0,No,Travel_Frequently,1115.0,Research & Development,1.0,3,Life Sciences,1,141,1,Female,73,3,5,Research Director,2,Married,18172,9755,3,Y,Yes,19,3,1,80,0,28,1,2,8,3,0,7 29.0,No,Non-Travel,746.0,Sales,2.0,3,Life Sciences,1,469,4,Male,61,3,2,Sales Executive,3,Married,4649,16928,1,Y,No,14,3,1,80,1,4,3,2,4,3,0,2 33.0,No,Travel_Frequently,515.0,Research & Development,1.0,2,Life Sciences,1,73,1,Female,98,3,3,Research Director,4,Single,13458,15146,1,Y,Yes,12,3,3,80,0,15,1,3,15,14,8,12 55.0,No,Non-Travel,444.0,Research & Development,2.0,1,Medical,1,1074,3,Male,40,2,4,Manager,1,Single,16756,17323,7,Y,No,15,3,2,80,0,31,3,4,9,7,6,2 51.0,No,Travel_Rarely,1469.0,Research & Development,8.0,4,Life Sciences,1,296,2,Male,81,2,3,Research Director,2,Married,12490,15736,5,Y,No,16,3,4,80,2,16,5,1,10,9,4,7 30.0,No,Travel_Frequently,1312.0,Research & Development,23.0,3,Life Sciences,1,159,1,Male,96,1,1,Research Scientist,3,Divorced,2613,22310,1,Y,No,25,4,3,80,3,10,2,2,10,7,0,9 49.0,No,Travel_Rarely,1098.0,Research & Development,4.0,2,Medical,1,1256,1,Male,85,2,5,Manager,3,Married,18711,12124,2,Y,No,13,3,3,80,1,23,2,4,1,0,0,0 47.0,No,Travel_Frequently,1379.0,Research & Development,16.0,4,Medical,1,987,3,Male,64,4,2,Manufacturing Director,3,Divorced,5067,6759,1,Y,Yes,19,3,3,80,0,20,3,4,19,10,2,7 31.0,No,Travel_Rarely,1082.0,Research & Development,1.0,4,Medical,1,95,3,Male,87,3,1,Research Scientist,2,Single,2501,18775,1,Y,No,17,3,2,80,0,1,4,3,1,1,1,0 47.0,No,Travel_Rarely,207.0,Research & Development,9.0,4,Life Sciences,1,1856,2,Female,64,3,1,Laboratory Technician,3,Single,2105,5411,4,Y,No,12,3,3,80,0,7,2,3,2,2,2,0 58.0,No,Travel_Rarely,848.0,Research & Development,23.0,4,Life Sciences,1,1308,1,Male,88,3,1,Research Scientist,3,Divorced,2372,26076,1,Y,No,12,3,4,80,2,2,3,3,2,2,2,2 41.0,Yes,Travel_Rarely,1360.0,Research & Development,12.0,3,Technical Degree,1,58,2,Female,49,3,5,Research Director,3,Married,19545,16280,1,Y,No,12,3,4,80,0,23,0,3,22,15,15,8 29.0,No,Travel_Rarely,468.0,Research & Development,28.0,4,Medical,1,2054,4,Female,73,2,1,Research Scientist,1,Single,3785,8489,1,Y,No,14,3,2,80,0,5,3,1,5,4,0,4 50.0,No,Travel_Rarely,1207.0,Research & Development,28.0,1,Medical,1,716,4,Male,74,4,1,Laboratory Technician,3,Married,3221,3297,1,Y,Yes,11,3,3,80,3,20,3,3,20,8,3,8 32.0,No,Travel_Rarely,267.0,Research & Development,29.0,4,Life Sciences,1,2010,3,Female,49,2,1,Laboratory Technician,2,Single,2837,15919,1,Y,No,13,3,3,80,0,6,3,3,6,2,4,1 44.0,No,Travel_Rarely,1313.0,Research & Development,7.0,3,Medical,1,1608,2,Female,31,3,5,Research Director,4,Divorced,19049,3549,0,Y,Yes,14,3,4,80,1,23,4,2,22,7,1,10 38.0,No,Travel_Rarely,433.0,Human Resources,1.0,3,Human Resources,1,1152,3,Male,37,4,1,Human Resources,3,Married,2844,6004,1,Y,No,13,3,4,80,1,7,2,4,7,6,5,0 ,Yes,Travel_Frequently,342.0,Research & Development,2.0,3,Life Sciences,1,1053,1,Male,57,3,1,Research Scientist,1,Married,2042,15346,6,Y,Yes,14,3,2,80,1,6,2,3,3,2,1,2 40.0,No,Travel_Frequently,580.0,Sales,,4,Life Sciences,1,729,4,Male,48,2,3,Sales Executive,1,Married,10475,23772,5,Y,Yes,21,4,3,80,1,20,2,3,18,13,1,12 45.0,No,Travel_Rarely,252.0,Research & Development,2.0,3,Life Sciences,1,834,2,Female,95,2,1,Research Scientist,3,Single,2274,6153,1,Y,No,14,3,4,80,0,1,3,3,1,0,0,0 46.0,No,Travel_Frequently,1034.0,Research & Development,18.0,1,Medical,1,624,1,Female,86,3,3,Healthcare Representative,3,Married,10527,8984,5,Y,No,11,3,4,80,0,28,3,2,2,2,1,2 ,Yes,Non-Travel,1366.0,Research & Development,24.0,2,Technical Degree,1,1082,2,Male,72,2,3,Healthcare Representative,1,Single,8722,12355,1,Y,No,12,3,1,80,0,10,2,2,10,7,1,9 34.0,No,Travel_Rarely,181.0,Research & Development,2.0,4,Medical,1,1755,4,Male,97,4,1,Research Scientist,4,Married,2932,5586,0,Y,Yes,14,3,1,80,3,6,3,3,5,0,1,2 55.0,No,Travel_Frequently,135.0,Research & Development,18.0,4,Medical,1,1034,3,Male,62,3,2,Healthcare Representative,2,Married,6385,12992,3,Y,Yes,14,3,4,80,2,17,3,3,8,7,6,7 19.0,No,Travel_Rarely,265.0,Research & Development,25.0,3,Life Sciences,1,1269,2,Female,57,4,1,Research Scientist,4,Single,2994,21221,1,Y,Yes,12,3,4,80,0,1,2,3,1,0,0,1 32.0,No,Travel_Rarely,427.0,Research & Development,1.0,3,Medical,1,78,1,Male,33,3,2,Manufacturing Director,4,Married,6162,10877,1,Y,Yes,22,4,2,80,1,9,3,3,9,8,7,8 40.0,No,Non-Travel,663.0,Research & Development,9.0,4,Other,1,1449,3,Male,81,3,2,Laboratory Technician,3,Divorced,3975,23099,3,Y,No,11,3,3,80,2,11,2,4,8,7,0,7 30.0,No,Travel_Rarely,1334.0,Sales,4.0,2,Medical,1,121,3,Female,63,2,2,Sales Executive,2,Divorced,5209,19760,1,Y,Yes,12,3,2,80,3,11,4,2,11,8,2,7 22.0,Yes,Travel_Rarely,617.0,Research & Development,,1,Life Sciences,1,926,2,Female,34,3,2,Manufacturing Director,3,Married,4171,10022,0,Y,Yes,19,3,1,80,1,4,3,4,3,2,0,2 48.0,No,Travel_Rarely,1469.0,Research & Development,20.0,4,Medical,1,945,4,Male,51,3,1,Research Scientist,3,Married,2259,5543,4,Y,No,17,3,1,80,2,13,2,2,0,0,0,0 45.0,No,Non-Travel,1195.0,Research & Development,2.0,2,Medical,1,264,1,Male,65,2,4,Manager,4,Married,16792,20462,9,Y,No,23,4,4,80,1,22,1,3,20,8,11,8 53.0,No,Travel_Rarely,1070.0,Research & Development,,4,Medical,1,386,3,Male,45,3,4,Research Director,3,Married,17584,21016,3,Y,Yes,16,3,4,80,3,21,5,2,5,3,1,3 36.0,No,Travel_Frequently,541.0,Sales,,4,Medical,1,481,1,Male,48,2,3,Sales Executive,4,Married,9699,7246,4,Y,No,11,3,1,80,1,16,2,3,13,9,1,12 29.0,No,Travel_Frequently,806.0,Research & Development,1.0,4,Life Sciences,1,710,2,Male,76,1,1,Research Scientist,4,Divorced,2720,18959,1,Y,No,18,3,4,80,1,10,5,3,10,7,2,8 46.0,No,Travel_Rarely,1003.0,Research & Development,8.0,4,Life Sciences,1,1080,4,Female,74,2,2,Research Scientist,1,Divorced,4615,21029,8,Y,Yes,23,4,1,80,3,19,2,3,16,13,1,7 41.0,No,Travel_Rarely,549.0,Research & Development,7.0,2,Medical,1,1025,4,Female,42,3,2,Manufacturing Director,3,Single,5003,23371,6,Y,No,14,3,2,80,0,8,6,3,2,2,2,1 41.0,Yes,Travel_Rarely,1356.0,Sales,20.0,2,Marketing,1,248,2,Female,70,3,1,Sales Representative,2,Single,3140,21728,1,Y,Yes,22,4,4,80,0,4,5,2,4,3,0,2 52.0,No,Travel_Frequently,322.0,Research & Development,28.0,2,Medical,1,1401,4,Female,59,4,4,Manufacturing Director,3,Married,13247,9731,2,Y,Yes,11,3,2,80,1,24,3,2,5,3,0,2 51.0,No,Travel_Frequently,1456.0,Research & Development,1.0,4,Medical,1,145,1,Female,30,2,3,Healthcare Representative,1,Single,7484,25796,3,Y,No,20,4,3,80,0,23,1,2,13,12,12,8 ,Yes,Travel_Rarely,1357.0,Research & Development,25.0,3,Life Sciences,1,55,1,Male,48,1,1,Laboratory Technician,3,Single,2293,10558,1,Y,No,12,3,3,80,0,1,2,2,1,0,0,1 36.0,No,Travel_Rarely,1157.0,Sales,2.0,4,Life Sciences,1,1556,3,Male,70,3,1,Sales Representative,4,Single,2644,17001,3,Y,Yes,21,4,4,80,0,7,3,2,3,2,1,2 38.0,Yes,Travel_Rarely,1180.0,Research & Development,29.0,1,Medical,1,282,2,Male,70,3,2,Healthcare Representative,1,Married,6673,11354,7,Y,Yes,19,3,2,80,0,17,2,3,1,0,0,0 31.0,No,Travel_Frequently,715.0,Sales,2.0,4,Other,1,1613,4,Male,54,3,2,Sales Executive,1,Single,5332,21602,7,Y,No,13,3,4,80,0,10,3,3,5,2,0,3 44.0,No,Travel_Rarely,1488.0,Sales,1.0,5,Marketing,1,68,2,Female,75,3,2,Sales Executive,1,Divorced,5454,4009,5,Y,Yes,21,4,3,80,1,9,2,2,4,3,1,3 30.0,No,Travel_Rarely,,Sales,27.0,5,Marketing,1,747,3,Male,99,3,2,Sales Executive,4,Divorced,5304,25275,7,Y,No,23,4,4,80,1,10,2,2,8,7,7,7 31.0,Yes,Travel_Frequently,1060.0,Sales,1.0,3,Life Sciences,1,1331,4,Female,54,3,1,Sales Representative,2,Single,2302,8319,1,Y,Yes,11,3,1,80,0,3,2,4,3,2,2,2 27.0,Yes,Travel_Rarely,135.0,Research & Development,17.0,4,Life Sciences,1,1405,4,Female,51,3,1,Research Scientist,3,Single,2394,25681,1,Y,Yes,13,3,4,80,0,8,2,3,8,2,7,7 ,No,Travel_Rarely,1451.0,Research & Development,2.0,1,Life Sciences,1,1136,1,Male,67,2,1,Research Scientist,2,Married,3201,19911,0,Y,No,17,3,1,80,0,6,2,1,5,3,0,4 24.0,No,,1206.0,Research & Development,17.0,1,Medical,1,1009,4,Female,41,2,2,Manufacturing Director,3,Divorced,4377,24117,1,Y,No,15,3,2,80,2,5,6,3,4,2,3,2 50.0,No,Travel_Rarely,328.0,Research & Development,1.0,3,Medical,1,249,3,Male,86,2,1,Laboratory Technician,3,Married,3690,3425,2,Y,No,15,3,4,80,1,5,2,2,3,2,0,2 39.0,No,Travel_Rarely,1329.0,Sales,4.0,4,Life Sciences,1,182,4,Female,47,2,2,Sales Executive,3,Married,5902,14590,4,Y,No,14,3,3,80,1,17,1,4,15,11,5,9 30.0,No,Non-Travel,879.0,Research & Development,9.0,2,Medical,1,1298,3,Female,72,3,2,Manufacturing Director,3,Single,4695,12858,7,Y,Yes,18,3,3,80,0,10,3,3,8,4,1,7 30.0,No,Travel_Rarely,852.0,Research & Development,1.0,1,Life Sciences,1,104,4,Male,55,2,2,Laboratory Technician,4,Married,5126,15998,1,Y,Yes,12,3,3,80,2,10,1,2,10,8,3,0 29.0,No,,991.0,Sales,,3,Medical,1,1669,1,Male,43,2,2,Sales Executive,2,Divorced,4187,3356,1,Y,Yes,13,3,2,80,1,10,3,2,10,0,0,9 59.0,No,Non-Travel,1420.0,Human Resources,2.0,4,Human Resources,1,140,3,Female,32,2,5,Manager,4,Married,18844,21922,9,Y,No,21,4,4,80,1,30,3,3,3,2,2,2 36.0,No,Non-Travel,427.0,Research & Development,8.0,3,Life Sciences,1,742,1,Female,63,4,3,Research Director,1,Married,11713,20335,9,Y,No,14,3,1,80,1,10,2,3,8,7,0,5 29.0,Yes,Travel_Rarely,,Research & Development,10.0,3,Life Sciences,1,994,4,Female,92,2,1,Research Scientist,1,Single,2404,11479,6,Y,Yes,20,4,3,80,0,3,5,3,0,0,0,0 30.0,Yes,Travel_Frequently,448.0,Sales,12.0,4,Life Sciences,1,648,2,Male,74,2,1,Sales Representative,1,Married,2033,14470,1,Y,No,18,3,3,80,1,1,2,4,1,0,0,0 50.0,No,Travel_Rarely,1452.0,Research & Development,11.0,3,Life Sciences,1,226,3,Female,53,3,5,Manager,2,Single,19926,17053,3,Y,No,15,3,2,80,0,21,5,3,5,4,4,4 37.0,No,Travel_Rarely,1017.0,Research & Development,1.0,2,Medical,1,340,3,Female,83,2,1,Research Scientist,1,Married,3920,18697,2,Y,No,14,3,1,80,1,17,2,2,3,1,0,2 38.0,No,Travel_Rarely,849.0,Research & Development,25.0,2,Life Sciences,1,421,1,Female,81,2,3,Research Director,2,Married,12061,26707,3,Y,No,17,3,3,80,1,19,2,3,10,8,0,1 41.0,No,Non-Travel,267.0,Sales,10.0,2,Life Sciences,1,599,4,Male,56,3,2,Sales Executive,4,Single,6230,13430,7,Y,No,14,3,4,80,0,16,3,3,14,3,1,10 29.0,No,Travel_Rarely,590.0,Research & Development,4.0,3,Technical Degree,1,1762,4,Female,91,2,1,Research Scientist,1,Divorced,2109,10007,1,Y,No,13,3,3,80,1,1,2,3,1,0,0,0 45.0,No,Travel_Rarely,549.0,Research & Development,8.0,4,Other,1,452,4,Male,75,3,2,Research Scientist,4,Married,3697,9278,9,Y,No,14,3,1,80,2,12,3,3,10,9,9,8 ,No,Non-Travel,120.0,Sales,4.0,3,Medical,1,129,2,Male,43,3,2,Sales Executive,3,Married,4221,8863,1,Y,No,15,3,2,80,0,5,3,4,5,4,0,4 29.0,No,Travel_Rarely,136.0,Research & Development,1.0,3,Life Sciences,1,1954,1,Male,89,3,2,Healthcare Representative,1,Married,5373,6225,0,Y,No,12,3,1,80,1,6,5,2,5,3,0,2 42.0,No,Travel_Rarely,469.0,Research & Development,2.0,2,Medical,1,1109,4,Male,35,3,4,Manager,1,Married,17665,14399,0,Y,No,17,3,4,80,1,23,3,3,22,6,13,7 48.0,No,Travel_Rarely,715.0,Research & Development,1.0,3,Life Sciences,1,1263,4,Male,76,2,5,Research Director,4,Single,18265,8733,6,Y,No,12,3,3,80,0,25,3,4,1,0,0,0 20.0,Yes,Travel_Frequently,871.0,Research & Development,6.0,3,Life Sciences,1,137,4,Female,66,2,1,Laboratory Technician,4,Single,2926,19783,1,Y,Yes,18,3,2,80,0,1,5,3,1,0,1,0 31.0,No,Travel_Rarely,1274.0,Research & Development,9.0,1,Life Sciences,1,581,3,Male,33,3,3,Manufacturing Director,2,Divorced,10648,14394,1,Y,No,25,4,4,80,1,13,6,4,13,8,0,8 41.0,No,Non-Travel,552.0,Human Resources,4.0,3,Human Resources,1,1722,3,Male,60,1,2,Human Resources,2,Married,6430,20794,6,Y,No,19,3,2,80,1,10,4,3,3,2,1,2 29.0,Yes,Travel_Rarely,350.0,Human Resources,13.0,3,Human Resources,1,1844,1,Male,56,2,1,Human Resources,1,Divorced,2335,3157,4,Y,Yes,15,3,4,80,3,4,3,3,2,2,2,0 42.0,No,Travel_Rarely,647.0,Sales,4.0,4,Marketing,1,1171,2,Male,45,3,2,Sales Executive,1,Single,5155,2253,7,Y,No,13,3,4,80,0,9,3,4,6,4,1,5 36.0,No,Travel_Rarely,1120.0,Sales,11.0,4,Marketing,1,2045,2,Female,100,2,2,Sales Executive,4,Married,6652,14369,4,Y,No,13,3,1,80,1,8,2,2,6,3,0,0 ,No,Travel_Rarely,1476.0,Research & Development,16.0,2,Medical,1,412,2,Male,68,4,2,Healthcare Representative,1,Single,5661,4824,0,Y,No,19,3,3,80,0,9,2,3,8,3,0,7 32.0,Yes,Travel_Rarely,964.0,Sales,1.0,2,Life Sciences,1,1734,1,Male,34,1,2,Sales Executive,2,Single,6735,12147,6,Y,No,15,3,2,80,0,10,2,3,0,0,0,0 36.0,No,Travel_Rarely,1351.0,Research & Development,26.0,4,Life Sciences,1,1682,1,Male,80,3,2,Healthcare Representative,3,Married,5347,7419,6,Y,No,14,3,2,80,2,10,2,2,3,2,0,2 42.0,No,Travel_Rarely,201.0,Research & Development,1.0,4,Life Sciences,1,517,2,Female,95,3,1,Laboratory Technician,1,Divorced,2576,20490,3,Y,No,16,3,2,80,1,8,5,3,5,2,1,2 43.0,No,Travel_Rarely,1034.0,Sales,16.0,3,Marketing,1,327,4,Female,80,3,4,Manager,4,Married,16064,7744,5,Y,Yes,22,4,3,80,1,22,3,3,17,13,1,9 36.0,No,Travel_Rarely,530.0,Sales,2.0,4,Life Sciences,1,1710,3,Female,51,3,2,Sales Representative,4,Single,4502,7439,3,Y,No,15,3,3,80,0,17,2,2,13,7,6,7 ,No,Non-Travel,675.0,Research & Development,,2,Life Sciences,1,369,2,Male,85,4,2,Healthcare Representative,1,Divorced,4000,18384,1,Y,No,12,3,4,80,2,6,2,3,6,3,1,5 36.0,No,Non-Travel,1105.0,Research & Development,24.0,4,Life Sciences,1,419,2,Female,47,3,2,Laboratory Technician,2,Married,5674,6927,7,Y,No,15,3,3,80,1,11,3,3,9,8,0,8 36.0,No,Travel_Frequently,1467.0,Sales,11.0,2,Technical Degree,1,154,2,Female,92,3,3,Sales Executive,4,Married,9738,22952,0,Y,No,14,3,3,80,1,10,6,3,9,7,2,8 38.0,No,Travel_Frequently,1189.0,Research & Development,1.0,3,Life Sciences,1,1668,4,Male,90,3,2,Research Scientist,4,Married,4735,9867,7,Y,No,15,3,4,80,2,19,4,4,13,11,2,9 33.0,No,Travel_Rarely,1198.0,Research & Development,1.0,4,Other,1,939,3,Male,100,2,1,Research Scientist,1,Single,2799,3339,3,Y,Yes,11,3,2,80,0,6,1,3,3,2,0,2 45.0,No,Travel_Frequently,1199.0,Research & Development,7.0,4,Life Sciences,1,341,1,Male,77,4,2,Manufacturing Director,3,Married,6434,5118,4,Y,No,17,3,4,80,1,9,1,3,3,2,0,2 27.0,No,Travel_Rarely,511.0,Sales,2.0,2,Medical,1,1898,1,Female,89,4,2,Sales Executive,3,Single,6500,26997,0,Y,No,14,3,2,80,0,9,5,2,8,7,0,7 34.0,Yes,Travel_Rarely,790.0,Sales,24.0,4,Medical,1,1489,1,Female,40,2,2,Sales Executive,2,Single,4599,7815,0,Y,Yes,23,4,3,80,0,16,2,4,15,9,10,10 29.0,No,Travel_Rarely,1328.0,Research & Development,2.0,3,Life Sciences,1,94,3,Male,76,3,1,Research Scientist,2,Married,2703,4956,0,Y,No,23,4,4,80,1,6,3,3,5,4,0,4 32.0,No,Travel_Rarely,1093.0,Sales,6.0,4,Medical,1,125,2,Male,87,3,2,Sales Executive,3,Single,5010,24301,1,Y,No,16,3,1,80,0,12,0,3,11,8,5,7 46.0,No,Travel_Rarely,406.0,Sales,,1,Marketing,1,1124,1,Male,52,3,4,Manager,3,Married,17465,15596,3,Y,No,12,3,4,80,1,23,3,3,12,9,4,9 39.0,Yes,Travel_Rarely,895.0,Sales,,3,Technical Degree,1,42,4,Male,56,3,2,Sales Representative,4,Married,2086,3335,3,Y,No,14,3,3,80,1,19,6,4,1,0,0,0 44.0,No,Travel_Rarely,136.0,Research & Development,28.0,3,Life Sciences,1,1523,4,Male,32,3,4,Research Director,1,Married,16328,22074,3,Y,No,13,3,3,80,1,24,1,4,20,6,14,17 40.0,No,Travel_Rarely,302.0,Research & Development,6.0,3,Life Sciences,1,601,2,Female,75,3,4,Manufacturing Director,3,Single,13237,20364,7,Y,No,15,3,3,80,0,22,3,3,20,6,5,13 55.0,No,Travel_Rarely,1117.0,Sales,18.0,5,Life Sciences,1,597,1,Female,83,3,4,Manager,2,Single,16835,9873,3,Y,No,23,4,4,80,0,37,2,3,10,9,7,7 41.0,No,Travel_Frequently,840.0,Research & Development,9.0,3,Medical,1,999,1,Male,64,3,5,Research Director,3,Divorced,19419,3735,2,Y,No,17,3,2,80,1,21,2,4,18,16,0,11 43.0,Yes,Travel_Rarely,,Sales,9.0,3,Marketing,1,1188,1,Female,85,1,2,Sales Executive,3,Single,5346,9489,8,Y,No,13,3,2,80,0,7,2,2,4,3,1,3 38.0,No,Travel_Rarely,437.0,Sales,16.0,3,Life Sciences,1,1583,2,Female,90,3,2,Sales Executive,2,Single,4198,16379,2,Y,No,12,3,2,80,0,8,5,4,3,2,1,2 29.0,Yes,Travel_Rarely,428.0,Sales,9.0,3,Marketing,1,1752,2,Female,52,1,1,Sales Representative,2,Single,2760,14630,1,Y,No,13,3,3,80,0,2,3,3,2,2,2,2 ,No,Travel_Rarely,652.0,Research & Development,7.0,3,Other,1,1417,3,Male,100,4,1,Laboratory Technician,1,Single,3578,23577,0,Y,No,12,3,4,80,0,8,2,3,7,7,0,7 45.0,No,Travel_Rarely,193.0,Research & Development,6.0,4,Other,1,101,4,Male,52,3,3,Research Director,1,Married,13245,15067,4,Y,Yes,14,3,2,80,0,17,3,4,0,0,0,0 34.0,No,Travel_Rarely,1153.0,Research & Development,1.0,2,Medical,1,110,1,Male,94,3,2,Manufacturing Director,2,Married,4325,17736,1,Y,No,15,3,3,80,0,5,2,3,5,2,1,3 38.0,No,Travel_Frequently,693.0,Research & Development,7.0,3,Life Sciences,1,1382,4,Male,57,4,1,Research Scientist,3,Divorced,2610,15748,1,Y,No,11,3,4,80,3,4,2,3,4,2,0,3 55.0,No,Travel_Rarely,111.0,Sales,1.0,2,Life Sciences,1,106,1,Male,70,3,3,Sales Executive,4,Married,10239,18092,3,Y,No,14,3,4,80,1,24,4,3,1,0,1,0 18.0,Yes,Travel_Frequently,1306.0,Sales,,3,Marketing,1,614,2,Male,69,3,1,Sales Representative,2,Single,1878,8059,1,Y,Yes,14,3,4,80,0,0,3,3,0,0,0,0 40.0,No,Travel_Rarely,884.0,Research & Development,15.0,3,Life Sciences,1,1628,1,Female,80,2,3,Manufacturing Director,3,Married,10435,25800,1,Y,No,13,3,4,80,2,18,2,3,18,15,14,12 ,No,Travel_Rarely,1137.0,Research & Development,21.0,1,Life Sciences,1,942,4,Female,51,3,2,Healthcare Representative,4,Married,4014,19170,1,Y,Yes,25,4,4,80,1,10,2,1,10,6,0,7 ,No,Non-Travel,1476.0,Research & Development,1.0,3,Life Sciences,1,1315,3,Female,55,1,2,Laboratory Technician,4,Married,6674,16392,0,Y,No,11,3,1,80,3,10,6,3,9,8,7,5 20.0,No,Travel_Rarely,727.0,Sales,9.0,1,Life Sciences,1,1680,4,Male,54,3,1,Sales Representative,1,Single,2728,21082,1,Y,No,11,3,1,80,0,2,3,3,2,2,0,2 33.0,Yes,Travel_Rarely,587.0,Research & Development,10.0,1,Medical,1,584,1,Male,38,1,1,Laboratory Technician,4,Divorced,3408,6705,7,Y,No,13,3,1,80,3,8,2,3,4,3,1,3 31.0,No,Travel_Rarely,1222.0,Research & Development,11.0,4,Life Sciences,1,895,4,Male,48,3,1,Research Scientist,4,Married,2356,14871,3,Y,Yes,19,3,2,80,1,8,2,3,6,4,0,2 40.0,No,Travel_Rarely,1492.0,Research & Development,20.0,4,Technical Degree,1,1092,1,Male,61,3,3,Healthcare Representative,4,Married,10322,26542,4,Y,No,20,4,4,80,1,14,6,3,11,10,11,1 50.0,No,Travel_Frequently,1421.0,Research & Development,2.0,3,Medical,1,1215,4,Female,30,3,4,Manager,1,Married,17856,9490,2,Y,No,22,4,3,80,1,32,3,3,2,2,2,2 27.0,No,Travel_Frequently,591.0,Research & Development,2.0,3,Medical,1,1648,4,Male,87,3,1,Research Scientist,4,Single,2580,6297,2,Y,No,13,3,3,80,0,6,0,2,4,2,1,2 ,No,Travel_Rarely,1300.0,Research & Development,17.0,2,Medical,1,536,3,Male,79,3,2,Laboratory Technician,1,Divorced,4558,13535,1,Y,No,12,3,4,80,1,10,2,3,10,0,1,8 36.0,No,Travel_Rarely,1383.0,Research & Development,10.0,3,Life Sciences,1,1790,4,Male,90,3,3,Healthcare Representative,1,Married,8321,25949,7,Y,Yes,13,3,4,80,1,15,1,3,12,8,5,7 53.0,No,Travel_Rarely,447.0,Research & Development,2.0,3,Medical,1,1472,4,Male,39,4,4,Research Director,2,Single,16598,19764,4,Y,No,12,3,2,80,0,35,2,2,9,8,8,8 42.0,No,Travel_Rarely,1128.0,Research & Development,13.0,3,Medical,1,1803,2,Male,95,4,2,Healthcare Representative,1,Married,5538,5696,5,Y,No,18,3,3,80,2,10,2,2,0,0,0,0 37.0,No,Non-Travel,1040.0,Research & Development,2.0,2,Life Sciences,1,139,3,Male,100,2,2,Healthcare Representative,4,Divorced,5163,15850,5,Y,No,14,3,4,80,1,17,2,4,1,0,0,0 43.0,No,Travel_Rarely,589.0,Research & Development,14.0,2,Life Sciences,1,843,2,Male,94,3,4,Research Director,1,Married,17159,5200,6,Y,No,24,4,3,80,1,22,3,3,4,1,1,0 23.0,No,Travel_Rarely,373.0,Research & Development,1.0,2,Life Sciences,1,1270,4,Male,47,3,1,Research Scientist,3,Married,1223,16901,1,Y,No,22,4,4,80,1,1,2,3,1,0,0,1 52.0,No,Travel_Rarely,258.0,Research & Development,8.0,4,Other,1,1409,3,Female,54,3,1,Laboratory Technician,1,Married,2950,17363,9,Y,No,13,3,3,80,0,12,2,1,5,4,0,4 29.0,No,Travel_Rarely,1010.0,Research & Development,1.0,3,Life Sciences,1,1249,1,Female,97,3,1,Research Scientist,4,Divorced,3760,5598,1,Y,No,15,3,1,80,3,3,5,3,3,2,1,2 50.0,No,Travel_Rarely,989.0,Research & Development,7.0,2,Medical,1,80,2,Female,43,2,5,Research Director,3,Divorced,18740,16701,5,Y,Yes,12,3,4,80,1,29,2,2,27,3,13,8 42.0,No,Travel_Rarely,635.0,Sales,1.0,1,Life Sciences,1,387,2,Male,99,3,2,Sales Executive,3,Married,4907,24532,1,Y,No,25,4,3,80,0,20,3,3,20,16,11,6 34.0,No,Travel_Rarely,628.0,Research & Development,8.0,3,Medical,1,2068,2,Male,82,4,2,Laboratory Technician,3,Married,4404,10228,2,Y,No,12,3,1,80,0,6,3,4,4,3,1,2 32.0,No,,1401.0,Sales,4.0,2,Life Sciences,1,330,3,Female,56,3,1,Sales Representative,2,Married,3931,20990,2,Y,No,11,3,1,80,1,6,5,3,4,3,1,2 38.0,No,Travel_Rarely,119.0,Sales,,3,Life Sciences,1,307,1,Male,76,3,3,Sales Executive,3,Divorced,10609,9647,0,Y,No,12,3,3,80,2,17,6,2,16,10,5,13 30.0,No,Travel_Rarely,201.0,Research & Development,,3,Technical Degree,1,197,4,Female,84,3,1,Research Scientist,1,Divorced,3204,10415,5,Y,No,14,3,4,80,1,8,3,3,3,2,2,2 56.0,No,Travel_Rarely,,Sales,11.0,5,Marketing,1,1935,4,Female,89,2,2,Sales Executive,1,Married,5380,20328,4,Y,No,16,3,3,80,1,6,3,3,0,0,0,0 27.0,No,Travel_Rarely,1469.0,Research & Development,1.0,2,Medical,1,497,4,Male,82,3,1,Laboratory Technician,2,Divorced,3816,17881,1,Y,No,11,3,2,80,1,5,2,3,5,2,0,4 36.0,No,Travel_Rarely,922.0,Research & Development,,2,Life Sciences,1,155,1,Female,39,3,1,Laboratory Technician,4,Divorced,2835,2561,5,Y,No,22,4,1,80,1,7,2,3,1,0,0,0 40.0,No,,616.0,Research & Development,2.0,2,Life Sciences,1,1802,3,Female,99,3,1,Laboratory Technician,1,Married,3377,25605,4,Y,No,17,3,4,80,1,7,5,2,4,3,0,2 37.0,Yes,Travel_Frequently,504.0,Research & Development,10.0,3,Medical,1,342,1,Male,61,3,3,Manufacturing Director,3,Divorced,10048,22573,6,Y,No,11,3,2,80,2,17,5,3,1,0,0,0 33.0,No,Non-Travel,1313.0,Research & Development,1.0,2,Medical,1,1994,2,Male,59,2,1,Laboratory Technician,3,Divorced,2008,20439,1,Y,No,12,3,3,80,3,1,2,2,1,1,0,0 36.0,No,Travel_Rarely,1299.0,Research & Development,27.0,3,Medical,1,13,3,Male,94,3,2,Healthcare Representative,3,Married,5237,16577,6,Y,No,13,3,2,80,2,17,3,2,7,7,7,7 39.0,No,Travel_Frequently,443.0,Research & Development,8.0,1,Life Sciences,1,602,3,Female,48,3,1,Laboratory Technician,3,Married,3755,17872,1,Y,No,11,3,1,80,1,8,3,3,8,3,0,7 36.0,No,Non-Travel,1229.0,Sales,8.0,4,Technical Degree,1,990,1,Male,84,3,2,Sales Executive,4,Divorced,5079,25952,4,Y,No,13,3,4,80,2,12,3,3,7,7,0,7 ,No,Travel_Rarely,,Research & Development,1.0,3,Life Sciences,1,350,1,Female,62,3,2,Manufacturing Director,3,Married,4898,7505,0,Y,No,12,3,4,80,2,5,3,3,4,2,1,2 36.0,No,Travel_Rarely,676.0,Research & Development,1.0,3,Other,1,823,3,Female,35,3,2,Manufacturing Director,2,Married,5228,23361,0,Y,No,15,3,1,80,1,10,2,3,9,7,0,5 37.0,No,Travel_Rarely,1305.0,Research & Development,10.0,4,Life Sciences,1,518,3,Male,49,3,2,Manufacturing Director,2,Single,4197,21123,2,Y,Yes,12,3,4,80,0,18,2,2,1,0,0,1 51.0,No,Travel_Frequently,237.0,Sales,9.0,3,Life Sciences,1,1282,4,Male,83,3,5,Manager,2,Divorced,19847,19196,4,Y,Yes,24,4,1,80,1,31,5,2,29,10,11,10 49.0,No,Travel_Rarely,301.0,Research & Development,22.0,4,Other,1,1655,1,Female,72,3,4,Research Director,2,Married,16413,3498,3,Y,No,16,3,2,80,2,27,2,3,4,2,1,2 ,No,Non-Travel,1225.0,Research & Development,2.0,4,Life Sciences,1,771,4,Female,61,3,2,Healthcare Representative,1,Divorced,5093,4761,2,Y,No,11,3,1,80,1,16,2,4,1,0,0,0 43.0,Yes,Travel_Frequently,807.0,Research & Development,17.0,3,Technical Degree,1,1767,3,Male,38,2,1,Research Scientist,3,Married,2437,15587,9,Y,Yes,16,3,4,80,1,6,4,3,1,0,0,0 33.0,No,Travel_Frequently,970.0,Sales,7.0,3,Life Sciences,1,1114,4,Female,30,3,2,Sales Executive,2,Married,4302,13401,0,Y,No,17,3,3,80,1,4,3,3,3,2,0,2 ,No,Travel_Rarely,775.0,Sales,29.0,2,Medical,1,618,1,Male,45,3,2,Sales Executive,3,Divorced,4306,4267,5,Y,No,12,3,1,80,2,8,5,3,0,0,0,0 46.0,No,Travel_Rarely,566.0,Research & Development,7.0,2,Medical,1,1007,4,Male,75,3,3,Manufacturing Director,3,Divorced,10845,24208,6,Y,No,13,3,2,80,1,13,3,3,8,7,0,7 56.0,Yes,Travel_Rarely,1162.0,Research & Development,24.0,2,Life Sciences,1,1907,1,Male,97,3,1,Laboratory Technician,4,Single,2587,10261,1,Y,No,16,3,4,80,0,5,3,3,4,2,1,0 32.0,No,Travel_Frequently,689.0,Sales,9.0,2,Medical,1,195,4,Male,35,1,2,Sales Executive,4,Divorced,4668,22812,0,Y,No,17,3,4,80,3,9,2,4,8,7,0,7 30.0,No,Travel_Frequently,160.0,Research & Development,,3,Medical,1,680,3,Female,71,3,1,Research Scientist,3,Divorced,2083,22653,1,Y,No,20,4,3,80,1,1,2,3,1,0,0,0 30.0,Yes,Travel_Rarely,740.0,Sales,1.0,3,Life Sciences,1,1562,2,Male,64,2,2,Sales Executive,1,Married,9714,5323,1,Y,No,11,3,4,80,1,10,4,3,10,8,6,7 27.0,No,Travel_Rarely,1055.0,Research & Development,2.0,4,Life Sciences,1,1027,1,Female,47,3,2,Manufacturing Director,4,Married,4227,4658,0,Y,No,18,3,2,80,1,4,2,3,3,2,2,2 42.0,No,Travel_Rarely,1396.0,Research & Development,6.0,3,Medical,1,1911,3,Male,83,3,3,Research Director,1,Married,13348,14842,9,Y,No,13,3,2,80,1,18,3,4,13,7,5,7 20.0,Yes,Travel_Rarely,1097.0,Research & Development,11.0,3,Medical,1,1016,4,Female,98,2,1,Research Scientist,1,Single,2600,18275,1,Y,Yes,15,3,1,80,0,1,2,3,1,0,0,0 50.0,No,Travel_Rarely,316.0,Sales,8.0,4,Marketing,1,738,4,Male,54,3,1,Sales Representative,2,Married,3875,9983,7,Y,No,15,3,4,80,1,4,2,3,2,2,2,2 19.0,Yes,Travel_Rarely,303.0,Research & Development,2.0,3,Life Sciences,1,243,2,Male,47,2,1,Laboratory Technician,4,Single,1102,9241,1,Y,No,22,4,3,80,0,1,3,2,1,0,1,0 31.0,No,Travel_Rarely,1154.0,Sales,2.0,2,Life Sciences,1,1996,1,Male,54,3,1,Sales Representative,3,Married,3067,6393,0,Y,No,19,3,3,80,1,3,1,3,2,2,1,2 29.0,No,Travel_Frequently,1404.0,Sales,20.0,3,Technical Degree,1,974,3,Female,84,3,1,Sales Representative,4,Married,2157,18203,1,Y,No,15,3,2,80,1,3,5,3,3,1,0,2 42.0,No,Travel_Rarely,1142.0,Research & Development,8.0,3,Life Sciences,1,1860,4,Male,81,3,1,Laboratory Technician,3,Single,3968,13624,4,Y,No,13,3,4,80,0,8,3,3,0,0,0,0 36.0,No,Travel_Rarely,1266.0,Sales,10.0,4,Technical Degree,1,1880,2,Female,63,2,2,Sales Executive,3,Married,5673,6060,1,Y,Yes,13,3,1,80,1,10,4,3,10,9,1,7 42.0,Yes,Travel_Frequently,481.0,Sales,12.0,3,Life Sciences,1,1167,3,Male,44,3,4,Sales Executive,1,Single,13758,2447,0,Y,Yes,12,3,2,80,0,22,2,2,21,9,13,14 46.0,No,Travel_Rarely,1402.0,Sales,2.0,3,Marketing,1,1204,3,Female,69,3,4,Manager,1,Married,17048,24097,8,Y,No,23,4,1,80,0,28,2,3,26,15,15,9 39.0,No,Travel_Rarely,722.0,Sales,24.0,1,Marketing,1,2056,2,Female,60,2,4,Sales Executive,4,Married,12031,8828,0,Y,No,11,3,1,80,1,21,2,2,20,9,9,6 30.0,No,Travel_Rarely,1358.0,Research & Development,24.0,1,Life Sciences,1,11,4,Male,67,3,1,Laboratory Technician,3,Divorced,2693,13335,1,Y,No,22,4,2,80,1,1,2,3,1,0,0,0 36.0,No,Travel_Rarely,172.0,Research & Development,4.0,4,Life Sciences,1,1435,1,Male,37,2,2,Laboratory Technician,4,Single,5810,22604,1,Y,No,16,3,3,80,0,10,2,2,10,4,1,8 41.0,Yes,Travel_Rarely,1085.0,Research & Development,2.0,4,Life Sciences,1,927,2,Female,57,1,1,Laboratory Technician,4,Divorced,2778,17725,4,Y,Yes,13,3,3,80,1,10,1,2,7,7,1,0 22.0,No,Non-Travel,457.0,Research & Development,26.0,2,Other,1,1605,2,Female,85,2,1,Research Scientist,3,Married,2814,10293,1,Y,Yes,14,3,2,80,0,4,2,2,4,2,1,3 21.0,Yes,Travel_Frequently,756.0,Sales,1.0,1,Technical Degree,1,478,1,Female,99,2,1,Sales Representative,2,Single,2174,9150,1,Y,Yes,11,3,3,80,0,3,3,3,3,2,1,2 41.0,No,Travel_Rarely,509.0,Research & Development,7.0,2,Technical Degree,1,1085,2,Female,43,4,1,Research Scientist,3,Married,3376,18863,1,Y,No,13,3,3,80,0,10,3,3,10,6,0,8 ,No,Travel_Rarely,992.0,Research & Development,1.0,3,Medical,1,1564,4,Male,68,2,1,Laboratory Technician,1,Single,2450,21731,1,Y,No,19,3,2,80,0,3,3,3,3,0,1,2 47.0,No,Travel_Rarely,1482.0,Research & Development,,5,Life Sciences,1,447,4,Male,42,3,5,Research Director,3,Married,18300,16375,4,Y,No,11,3,2,80,1,21,2,3,3,2,1,1 45.0,No,Travel_Rarely,,Research & Development,20.0,3,Medical,1,1460,2,Male,95,1,3,Healthcare Representative,1,Divorced,10851,19863,2,Y,Yes,18,3,2,80,1,24,2,3,7,7,0,7 29.0,No,Travel_Frequently,995.0,Research & Development,2.0,1,Life Sciences,1,1590,1,Male,87,3,2,Healthcare Representative,4,Divorced,8853,24483,1,Y,No,19,3,4,80,1,6,0,4,6,4,1,3 ,No,Travel_Rarely,1167.0,Sales,,3,Other,1,2060,4,Female,30,2,1,Sales Representative,3,Single,2966,21378,0,Y,No,18,3,4,80,0,5,2,3,4,2,0,0 51.0,No,Travel_Rarely,833.0,Research & Development,1.0,3,Life Sciences,1,353,3,Male,96,3,1,Research Scientist,4,Married,2723,23231,1,Y,No,11,3,2,80,0,1,0,2,1,0,0,0 34.0,No,Travel_Frequently,735.0,Research & Development,22.0,4,Other,1,1932,3,Male,86,2,2,Research Scientist,4,Married,5747,26496,1,Y,Yes,15,3,2,80,0,16,3,3,15,10,6,11 ,No,Travel_Rarely,755.0,Research & Development,9.0,4,Life Sciences,1,496,3,Male,97,2,2,Healthcare Representative,2,Single,6540,19394,9,Y,No,19,3,3,80,0,10,5,3,1,1,0,0 40.0,Yes,Travel_Rarely,676.0,Research & Development,9.0,4,Life Sciences,1,1534,4,Male,86,3,1,Laboratory Technician,1,Single,2018,21831,3,Y,No,14,3,2,80,0,15,3,1,5,4,1,0 42.0,No,Travel_Frequently,458.0,Research & Development,26.0,5,Medical,1,1242,1,Female,60,3,3,Research Director,1,Married,13191,23281,3,Y,Yes,17,3,3,80,0,20,6,3,1,0,0,0 38.0,No,Travel_Rarely,364.0,Research & Development,,5,Technical Degree,1,193,4,Female,32,3,2,Research Scientist,3,Single,4317,2302,3,Y,Yes,20,4,2,80,0,19,2,3,3,2,2,2 24.0,Yes,Travel_Rarely,693.0,Sales,,2,Life Sciences,1,720,1,Female,65,3,2,Sales Executive,3,Single,4577,24785,9,Y,No,14,3,1,80,0,4,3,3,2,2,2,0 39.0,No,Travel_Rarely,1462.0,Sales,6.0,3,Medical,1,1588,4,Male,38,4,3,Sales Executive,3,Married,8237,4658,2,Y,No,11,3,1,80,1,11,3,3,7,6,7,6 40.0,No,Travel_Rarely,329.0,Research & Development,1.0,4,Life Sciences,1,1361,2,Male,88,3,1,Laboratory Technician,2,Married,2387,6762,3,Y,No,22,4,3,80,1,7,3,3,4,2,0,3 45.0,No,Travel_Rarely,538.0,Research & Development,1.0,4,Technical Degree,1,1553,1,Male,66,3,3,Healthcare Representative,2,Divorced,7441,20933,1,Y,No,12,3,1,80,3,10,4,3,10,8,7,7 40.0,No,Travel_Rarely,1194.0,Research & Development,2.0,4,Medical,1,2051,3,Female,98,3,1,Research Scientist,3,Married,2001,12549,2,Y,No,14,3,2,80,3,20,2,3,5,3,0,2 34.0,Yes,Travel_Frequently,988.0,Human Resources,23.0,3,Human Resources,1,590,2,Female,43,3,3,Human Resources,1,Divorced,9950,11533,9,Y,Yes,15,3,3,80,3,11,2,3,3,2,0,2 32.0,No,Travel_Rarely,1018.0,Research & Development,,2,Life Sciences,1,727,3,Female,39,3,3,Research Director,4,Single,11159,19373,3,Y,No,15,3,4,80,0,10,6,3,7,7,7,7 50.0,No,Travel_Rarely,813.0,Research & Development,17.0,5,Life Sciences,1,1656,4,Female,50,2,3,Research Director,1,Divorced,13269,21981,5,Y,No,15,3,3,80,3,19,3,3,14,11,1,11 37.0,No,Travel_Frequently,319.0,Sales,4.0,4,Marketing,1,311,1,Male,41,3,1,Sales Representative,4,Divorced,2793,2539,4,Y,No,17,3,3,80,1,13,2,3,9,8,5,8 29.0,Yes,Travel_Frequently,337.0,Research & Development,14.0,1,Other,1,1421,3,Female,84,3,3,Healthcare Representative,4,Single,7553,22930,0,Y,Yes,12,3,1,80,0,9,1,3,8,7,7,7 ,No,Travel_Frequently,944.0,Sales,1.0,3,Marketing,1,314,3,Female,92,3,3,Sales Executive,3,Single,8789,9096,1,Y,No,14,3,1,80,0,10,3,4,10,7,0,8 31.0,No,Travel_Frequently,1125.0,Sales,7.0,4,Marketing,1,1833,1,Female,68,3,3,Sales Executive,1,Married,9637,8277,2,Y,No,14,3,4,80,2,9,3,3,3,2,2,2 38.0,No,Travel_Rarely,1153.0,Research & Development,6.0,2,Other,1,1782,4,Female,40,2,1,Laboratory Technician,3,Married,3702,16376,1,Y,No,11,3,2,80,1,5,3,3,5,4,0,4 27.0,No,Travel_Frequently,1242.0,Sales,20.0,3,Life Sciences,1,293,4,Female,90,3,2,Sales Executive,3,Single,9981,12916,1,Y,No,14,3,4,80,0,7,2,3,7,7,0,7 46.0,No,Travel_Rarely,945.0,Human Resources,,2,Medical,1,103,2,Male,80,3,2,Human Resources,2,Divorced,5021,10425,8,Y,Yes,22,4,4,80,1,16,2,3,4,2,0,2 41.0,No,Travel_Rarely,933.0,Research & Development,9.0,4,Life Sciences,1,200,3,Male,94,3,1,Laboratory Technician,1,Married,2238,6961,2,Y,No,21,4,4,80,1,7,2,3,5,0,1,4 40.0,No,Travel_Rarely,1308.0,Research & Development,14.0,3,Medical,1,1128,3,Male,44,2,5,Research Director,3,Single,19626,17544,1,Y,No,14,3,1,80,0,21,2,4,20,7,4,9 30.0,No,Travel_Rarely,1329.0,Sales,29.0,4,Life Sciences,1,1211,3,Male,61,3,2,Sales Executive,1,Divorced,4115,13192,8,Y,No,19,3,3,80,3,8,3,3,4,3,0,3 30.0,No,Travel_Rarely,853.0,Research & Development,7.0,4,Life Sciences,1,1224,3,Male,49,3,2,Laboratory Technician,3,Divorced,3491,11309,1,Y,No,13,3,1,80,3,10,4,2,10,7,8,9 34.0,No,Travel_Rarely,546.0,Research & Development,10.0,3,Life Sciences,1,934,2,Male,83,3,1,Laboratory Technician,2,Divorced,2008,6896,1,Y,No,14,3,2,80,2,1,3,3,1,0,1,0 40.0,No,Travel_Rarely,118.0,Sales,14.0,2,Life Sciences,1,1598,4,Female,84,3,2,Sales Executive,1,Married,4639,11262,1,Y,No,15,3,3,80,1,5,2,3,5,4,1,2 29.0,No,Travel_Rarely,1090.0,Sales,10.0,3,Marketing,1,766,4,Male,83,3,1,Sales Representative,2,Divorced,2297,17967,1,Y,No,14,3,4,80,2,2,2,3,2,2,2,2 46.0,No,Travel_Rarely,1450.0,Research & Development,15.0,2,Life Sciences,1,1217,4,Male,52,3,5,Research Director,2,Married,19081,10849,5,Y,No,11,3,1,80,1,25,2,3,4,2,0,3 41.0,No,Travel_Rarely,802.0,Sales,9.0,1,Life Sciences,1,176,3,Male,96,3,3,Sales Executive,3,Divorced,8189,21196,3,Y,Yes,13,3,3,80,1,12,2,3,9,7,0,7 39.0,No,Non-Travel,1251.0,Sales,21.0,4,Life Sciences,1,1929,1,Female,32,1,2,Sales Executive,3,Married,5736,3987,6,Y,No,19,3,3,80,1,10,1,3,3,2,1,2 29.0,No,Travel_Frequently,490.0,Research & Development,10.0,3,Life Sciences,1,1143,4,Female,61,3,1,Research Scientist,2,Divorced,3291,17940,0,Y,No,14,3,4,80,2,8,2,2,7,5,1,1 52.0,No,Travel_Rarely,1490.0,Research & Development,4.0,2,Life Sciences,1,546,4,Female,30,3,4,Manager,4,Married,16555,10310,2,Y,No,13,3,4,80,0,31,2,1,5,2,1,4 37.0,No,Travel_Rarely,1439.0,Research & Development,4.0,1,Life Sciences,1,1394,3,Male,54,3,1,Research Scientist,3,Married,2996,5182,7,Y,Yes,15,3,4,80,0,8,2,3,6,4,1,3 29.0,No,Travel_Rarely,1176.0,Sales,,2,Medical,1,690,2,Female,62,3,2,Sales Executive,3,Married,5561,3487,1,Y,No,14,3,1,80,1,6,5,2,6,0,1,2 44.0,No,Travel_Rarely,528.0,Human Resources,1.0,3,Life Sciences,1,1683,3,Female,44,3,1,Human Resources,4,Divorced,3195,4167,4,Y,Yes,18,3,1,80,3,8,2,3,2,2,2,2 45.0,Yes,Travel_Frequently,306.0,Sales,26.0,4,Life Sciences,1,684,1,Female,100,3,2,Sales Executive,1,Married,4286,5630,2,Y,No,14,3,4,80,2,5,4,3,1,1,0,0 ,No,Travel_Rarely,,Sales,18.0,1,Life Sciences,1,1399,1,Male,93,4,2,Sales Executive,3,Married,6232,12477,2,Y,No,11,3,2,80,0,6,3,2,3,2,1,2 47.0,No,Travel_Frequently,1309.0,Sales,4.0,1,Medical,1,467,2,Male,99,3,2,Sales Representative,3,Single,2976,25751,3,Y,No,19,3,1,80,0,5,3,3,0,0,0,0 37.0,No,Travel_Rarely,1107.0,Research & Development,14.0,3,Life Sciences,1,515,4,Female,95,3,1,Laboratory Technician,1,Divorced,3034,26914,1,Y,No,12,3,3,80,1,18,2,2,18,7,12,17 41.0,Yes,Travel_Rarely,1102.0,Sales,1.0,2,Life Sciences,1,1,2,Female,94,3,2,Sales Executive,4,Single,5993,19479,8,Y,Yes,11,3,1,80,0,8,0,1,6,4,0,5 57.0,No,Travel_Rarely,593.0,Research & Development,1.0,4,Medical,1,482,4,Male,88,3,2,Healthcare Representative,3,Married,6755,2967,2,Y,No,11,3,3,80,0,15,2,3,3,2,1,2 18.0,Yes,Non-Travel,247.0,Research & Development,8.0,1,Medical,1,1156,3,Male,80,3,1,Laboratory Technician,3,Single,1904,13556,1,Y,No,12,3,4,80,0,0,0,3,0,0,0,0 32.0,No,Non-Travel,1146.0,Research & Development,15.0,4,Medical,1,1955,3,Female,34,3,2,Healthcare Representative,4,Divorced,6667,16542,5,Y,No,18,3,2,80,1,9,6,3,5,1,1,2 ,No,Travel_Rarely,703.0,Sales,28.0,2,Marketing,1,641,1,Male,66,3,2,Sales Executive,2,Married,6272,7428,1,Y,No,20,4,4,80,2,6,5,4,5,3,1,4 33.0,Yes,Travel_Rarely,211.0,Sales,16.0,3,Life Sciences,1,1758,1,Female,74,3,3,Sales Executive,1,Single,8564,10092,2,Y,Yes,20,4,3,80,0,11,2,2,0,0,0,0 ,No,Travel_Rarely,1142.0,Research & Development,23.0,4,Medical,1,75,3,Female,30,3,1,Laboratory Technician,1,Married,4014,16002,3,Y,Yes,15,3,3,80,1,4,3,3,2,2,2,2 32.0,No,Non-Travel,300.0,Research & Development,1.0,3,Life Sciences,1,882,4,Male,61,3,1,Laboratory Technician,4,Divorced,2314,9148,0,Y,No,12,3,2,80,1,4,2,3,3,0,0,2 ,Yes,Travel_Rarely,303.0,Sales,27.0,3,Life Sciences,1,1797,3,Male,84,3,2,Sales Executive,4,Single,5813,13492,1,Y,Yes,18,3,4,80,0,10,2,3,10,7,7,7 39.0,Yes,Non-Travel,592.0,Research & Development,2.0,3,Life Sciences,1,1458,1,Female,54,2,1,Laboratory Technician,1,Single,3646,17181,2,Y,Yes,23,4,2,80,0,11,2,4,1,0,0,0 58.0,Yes,Travel_Rarely,601.0,Research & Development,7.0,4,Medical,1,1360,3,Female,53,2,3,Manufacturing Director,1,Married,10008,12023,7,Y,Yes,14,3,4,80,0,31,0,2,10,9,5,9 36.0,No,Travel_Frequently,1480.0,Research & Development,,2,Medical,1,238,4,Male,30,3,1,Laboratory Technician,2,Single,2088,15062,4,Y,No,12,3,3,80,0,13,3,2,8,7,7,2 31.0,No,Travel_Rarely,828.0,Sales,2.0,1,Life Sciences,1,604,2,Male,77,3,2,Sales Executive,4,Single,6582,8346,4,Y,Yes,13,3,3,80,0,10,2,4,6,5,0,5 ,No,Travel_Rarely,841.0,Research & Development,6.0,3,Other,1,164,3,Female,46,2,1,Research Scientist,2,Married,2368,23300,1,Y,No,19,3,3,80,0,5,3,2,5,4,4,3 39.0,Yes,Travel_Rarely,360.0,Research & Development,23.0,3,Medical,1,1310,3,Male,93,3,1,Research Scientist,1,Single,3904,22154,0,Y,No,13,3,1,80,0,6,2,3,5,2,0,3 27.0,No,Travel_Rarely,608.0,Research & Development,1.0,2,Life Sciences,1,725,3,Female,68,3,3,Manufacturing Director,1,Married,7412,6009,1,Y,No,11,3,4,80,0,9,3,3,9,7,0,7 44.0,Yes,Travel_Rarely,1097.0,Research & Development,10.0,4,Life Sciences,1,1200,3,Male,96,3,1,Research Scientist,3,Single,2936,10826,1,Y,Yes,11,3,3,80,0,6,4,3,6,4,0,2 45.0,No,Travel_Rarely,974.0,Research & Development,1.0,4,Medical,1,996,4,Female,91,3,1,Laboratory Technician,4,Divorced,2270,11005,3,Y,No,14,3,4,80,2,8,2,3,5,3,0,2 40.0,No,Travel_Frequently,530.0,Research & Development,1.0,4,Life Sciences,1,119,3,Male,78,2,4,Healthcare Representative,2,Married,13503,14115,1,Y,No,22,4,4,80,1,22,3,2,22,3,11,11 47.0,No,Non-Travel,1162.0,Research & Development,1.0,1,Medical,1,2000,3,Female,98,3,3,Research Director,2,Married,11957,17231,0,Y,No,18,3,1,80,2,14,3,1,13,8,5,12 34.0,No,Travel_Rarely,629.0,Research & Development,27.0,2,Medical,1,247,4,Female,95,3,1,Research Scientist,2,Single,2311,5711,2,Y,No,15,3,4,80,0,9,3,3,3,2,1,2 44.0,No,Travel_Rarely,200.0,Research & Development,29.0,4,Other,1,1225,4,Male,32,3,2,Research Scientist,4,Single,4541,7744,1,Y,No,25,4,2,80,0,20,3,3,20,11,13,17 36.0,No,Travel_Frequently,607.0,Sales,7.0,3,Marketing,1,1362,1,Female,83,4,2,Sales Executive,1,Married,4639,2261,2,Y,No,16,3,4,80,1,17,2,2,15,7,6,13 27.0,No,Non-Travel,1277.0,Research & Development,8.0,5,Life Sciences,1,1094,1,Male,87,1,1,Laboratory Technician,3,Married,4621,5869,1,Y,No,19,3,4,80,3,3,4,3,3,2,1,2 24.0,Yes,Travel_Rarely,1448.0,Sales,1.0,1,Technical Degree,1,554,1,Female,62,3,1,Sales Representative,2,Single,3202,21972,1,Y,Yes,16,3,2,80,0,6,4,3,5,3,1,4 39.0,No,Travel_Frequently,505.0,Research & Development,2.0,4,Technical Degree,1,343,3,Female,64,3,3,Healthcare Representative,3,Single,10938,6420,0,Y,No,25,4,4,80,0,20,1,3,19,6,11,8 36.0,Yes,Travel_Rarely,318.0,Research & Development,9.0,3,Medical,1,90,4,Male,79,2,1,Research Scientist,3,Married,3388,21777,0,Y,Yes,17,3,1,80,1,2,0,2,1,0,0,0 34.0,No,Non-Travel,697.0,Research & Development,,4,Life Sciences,1,1115,3,Male,40,2,1,Research Scientist,4,Married,2979,22478,3,Y,No,17,3,4,80,3,6,2,3,0,0,0,0 50.0,No,Travel_Frequently,809.0,Sales,12.0,3,Marketing,1,174,3,Female,77,3,3,Sales Executive,4,Single,9208,6645,4,Y,No,11,3,4,80,0,16,3,3,2,2,2,1 41.0,No,Travel_Rarely,334.0,Sales,2.0,4,Life Sciences,1,410,4,Male,88,3,4,Manager,2,Single,16015,15896,1,Y,No,19,3,2,80,0,22,2,3,22,10,0,4 31.0,Yes,Travel_Rarely,330.0,Research & Development,22.0,4,Medical,1,1389,4,Male,98,3,2,Manufacturing Director,3,Married,6179,21057,1,Y,Yes,15,3,4,80,2,10,3,2,10,2,6,7 39.0,No,Travel_Frequently,672.0,Research & Development,7.0,2,Medical,1,444,3,Male,54,2,5,Manager,4,Married,19272,21141,1,Y,No,15,3,1,80,1,21,2,3,21,9,13,3 44.0,No,Travel_Rarely,1037.0,Research & Development,1.0,3,Medical,1,2020,2,Male,42,3,1,Research Scientist,4,Single,2436,13422,6,Y,Yes,12,3,3,80,0,6,2,3,4,3,1,2 33.0,No,Travel_Rarely,575.0,Research & Development,25.0,3,Life Sciences,1,1545,4,Male,44,2,2,Manufacturing Director,2,Single,4320,24152,1,Y,No,13,3,4,80,0,5,2,3,5,3,0,2 33.0,No,Travel_Rarely,1216.0,Sales,8.0,4,Marketing,1,677,3,Male,39,3,2,Sales Executive,3,Divorced,7104,20431,0,Y,No,12,3,4,80,0,6,3,3,5,0,1,2 ,No,Travel_Rarely,1382.0,Sales,8.0,2,Other,1,2018,1,Female,85,3,2,Sales Executive,3,Divorced,4907,13684,0,Y,Yes,22,4,2,80,1,6,3,2,5,3,0,4 37.0,No,Travel_Rarely,367.0,Research & Development,25.0,2,Medical,1,1161,3,Female,52,2,2,Healthcare Representative,4,Divorced,5731,17171,7,Y,No,13,3,3,80,2,9,2,3,6,2,1,3 37.0,No,Travel_Rarely,921.0,Research & Development,10.0,3,Medical,1,486,3,Female,98,3,1,Laboratory Technician,1,Married,3452,17663,6,Y,No,20,4,2,80,1,17,3,3,5,4,0,3 27.0,Yes,Travel_Rarely,1420.0,Sales,2.0,1,Marketing,1,667,3,Male,85,3,1,Sales Representative,1,Divorced,3041,16346,0,Y,No,11,3,2,80,1,5,3,3,4,3,0,2 ,No,Travel_Rarely,977.0,Research & Development,2.0,1,Other,1,1992,4,Male,57,3,1,Laboratory Technician,3,Divorced,3977,7298,6,Y,Yes,19,3,3,80,1,7,2,2,2,2,0,2 30.0,No,Travel_Rarely,570.0,Sales,,3,Marketing,1,456,4,Female,30,2,2,Sales Executive,3,Divorced,6118,5431,1,Y,No,13,3,3,80,3,10,2,3,10,9,1,2 29.0,Yes,Travel_Rarely,408.0,Research & Development,25.0,5,Technical Degree,1,565,3,Female,71,2,1,Research Scientist,2,Married,2546,18300,5,Y,No,16,3,2,80,0,6,2,4,2,2,1,1 27.0,No,Non-Travel,1450.0,Research & Development,,3,Medical,1,224,3,Male,79,2,1,Research Scientist,3,Divorced,2566,25326,1,Y,Yes,15,3,4,80,1,1,2,2,1,1,0,1 44.0,No,Travel_Rarely,477.0,Research & Development,7.0,4,Medical,1,36,1,Female,42,2,3,Healthcare Representative,4,Married,10248,2094,3,Y,No,14,3,4,80,1,24,4,3,22,6,5,17 23.0,No,Travel_Rarely,885.0,Research & Development,4.0,3,Medical,1,705,1,Male,58,4,1,Research Scientist,1,Married,2819,8544,2,Y,No,16,3,1,80,1,5,3,4,3,2,0,2 43.0,No,Non-Travel,1344.0,Research & Development,7.0,3,Medical,1,262,4,Male,37,4,1,Research Scientist,4,Divorced,2089,5228,4,Y,No,14,3,4,80,3,7,3,4,5,4,2,2 29.0,Yes,Travel_Rarely,806.0,Research & Development,7.0,3,Technical Degree,1,1299,2,Female,39,3,1,Laboratory Technician,3,Divorced,3339,17285,3,Y,Yes,13,3,1,80,2,10,2,3,7,7,7,7 27.0,No,Travel_Frequently,1131.0,Research & Development,15.0,3,Life Sciences,1,1870,4,Female,77,2,1,Research Scientist,1,Married,4774,23844,0,Y,No,19,3,4,80,1,8,2,2,7,6,7,3 46.0,Yes,Travel_Rarely,1254.0,Sales,10.0,3,Life Sciences,1,1869,3,Female,64,3,3,Sales Executive,2,Married,7314,14011,5,Y,No,21,4,3,80,3,14,2,3,8,7,0,7 32.0,No,Travel_Rarely,120.0,Research & Development,6.0,5,Life Sciences,1,231,3,Male,43,3,1,Research Scientist,3,Single,3038,12430,3,Y,No,20,4,1,80,0,8,2,3,5,4,1,4 30.0,No,Travel_Rarely,1339.0,Sales,,3,Life Sciences,1,228,2,Female,41,3,3,Sales Executive,4,Married,9419,8053,2,Y,No,12,3,3,80,1,12,2,3,10,9,7,4 37.0,No,Non-Travel,1252.0,Sales,19.0,2,Medical,1,904,1,Male,32,3,3,Sales Executive,2,Single,7642,4814,1,Y,Yes,13,3,4,80,0,10,2,3,10,0,0,9 30.0,No,Non-Travel,111.0,Research & Development,9.0,3,Medical,1,239,3,Male,66,3,2,Laboratory Technician,1,Divorced,3072,11012,1,Y,No,11,3,3,80,2,12,4,3,12,9,6,10 38.0,No,Travel_Rarely,243.0,Sales,7.0,4,Marketing,1,709,4,Female,46,2,2,Sales Executive,4,Single,4028,7791,0,Y,No,20,4,1,80,0,8,2,3,7,7,0,5 33.0,No,Travel_Rarely,392.0,Sales,2.0,4,Medical,1,1670,4,Male,93,3,2,Sales Executive,4,Divorced,5505,3921,1,Y,No,14,3,3,80,2,6,5,3,6,2,0,4 ,No,Non-Travel,208.0,Research & Development,8.0,4,Life Sciences,1,1630,3,Female,52,3,2,Healthcare Representative,3,Married,4148,12250,1,Y,No,12,3,4,80,1,15,5,3,14,11,2,9 ,No,Travel_Rarely,583.0,Research & Development,4.0,2,Life Sciences,1,1275,3,Male,53,3,1,Research Scientist,4,Single,2875,9973,1,Y,Yes,20,4,2,80,0,8,2,2,8,5,2,2 43.0,No,Travel_Frequently,1001.0,Research & Development,9.0,5,Medical,1,663,4,Male,72,3,2,Laboratory Technician,3,Divorced,5679,19627,3,Y,Yes,13,3,2,80,1,10,3,3,8,7,4,7 32.0,No,Travel_Rarely,548.0,Research & Development,1.0,3,Life Sciences,1,96,2,Male,66,3,2,Research Scientist,2,Married,6220,7346,1,Y,No,17,3,2,80,2,10,3,3,10,4,0,9 31.0,No,Travel_Rarely,741.0,Research & Development,2.0,4,Life Sciences,1,1721,2,Male,69,3,1,Laboratory Technician,3,Married,3477,18103,1,Y,No,14,3,4,80,1,6,2,4,5,2,0,3 52.0,No,Travel_Rarely,1325.0,Research & Development,11.0,4,Life Sciences,1,813,4,Female,82,3,2,Laboratory Technician,3,Married,3149,21821,8,Y,No,20,4,2,80,1,9,3,3,5,2,1,4 44.0,No,Travel_Rarely,1448.0,Sales,28.0,3,Medical,1,1039,4,Female,53,4,4,Sales Executive,4,Married,13320,11737,3,Y,Yes,18,3,3,80,1,23,2,3,12,11,11,11 29.0,No,Travel_Rarely,1086.0,Research & Development,7.0,1,Medical,1,912,1,Female,62,2,1,Laboratory Technician,4,Divorced,2532,6054,6,Y,No,14,3,3,80,3,8,5,3,4,3,0,3 ,Yes,Travel_Rarely,1485.0,Research & Development,12.0,1,Life Sciences,1,1175,3,Female,79,3,1,Laboratory Technician,4,Married,2515,22955,1,Y,Yes,11,3,4,80,0,1,4,2,1,1,0,0 33.0,Yes,Travel_Rarely,813.0,Research & Development,14.0,3,Medical,1,325,3,Male,58,3,1,Laboratory Technician,4,Married,2436,22149,5,Y,Yes,13,3,3,80,1,8,2,1,5,4,0,4 30.0,Yes,Travel_Frequently,109.0,Research & Development,,3,Medical,1,1017,2,Female,60,3,1,Laboratory Technician,2,Single,2422,25725,0,Y,No,17,3,1,80,0,4,3,3,3,2,1,2 30.0,Yes,Travel_Rarely,1005.0,Research & Development,,3,Technical Degree,1,297,4,Female,88,3,1,Research Scientist,1,Single,2657,8556,5,Y,Yes,11,3,3,80,0,8,5,3,5,2,0,4 ,No,Travel_Rarely,440.0,Research & Development,21.0,3,Medical,1,221,3,Male,42,3,1,Research Scientist,4,Married,2713,6672,1,Y,No,11,3,3,80,1,5,2,1,5,2,0,2 31.0,Yes,Travel_Rarely,542.0,Sales,20.0,3,Life Sciences,1,175,2,Female,71,1,2,Sales Executive,3,Married,4559,24788,3,Y,Yes,11,3,3,80,1,4,2,3,2,2,2,2 21.0,No,Travel_Rarely,,Sales,,1,Medical,1,2021,3,Male,58,3,1,Sales Representative,1,Single,2380,25479,1,Y,Yes,11,3,4,80,0,2,6,3,2,2,1,2 37.0,No,Travel_Frequently,663.0,Research & Development,11.0,3,Other,1,306,2,Male,47,3,3,Research Director,4,Divorced,12185,10056,1,Y,Yes,14,3,3,80,3,10,1,3,10,8,0,7 38.0,No,Travel_Rarely,1495.0,Research & Development,4.0,2,Medical,1,1687,4,Female,87,3,1,Laboratory Technician,3,Married,3306,26176,7,Y,No,19,3,4,80,1,7,5,2,0,0,0,0 ,No,Travel_Rarely,266.0,Research & Development,1.0,3,Medical,1,1303,4,Female,40,3,1,Research Scientist,2,Single,2096,18830,1,Y,No,18,3,4,80,0,2,3,2,2,2,2,1 33.0,No,Travel_Rarely,931.0,Research & Development,14.0,3,Medical,1,252,4,Female,72,3,1,Research Scientist,2,Married,2756,4673,1,Y,No,13,3,4,80,1,8,5,3,8,7,1,6 27.0,No,Travel_Rarely,1240.0,Research & Development,2.0,4,Life Sciences,1,54,4,Female,33,3,1,Laboratory Technician,1,Divorced,2341,19715,1,Y,No,13,3,4,80,1,1,6,3,1,0,0,0 32.0,No,Travel_Rarely,498.0,Research & Development,,4,Medical,1,966,3,Female,93,3,2,Manufacturing Director,1,Married,6725,13554,1,Y,No,12,3,3,80,1,8,2,4,8,7,6,3 ,No,Travel_Rarely,1280.0,Research & Development,7.0,1,Medical,1,143,4,Male,64,2,1,Research Scientist,4,Married,2889,26897,1,Y,No,11,3,3,80,2,2,2,3,2,2,2,1 36.0,No,Travel_Rarely,852.0,Research & Development,,4,Life Sciences,1,51,2,Female,82,2,1,Research Scientist,1,Married,3419,13072,9,Y,Yes,14,3,4,80,1,6,3,4,1,1,0,0 55.0,Yes,Travel_Rarely,725.0,Research & Development,2.0,3,Medical,1,787,4,Male,78,3,5,Manager,1,Married,19859,21199,5,Y,Yes,13,3,4,80,1,24,2,3,5,2,1,4 42.0,No,Non-Travel,355.0,Research & Development,10.0,4,Technical Degree,1,1854,3,Male,38,3,1,Research Scientist,3,Married,2936,6161,3,Y,No,22,4,2,80,2,10,1,2,6,3,3,3 22.0,Yes,Travel_Rarely,391.0,Research & Development,7.0,1,Life Sciences,1,1878,4,Male,75,3,1,Research Scientist,2,Single,2472,26092,1,Y,Yes,23,4,1,80,0,1,2,3,1,0,0,0 30.0,No,Travel_Rarely,911.0,Research & Development,1.0,2,Medical,1,1989,4,Male,76,3,1,Laboratory Technician,2,Married,3748,4077,1,Y,No,13,3,3,80,0,12,6,2,12,8,1,7 ,No,Travel_Rarely,538.0,Research & Development,25.0,2,Other,1,652,1,Male,54,2,2,Laboratory Technician,4,Single,3681,14004,4,Y,No,14,3,4,80,0,9,3,3,3,2,0,2 52.0,No,Travel_Rarely,956.0,Research & Development,6.0,2,Technical Degree,1,630,4,Male,78,3,2,Research Scientist,1,Divorced,5577,22087,3,Y,Yes,12,3,2,80,2,18,3,3,10,9,6,9 54.0,No,Travel_Frequently,966.0,Research & Development,1.0,4,Life Sciences,1,1245,4,Female,53,3,3,Manufacturing Director,3,Divorced,10502,9659,7,Y,No,17,3,1,80,1,33,2,1,5,4,1,4 52.0,Yes,Travel_Rarely,1030.0,Sales,,3,Life Sciences,1,1319,2,Male,64,3,3,Sales Executive,2,Single,8446,21534,9,Y,Yes,19,3,3,80,0,10,2,2,8,7,7,7 34.0,Yes,Travel_Rarely,699.0,Research & Development,6.0,1,Medical,1,31,2,Male,83,3,1,Research Scientist,1,Single,2960,17102,2,Y,No,11,3,3,80,0,8,2,3,4,2,1,3 55.0,No,Travel_Rarely,189.0,Human Resources,26.0,4,Human Resources,1,1973,3,Male,71,4,5,Manager,2,Married,19636,25811,4,Y,Yes,18,3,1,80,1,35,0,3,10,9,1,4 42.0,No,Travel_Rarely,1147.0,Human Resources,10.0,3,Human Resources,1,1408,3,Female,31,3,4,Manager,1,Married,16799,16616,0,Y,No,14,3,3,80,1,21,5,3,20,7,0,9 ,No,Travel_Frequently,664.0,Research & Development,1.0,3,Medical,1,88,2,Male,79,3,1,Research Scientist,1,Married,2194,5868,4,Y,No,13,3,4,80,1,5,2,2,3,2,1,2 40.0,No,Travel_Rarely,107.0,Sales,10.0,3,Technical Degree,1,1239,2,Female,84,2,2,Sales Executive,2,Divorced,6852,11591,7,Y,No,12,3,2,80,1,7,2,4,5,1,1,3 31.0,No,Travel_Frequently,163.0,Research & Development,24.0,1,Technical Degree,1,1736,4,Female,30,3,2,Manufacturing Director,4,Single,5238,6670,2,Y,No,20,4,4,80,0,9,3,2,5,4,1,4 41.0,Yes,Travel_Frequently,143.0,Sales,4.0,3,Marketing,1,488,1,Male,56,3,2,Sales Executive,2,Single,9355,9558,1,Y,No,18,3,3,80,0,8,5,3,8,7,7,7 ,No,Travel_Rarely,991.0,Research & Development,6.0,3,Life Sciences,1,686,3,Female,71,3,1,Laboratory Technician,4,Married,2659,17759,1,Y,Yes,13,3,3,80,1,3,2,3,3,2,0,2 32.0,No,Non-Travel,862.0,Sales,2.0,1,Life Sciences,1,1190,3,Female,76,3,1,Sales Representative,1,Divorced,2827,14947,1,Y,No,12,3,3,80,3,1,3,3,1,0,0,0 38.0,No,Non-Travel,1336.0,Human Resources,2.0,3,Human Resources,1,1805,1,Male,100,3,1,Human Resources,2,Divorced,2592,7129,5,Y,No,13,3,4,80,3,13,3,3,11,10,3,8 22.0,No,Travel_Rarely,253.0,Research & Development,11.0,3,Medical,1,511,1,Female,43,3,1,Research Scientist,2,Married,2244,24440,1,Y,No,13,3,4,80,1,2,1,3,2,1,1,2 22.0,No,Travel_Rarely,217.0,Research & Development,8.0,1,Life Sciences,1,1019,2,Male,94,1,1,Laboratory Technician,1,Married,2451,6881,1,Y,No,15,3,1,80,1,4,3,2,4,3,1,1 27.0,No,Travel_Rarely,1134.0,Research & Development,16.0,4,Technical Degree,1,1001,3,Female,37,3,1,Laboratory Technician,2,Married,2811,12086,9,Y,No,14,3,2,80,1,4,2,3,2,2,2,2 38.0,No,Travel_Rarely,723.0,Sales,2.0,4,Marketing,1,1835,2,Female,77,1,2,Sales Representative,4,Married,5405,4244,2,Y,Yes,20,4,1,80,2,20,4,2,4,2,0,3 29.0,No,Travel_Rarely,232.0,Research & Development,19.0,3,Technical Degree,1,611,4,Male,34,3,2,Manufacturing Director,4,Divorced,4262,22645,4,Y,No,12,3,2,80,2,8,2,4,3,2,1,2 ,Yes,Travel_Rarely,529.0,Research & Development,2.0,4,Life Sciences,1,364,1,Male,79,3,1,Laboratory Technician,3,Single,3485,14935,2,Y,No,11,3,3,80,0,5,5,1,0,0,0,0 31.0,No,Travel_Rarely,746.0,Research & Development,8.0,4,Life Sciences,1,98,3,Female,61,3,2,Manufacturing Director,4,Single,4424,20682,1,Y,No,23,4,4,80,0,11,2,3,11,7,1,8 55.0,No,Non-Travel,177.0,Research & Development,8.0,1,Medical,1,1278,4,Male,37,2,4,Healthcare Representative,2,Divorced,13577,25592,1,Y,Yes,15,3,4,80,1,34,3,3,33,9,15,0 59.0,No,Travel_Rarely,818.0,Human Resources,6.0,2,Medical,1,321,2,Male,52,3,1,Human Resources,3,Married,2267,25657,8,Y,No,17,3,4,80,0,7,2,2,2,2,2,2 48.0,No,Travel_Rarely,163.0,Sales,2.0,5,Marketing,1,595,2,Female,37,3,2,Sales Executive,4,Married,4051,19658,2,Y,No,14,3,1,80,1,14,2,3,9,7,6,7 43.0,No,Travel_Frequently,313.0,Research & Development,21.0,3,Medical,1,525,4,Male,61,3,1,Laboratory Technician,4,Married,2258,15238,7,Y,No,20,4,1,80,1,8,1,3,3,2,1,2 ,No,Travel_Rarely,950.0,Research & Development,7.0,3,Other,1,845,3,Male,59,3,3,Manufacturing Director,3,Single,10221,18869,3,Y,No,21,4,2,80,0,17,3,4,8,5,1,6 33.0,No,Travel_Rarely,134.0,Research & Development,2.0,3,Life Sciences,1,242,3,Male,90,3,1,Research Scientist,4,Single,2500,10515,0,Y,No,14,3,1,80,0,4,2,4,3,1,0,2 53.0,No,Travel_Rarely,1219.0,Sales,2.0,4,Life Sciences,1,23,1,Female,78,2,4,Manager,4,Married,15427,22021,2,Y,No,16,3,3,80,0,31,3,3,25,8,3,7 46.0,No,Non-Travel,849.0,Sales,26.0,2,Life Sciences,1,1801,2,Male,98,2,2,Sales Executive,2,Single,7991,25166,8,Y,No,15,3,3,80,0,6,3,3,2,2,2,2 31.0,No,Travel_Rarely,1398.0,Human Resources,8.0,2,Medical,1,1461,4,Female,96,4,1,Human Resources,2,Single,2109,24609,9,Y,No,18,3,4,80,0,8,3,3,3,2,0,2 38.0,No,Travel_Rarely,343.0,Research & Development,15.0,2,Life Sciences,1,461,3,Male,92,2,3,Research Director,4,Divorced,11510,15682,0,Y,Yes,14,3,2,80,1,12,3,3,11,10,2,9 55.0,No,Travel_Rarely,1136.0,Research & Development,1.0,4,Medical,1,1424,2,Male,81,4,4,Research Director,4,Divorced,14732,12414,2,Y,No,13,3,4,80,2,31,4,4,7,7,0,0 60.0,No,Travel_Rarely,696.0,Sales,7.0,4,Marketing,1,1233,2,Male,52,4,2,Sales Executive,4,Divorced,5220,10893,0,Y,Yes,18,3,2,80,1,12,3,3,11,7,1,9 58.0,Yes,Travel_Rarely,286.0,Research & Development,2.0,4,Life Sciences,1,825,4,Male,31,3,5,Research Director,2,Single,19246,25761,7,Y,Yes,12,3,4,80,0,40,2,3,31,15,13,8 38.0,No,Travel_Frequently,,Research & Development,29.0,5,Life Sciences,1,79,4,Female,50,3,2,Laboratory Technician,4,Single,2406,5456,1,Y,No,11,3,4,80,0,10,2,3,10,3,9,9 46.0,No,Travel_Rarely,1277.0,Sales,2.0,3,Life Sciences,1,1732,3,Male,74,3,3,Sales Executive,4,Divorced,10368,5596,4,Y,Yes,12,3,2,80,1,13,5,2,10,6,0,3 ,No,Travel_Rarely,1158.0,Research & Development,9.0,3,Medical,1,377,4,Male,94,3,1,Research Scientist,4,Married,2070,2613,1,Y,No,23,4,4,80,1,5,3,2,5,2,0,4 56.0,Yes,Travel_Rarely,310.0,Research & Development,7.0,2,Technical Degree,1,2032,4,Male,72,3,1,Laboratory Technician,3,Married,2339,3666,8,Y,No,11,3,4,80,1,14,4,1,10,9,9,8 33.0,No,Travel_Frequently,1146.0,Sales,25.0,3,Medical,1,1220,2,Female,82,3,2,Sales Executive,3,Married,4539,4905,1,Y,No,12,3,1,80,1,10,3,2,10,7,0,1 40.0,No,Non-Travel,1142.0,Research & Development,8.0,2,Life Sciences,1,1552,4,Male,72,3,2,Healthcare Representative,4,Divorced,4069,8841,3,Y,Yes,18,3,3,80,0,8,2,3,2,2,2,2 27.0,Yes,Travel_Frequently,1337.0,Human Resources,22.0,3,Human Resources,1,1944,1,Female,58,2,1,Human Resources,2,Married,2863,19555,1,Y,No,12,3,1,80,0,1,2,3,1,0,0,0 ,No,Travel_Frequently,1479.0,Research & Development,1.0,3,Life Sciences,1,384,3,Female,84,3,2,Manufacturing Director,2,Divorced,6397,26767,1,Y,No,20,4,1,80,1,6,6,1,6,5,1,4 ,No,Non-Travel,1180.0,Research & Development,2.0,2,Medical,1,1804,2,Male,90,3,2,Manufacturing Director,4,Divorced,5762,24442,2,Y,No,14,3,3,80,1,15,6,3,7,7,1,7 33.0,No,Travel_Rarely,1069.0,Research & Development,1.0,3,Life Sciences,1,969,2,Female,42,2,2,Healthcare Representative,4,Single,6949,12291,0,Y,No,14,3,1,80,0,6,3,3,5,0,1,4 40.0,Yes,Travel_Rarely,575.0,Sales,22.0,2,Marketing,1,492,3,Male,68,2,2,Sales Executive,3,Married,6380,6110,2,Y,Yes,12,3,1,80,2,8,6,3,6,4,1,0 34.0,Yes,Non-Travel,967.0,Research & Development,16.0,4,Technical Degree,1,1905,4,Male,85,1,1,Research Scientist,1,Married,2307,14460,1,Y,Yes,23,4,2,80,1,5,2,3,5,2,3,0 50.0,Yes,Travel_Rarely,869.0,Sales,,2,Marketing,1,47,1,Male,86,2,1,Sales Representative,3,Married,2683,3810,1,Y,Yes,14,3,3,80,0,3,2,3,3,2,0,2 48.0,No,Travel_Rarely,277.0,Research & Development,6.0,3,Life Sciences,1,1022,1,Male,97,2,2,Healthcare Representative,3,Single,4240,13119,2,Y,No,13,3,4,80,0,19,0,3,2,2,2,2 54.0,No,Travel_Rarely,431.0,Research & Development,7.0,4,Medical,1,1830,4,Female,68,3,2,Research Scientist,4,Married,6854,15696,4,Y,No,15,3,2,80,1,14,2,2,7,1,1,7 20.0,Yes,Travel_Rarely,500.0,Sales,2.0,3,Medical,1,922,3,Female,49,2,1,Sales Representative,3,Single,2044,22052,1,Y,No,13,3,4,80,0,2,3,2,2,2,0,2 43.0,No,Non-Travel,343.0,Research & Development,9.0,3,Life Sciences,1,1813,1,Male,52,3,1,Research Scientist,3,Single,2438,24978,4,Y,No,13,3,3,80,0,7,2,2,3,2,1,2 29.0,No,Travel_Rarely,726.0,Research & Development,29.0,1,Life Sciences,1,1859,4,Male,93,1,2,Healthcare Representative,3,Divorced,6384,21143,8,Y,No,17,3,4,80,2,11,3,3,7,0,1,6 34.0,No,Non-Travel,999.0,Research & Development,26.0,1,Technical Degree,1,1374,1,Female,92,2,1,Research Scientist,3,Divorced,2029,15891,1,Y,No,20,4,3,80,3,5,2,3,5,4,0,0 42.0,Yes,Travel_Frequently,933.0,Research & Development,19.0,3,Medical,1,752,3,Male,57,4,1,Research Scientist,3,Divorced,2759,20366,6,Y,Yes,12,3,4,80,0,7,2,3,2,2,2,2 27.0,No,Travel_Rarely,486.0,Research & Development,8.0,3,Medical,1,1647,2,Female,86,4,1,Research Scientist,3,Married,3517,22490,7,Y,No,17,3,1,80,0,5,0,3,3,2,0,2 19.0,Yes,Travel_Rarely,419.0,Sales,21.0,3,Other,1,959,4,Male,37,2,1,Sales Representative,2,Single,2121,9947,1,Y,Yes,13,3,2,80,0,1,3,4,1,0,0,0 39.0,No,Travel_Rarely,466.0,Research & Development,1.0,1,Life Sciences,1,1026,4,Female,65,2,4,Manufacturing Director,4,Married,12742,7060,1,Y,No,16,3,3,80,1,21,3,3,21,6,11,8 27.0,No,Travel_Rarely,,Research & Development,9.0,3,Medical,1,260,4,Female,99,3,1,Research Scientist,2,Single,2279,11781,1,Y,No,16,3,4,80,0,7,2,2,7,7,0,3 59.0,No,Travel_Rarely,1429.0,Research & Development,18.0,4,Medical,1,1283,4,Male,67,3,3,Manufacturing Director,4,Single,10512,20002,6,Y,No,12,3,4,80,0,25,6,2,9,7,5,4 31.0,No,Travel_Rarely,688.0,Sales,7.0,3,Life Sciences,1,613,3,Male,44,2,3,Manager,4,Divorced,11557,25291,9,Y,No,21,4,3,80,1,10,3,2,5,4,0,1 ,No,Travel_Rarely,1179.0,Research & Development,19.0,4,Medical,1,1216,4,Male,78,2,1,Laboratory Technician,1,Married,3196,12449,1,Y,No,12,3,3,80,3,6,2,3,6,5,3,3 34.0,No,Non-Travel,1381.0,Sales,4.0,4,Marketing,1,523,3,Female,72,3,2,Sales Executive,3,Married,6538,12740,9,Y,No,15,3,1,80,1,6,3,3,3,2,1,2 31.0,No,Travel_Rarely,154.0,Sales,7.0,4,Life Sciences,1,941,2,Male,41,2,1,Sales Representative,3,Married,2329,11737,3,Y,No,15,3,2,80,0,13,2,4,7,7,5,2 53.0,No,Travel_Frequently,124.0,Sales,2.0,3,Marketing,1,1050,3,Female,38,2,3,Sales Executive,2,Married,7525,23537,2,Y,No,12,3,1,80,1,30,2,3,15,7,6,12 41.0,No,Travel_Rarely,582.0,Research & Development,28.0,4,Life Sciences,1,2034,1,Female,60,2,4,Manufacturing Director,2,Married,13570,5640,0,Y,No,23,4,3,80,1,21,3,3,20,7,0,10 54.0,No,Travel_Rarely,1441.0,Research & Development,17.0,3,Technical Degree,1,1013,3,Female,56,3,3,Manufacturing Director,3,Married,10739,13943,8,Y,No,11,3,3,80,1,22,2,3,10,7,0,8 30.0,No,Non-Travel,1400.0,Research & Development,,3,Life Sciences,1,562,3,Male,53,3,1,Laboratory Technician,4,Married,2097,16734,4,Y,No,15,3,3,80,1,9,3,1,5,3,1,4 49.0,No,Travel_Rarely,1261.0,Research & Development,7.0,3,Other,1,499,2,Male,31,2,3,Healthcare Representative,3,Single,10965,12066,8,Y,No,24,4,3,80,0,26,2,3,5,2,0,0 46.0,No,Travel_Rarely,1485.0,Research & Development,18.0,3,Medical,1,550,3,Female,87,3,2,Manufacturing Director,3,Divorced,4810,26314,2,Y,No,14,3,3,80,1,19,5,2,10,7,0,8 36.0,No,Travel_Rarely,132.0,Research & Development,6.0,3,Life Sciences,1,97,2,Female,55,4,1,Laboratory Technician,4,Married,3038,22002,3,Y,No,12,3,2,80,0,5,3,3,1,0,0,0 32.0,Yes,Travel_Frequently,238.0,Research & Development,,2,Life Sciences,1,1939,1,Female,47,4,1,Research Scientist,3,Single,2432,15318,3,Y,Yes,14,3,1,80,0,8,2,3,4,1,0,3 27.0,No,Travel_Rarely,,Research & Development,19.0,3,Other,1,1619,4,Male,67,2,1,Laboratory Technician,1,Divorced,4066,16290,1,Y,No,11,3,1,80,2,7,3,3,7,7,0,7 32.0,No,Travel_Rarely,646.0,Research & Development,9.0,4,Life Sciences,1,679,1,Female,92,3,2,Research Scientist,4,Married,6322,18089,1,Y,Yes,12,3,4,80,1,6,2,2,6,4,0,5 29.0,No,Travel_Rarely,718.0,Research & Development,8.0,1,Medical,1,1150,2,Male,79,2,2,Manufacturing Director,4,Married,5056,17689,1,Y,Yes,15,3,3,80,1,10,2,2,10,7,1,2 37.0,No,Travel_Rarely,290.0,Research & Development,21.0,3,Life Sciences,1,267,2,Male,65,4,1,Research Scientist,1,Married,3564,22977,1,Y,Yes,12,3,1,80,1,8,3,2,8,7,1,7 ,No,Travel_Rarely,1349.0,Research & Development,7.0,2,Life Sciences,1,1601,3,Male,63,2,1,Laboratory Technician,4,Married,2690,7713,1,Y,No,18,3,4,80,1,1,5,2,1,0,0,1 51.0,No,Travel_Rarely,1318.0,Sales,26.0,4,Marketing,1,851,1,Female,66,3,4,Manager,3,Married,16307,5594,2,Y,No,14,3,3,80,1,29,2,2,20,6,4,17 34.0,No,Travel_Rarely,1031.0,Research & Development,6.0,4,Life Sciences,1,151,3,Female,45,2,2,Research Scientist,2,Divorced,4505,15000,6,Y,No,15,3,3,80,1,12,3,3,1,0,0,0 40.0,No,Travel_Rarely,1398.0,Sales,2.0,4,Life Sciences,1,558,3,Female,79,3,5,Manager,3,Married,18041,13022,0,Y,No,14,3,4,80,0,21,2,3,20,15,1,12 38.0,No,Travel_Frequently,1444.0,Human Resources,1.0,4,Other,1,1972,4,Male,88,3,1,Human Resources,2,Married,2991,5224,0,Y,Yes,11,3,2,80,1,7,2,3,6,2,1,2 48.0,No,Travel_Rarely,855.0,Research & Development,4.0,3,Life Sciences,1,1363,4,Male,54,3,3,Manufacturing Director,4,Single,7898,18706,1,Y,No,11,3,3,80,0,11,2,3,10,9,0,8 42.0,No,Travel_Rarely,933.0,Research & Development,29.0,3,Life Sciences,1,836,2,Male,98,3,2,Manufacturing Director,2,Married,4434,11806,1,Y,No,13,3,4,80,1,10,3,2,9,8,7,8 31.0,No,Non-Travel,697.0,Research & Development,10.0,3,Medical,1,1979,3,Female,40,3,3,Research Director,3,Married,11031,26862,4,Y,No,20,4,3,80,1,13,2,4,11,7,4,8 46.0,Yes,Travel_Rarely,669.0,Sales,9.0,2,Medical,1,118,3,Male,64,2,3,Sales Executive,4,Single,9619,13596,1,Y,No,16,3,4,80,0,9,3,3,9,8,4,7 ,No,Travel_Frequently,636.0,Research & Development,4.0,4,Other,1,1185,4,Male,47,2,1,Laboratory Technician,4,Married,2376,26537,1,Y,No,13,3,2,80,1,2,2,4,2,2,2,2 29.0,Yes,Travel_Frequently,746.0,Sales,24.0,3,Technical Degree,1,1928,3,Male,45,4,1,Sales Representative,1,Single,1091,10642,1,Y,No,17,3,4,80,0,1,3,3,1,0,0,0 42.0,No,Non-Travel,335.0,Research & Development,23.0,2,Life Sciences,1,1976,4,Male,37,2,2,Research Scientist,3,Single,4332,14811,1,Y,No,12,3,4,80,0,20,2,3,20,9,3,7 39.0,No,Travel_Frequently,945.0,Research & Development,22.0,3,Medical,1,1043,4,Female,82,3,3,Manufacturing Director,1,Single,10880,5083,1,Y,Yes,13,3,3,80,0,21,2,3,21,6,2,8 22.0,No,Travel_Rarely,604.0,Research & Development,6.0,1,Medical,1,675,1,Male,69,3,1,Research Scientist,3,Married,2773,12145,0,Y,No,20,4,4,80,0,3,3,3,2,2,2,2 29.0,No,Travel_Rarely,153.0,Research & Development,15.0,2,Life Sciences,1,15,4,Female,49,2,2,Laboratory Technician,3,Single,4193,12682,0,Y,Yes,12,3,4,80,0,10,3,3,9,5,0,8 43.0,No,Travel_Rarely,1473.0,Research & Development,8.0,4,Other,1,526,3,Female,74,3,2,Healthcare Representative,3,Divorced,4522,2227,4,Y,Yes,14,3,4,80,0,8,3,3,5,2,0,2 ,No,Travel_Frequently,496.0,Research & Development,11.0,2,Medical,1,390,1,Male,60,3,2,Healthcare Representative,1,Married,4741,22722,1,Y,Yes,13,3,3,80,1,5,3,3,5,3,3,3 31.0,No,Travel_Rarely,616.0,Research & Development,12.0,3,Medical,1,961,4,Female,41,3,2,Healthcare Representative,4,Married,5855,17369,0,Y,Yes,11,3,3,80,2,10,2,1,9,7,8,5 32.0,Yes,Travel_Rarely,1259.0,Research & Development,2.0,4,Life Sciences,1,1692,4,Male,95,3,1,Laboratory Technician,2,Single,1393,24852,1,Y,No,12,3,1,80,0,1,2,3,1,0,0,0 38.0,No,Travel_Rarely,1206.0,Research & Development,9.0,2,Life Sciences,1,1940,2,Male,71,3,1,Research Scientist,4,Divorced,4771,14293,2,Y,No,19,3,4,80,2,10,0,4,5,2,0,3 20.0,Yes,Travel_Rarely,129.0,Research & Development,4.0,3,Technical Degree,1,960,1,Male,84,3,1,Laboratory Technician,1,Single,2973,13008,1,Y,No,19,3,2,80,0,1,2,3,1,0,0,0 56.0,No,Travel_Rarely,718.0,Research & Development,4.0,4,Technical Degree,1,1191,4,Female,92,3,5,Manager,1,Divorced,19943,18575,4,Y,No,13,3,4,80,1,28,2,3,5,2,4,2 34.0,No,Travel_Frequently,303.0,Sales,2.0,4,Marketing,1,216,3,Female,75,3,1,Sales Representative,3,Married,2231,11314,6,Y,No,18,3,4,80,1,6,3,3,4,3,1,2 31.0,No,Travel_Rarely,1332.0,Research & Development,11.0,2,Medical,1,1251,3,Male,80,3,2,Healthcare Representative,1,Married,6833,17089,1,Y,Yes,12,3,4,80,0,6,2,2,6,5,0,1 48.0,No,Travel_Frequently,365.0,Research & Development,4.0,5,Medical,1,1644,3,Male,89,2,4,Manager,4,Married,15202,5602,2,Y,No,25,4,2,80,1,23,3,3,2,2,2,2 40.0,No,Travel_Rarely,1416.0,Research & Development,2.0,2,Medical,1,352,1,Male,49,3,5,Research Director,3,Divorced,19436,5949,0,Y,No,19,3,4,80,1,22,5,3,21,7,3,9 40.0,No,Travel_Rarely,1124.0,Sales,1.0,2,Medical,1,453,2,Male,57,1,2,Sales Executive,4,Married,7457,13273,2,Y,Yes,22,4,3,80,3,6,2,2,4,3,0,2 ,No,Travel_Rarely,682.0,Sales,18.0,4,Medical,1,1945,2,Male,71,3,2,Sales Executive,1,Married,5561,15975,0,Y,No,16,3,4,80,1,6,2,1,5,3,0,4 34.0,Yes,Travel_Rarely,1107.0,Human Resources,9.0,4,Technical Degree,1,1467,1,Female,52,3,1,Human Resources,3,Married,2742,3072,1,Y,No,15,3,4,80,0,2,0,3,2,2,2,2 ,No,Non-Travel,727.0,Research & Development,,3,Life Sciences,1,704,3,Male,41,2,1,Laboratory Technician,3,Married,1281,16900,1,Y,No,18,3,3,80,2,1,3,3,1,0,0,0 34.0,No,Travel_Frequently,560.0,Research & Development,1.0,4,Other,1,1431,4,Male,91,3,1,Research Scientist,1,Divorced,2996,20284,5,Y,No,14,3,3,80,2,10,2,3,4,3,1,3 40.0,No,Travel_Rarely,300.0,Sales,26.0,3,Marketing,1,1066,3,Male,74,3,2,Sales Executive,1,Married,8396,22217,1,Y,No,14,3,2,80,1,8,3,2,7,7,7,5 34.0,Yes,Travel_Frequently,234.0,Research & Development,9.0,4,Life Sciences,1,1807,4,Male,93,3,2,Laboratory Technician,1,Married,5346,6208,4,Y,No,17,3,3,80,1,11,3,2,7,1,0,7 36.0,Yes,Travel_Rarely,660.0,Research & Development,15.0,3,Other,1,1052,1,Male,81,3,2,Laboratory Technician,3,Divorced,4834,7858,7,Y,No,14,3,2,80,1,9,3,2,1,0,0,0 46.0,No,Travel_Rarely,228.0,Sales,,3,Life Sciences,1,1527,3,Female,51,3,4,Manager,2,Married,16606,11380,8,Y,No,12,3,4,80,1,23,2,4,13,12,5,1 27.0,No,Travel_Frequently,1410.0,Sales,,1,Medical,1,714,4,Female,71,4,2,Sales Executive,4,Divorced,4647,16673,1,Y,Yes,20,4,2,80,2,6,3,3,6,5,0,4 34.0,No,Travel_Rarely,419.0,Research & Development,7.0,4,Life Sciences,1,28,1,Female,53,3,3,Research Director,2,Single,11994,21293,0,Y,No,11,3,3,80,0,13,4,3,12,6,2,11 42.0,No,Travel_Rarely,1332.0,Research & Development,2.0,4,Other,1,477,1,Male,98,2,2,Healthcare Representative,4,Single,6781,17078,3,Y,No,23,4,2,80,0,14,6,3,1,0,0,0 30.0,Yes,Travel_Frequently,600.0,Human Resources,8.0,3,Human Resources,1,1747,3,Female,66,2,1,Human Resources,4,Divorced,2180,9732,6,Y,No,11,3,3,80,1,6,0,2,4,2,1,2 37.0,No,Travel_Rarely,1192.0,Research & Development,,2,Medical,1,460,4,Male,61,3,2,Manufacturing Director,4,Divorced,6347,23177,7,Y,No,16,3,3,80,2,8,2,2,6,2,0,4 54.0,No,Travel_Rarely,548.0,Research & Development,8.0,4,Life Sciences,1,578,3,Female,42,3,2,Laboratory Technician,3,Single,3780,23428,7,Y,No,11,3,3,80,0,19,3,3,1,0,0,0 49.0,No,Travel_Rarely,1245.0,Research & Development,18.0,4,Life Sciences,1,638,4,Male,58,2,5,Research Director,3,Divorced,19502,2125,1,Y,Yes,17,3,3,80,1,31,5,3,31,9,0,9 29.0,Yes,Travel_Rarely,992.0,Research & Development,1.0,3,Technical Degree,1,300,3,Male,85,3,1,Research Scientist,3,Single,2058,19757,0,Y,No,14,3,4,80,0,7,1,2,6,2,1,5 ,Yes,Travel_Frequently,599.0,Sales,24.0,1,Life Sciences,1,1273,3,Male,73,1,1,Sales Representative,4,Single,1118,8040,1,Y,Yes,14,3,4,80,0,1,4,3,1,0,1,0 38.0,No,Travel_Frequently,1394.0,Research & Development,8.0,3,Medical,1,1937,4,Female,58,2,2,Research Scientist,2,Divorced,2133,18115,1,Y,Yes,16,3,3,80,1,20,3,3,20,11,0,7 36.0,No,Travel_Rarely,1174.0,Sales,,4,Marketing,1,1425,1,Female,99,3,2,Sales Executive,2,Single,9278,20763,3,Y,Yes,16,3,4,80,0,15,3,3,5,4,0,1 39.0,No,Travel_Rarely,116.0,Research & Development,24.0,1,Life Sciences,1,2014,1,Male,52,3,2,Research Scientist,4,Single,4108,5340,7,Y,No,13,3,1,80,0,18,2,3,7,7,1,7 46.0,No,Travel_Frequently,638.0,Research & Development,1.0,3,Medical,1,124,3,Male,40,2,3,Healthcare Representative,1,Married,10673,3142,2,Y,Yes,13,3,3,80,1,21,5,2,10,9,9,5 54.0,No,Travel_Rarely,971.0,Research & Development,1.0,3,Medical,1,1422,4,Female,54,3,4,Research Director,4,Single,17328,5652,6,Y,No,19,3,4,80,0,29,3,2,20,7,12,7 45.0,No,Non-Travel,805.0,Research & Development,4.0,2,Life Sciences,1,972,3,Male,57,3,2,Laboratory Technician,2,Married,4447,23163,1,Y,No,12,3,2,80,0,9,5,2,9,7,0,8 27.0,No,Travel_Rarely,205.0,Sales,10.0,3,Marketing,1,1403,4,Female,98,2,2,Sales Executive,4,Married,5769,7100,1,Y,Yes,11,3,4,80,0,6,3,3,6,2,4,4 45.0,No,Travel_Rarely,194.0,Research & Development,9.0,3,Life Sciences,1,206,2,Male,60,3,2,Laboratory Technician,2,Divorced,2348,10901,8,Y,No,18,3,3,80,1,20,2,1,17,9,0,15 31.0,No,Travel_Rarely,196.0,Sales,29.0,4,Marketing,1,1784,1,Female,91,2,2,Sales Executive,4,Married,5468,13402,1,Y,No,14,3,1,80,2,13,3,3,12,7,5,7 27.0,No,Travel_Rarely,155.0,Research & Development,4.0,3,Life Sciences,1,2064,2,Male,87,4,2,Manufacturing Director,2,Married,6142,5174,1,Y,Yes,20,4,2,80,1,6,0,3,6,2,0,3 44.0,Yes,Travel_Rarely,1376.0,Human Resources,1.0,2,Medical,1,1098,2,Male,91,2,3,Human Resources,1,Married,10482,2326,9,Y,No,14,3,4,80,1,24,1,3,20,6,3,6 ,No,Travel_Rarely,384.0,Sales,8.0,4,Life Sciences,1,805,1,Female,72,3,1,Sales Representative,4,Married,2572,20317,1,Y,No,16,3,2,80,1,3,1,2,3,2,0,2 38.0,No,Non-Travel,152.0,Sales,10.0,3,Technical Degree,1,983,3,Female,85,3,2,Sales Executive,4,Single,5666,19899,1,Y,Yes,13,3,2,80,0,6,1,3,5,3,1,3 30.0,No,Travel_Rarely,793.0,Research & Development,16.0,1,Life Sciences,1,1729,2,Male,33,3,1,Research Scientist,4,Married,2862,3811,1,Y,No,12,3,2,80,1,10,2,2,10,0,0,8 20.0,No,Travel_Rarely,959.0,Research & Development,1.0,3,Life Sciences,1,657,4,Female,83,2,1,Research Scientist,2,Single,2836,11757,1,Y,No,13,3,4,80,0,1,0,4,1,0,0,0 38.0,No,Travel_Rarely,268.0,Research & Development,2.0,5,Medical,1,773,4,Male,92,3,1,Research Scientist,3,Married,3057,20471,6,Y,Yes,13,3,2,80,1,6,0,1,1,0,0,1 50.0,Yes,Travel_Frequently,959.0,Sales,1.0,4,Other,1,1113,4,Male,81,3,2,Sales Executive,3,Single,4728,17251,3,Y,Yes,14,3,4,80,0,5,4,3,0,0,0,0 27.0,No,Travel_Rarely,1115.0,Research & Development,,4,Medical,1,700,1,Male,54,2,1,Research Scientist,4,Single,2045,15174,0,Y,No,13,3,4,80,0,5,0,3,4,2,1,1 36.0,No,Travel_Rarely,1278.0,Human Resources,8.0,3,Life Sciences,1,878,1,Male,77,2,1,Human Resources,1,Married,2342,8635,0,Y,No,21,4,3,80,0,6,3,3,5,4,0,3 42.0,No,Travel_Rarely,1210.0,Research & Development,2.0,3,Medical,1,1542,3,Male,68,2,1,Laboratory Technician,2,Married,4841,24052,4,Y,No,14,3,2,80,1,4,3,3,1,0,0,0 58.0,No,Travel_Frequently,1216.0,Research & Development,15.0,4,Life Sciences,1,1837,1,Male,87,3,4,Research Director,3,Married,15787,21624,2,Y,Yes,14,3,2,80,0,23,3,3,2,2,2,2 33.0,No,Travel_Rarely,654.0,Research & Development,,3,Life Sciences,1,1099,4,Male,34,2,3,Healthcare Representative,4,Divorced,7119,21214,4,Y,No,15,3,3,80,1,9,2,3,3,2,1,2 34.0,No,Travel_Rarely,1354.0,Research & Development,,3,Medical,1,153,3,Female,45,2,3,Manager,1,Single,11631,5615,2,Y,No,12,3,4,80,0,14,6,3,11,10,5,8 ,No,Travel_Rarely,802.0,Research & Development,10.0,3,Other,1,1028,2,Male,45,3,1,Laboratory Technician,4,Divorced,3917,9541,1,Y,No,20,4,1,80,1,3,4,2,3,2,1,2 ,No,Travel_Rarely,1029.0,Research & Development,16.0,3,Life Sciences,1,1529,4,Female,91,2,3,Healthcare Representative,2,Single,8606,21195,1,Y,No,19,3,4,80,0,11,3,1,11,8,3,3 41.0,No,Travel_Rarely,167.0,Research & Development,12.0,4,Life Sciences,1,1158,2,Male,46,3,1,Laboratory Technician,4,Married,4766,9051,3,Y,Yes,11,3,1,80,1,6,4,3,1,0,0,0 43.0,No,Travel_Frequently,394.0,Sales,26.0,2,Life Sciences,1,158,3,Male,92,3,4,Manager,4,Married,16959,19494,1,Y,Yes,12,3,4,80,2,25,3,4,25,12,4,12 32.0,Yes,Travel_Rarely,374.0,Research & Development,25.0,4,Life Sciences,1,911,1,Male,87,3,1,Laboratory Technician,4,Single,2795,18016,1,Y,Yes,24,4,3,80,0,1,2,1,1,0,0,1 ,No,Travel_Rarely,607.0,Research & Development,9.0,3,Life Sciences,1,880,4,Female,66,2,3,Manufacturing Director,3,Married,10685,23457,1,Y,Yes,20,4,2,80,1,17,2,3,17,14,5,15 31.0,No,Travel_Rarely,408.0,Research & Development,9.0,4,Life Sciences,1,493,3,Male,42,2,1,Research Scientist,2,Single,2657,7551,0,Y,Yes,16,3,4,80,0,3,5,3,2,2,2,2 45.0,No,Travel_Rarely,1385.0,Research & Development,20.0,2,Medical,1,372,3,Male,79,3,4,Healthcare Representative,4,Married,13496,7501,0,Y,Yes,14,3,2,80,0,21,2,3,20,7,4,10 33.0,No,Travel_Rarely,1075.0,Human Resources,,2,Human Resources,1,910,4,Male,57,3,1,Human Resources,2,Divorced,2277,22650,3,Y,Yes,11,3,3,80,1,7,4,4,4,3,0,3 32.0,No,Travel_Rarely,604.0,Sales,8.0,3,Medical,1,1304,3,Male,56,4,2,Sales Executive,4,Married,6209,11693,1,Y,No,15,3,3,80,2,10,4,4,10,7,0,8 34.0,No,Travel_Frequently,1003.0,Research & Development,2.0,2,Life Sciences,1,1140,4,Male,95,3,2,Manufacturing Director,3,Single,4033,15834,2,Y,No,11,3,4,80,0,5,3,2,3,2,0,2 40.0,No,Travel_Frequently,1184.0,Sales,2.0,4,Medical,1,1212,2,Male,62,3,2,Sales Executive,2,Married,4327,25440,5,Y,No,12,3,4,80,3,5,2,3,0,0,0,0 34.0,No,Non-Travel,1065.0,Sales,23.0,4,Marketing,1,60,2,Male,72,3,2,Sales Executive,3,Single,4568,10034,0,Y,No,20,4,3,80,0,10,2,3,9,5,8,7 33.0,No,Non-Travel,775.0,Research & Development,4.0,3,Technical Degree,1,1771,4,Male,90,3,2,Research Scientist,2,Divorced,3055,6194,5,Y,No,15,3,4,80,2,11,2,2,9,8,1,7 32.0,No,Travel_Rarely,499.0,Sales,2.0,1,Marketing,1,1396,3,Male,36,3,2,Sales Executive,2,Married,4078,20497,0,Y,Yes,13,3,1,80,3,4,3,2,3,2,1,2 20.0,No,Travel_Rarely,654.0,Sales,21.0,3,Marketing,1,1226,3,Male,43,4,1,Sales Representative,4,Single,2678,5050,1,Y,No,17,3,4,80,0,2,2,3,2,1,2,2 36.0,No,Travel_Rarely,796.0,Research & Development,12.0,5,Medical,1,1073,4,Female,51,2,3,Manufacturing Director,4,Single,8858,15669,0,Y,No,11,3,2,80,0,15,2,2,14,8,7,8 27.0,No,Travel_Rarely,591.0,Research & Development,2.0,1,Medical,1,7,1,Male,40,3,1,Laboratory Technician,2,Married,3468,16632,9,Y,No,12,3,4,80,1,6,3,3,2,2,2,2 ,No,Travel_Rarely,949.0,Research & Development,1.0,3,Technical Degree,1,1415,1,Male,81,3,1,Laboratory Technician,4,Married,3229,4910,4,Y,No,11,3,2,80,1,7,2,2,3,2,0,2 37.0,No,Travel_Rarely,589.0,Sales,9.0,2,Marketing,1,1787,2,Male,46,2,2,Sales Executive,2,Married,4189,8800,1,Y,No,14,3,1,80,2,5,2,3,5,2,0,3 46.0,No,Travel_Rarely,488.0,Sales,2.0,3,Technical Degree,1,363,3,Female,75,1,4,Manager,2,Married,16872,14977,3,Y,Yes,12,3,2,80,1,28,2,2,7,7,7,7 45.0,No,Travel_Rarely,1329.0,Research & Development,2.0,2,Other,1,1635,4,Female,59,2,2,Manufacturing Director,4,Divorced,5770,5388,1,Y,No,19,3,1,80,2,10,3,3,10,7,3,9 34.0,No,Travel_Rarely,1480.0,Sales,4.0,3,Life Sciences,1,1882,3,Male,64,3,3,Sales Executive,4,Married,9713,24444,2,Y,Yes,13,3,4,80,3,9,3,3,5,3,1,0 22.0,Yes,Travel_Frequently,1368.0,Research & Development,4.0,1,Technical Degree,1,593,3,Male,99,2,1,Laboratory Technician,3,Single,3894,9129,5,Y,No,16,3,3,80,0,4,3,3,2,2,1,2 ,No,Travel_Frequently,200.0,Research & Development,18.0,2,Life Sciences,1,1412,3,Male,60,3,3,Manufacturing Director,4,Single,9362,19944,2,Y,No,11,3,3,80,0,10,2,3,2,2,2,2 29.0,Yes,Travel_Rarely,224.0,Research & Development,1.0,4,Technical Degree,1,1522,1,Male,100,2,1,Research Scientist,1,Single,2362,7568,6,Y,No,13,3,3,80,0,11,2,1,9,7,0,7 40.0,No,Travel_Frequently,593.0,Research & Development,9.0,4,Medical,1,1166,2,Female,88,3,3,Research Director,3,Single,13499,13782,9,Y,No,17,3,3,80,0,20,3,2,18,7,2,13 31.0,Yes,Travel_Rarely,359.0,Human Resources,18.0,5,Human Resources,1,1842,4,Male,89,4,1,Human Resources,1,Married,2956,21495,0,Y,No,17,3,3,80,0,2,4,3,1,0,0,0 39.0,No,Travel_Rarely,1132.0,Research & Development,1.0,3,Medical,1,417,3,Male,48,4,3,Healthcare Representative,4,Divorced,9613,10942,0,Y,No,17,3,1,80,3,19,5,2,18,10,3,7 ,No,Travel_Rarely,580.0,Research & Development,27.0,3,Medical,1,1622,2,Female,39,1,2,Manufacturing Director,1,Divorced,4877,20460,0,Y,No,21,4,2,80,1,6,5,2,5,3,0,0 33.0,No,Travel_Frequently,553.0,Research & Development,,4,Life Sciences,1,428,4,Female,74,3,3,Manager,2,Married,11878,23364,6,Y,No,11,3,2,80,2,12,2,3,10,6,8,8 19.0,No,Travel_Rarely,1181.0,Research & Development,,1,Medical,1,201,2,Female,79,3,1,Laboratory Technician,2,Single,1483,16102,1,Y,No,14,3,4,80,0,1,3,3,1,0,0,0 34.0,No,Travel_Rarely,182.0,Research & Development,1.0,4,Life Sciences,1,797,2,Female,72,4,1,Research Scientist,4,Single,3280,13551,2,Y,No,16,3,3,80,0,10,2,3,4,2,1,3 48.0,Yes,Travel_Rarely,626.0,Research & Development,1.0,2,Life Sciences,1,64,1,Male,98,2,3,Laboratory Technician,3,Single,5381,19294,9,Y,Yes,13,3,4,80,0,23,2,3,1,0,0,0 39.0,No,Travel_Rarely,1387.0,Research & Development,10.0,5,Medical,1,1618,2,Male,76,3,2,Manufacturing Director,1,Married,5377,3835,2,Y,No,13,3,4,80,3,10,3,3,7,7,7,7 31.0,No,Travel_Frequently,853.0,Research & Development,1.0,1,Life Sciences,1,1011,3,Female,96,3,2,Manufacturing Director,1,Married,4148,11275,1,Y,No,12,3,3,80,1,4,1,3,4,3,0,3 27.0,No,Travel_Rarely,199.0,Research & Development,6.0,3,Life Sciences,1,1162,4,Male,55,2,1,Research Scientist,3,Married,2539,7950,1,Y,No,13,3,3,80,1,4,0,3,4,2,2,2 34.0,No,Travel_Rarely,479.0,Research & Development,7.0,4,Medical,1,1577,1,Male,35,3,1,Research Scientist,4,Single,2972,22061,1,Y,No,13,3,3,80,0,1,4,1,1,0,0,0 24.0,No,Travel_Frequently,535.0,Sales,24.0,3,Medical,1,632,4,Male,38,3,1,Sales Representative,4,Married,2400,5530,0,Y,No,13,3,3,80,2,3,3,3,2,2,2,1 51.0,No,Travel_Rarely,1405.0,Research & Development,11.0,2,Technical Degree,1,1367,4,Female,82,2,4,Manufacturing Director,2,Single,13142,24439,3,Y,No,16,3,2,80,0,29,1,2,5,2,0,3 50.0,No,Non-Travel,881.0,Research & Development,2.0,4,Life Sciences,1,905,1,Male,98,3,4,Manager,1,Divorced,17924,4544,1,Y,No,11,3,4,80,1,31,3,3,31,6,14,7 31.0,No,Travel_Rarely,329.0,Research & Development,1.0,2,Life Sciences,1,530,4,Male,98,2,1,Laboratory Technician,1,Married,2218,16193,1,Y,No,12,3,3,80,1,4,3,3,4,2,3,2 36.0,No,Travel_Rarely,913.0,Research & Development,9.0,2,Medical,1,699,2,Male,48,2,2,Manufacturing Director,2,Divorced,8847,13934,2,Y,Yes,11,3,3,80,1,13,2,3,3,2,0,2 27.0,No,Travel_Rarely,1377.0,Sales,2.0,3,Life Sciences,1,437,4,Male,74,3,2,Sales Executive,3,Single,4478,5242,1,Y,Yes,11,3,1,80,0,5,3,3,5,4,0,4 38.0,No,Travel_Rarely,371.0,Research & Development,2.0,3,Life Sciences,1,24,4,Male,45,3,1,Research Scientist,4,Single,3944,4306,5,Y,Yes,11,3,3,80,0,6,3,3,3,2,1,2 40.0,No,Travel_Rarely,658.0,Sales,10.0,4,Marketing,1,954,1,Male,67,2,3,Sales Executive,2,Divorced,9705,20652,2,Y,No,12,3,2,80,1,11,2,2,1,0,0,0 43.0,No,Travel_Rarely,1273.0,Research & Development,2.0,2,Medical,1,46,4,Female,72,4,1,Research Scientist,3,Divorced,2645,21923,1,Y,No,12,3,4,80,2,6,3,2,5,3,1,4 27.0,No,Travel_Rarely,1167.0,Research & Development,4.0,2,Life Sciences,1,1259,1,Male,76,3,1,Research Scientist,3,Divorced,2517,3208,1,Y,No,11,3,2,80,3,5,2,3,5,3,0,3 ,No,Travel_Frequently,773.0,Research & Development,6.0,3,Life Sciences,1,1154,3,Male,39,2,1,Research Scientist,3,Divorced,2703,22088,1,Y,Yes,14,3,4,80,1,3,2,3,3,1,0,2 27.0,No,Travel_Frequently,1297.0,Research & Development,,2,Life Sciences,1,1850,4,Female,53,3,1,Laboratory Technician,4,Single,2379,19826,0,Y,Yes,14,3,3,80,0,6,3,2,5,4,0,2 45.0,No,Travel_Rarely,,Research & Development,10.0,2,Life Sciences,1,544,1,Male,69,3,1,Research Scientist,4,Married,2654,9655,3,Y,No,21,4,4,80,2,8,3,2,2,2,0,2 34.0,No,Travel_Frequently,135.0,Research & Development,19.0,3,Medical,1,1285,3,Female,46,3,2,Laboratory Technician,2,Divorced,4444,22534,4,Y,No,13,3,3,80,2,15,2,4,11,8,5,10 27.0,No,Travel_Frequently,294.0,Research & Development,10.0,2,Life Sciences,1,733,4,Male,32,3,3,Manufacturing Director,1,Divorced,8793,4809,1,Y,No,21,4,3,80,2,9,4,2,9,7,1,7 59.0,No,Travel_Rarely,1089.0,Sales,1.0,2,Technical Degree,1,1048,2,Male,66,3,3,Manager,4,Married,11904,11038,3,Y,Yes,14,3,3,80,1,14,1,1,6,4,0,4 44.0,No,Travel_Frequently,1193.0,Research & Development,2.0,1,Medical,1,1496,2,Male,86,3,3,Manufacturing Director,3,Single,10209,19719,5,Y,Yes,18,3,2,80,0,16,2,2,2,2,2,2 31.0,No,Travel_Frequently,1327.0,Research & Development,,4,Medical,1,337,2,Male,73,3,3,Research Director,3,Divorced,13675,13523,9,Y,No,12,3,1,80,1,9,3,3,2,2,2,2 23.0,No,Travel_Rarely,977.0,Research & Development,10.0,3,Technical Degree,1,1592,4,Male,45,4,1,Research Scientist,3,Married,2073,12826,2,Y,No,16,3,4,80,1,4,2,3,2,2,2,2 38.0,No,Travel_Rarely,330.0,Research & Development,17.0,1,Life Sciences,1,1088,3,Female,65,2,3,Healthcare Representative,3,Married,8823,24608,0,Y,No,18,3,1,80,1,20,4,2,19,9,1,9 43.0,No,Travel_Rarely,782.0,Research & Development,6.0,4,Other,1,661,2,Male,50,2,4,Research Director,4,Divorced,16627,2671,4,Y,Yes,14,3,3,80,1,21,3,2,1,0,0,0 32.0,No,Travel_Frequently,967.0,Sales,8.0,3,Marketing,1,207,2,Female,43,3,3,Sales Executive,4,Single,8998,15589,1,Y,No,14,3,4,80,0,9,2,3,9,8,3,7 ,No,Travel_Frequently,482.0,Research & Development,4.0,4,Life Sciences,1,1350,3,Male,87,3,2,Research Scientist,3,Single,4249,2690,1,Y,Yes,11,3,2,80,0,9,3,3,9,6,1,1 19.0,No,Travel_Rarely,645.0,Research & Development,9.0,2,Life Sciences,1,1193,3,Male,54,3,1,Research Scientist,1,Single,2552,7172,1,Y,No,25,4,3,80,0,1,4,3,1,1,0,0 45.0,No,Travel_Rarely,930.0,Sales,9.0,3,Marketing,1,864,4,Male,74,3,3,Sales Executive,1,Divorced,10761,19239,4,Y,Yes,12,3,3,80,1,18,2,3,5,4,0,2 ,No,Travel_Frequently,1283.0,Sales,1.0,3,Medical,1,956,3,Male,52,2,2,Sales Executive,1,Single,4294,11148,1,Y,No,12,3,2,80,0,7,2,3,7,7,0,7 36.0,No,Non-Travel,1434.0,Sales,8.0,4,Life Sciences,1,789,1,Male,76,2,3,Sales Executive,1,Single,7587,14229,1,Y,No,15,3,2,80,0,10,1,3,10,7,0,9 43.0,No,Travel_Rarely,574.0,Research & Development,11.0,3,Life Sciences,1,1971,1,Male,30,3,3,Healthcare Representative,3,Married,7510,16873,1,Y,No,17,3,2,80,1,10,1,3,10,9,0,9 22.0,No,Non-Travel,1123.0,Research & Development,16.0,2,Medical,1,22,4,Male,96,4,1,Laboratory Technician,4,Divorced,2935,7324,1,Y,Yes,13,3,2,80,2,1,2,2,1,0,0,0 19.0,Yes,Travel_Rarely,528.0,Sales,22.0,1,Marketing,1,167,4,Male,50,3,1,Sales Representative,3,Single,1675,26820,1,Y,Yes,19,3,4,80,0,0,2,2,0,0,0,0 36.0,No,Travel_Rarely,429.0,Research & Development,2.0,4,Life Sciences,1,1294,3,Female,53,3,2,Manufacturing Director,2,Single,5410,2323,9,Y,Yes,11,3,4,80,0,18,2,3,16,14,5,12 31.0,Yes,Travel_Frequently,703.0,Sales,2.0,3,Life Sciences,1,1379,3,Female,90,2,1,Sales Representative,4,Single,2785,11882,7,Y,No,14,3,3,80,0,3,3,4,1,0,0,0 36.0,No,Travel_Frequently,688.0,Research & Development,4.0,2,Life Sciences,1,2025,4,Female,97,3,2,Manufacturing Director,2,Divorced,5131,9192,7,Y,No,13,3,2,80,3,18,3,3,4,2,0,2 52.0,No,Travel_Rarely,699.0,Research & Development,1.0,4,Life Sciences,1,259,3,Male,65,2,5,Manager,3,Married,19999,5678,0,Y,No,14,3,1,80,1,34,5,3,33,18,11,9 32.0,No,Travel_Rarely,634.0,Research & Development,,4,Other,1,1607,2,Female,35,4,1,Research Scientist,4,Married,3312,18783,3,Y,No,17,3,4,80,2,6,3,3,3,2,0,2 39.0,No,Non-Travel,1485.0,Research & Development,25.0,2,Life Sciences,1,1397,3,Male,71,3,3,Healthcare Representative,3,Married,10920,3449,3,Y,No,21,4,2,80,1,13,2,3,6,4,0,5 52.0,No,Non-Travel,585.0,Sales,29.0,4,Life Sciences,1,2019,1,Male,40,3,1,Sales Representative,4,Divorced,3482,19788,2,Y,No,15,3,2,80,2,16,3,2,9,8,0,0 32.0,No,Travel_Frequently,585.0,Research & Development,10.0,3,Life Sciences,1,1720,1,Male,56,3,1,Research Scientist,3,Married,3433,17360,6,Y,No,13,3,1,80,1,10,3,2,5,2,1,3 34.0,No,Travel_Frequently,702.0,Research & Development,16.0,4,Life Sciences,1,838,3,Female,100,2,1,Research Scientist,4,Single,2553,8306,1,Y,No,16,3,3,80,0,6,3,3,5,2,1,3 31.0,No,Travel_Rarely,140.0,Research & Development,12.0,1,Medical,1,246,3,Female,95,3,1,Research Scientist,4,Married,3929,6984,8,Y,Yes,23,4,3,80,1,7,0,3,4,2,0,2 18.0,No,Travel_Rarely,812.0,Sales,10.0,3,Medical,1,411,4,Female,69,2,1,Sales Representative,3,Single,1200,9724,1,Y,No,12,3,1,80,0,0,2,3,0,0,0,0 21.0,No,Travel_Rarely,1343.0,Sales,22.0,1,Technical Degree,1,669,3,Male,49,3,1,Sales Representative,3,Single,3447,24444,1,Y,No,11,3,3,80,0,3,2,3,3,2,1,2 36.0,No,Travel_Rarely,430.0,Research & Development,2.0,4,Other,1,1847,4,Female,73,3,2,Research Scientist,2,Married,6962,19573,4,Y,Yes,22,4,4,80,1,15,2,3,1,0,0,0 24.0,No,Travel_Rarely,506.0,Research & Development,29.0,1,Medical,1,1725,2,Male,91,3,1,Laboratory Technician,1,Divorced,3907,3622,1,Y,No,13,3,2,80,3,6,2,4,6,2,1,2 34.0,No,Travel_Rarely,678.0,Research & Development,19.0,3,Life Sciences,1,1701,2,Female,35,2,1,Research Scientist,4,Married,2929,20338,1,Y,No,12,3,2,80,0,10,3,3,10,9,8,7 ,No,Travel_Rarely,810.0,Sales,8.0,3,Life Sciences,1,707,4,Male,57,4,2,Sales Executive,2,Married,4851,15678,0,Y,No,22,4,3,80,1,4,4,3,3,2,1,2 ,No,Travel_Rarely,1423.0,Research & Development,1.0,3,Life Sciences,1,1506,1,Male,72,2,1,Research Scientist,3,Divorced,1563,12530,1,Y,No,14,3,4,80,1,1,2,1,1,0,0,0 24.0,No,Travel_Rarely,,Research & Development,17.0,2,Other,1,643,4,Male,94,2,1,Laboratory Technician,2,Married,2127,9100,1,Y,No,21,4,4,80,1,1,2,3,1,0,0,0 58.0,No,Travel_Rarely,1145.0,Research & Development,9.0,3,Medical,1,214,2,Female,75,2,1,Research Scientist,2,Married,3346,11873,4,Y,Yes,20,4,2,80,1,9,3,2,1,0,0,0 32.0,No,Travel_Rarely,334.0,Research & Development,,2,Life Sciences,1,21,1,Male,80,4,1,Research Scientist,2,Divorced,3298,15053,0,Y,Yes,12,3,4,80,2,7,5,2,6,2,0,5 29.0,No,Travel_Frequently,410.0,Research & Development,2.0,1,Life Sciences,1,1513,4,Female,97,3,1,Laboratory Technician,2,Married,3180,4668,0,Y,No,13,3,3,80,3,4,3,3,3,2,0,2 29.0,No,Travel_Rarely,1396.0,Sales,10.0,3,Life Sciences,1,749,3,Male,99,3,1,Sales Representative,3,Single,2642,2755,1,Y,No,11,3,3,80,0,1,6,3,1,0,0,0 44.0,No,Travel_Rarely,661.0,Research & Development,9.0,2,Life Sciences,1,913,2,Male,61,3,1,Research Scientist,1,Married,2559,7508,1,Y,Yes,13,3,4,80,0,8,0,3,8,7,7,1 23.0,Yes,Travel_Rarely,1320.0,Research & Development,8.0,1,Medical,1,1684,4,Male,93,2,1,Laboratory Technician,3,Single,3989,20586,1,Y,Yes,11,3,1,80,0,5,2,3,5,4,1,2 36.0,No,Travel_Rarely,329.0,Sales,16.0,4,Marketing,1,1436,3,Female,98,2,2,Sales Executive,1,Married,5647,13494,4,Y,No,13,3,1,80,2,11,3,2,3,2,0,2 46.0,No,Travel_Rarely,717.0,Research & Development,13.0,4,Life Sciences,1,1727,3,Male,34,3,2,Healthcare Representative,2,Single,5562,9697,6,Y,No,14,3,4,80,0,19,3,3,10,7,0,9 40.0,No,Travel_Rarely,523.0,Research & Development,2.0,3,Life Sciences,1,1346,3,Male,98,3,2,Research Scientist,4,Single,4661,22455,1,Y,No,13,3,3,80,0,9,4,3,9,8,8,8 31.0,No,Non-Travel,976.0,Research & Development,,2,Medical,1,1948,3,Male,48,3,1,Research Scientist,1,Divorced,3065,3995,1,Y,Yes,13,3,4,80,1,4,3,4,4,2,2,3 55.0,No,Travel_Rarely,147.0,Research & Development,20.0,2,Technical Degree,1,389,2,Male,37,3,2,Laboratory Technician,4,Married,5415,15972,3,Y,Yes,19,3,4,80,1,12,4,3,10,7,0,8 ,Yes,Travel_Rarely,1330.0,Research & Development,21.0,3,Medical,1,1107,1,Male,37,3,1,Laboratory Technician,3,Divorced,2377,19373,1,Y,No,20,4,3,80,1,1,0,2,1,1,0,0 59.0,No,Travel_Rarely,142.0,Research & Development,,3,Life Sciences,1,309,3,Male,70,2,1,Research Scientist,4,Married,2177,8456,3,Y,No,17,3,1,80,1,7,6,3,1,0,0,0 32.0,Yes,Travel_Frequently,1125.0,Research & Development,16.0,1,Life Sciences,1,33,2,Female,72,1,1,Research Scientist,1,Single,3919,4681,1,Y,Yes,22,4,2,80,0,10,5,3,10,2,6,7 30.0,No,Travel_Rarely,413.0,Sales,7.0,1,Marketing,1,585,4,Male,57,3,1,Sales Representative,2,Single,2983,18398,0,Y,No,14,3,1,80,0,4,3,3,3,2,1,2 32.0,No,Travel_Rarely,234.0,Sales,1.0,4,Medical,1,2013,2,Male,68,2,1,Sales Representative,2,Married,2269,18024,0,Y,No,14,3,2,80,1,3,2,3,2,2,2,2 29.0,Yes,Travel_Rarely,896.0,Research & Development,18.0,1,Medical,1,315,3,Male,86,2,1,Research Scientist,4,Single,2389,14961,1,Y,Yes,13,3,3,80,0,4,3,2,4,3,0,1 ,No,Travel_Rarely,890.0,Sales,2.0,3,Marketing,1,49,4,Female,97,3,1,Sales Representative,4,Married,2014,9687,1,Y,No,13,3,1,80,0,2,3,3,2,2,2,2 52.0,Yes,Travel_Rarely,266.0,Sales,2.0,1,Marketing,1,1038,1,Female,57,1,5,Manager,4,Married,19845,25846,1,Y,No,15,3,4,80,1,33,3,3,32,14,6,9 40.0,No,Travel_Rarely,896.0,Research & Development,2.0,3,Medical,1,1474,3,Male,68,3,1,Research Scientist,3,Divorced,2345,8045,2,Y,No,14,3,3,80,1,8,3,4,3,1,1,2 32.0,Yes,Non-Travel,1474.0,Sales,11.0,4,Other,1,631,4,Male,60,4,2,Sales Executive,3,Married,4707,23914,8,Y,No,12,3,4,80,0,6,2,3,4,2,1,2 33.0,No,Non-Travel,1283.0,Sales,2.0,3,Marketing,1,1756,4,Female,62,3,2,Sales Executive,2,Single,5147,10697,8,Y,No,15,3,4,80,0,13,2,2,11,7,1,7 42.0,No,Travel_Rarely,300.0,Research & Development,2.0,3,Life Sciences,1,2031,1,Male,56,3,5,Manager,3,Married,18880,17312,5,Y,No,11,3,1,80,0,24,2,2,22,6,4,14 36.0,No,Travel_Rarely,938.0,Research & Development,2.0,4,Medical,1,958,3,Male,79,3,1,Laboratory Technician,3,Single,2519,12287,4,Y,No,21,4,3,80,0,16,6,3,11,8,3,9 48.0,No,Travel_Frequently,117.0,Research & Development,22.0,3,Medical,1,1900,4,Female,58,3,4,Manager,4,Divorced,17174,2437,3,Y,No,11,3,2,80,1,24,3,3,22,17,4,7 49.0,No,Travel_Rarely,1418.0,Research & Development,1.0,3,Technical Degree,1,887,3,Female,36,3,1,Research Scientist,1,Married,3580,10554,2,Y,No,16,3,2,80,1,7,2,3,4,2,0,2 43.0,No,Travel_Rarely,244.0,Human Resources,2.0,3,Life Sciences,1,1778,2,Male,97,3,1,Human Resources,4,Single,3539,5033,0,Y,No,13,3,2,80,0,10,5,3,9,7,1,8 37.0,No,Travel_Rarely,671.0,Research & Development,19.0,3,Life Sciences,1,1631,3,Male,85,3,2,Manufacturing Director,3,Married,5768,26493,3,Y,No,17,3,1,80,3,9,2,2,4,3,0,2 45.0,No,Travel_Rarely,1005.0,Research & Development,28.0,2,Technical Degree,1,1719,4,Female,48,2,4,Research Director,2,Single,16704,17119,1,Y,No,11,3,3,80,0,21,2,3,21,6,8,6 55.0,No,Travel_Rarely,,Research & Development,2.0,4,Technical Degree,1,1873,2,Male,98,2,1,Research Scientist,4,Married,2662,7975,8,Y,No,20,4,2,80,1,19,2,4,5,2,0,4 ,Yes,Travel_Frequently,1009.0,Research & Development,1.0,3,Medical,1,1111,1,Male,45,2,1,Laboratory Technician,2,Divorced,2596,7160,1,Y,No,15,3,1,80,2,1,2,3,1,0,0,0 22.0,No,Travel_Rarely,1256.0,Research & Development,19.0,1,Medical,1,217,3,Male,80,3,1,Research Scientist,4,Married,2323,11992,1,Y,No,24,4,1,80,2,2,6,3,2,2,2,2 56.0,No,Travel_Rarely,206.0,Human Resources,8.0,4,Life Sciences,1,1338,4,Male,99,3,5,Manager,2,Single,19717,4022,6,Y,No,14,3,1,80,0,36,4,3,7,3,7,7 ,Yes,Travel_Frequently,880.0,Sales,12.0,4,Other,1,1667,4,Male,36,3,2,Sales Executive,4,Single,4581,10414,3,Y,Yes,24,4,1,80,0,13,2,4,11,9,6,7 49.0,No,Travel_Rarely,174.0,Sales,8.0,4,Technical Degree,1,1138,4,Male,56,2,4,Sales Executive,2,Married,13120,11879,6,Y,No,17,3,2,80,1,22,3,3,9,8,2,3 24.0,No,Travel_Frequently,897.0,Human Resources,10.0,3,Medical,1,1746,1,Male,59,3,1,Human Resources,4,Married,2145,2097,0,Y,No,14,3,4,80,1,3,2,3,2,2,2,1 46.0,No,Travel_Rarely,150.0,Research & Development,2.0,4,Technical Degree,1,1228,4,Male,60,3,2,Manufacturing Director,4,Divorced,7379,17433,2,Y,No,11,3,3,80,1,12,3,2,6,3,1,4 45.0,Yes,Travel_Rarely,1449.0,Sales,2.0,3,Marketing,1,1277,1,Female,94,1,5,Manager,2,Single,18824,2493,2,Y,Yes,16,3,1,80,0,26,2,3,24,10,1,11 53.0,No,Travel_Rarely,1436.0,Sales,6.0,2,Marketing,1,205,2,Male,34,3,2,Sales Representative,3,Married,2306,16047,2,Y,Yes,20,4,4,80,1,13,3,1,7,7,4,5 45.0,No,Travel_Rarely,556.0,Research & Development,25.0,2,Life Sciences,1,1888,2,Female,93,2,2,Manufacturing Director,4,Married,5906,23888,0,Y,No,13,3,4,80,2,10,2,2,9,8,3,8 33.0,No,Travel_Frequently,1296.0,Research & Development,6.0,3,Life Sciences,1,692,3,Male,30,3,2,Healthcare Representative,4,Divorced,7725,5335,3,Y,No,23,4,3,80,1,15,2,1,13,11,4,7 46.0,No,Travel_Rarely,563.0,Sales,1.0,4,Life Sciences,1,1602,4,Male,56,4,4,Manager,1,Single,17567,3156,1,Y,No,15,3,2,80,0,27,5,1,26,0,0,12 ,No,Travel_Rarely,,Research & Development,27.0,4,Life Sciences,1,1728,4,Male,49,3,2,Manufacturing Director,3,Married,6883,5151,2,Y,No,16,3,2,80,1,17,3,3,7,7,0,7 34.0,No,Travel_Rarely,665.0,Research & Development,6.0,4,Other,1,138,1,Female,41,3,2,Research Scientist,3,Single,4809,12482,1,Y,No,14,3,3,80,0,16,3,3,16,13,2,10 24.0,No,Non-Travel,1092.0,Research & Development,9.0,3,Life Sciences,1,812,3,Male,60,2,1,Laboratory Technician,2,Divorced,2694,26551,1,Y,No,11,3,3,80,3,1,4,3,1,0,0,0 ,No,Travel_Rarely,185.0,Research & Development,23.0,4,Medical,1,1826,2,Male,91,1,1,Laboratory Technician,3,Married,2705,9696,0,Y,No,16,3,2,80,1,6,2,4,5,4,0,3 45.0,No,Non-Travel,336.0,Sales,26.0,3,Marketing,1,1612,1,Male,52,2,2,Sales Executive,1,Married,4385,24162,1,Y,No,15,3,1,80,1,10,2,3,10,7,4,5 ,No,Non-Travel,1097.0,Research & Development,11.0,2,Medical,1,70,3,Male,79,2,3,Healthcare Representative,1,Married,9884,8302,2,Y,Yes,13,3,3,80,1,10,3,3,4,0,2,3 ,No,Travel_Rarely,662.0,Sales,1.0,5,Marketing,1,204,3,Male,94,3,3,Sales Executive,2,Married,7295,11439,1,Y,No,13,3,1,80,2,10,3,3,10,8,0,6 41.0,No,Travel_Rarely,645.0,Sales,1.0,3,Marketing,1,534,2,Male,49,4,3,Sales Executive,1,Married,8392,19566,1,Y,No,16,3,3,80,1,10,2,3,10,7,0,7 33.0,No,Travel_Rarely,,Research & Development,15.0,2,Medical,1,2009,2,Female,95,3,2,Healthcare Representative,4,Married,4878,21653,0,Y,Yes,13,3,1,80,1,10,6,3,9,7,8,1 36.0,No,Travel_Frequently,635.0,Research & Development,18.0,1,Medical,1,286,2,Female,73,3,1,Laboratory Technician,4,Single,2153,7703,1,Y,No,13,3,1,80,0,8,2,3,8,1,1,7 23.0,No,Travel_Rarely,571.0,Research & Development,12.0,2,Other,1,1982,4,Male,78,3,1,Laboratory Technician,4,Single,2647,13672,1,Y,No,13,3,3,80,0,5,6,4,5,2,1,4 29.0,No,Travel_Rarely,,Research & Development,,1,Medical,1,1586,2,Male,87,3,1,Laboratory Technician,1,Single,4723,16213,1,Y,Yes,18,3,4,80,0,10,3,3,10,9,1,5 38.0,No,Travel_Frequently,216.0,Research & Development,23.0,3,Life Sciences,1,12,4,Male,44,2,3,Manufacturing Director,3,Single,9526,8787,0,Y,No,21,4,2,80,0,10,2,3,9,7,1,8 31.0,No,Travel_Rarely,182.0,Research & Development,8.0,5,Life Sciences,1,1430,1,Female,93,3,4,Research Director,2,Single,16422,8847,3,Y,No,11,3,3,80,0,9,3,4,3,2,1,0 43.0,No,Travel_Frequently,1422.0,Sales,2.0,4,Life Sciences,1,1849,1,Male,92,3,2,Sales Executive,4,Married,5675,19246,1,Y,No,20,4,3,80,1,7,5,3,7,7,7,7 24.0,Yes,Travel_Frequently,381.0,Research & Development,9.0,3,Medical,1,1494,2,Male,89,3,1,Laboratory Technician,1,Single,3172,16998,2,Y,Yes,11,3,3,80,0,4,2,2,0,0,0,0 45.0,No,Travel_Rarely,561.0,Sales,2.0,3,Other,1,606,4,Male,61,3,2,Sales Executive,2,Married,4805,16177,0,Y,No,19,3,2,80,1,9,3,4,8,7,3,7 42.0,No,Travel_Rarely,916.0,Research & Development,17.0,2,Life Sciences,1,347,4,Female,82,4,2,Research Scientist,1,Single,6545,23016,3,Y,Yes,13,3,3,80,0,10,1,3,3,2,0,2 31.0,No,Travel_Rarely,1062.0,Research & Development,24.0,3,Medical,1,1252,3,Female,96,2,2,Healthcare Representative,1,Single,6812,17198,1,Y,No,19,3,2,80,0,10,2,3,10,9,1,8 ,No,Travel_Rarely,1181.0,Research & Development,1.0,3,Life Sciences,1,1799,3,Male,82,3,1,Research Scientist,4,Married,2044,5531,1,Y,No,11,3,3,80,1,5,6,4,5,3,0,3 32.0,No,Travel_Frequently,116.0,Research & Development,13.0,3,Other,1,1234,3,Female,77,2,1,Laboratory Technician,2,Married,2743,7331,1,Y,No,20,4,3,80,1,2,2,3,2,2,2,2 ,No,Travel_Rarely,157.0,Research & Development,1.0,3,Medical,1,1952,3,Male,95,3,1,Laboratory Technician,1,Single,2867,20006,0,Y,No,13,3,4,80,0,8,6,2,7,7,7,6 30.0,No,Travel_Frequently,1012.0,Research & Development,,4,Life Sciences,1,861,2,Male,75,2,1,Research Scientist,4,Divorced,3761,2373,9,Y,No,12,3,2,80,1,10,3,2,5,4,0,3 23.0,No,Travel_Rarely,1309.0,Research & Development,26.0,1,Life Sciences,1,465,3,Male,83,3,1,Research Scientist,4,Divorced,2904,16092,1,Y,No,12,3,3,80,2,4,2,2,4,2,0,2 38.0,No,Travel_Rarely,833.0,Research & Development,18.0,3,Medical,1,1766,2,Male,60,1,2,Healthcare Representative,4,Married,5811,24539,3,Y,Yes,16,3,3,80,1,15,2,3,1,0,1,0 32.0,No,Travel_Rarely,128.0,Research & Development,2.0,1,Technical Degree,1,362,4,Male,84,2,2,Laboratory Technician,1,Single,2176,19737,4,Y,No,13,3,4,80,0,9,5,3,6,2,0,4 40.0,No,Travel_Frequently,1395.0,Research & Development,26.0,3,Medical,1,202,2,Female,54,3,2,Research Scientist,2,Divorced,5605,8504,1,Y,No,11,3,1,80,1,20,2,3,20,7,2,13 37.0,No,Travel_Rarely,446.0,Research & Development,1.0,4,Life Sciences,1,635,2,Female,65,3,2,Manufacturing Director,2,Married,6447,15701,6,Y,No,12,3,2,80,1,8,2,2,6,5,4,3 24.0,No,Non-Travel,1269.0,Research & Development,4.0,1,Life Sciences,1,888,1,Male,46,2,1,Laboratory Technician,4,Married,3162,10778,0,Y,No,17,3,4,80,0,6,2,2,5,2,3,4 40.0,No,Travel_Rarely,1322.0,Research & Development,2.0,4,Life Sciences,1,2048,3,Male,52,2,1,Research Scientist,3,Single,2809,2725,2,Y,No,14,3,4,80,0,8,2,3,2,2,2,2 36.0,No,Non-Travel,1351.0,Research & Development,9.0,4,Life Sciences,1,1949,1,Male,66,4,1,Laboratory Technician,2,Married,2810,9238,1,Y,No,22,4,2,80,0,5,3,3,5,4,0,2 23.0,No,Travel_Rarely,650.0,Research & Development,9.0,1,Medical,1,758,2,Male,37,3,1,Laboratory Technician,1,Married,2500,4344,1,Y,No,14,3,4,80,1,5,2,4,4,3,0,2 44.0,Yes,Travel_Rarely,621.0,Research & Development,15.0,3,Medical,1,1295,1,Female,73,3,3,Healthcare Representative,4,Married,7978,14075,1,Y,No,11,3,4,80,1,10,2,3,10,7,0,5 42.0,No,Travel_Rarely,622.0,Research & Development,2.0,4,Life Sciences,1,659,3,Female,81,3,2,Healthcare Representative,4,Married,4089,5718,1,Y,No,13,3,2,80,2,10,4,3,10,2,2,2 29.0,No,Travel_Rarely,352.0,Human Resources,6.0,1,Medical,1,1865,4,Male,87,2,1,Human Resources,2,Married,2804,15434,1,Y,No,11,3,4,80,0,1,3,3,1,0,0,0 40.0,Yes,Travel_Rarely,1329.0,Research & Development,7.0,3,Life Sciences,1,1649,1,Male,73,3,1,Laboratory Technician,1,Single,2166,3339,3,Y,Yes,14,3,2,80,0,10,3,1,4,2,0,3 30.0,No,Travel_Rarely,1427.0,Research & Development,2.0,1,Medical,1,198,2,Male,35,2,1,Laboratory Technician,4,Single,2720,11162,0,Y,No,13,3,4,80,0,6,3,3,5,3,1,2 30.0,No,Travel_Rarely,1082.0,Sales,12.0,3,Technical Degree,1,533,2,Female,83,3,2,Sales Executive,3,Single,6577,19558,0,Y,No,11,3,2,80,0,6,6,3,5,4,4,4 42.0,No,Non-Travel,495.0,Research & Development,2.0,1,Life Sciences,1,1334,3,Male,37,3,4,Manager,3,Married,17861,26582,0,Y,Yes,13,3,4,80,0,21,3,2,20,8,2,10 42.0,No,Travel_Rarely,419.0,Sales,12.0,4,Marketing,1,1943,2,Male,77,3,2,Sales Executive,4,Divorced,5087,2900,3,Y,Yes,12,3,3,80,2,14,4,3,0,0,0,0 ,No,Travel_Rarely,821.0,Sales,,4,Medical,1,916,1,Male,98,3,2,Sales Executive,4,Single,4908,24252,1,Y,No,14,3,2,80,0,4,3,3,4,2,0,2 ,Yes,Travel_Rarely,471.0,Research & Development,24.0,3,Technical Degree,1,622,3,Male,66,1,1,Laboratory Technician,4,Single,2340,23213,1,Y,Yes,18,3,2,80,0,1,3,1,1,0,0,0 40.0,No,Travel_Rarely,989.0,Research & Development,4.0,1,Medical,1,253,4,Female,46,3,5,Manager,3,Married,19033,6499,1,Y,No,14,3,2,80,1,21,2,3,20,8,9,9 49.0,No,Travel_Rarely,722.0,Research & Development,25.0,4,Life Sciences,1,1617,3,Female,84,3,1,Laboratory Technician,1,Married,3211,22102,1,Y,No,14,3,4,80,1,10,3,2,9,6,1,4 ,No,Travel_Rarely,390.0,Research & Development,17.0,4,Medical,1,1718,4,Male,62,1,1,Laboratory Technician,3,Married,2305,6217,1,Y,No,15,3,3,80,3,3,3,4,3,2,0,2 55.0,Yes,Travel_Rarely,436.0,Sales,2.0,1,Medical,1,842,3,Male,37,3,2,Sales Executive,4,Single,5160,21519,4,Y,No,16,3,3,80,0,12,3,2,9,7,7,3 30.0,No,Travel_Rarely,438.0,Research & Development,18.0,3,Life Sciences,1,194,1,Female,75,3,1,Research Scientist,3,Single,2632,23910,1,Y,No,14,3,3,80,0,5,4,2,5,4,0,4 50.0,No,Non-Travel,145.0,Sales,1.0,3,Life Sciences,1,1040,4,Female,95,3,2,Sales Executive,3,Married,6347,24920,0,Y,No,12,3,1,80,1,19,3,3,18,7,0,13 ,Yes,Travel_Frequently,662.0,Sales,18.0,4,Marketing,1,1380,4,Female,67,3,2,Sales Executive,3,Married,4614,23288,0,Y,Yes,18,3,3,80,1,5,0,2,4,2,3,2 42.0,No,Non-Travel,926.0,Research & Development,21.0,2,Medical,1,270,3,Female,36,3,2,Manufacturing Director,3,Divorced,5265,16439,2,Y,No,16,3,2,80,1,11,5,3,5,3,0,2 33.0,No,Travel_Rarely,117.0,Research & Development,9.0,3,Medical,1,1238,1,Male,60,3,1,Research Scientist,4,Married,2781,6311,0,Y,No,13,3,2,80,1,15,5,3,14,10,4,10 50.0,No,Travel_Rarely,797.0,Research & Development,4.0,1,Life Sciences,1,385,1,Male,96,3,5,Research Director,2,Divorced,19144,15815,3,Y,No,14,3,1,80,2,28,4,2,10,4,1,6 ,Yes,Travel_Rarely,950.0,Sales,4.0,4,Marketing,1,401,4,Male,48,2,2,Sales Executive,4,Single,5828,8450,1,Y,Yes,12,3,2,80,0,8,0,3,8,7,7,4 29.0,Yes,Travel_Rarely,1092.0,Research & Development,1.0,4,Medical,1,2027,1,Male,36,3,1,Research Scientist,4,Married,4787,26124,9,Y,Yes,14,3,2,80,3,4,3,4,2,2,2,2 39.0,No,Travel_Frequently,1218.0,Research & Development,1.0,1,Life Sciences,1,531,2,Male,52,3,5,Manager,3,Divorced,19197,8213,1,Y,Yes,14,3,3,80,1,21,3,3,21,8,1,6 56.0,Yes,Travel_Rarely,441.0,Research & Development,14.0,4,Life Sciences,1,161,2,Female,72,3,1,Research Scientist,2,Married,4963,4510,9,Y,Yes,18,3,1,80,3,7,2,3,5,4,4,3 55.0,No,Travel_Rarely,1441.0,Research & Development,22.0,3,Technical Degree,1,1694,1,Male,94,2,1,Research Scientist,2,Divorced,3537,23737,5,Y,No,12,3,4,80,1,8,1,3,4,2,1,2 34.0,No,Travel_Frequently,878.0,Research & Development,10.0,4,Medical,1,277,4,Male,43,3,1,Research Scientist,3,Divorced,3815,5972,1,Y,Yes,17,3,4,80,1,5,4,4,5,3,2,0 ,No,Travel_Rarely,528.0,Human Resources,8.0,4,Technical Degree,1,1164,3,Male,100,3,1,Human Resources,3,Single,4323,7108,1,Y,No,17,3,2,80,0,6,2,1,5,4,1,4 33.0,No,Travel_Rarely,832.0,Research & Development,,4,Life Sciences,1,338,3,Female,63,2,1,Research Scientist,4,Married,2911,14776,1,Y,No,13,3,3,80,1,2,2,2,2,2,0,2 31.0,Yes,Travel_Frequently,754.0,Sales,26.0,4,Marketing,1,1967,1,Male,63,3,2,Sales Executive,4,Married,5617,21075,1,Y,Yes,11,3,3,80,0,10,4,3,10,7,0,8 ,No,Non-Travel,1103.0,Research & Development,16.0,3,Medical,1,1947,3,Male,49,3,1,Research Scientist,3,Single,2144,2122,1,Y,No,14,3,3,80,0,5,3,2,5,3,1,4 18.0,Yes,Travel_Frequently,544.0,Sales,,2,Medical,1,1624,2,Female,70,3,1,Sales Representative,4,Single,1569,18420,1,Y,Yes,12,3,3,80,0,0,2,4,0,0,0,0 36.0,No,Travel_Rarely,164.0,Sales,2.0,2,Medical,1,513,2,Male,61,2,3,Sales Executive,3,Married,7596,3809,1,Y,No,13,3,2,80,2,10,2,3,10,9,9,0 30.0,No,Travel_Rarely,1092.0,Research & Development,10.0,3,Medical,1,1816,1,Female,64,3,3,Manufacturing Director,3,Single,9667,2739,9,Y,No,14,3,2,80,0,9,3,3,7,7,0,2 45.0,No,Travel_Rarely,1457.0,Research & Development,7.0,3,Medical,1,1195,1,Female,83,3,1,Research Scientist,3,Married,4477,20100,4,Y,Yes,19,3,3,80,1,7,2,2,3,2,0,2 54.0,No,Travel_Rarely,1147.0,Sales,,3,Marketing,1,303,4,Female,52,3,2,Sales Executive,1,Married,5940,17011,2,Y,No,14,3,4,80,1,16,4,3,6,2,0,5 32.0,No,Travel_Frequently,379.0,Sales,,2,Life Sciences,1,889,2,Male,48,3,2,Sales Executive,2,Married,6524,8891,1,Y,No,14,3,4,80,1,10,3,3,10,8,5,3 49.0,No,Travel_Frequently,279.0,Research & Development,8.0,1,Life Sciences,1,2,3,Male,61,2,2,Research Scientist,2,Married,5130,24907,1,Y,No,23,4,4,80,1,10,3,3,10,7,1,7 54.0,No,Non-Travel,142.0,Human Resources,26.0,3,Human Resources,1,148,4,Female,30,4,4,Manager,4,Single,17328,13871,2,Y,Yes,12,3,3,80,0,23,3,3,5,3,4,4 ,No,Travel_Rarely,1219.0,Sales,18.0,3,Medical,1,975,3,Female,86,3,2,Sales Executive,3,Married,4601,6179,1,Y,No,16,3,2,80,0,5,3,3,5,2,1,0 31.0,No,Travel_Rarely,1276.0,Research & Development,2.0,1,Medical,1,1974,4,Female,59,1,1,Laboratory Technician,4,Divorced,1129,17536,1,Y,Yes,11,3,3,80,3,1,4,3,1,0,0,0 41.0,No,Non-Travel,256.0,Sales,10.0,2,Medical,1,1329,3,Male,40,1,2,Sales Executive,2,Single,6151,22074,1,Y,No,13,3,1,80,0,19,4,3,19,2,11,9 37.0,Yes,Travel_Rarely,,Research & Development,10.0,4,Medical,1,1809,4,Male,58,3,2,Manufacturing Director,1,Single,4213,4992,1,Y,No,15,3,2,80,0,10,4,1,10,3,0,8 32.0,Yes,Travel_Rarely,414.0,Sales,2.0,4,Marketing,1,1862,3,Male,82,2,2,Sales Executive,2,Single,9907,26186,7,Y,Yes,12,3,3,80,0,7,3,2,2,2,2,2 42.0,No,Travel_Frequently,1474.0,Research & Development,,2,Other,1,591,2,Male,97,3,1,Laboratory Technician,3,Married,2093,9260,4,Y,No,17,3,4,80,1,8,4,3,2,2,2,0 ,Yes,Travel_Rarely,329.0,Research & Development,24.0,3,Medical,1,1604,3,Male,51,3,1,Laboratory Technician,2,Married,2408,7324,1,Y,Yes,17,3,3,80,3,1,3,3,1,1,0,0 38.0,No,Travel_Frequently,594.0,Research & Development,2.0,2,Medical,1,1760,3,Female,75,2,1,Laboratory Technician,2,Married,2468,15963,4,Y,No,14,3,2,80,1,9,4,2,6,1,0,5 21.0,Yes,Travel_Rarely,1427.0,Research & Development,18.0,1,Other,1,923,4,Female,65,3,1,Research Scientist,4,Single,2693,8870,1,Y,No,19,3,1,80,0,1,3,2,1,0,0,0 ,No,Travel_Rarely,219.0,Research & Development,16.0,2,Other,1,1886,4,Female,44,2,2,Manufacturing Director,2,Married,4788,25388,0,Y,Yes,11,3,4,80,0,4,2,3,3,2,0,2 31.0,Yes,Travel_Rarely,1079.0,Sales,16.0,4,Marketing,1,1761,1,Male,70,3,3,Sales Executive,3,Married,8161,19002,2,Y,No,13,3,1,80,3,10,2,3,1,0,0,0 40.0,No,Travel_Rarely,750.0,Research & Development,12.0,3,Life Sciences,1,1829,2,Female,47,3,2,Healthcare Representative,1,Divorced,4448,10748,2,Y,No,12,3,2,80,1,15,3,3,7,4,7,7 52.0,Yes,Travel_Rarely,723.0,Research & Development,8.0,4,Medical,1,433,3,Male,85,2,2,Research Scientist,2,Married,4941,17747,2,Y,No,15,3,1,80,0,11,3,2,8,2,7,7 37.0,No,Travel_Frequently,1231.0,Sales,21.0,2,Medical,1,900,3,Female,54,3,1,Sales Representative,4,Married,2973,21222,5,Y,No,15,3,2,80,1,10,3,3,5,4,0,0 31.0,Yes,Non-Travel,335.0,Research & Development,9.0,2,Medical,1,991,3,Male,46,2,1,Research Scientist,1,Single,2321,10322,0,Y,Yes,22,4,1,80,0,4,0,3,3,2,1,2 33.0,No,Travel_Rarely,867.0,Research & Development,8.0,4,Life Sciences,1,1798,4,Male,90,4,1,Research Scientist,1,Married,3143,6076,6,Y,No,19,3,2,80,1,14,1,3,10,8,7,6 18.0,No,Non-Travel,1124.0,Research & Development,1.0,3,Life Sciences,1,1368,4,Female,97,3,1,Laboratory Technician,4,Single,1611,19305,1,Y,No,15,3,3,80,0,0,5,4,0,0,0,0 52.0,No,Travel_Frequently,890.0,Research & Development,25.0,4,Medical,1,867,3,Female,81,2,4,Manufacturing Director,4,Married,13826,19028,3,Y,No,22,4,3,80,0,31,3,3,9,8,0,0 42.0,No,Travel_Frequently,1271.0,Research & Development,2.0,1,Medical,1,875,2,Male,35,3,1,Research Scientist,4,Single,2515,9068,5,Y,Yes,14,3,4,80,0,8,2,3,2,1,2,2 27.0,No,Travel_Rarely,1054.0,Research & Development,8.0,3,Medical,1,1751,3,Female,67,3,1,Research Scientist,4,Single,3445,6152,1,Y,No,11,3,3,80,0,6,5,2,6,2,1,4 37.0,No,Travel_Rarely,161.0,Research & Development,10.0,3,Life Sciences,1,2017,3,Female,42,4,3,Research Director,4,Married,13744,15471,1,Y,Yes,25,4,1,80,1,16,2,3,16,11,6,8 49.0,No,Travel_Rarely,1313.0,Sales,11.0,4,Marketing,1,1757,4,Female,80,3,2,Sales Executive,4,Single,4507,8191,3,Y,No,12,3,3,80,0,8,1,4,5,1,0,4 41.0,No,Travel_Rarely,337.0,Sales,8.0,3,Marketing,1,1909,3,Female,54,3,2,Sales Executive,2,Married,4393,26841,5,Y,No,21,4,3,80,1,14,3,3,5,4,1,4 37.0,No,Travel_Rarely,309.0,Sales,10.0,4,Life Sciences,1,1105,4,Female,88,2,2,Sales Executive,4,Divorced,6694,24223,2,Y,Yes,14,3,3,80,3,8,5,3,1,0,0,0 29.0,Yes,Travel_Rarely,341.0,Sales,1.0,3,Medical,1,896,2,Female,48,2,1,Sales Representative,3,Divorced,2800,23522,6,Y,Yes,19,3,3,80,3,5,3,3,3,2,0,2 31.0,Yes,Travel_Frequently,667.0,Sales,1.0,4,Life Sciences,1,1427,2,Female,50,1,1,Sales Representative,3,Single,1359,16154,1,Y,No,12,3,2,80,0,1,3,3,1,0,0,0 53.0,No,Travel_Rarely,346.0,Research & Development,6.0,3,Life Sciences,1,769,4,Male,86,3,2,Laboratory Technician,4,Single,2450,10919,2,Y,No,17,3,4,80,0,19,4,3,2,2,2,2 38.0,No,Travel_Rarely,1333.0,Research & Development,1.0,3,Technical Degree,1,950,4,Female,80,3,3,Research Director,1,Married,13582,16292,1,Y,No,13,3,2,80,1,15,3,3,15,12,5,11 37.0,No,Travel_Rarely,571.0,Research & Development,10.0,1,Life Sciences,1,802,4,Female,82,3,1,Research Scientist,1,Divorced,2782,19905,0,Y,Yes,13,3,2,80,2,6,3,2,5,3,4,3 30.0,No,Travel_Rarely,1288.0,Sales,29.0,4,Technical Degree,1,1568,3,Male,33,3,3,Sales Executive,2,Married,9250,17799,3,Y,No,12,3,2,80,1,9,3,3,4,2,1,3 41.0,No,Travel_Rarely,548.0,Research & Development,9.0,4,Life Sciences,1,1772,3,Male,94,3,1,Laboratory Technician,1,Divorced,2289,20520,1,Y,No,20,4,2,80,2,5,2,3,5,3,0,4 36.0,No,Travel_Rarely,1040.0,Research & Development,,2,Life Sciences,1,1664,4,Male,79,4,2,Healthcare Representative,1,Divorced,6842,26308,6,Y,No,20,4,1,80,1,13,3,3,5,4,0,4 34.0,No,Travel_Rarely,1442.0,Research & Development,9.0,3,Medical,1,717,4,Female,46,2,3,Healthcare Representative,2,Single,8621,17654,1,Y,No,14,3,2,80,0,9,3,4,8,7,7,7 ,No,Travel_Rarely,660.0,Sales,7.0,1,Life Sciences,1,1492,4,Male,76,3,1,Sales Representative,3,Married,2404,16192,1,Y,No,13,3,1,80,1,1,3,3,1,0,0,0 ,Yes,Travel_Rarely,654.0,Research & Development,1.0,2,Life Sciences,1,741,1,Female,67,1,1,Research Scientist,2,Single,2216,3872,7,Y,Yes,13,3,4,80,0,10,4,3,7,7,3,7 47.0,No,Travel_Rarely,1225.0,Sales,2.0,4,Life Sciences,1,1676,2,Female,47,4,4,Manager,2,Divorced,15972,21086,6,Y,No,14,3,3,80,3,29,2,3,3,2,1,2 ,Yes,Non-Travel,265.0,Sales,29.0,2,Medical,1,1037,2,Male,79,1,2,Sales Executive,1,Single,4969,21813,8,Y,No,18,3,4,80,0,7,6,3,2,2,2,2 34.0,No,Travel_Rarely,735.0,Sales,,1,Medical,1,1915,4,Female,75,2,2,Sales Executive,4,Married,8103,16495,3,Y,Yes,12,3,3,80,0,9,3,2,4,2,0,1 31.0,No,Travel_Rarely,525.0,Sales,6.0,4,Medical,1,653,1,Male,66,4,2,Sales Executive,4,Divorced,5460,6219,4,Y,No,22,4,4,80,2,13,4,4,7,7,5,7 54.0,No,Travel_Rarely,1217.0,Research & Development,2.0,4,Technical Degree,1,126,1,Female,60,3,3,Research Director,3,Married,13549,24001,9,Y,No,12,3,1,80,1,16,5,1,4,3,0,3 47.0,No,Travel_Rarely,465.0,Research & Development,1.0,3,Technical Degree,1,1438,1,Male,74,3,1,Research Scientist,4,Married,3420,10205,7,Y,No,12,3,3,80,1,17,2,2,6,5,1,2 ,No,Travel_Rarely,883.0,Sales,26.0,1,Medical,1,781,3,Female,32,3,2,Sales Executive,4,Single,6180,22807,1,Y,No,23,4,2,80,0,6,5,2,6,5,1,4 55.0,No,Travel_Rarely,478.0,Research & Development,2.0,3,Medical,1,1770,3,Male,60,2,5,Research Director,1,Married,19038,19805,8,Y,No,12,3,2,80,3,34,2,3,1,0,0,0 50.0,No,Travel_Rarely,804.0,Research & Development,9.0,3,Life Sciences,1,1030,1,Male,64,3,1,Laboratory Technician,4,Married,2380,20165,4,Y,No,18,3,2,80,0,8,5,3,1,0,0,0 33.0,No,Travel_Rarely,147.0,Human Resources,2.0,3,Human Resources,1,1207,2,Male,99,3,1,Human Resources,3,Married,3600,8429,1,Y,No,13,3,4,80,1,5,2,3,5,4,1,4 44.0,No,Travel_Rarely,1117.0,Research & Development,2.0,1,Life Sciences,1,1246,1,Female,72,4,1,Research Scientist,4,Married,2011,19982,1,Y,No,13,3,4,80,1,10,5,3,10,5,7,7 48.0,No,Travel_Rarely,1221.0,Sales,7.0,3,Marketing,1,1466,3,Male,96,3,2,Sales Executive,1,Divorced,5486,24795,4,Y,No,11,3,1,80,3,15,3,3,2,2,2,2 22.0,No,Travel_Rarely,1136.0,Research & Development,,3,Life Sciences,1,284,4,Male,60,4,1,Research Scientist,2,Divorced,2328,12392,1,Y,Yes,16,3,1,80,1,4,2,2,4,2,2,2 54.0,No,Travel_Rarely,821.0,Research & Development,,2,Medical,1,522,1,Male,86,3,5,Research Director,1,Married,19406,8509,4,Y,No,11,3,3,80,1,24,4,2,4,2,1,2 34.0,No,Travel_Frequently,618.0,Research & Development,,1,Life Sciences,1,1103,1,Male,45,3,2,Healthcare Representative,4,Single,7756,22266,0,Y,No,17,3,3,80,0,7,1,2,6,2,0,4 ,No,Travel_Rarely,1361.0,Sales,17.0,4,Life Sciences,1,1218,3,Male,94,3,2,Sales Executive,1,Married,8966,21026,3,Y,Yes,15,3,4,80,3,15,2,3,7,7,1,7 ,No,Travel_Rarely,891.0,Sales,4.0,2,Life Sciences,1,527,2,Female,99,2,2,Sales Executive,4,Single,4487,12090,1,Y,Yes,11,3,2,80,0,5,3,3,5,4,1,3 50.0,No,Travel_Rarely,1464.0,Research & Development,2.0,4,Medical,1,1061,2,Male,62,3,5,Research Director,3,Married,19237,12853,2,Y,Yes,11,3,4,80,1,29,2,2,8,1,7,7 ,No,Travel_Rarely,482.0,Research & Development,1.0,2,Life Sciences,1,1893,2,Female,90,2,1,Research Scientist,3,Married,2933,14908,1,Y,Yes,13,3,3,80,1,1,3,2,1,0,1,0 32.0,No,Travel_Rarely,371.0,Sales,19.0,3,Life Sciences,1,1739,4,Male,80,1,3,Sales Executive,3,Married,9610,3840,3,Y,No,13,3,3,80,1,10,2,1,4,3,0,2 41.0,No,Travel_Rarely,1283.0,Research & Development,,5,Medical,1,1448,2,Male,90,4,1,Research Scientist,3,Married,2127,5561,2,Y,Yes,12,3,1,80,0,7,5,2,4,2,0,3 38.0,No,Travel_Rarely,395.0,Sales,9.0,3,Marketing,1,893,2,Male,98,2,1,Sales Representative,2,Married,2899,12102,0,Y,No,19,3,4,80,1,3,3,3,2,2,1,2 ,No,Travel_Rarely,760.0,Sales,2.0,4,Marketing,1,846,2,Female,81,3,2,Sales Executive,2,Married,4779,3698,1,Y,Yes,20,4,1,80,0,8,2,3,8,7,7,5 41.0,No,Travel_Frequently,1018.0,Sales,1.0,3,Marketing,1,1349,3,Female,66,3,2,Sales Executive,1,Divorced,4103,4297,0,Y,No,17,3,4,80,1,10,2,3,9,3,1,7 ,Yes,Travel_Rarely,622.0,Research & Development,14.0,4,Other,1,1010,3,Male,39,2,1,Laboratory Technician,2,Divorced,3743,10074,1,Y,Yes,24,4,4,80,1,5,2,1,4,2,0,2 ,Yes,Travel_Rarely,867.0,Sales,19.0,2,Marketing,1,952,3,Male,36,2,1,Sales Representative,2,Married,2413,18798,1,Y,Yes,18,3,3,80,3,1,2,3,1,0,0,0 58.0,No,Travel_Rarely,682.0,Sales,10.0,4,Medical,1,131,4,Male,37,3,4,Sales Executive,3,Single,13872,24409,0,Y,No,13,3,3,80,0,38,1,2,37,10,1,8 48.0,No,Non-Travel,1262.0,Research & Development,1.0,4,Medical,1,1116,1,Male,35,4,4,Manager,4,Single,16885,16154,2,Y,No,22,4,3,80,0,27,3,2,5,4,2,1 52.0,No,Travel_Rarely,319.0,Research & Development,,3,Medical,1,543,4,Male,39,2,3,Manufacturing Director,3,Married,7969,19609,2,Y,Yes,14,3,3,80,0,28,4,3,5,4,0,4 53.0,No,Travel_Rarely,238.0,Sales,1.0,1,Medical,1,682,4,Female,34,3,2,Sales Executive,1,Single,8381,7507,7,Y,No,20,4,4,80,0,18,2,4,14,7,8,10 49.0,No,Travel_Rarely,271.0,Research & Development,,2,Medical,1,1509,3,Female,43,2,2,Laboratory Technician,1,Married,4789,23070,4,Y,No,25,4,1,80,1,10,3,3,3,2,1,2 ,Yes,Travel_Frequently,1496.0,Sales,1.0,3,Technical Degree,1,1486,1,Male,92,3,1,Sales Representative,3,Married,2909,15747,3,Y,No,15,3,4,80,1,5,3,4,3,2,1,2 ,No,Travel_Frequently,193.0,Research & Development,2.0,3,Life Sciences,1,1296,4,Male,52,2,1,Laboratory Technician,4,Married,3867,14222,1,Y,Yes,12,3,2,80,1,2,2,3,2,2,2,2 51.0,Yes,Travel_Rarely,1323.0,Research & Development,4.0,4,Life Sciences,1,1081,1,Male,34,3,1,Research Scientist,3,Married,2461,10332,9,Y,Yes,12,3,3,80,3,18,2,4,10,0,2,7 27.0,No,Travel_Frequently,472.0,Research & Development,1.0,1,Technical Degree,1,274,3,Male,60,2,2,Manufacturing Director,1,Married,4298,9679,5,Y,No,19,3,3,80,1,6,1,3,2,2,2,0 ,No,Travel_Rarely,1355.0,Human Resources,25.0,1,Life Sciences,1,177,3,Female,61,3,1,Human Resources,3,Married,2942,8916,1,Y,No,23,4,4,80,1,8,3,3,8,7,5,7 44.0,No,Travel_Frequently,383.0,Sales,1.0,5,Marketing,1,1481,1,Female,79,3,2,Sales Executive,3,Married,4768,9282,7,Y,No,12,3,3,80,1,11,4,2,1,0,0,0 ,No,Travel_Rarely,464.0,Research & Development,4.0,2,Other,1,53,3,Male,75,3,1,Laboratory Technician,4,Divorced,1951,10910,1,Y,No,12,3,3,80,1,1,3,3,1,0,0,0 27.0,No,Travel_Rarely,1377.0,Research & Development,11.0,1,Life Sciences,1,1434,2,Male,91,3,1,Laboratory Technician,1,Married,2099,7679,0,Y,No,14,3,2,80,0,6,3,4,5,0,1,4 52.0,No,Travel_Rarely,1323.0,Research & Development,2.0,3,Life Sciences,1,316,3,Female,89,2,1,Laboratory Technician,4,Single,3212,3300,7,Y,No,15,3,2,80,0,6,3,2,2,2,2,2 34.0,Yes,Non-Travel,1362.0,Sales,19.0,3,Marketing,1,502,1,Male,67,4,2,Sales Executive,4,Single,5304,4652,8,Y,Yes,13,3,2,80,0,9,3,2,5,2,0,4 ,Yes,Travel_Rarely,1449.0,Research & Development,16.0,4,Medical,1,394,1,Male,45,3,1,Laboratory Technician,2,Divorced,2373,14180,2,Y,Yes,13,3,4,80,1,5,2,3,3,2,0,2 ,No,Travel_Rarely,1349.0,Research & Development,23.0,3,Life Sciences,1,560,1,Female,90,3,1,Research Scientist,4,Divorced,2886,3032,1,Y,No,22,4,2,80,2,3,3,1,3,2,0,2 40.0,No,Travel_Rarely,555.0,Research & Development,2.0,3,Medical,1,521,2,Female,78,2,2,Laboratory Technician,3,Married,3448,13436,6,Y,No,22,4,2,80,1,20,3,3,1,0,0,0 47.0,No,Travel_Rarely,202.0,Research & Development,2.0,2,Other,1,820,3,Female,33,3,4,Manager,4,Married,16752,12982,1,Y,Yes,11,3,3,80,1,26,3,2,26,14,3,0 ,Yes,Travel_Rarely,737.0,Sales,10.0,3,Medical,1,1639,4,Male,55,2,3,Sales Executive,1,Married,10306,21530,9,Y,No,17,3,3,80,0,15,3,3,13,12,6,0 50.0,No,Travel_Frequently,333.0,Research & Development,22.0,5,Medical,1,1539,3,Male,88,1,4,Research Director,4,Single,14411,24450,1,Y,Yes,13,3,4,80,0,32,2,3,32,6,13,9 ,No,Travel_Rarely,672.0,Research & Development,25.0,3,Technical Degree,1,899,4,Male,78,2,3,Manufacturing Director,2,Married,10903,9129,3,Y,No,16,3,1,80,0,16,2,3,13,10,4,8 21.0,No,Travel_Rarely,546.0,Research & Development,,1,Medical,1,1623,3,Male,97,3,1,Research Scientist,4,Single,3117,26009,1,Y,No,18,3,3,80,0,3,2,3,2,2,2,2 27.0,No,Travel_Rarely,1354.0,Research & Development,2.0,4,Technical Degree,1,1931,2,Male,41,3,1,Research Scientist,2,Married,2226,6073,1,Y,No,11,3,3,80,1,6,3,2,5,3,1,2 48.0,No,Travel_Rarely,817.0,Sales,2.0,1,Marketing,1,712,2,Male,56,4,2,Sales Executive,2,Married,8120,18597,3,Y,No,12,3,4,80,0,12,3,3,2,2,2,2 36.0,No,Travel_Rarely,1223.0,Research & Development,8.0,3,Technical Degree,1,83,3,Female,59,3,3,Healthcare Representative,3,Divorced,10096,8202,1,Y,No,13,3,2,80,3,17,2,3,17,14,12,8 ,Yes,Travel_Rarely,103.0,Research & Development,24.0,3,Life Sciences,1,19,3,Male,50,2,1,Laboratory Technician,3,Single,2028,12947,5,Y,Yes,14,3,2,80,0,6,4,3,4,2,0,3 36.0,No,Travel_Rarely,311.0,Research & Development,7.0,3,Life Sciences,1,1659,1,Male,77,3,1,Laboratory Technician,2,Single,2013,10950,2,Y,No,11,3,3,80,0,15,4,3,4,3,1,3 30.0,No,Travel_Rarely,330.0,Human Resources,1.0,3,Life Sciences,1,1499,3,Male,46,3,1,Human Resources,3,Divorced,2064,15428,0,Y,No,21,4,1,80,1,6,3,4,5,3,1,3 48.0,No,Travel_Rarely,1236.0,Research & Development,1.0,4,Life Sciences,1,664,4,Female,40,2,4,Manager,1,Married,15402,17997,7,Y,No,11,3,1,80,1,21,3,1,3,2,0,2 55.0,No,Travel_Rarely,1311.0,Research & Development,2.0,3,Life Sciences,1,505,3,Female,97,3,4,Manager,4,Single,16659,23258,2,Y,Yes,13,3,3,80,0,30,2,3,5,4,1,2 55.0,No,Travel_Rarely,692.0,Research & Development,14.0,4,Medical,1,254,3,Male,61,4,5,Research Director,2,Single,18722,13339,8,Y,No,11,3,4,80,0,36,3,3,24,15,2,15 34.0,No,Travel_Rarely,1333.0,Sales,10.0,4,Life Sciences,1,1055,3,Female,87,3,1,Sales Representative,3,Married,2220,18410,1,Y,Yes,19,3,4,80,1,1,2,3,1,1,0,0 30.0,Yes,Travel_Frequently,334.0,Sales,26.0,4,Marketing,1,299,3,Female,52,2,2,Sales Executive,1,Single,6696,22967,5,Y,No,15,3,3,80,0,9,5,2,6,3,0,1 ,Yes,Travel_Rarely,1204.0,Sales,4.0,3,Technical Degree,1,1100,4,Male,86,3,3,Sales Executive,1,Single,9582,10333,0,Y,Yes,22,4,1,80,0,9,2,3,8,7,4,7 54.0,No,Travel_Frequently,1050.0,Research & Development,11.0,4,Medical,1,1520,2,Female,87,3,4,Manager,4,Divorced,16032,24456,3,Y,No,20,4,1,80,1,26,2,3,14,9,1,12 42.0,No,Non-Travel,179.0,Human Resources,2.0,5,Medical,1,1231,4,Male,79,4,2,Human Resources,1,Married,6272,12858,7,Y,No,16,3,1,80,1,10,3,4,4,3,0,3 29.0,No,Travel_Rarely,738.0,Research & Development,9.0,5,Other,1,455,2,Male,30,2,1,Laboratory Technician,4,Single,3983,7621,0,Y,No,17,3,3,80,0,4,2,3,3,2,2,2 47.0,No,Travel_Rarely,955.0,Sales,4.0,2,Life Sciences,1,1003,4,Female,83,3,2,Sales Executive,4,Single,4163,8571,1,Y,Yes,17,3,3,80,0,9,0,3,9,0,0,7 42.0,No,Travel_Frequently,555.0,Sales,26.0,3,Marketing,1,404,3,Female,77,3,4,Sales Executive,2,Married,13525,14864,5,Y,No,14,3,4,80,1,23,2,4,20,4,4,8 31.0,Yes,Travel_Rarely,202.0,Research & Development,8.0,3,Life Sciences,1,1433,1,Female,34,2,1,Research Scientist,2,Single,1261,22262,1,Y,No,12,3,3,80,0,1,3,4,1,0,0,0 51.0,No,Travel_Rarely,942.0,Research & Development,,3,Technical Degree,1,1786,1,Female,53,3,3,Manager,3,Married,13116,22984,2,Y,No,11,3,4,80,0,15,2,3,2,2,2,2 33.0,No,Travel_Rarely,922.0,Research & Development,1.0,5,Medical,1,612,1,Female,95,4,4,Research Director,3,Divorced,16184,22578,4,Y,No,19,3,3,80,1,10,2,3,6,1,0,5 39.0,No,Travel_Rarely,,Research & Development,6.0,1,Medical,1,2062,4,Male,42,2,3,Healthcare Representative,1,Married,9991,21457,4,Y,No,15,3,1,80,1,9,5,3,7,7,1,7 21.0,No,Travel_Rarely,984.0,Research & Development,1.0,1,Technical Degree,1,1131,4,Female,70,2,1,Research Scientist,2,Single,2070,25326,1,Y,Yes,11,3,3,80,0,2,6,4,2,2,2,2 36.0,No,Travel_Rarely,1403.0,Research & Development,6.0,3,Life Sciences,1,373,4,Male,47,3,1,Laboratory Technician,4,Married,3210,20251,0,Y,No,11,3,3,80,1,16,4,3,15,13,10,11 43.0,No,Travel_Rarely,930.0,Research & Development,6.0,3,Medical,1,1402,1,Female,73,2,2,Research Scientist,3,Single,4081,20003,1,Y,Yes,14,3,1,80,0,20,3,1,20,7,1,8 49.0,No,Non-Travel,1002.0,Research & Development,18.0,4,Life Sciences,1,275,4,Male,92,3,2,Manufacturing Director,4,Divorced,6804,23793,1,Y,Yes,15,3,1,80,2,7,0,3,7,7,1,7 27.0,No,Non-Travel,691.0,Research & Development,9.0,3,Medical,1,218,4,Male,57,3,1,Research Scientist,2,Divorced,2024,5970,6,Y,No,18,3,4,80,1,6,1,1,2,2,2,2 ,No,Travel_Rarely,583.0,Research & Development,25.0,4,Medical,1,1014,3,Female,57,3,3,Healthcare Representative,3,Divorced,10388,6975,1,Y,Yes,11,3,3,80,1,16,3,2,16,10,10,1 56.0,No,Travel_Frequently,,Sales,6.0,3,Life Sciences,1,532,3,Female,86,4,4,Sales Executive,1,Married,13212,18256,9,Y,No,11,3,4,80,3,36,0,2,7,7,7,7 30.0,No,Travel_Rarely,231.0,Sales,8.0,2,Other,1,982,3,Male,62,3,3,Sales Executive,3,Divorced,7264,9977,5,Y,No,11,3,1,80,1,10,2,4,8,4,7,7 42.0,No,Travel_Rarely,1059.0,Research & Development,9.0,2,Other,1,1595,4,Male,93,2,5,Manager,4,Single,19613,26362,8,Y,No,22,4,4,80,0,24,2,3,1,0,0,1 23.0,No,Travel_Rarely,310.0,Research & Development,10.0,1,Medical,1,784,1,Male,79,4,1,Research Scientist,3,Single,3505,19630,1,Y,No,18,3,4,80,0,2,3,3,2,2,0,2 ,Yes,Travel_Rarely,383.0,Sales,9.0,2,Life Sciences,1,1439,1,Male,68,2,1,Sales Representative,1,Married,4400,15182,3,Y,No,12,3,1,80,0,6,2,3,3,2,2,2 24.0,No,Travel_Rarely,1476.0,Sales,4.0,1,Medical,1,1445,4,Female,42,3,2,Sales Executive,3,Married,4162,15211,1,Y,Yes,12,3,3,80,2,5,3,3,5,4,0,3 29.0,No,Travel_Rarely,598.0,Research & Development,9.0,3,Life Sciences,1,1558,3,Male,91,4,1,Research Scientist,3,Married,2451,22376,6,Y,No,18,3,1,80,2,5,2,2,1,0,0,0 29.0,Yes,Travel_Rarely,121.0,Sales,27.0,3,Marketing,1,283,2,Female,35,3,3,Sales Executive,4,Married,7639,24525,1,Y,No,22,4,4,80,3,10,3,2,10,4,1,9 24.0,Yes,Travel_Rarely,813.0,Research & Development,1.0,3,Medical,1,45,2,Male,61,3,1,Research Scientist,4,Married,2293,3020,2,Y,Yes,16,3,1,80,1,6,2,2,2,0,2,0 43.0,No,Travel_Rarely,415.0,Sales,25.0,3,Medical,1,1076,3,Male,79,2,3,Sales Executive,4,Divorced,10798,5268,5,Y,No,13,3,3,80,1,18,5,3,1,0,0,0 ,No,Travel_Rarely,1017.0,Research & Development,6.0,4,Life Sciences,1,691,2,Male,82,1,2,Research Scientist,4,Single,6646,19368,1,Y,No,13,3,2,80,0,17,3,3,17,11,11,8 34.0,No,Travel_Rarely,704.0,Sales,28.0,3,Marketing,1,2035,4,Female,95,2,2,Sales Executive,3,Married,6712,8978,1,Y,No,21,4,4,80,2,8,2,3,8,7,1,7 ,Yes,Travel_Rarely,1404.0,Research & Development,17.0,3,Technical Degree,1,1960,3,Male,32,2,1,Laboratory Technician,4,Divorced,2367,18779,5,Y,No,12,3,1,80,1,6,2,2,4,1,0,3 51.0,No,Travel_Rarely,632.0,Sales,21.0,4,Marketing,1,120,3,Male,71,3,2,Sales Executive,4,Single,5441,8423,0,Y,Yes,22,4,4,80,0,11,2,1,10,7,1,0 33.0,No,Travel_Rarely,217.0,Sales,10.0,4,Marketing,1,1924,2,Male,43,3,2,Sales Executive,3,Single,5487,10410,1,Y,No,14,3,2,80,0,10,2,2,10,4,0,9 59.0,No,Travel_Rarely,326.0,Sales,,3,Life Sciences,1,1254,3,Female,48,2,2,Sales Executive,4,Single,5171,16490,5,Y,No,17,3,4,80,0,13,2,3,6,1,0,5 45.0,No,Travel_Rarely,954.0,Sales,2.0,2,Technical Degree,1,783,2,Male,46,1,2,Sales Representative,3,Single,6632,12388,0,Y,No,13,3,1,80,0,9,3,3,8,7,3,1 ,Yes,Travel_Rarely,1475.0,Sales,13.0,2,Marketing,1,1933,4,Female,84,3,2,Sales Executive,3,Single,9854,23352,3,Y,Yes,11,3,4,80,0,6,0,3,2,0,2,2 20.0,Yes,Travel_Frequently,769.0,Sales,9.0,3,Marketing,1,1077,4,Female,54,3,1,Sales Representative,4,Single,2323,17205,1,Y,Yes,14,3,2,80,0,2,3,3,2,2,0,2 32.0,No,Non-Travel,976.0,Sales,26.0,4,Marketing,1,333,3,Male,100,3,2,Sales Executive,4,Married,4465,12069,0,Y,No,18,3,1,80,0,4,2,3,3,2,2,2 34.0,No,Travel_Rarely,1346.0,Research & Development,19.0,2,Medical,1,18,2,Male,93,3,1,Laboratory Technician,4,Divorced,2661,8758,0,Y,No,11,3,3,80,1,3,2,3,2,2,1,2 43.0,No,Travel_Frequently,185.0,Research & Development,10.0,4,Life Sciences,1,430,3,Female,33,3,1,Laboratory Technician,4,Single,2455,10675,0,Y,No,19,3,1,80,0,9,5,3,8,7,1,7 32.0,No,Travel_Rarely,859.0,Research & Development,4.0,3,Life Sciences,1,830,3,Female,98,2,2,Manufacturing Director,3,Married,6162,19124,1,Y,No,12,3,3,80,1,14,3,3,14,13,6,8 40.0,No,Travel_Rarely,759.0,Sales,2.0,2,Marketing,1,516,4,Female,46,3,2,Sales Executive,2,Divorced,5715,22553,7,Y,No,12,3,3,80,2,8,5,3,5,4,1,3 ,Yes,Travel_Rarely,920.0,Human Resources,20.0,2,Medical,1,1818,4,Female,69,3,1,Human Resources,2,Married,2148,6889,0,Y,Yes,11,3,3,80,0,6,3,3,5,1,1,4 41.0,No,Travel_Rarely,465.0,Research & Development,14.0,3,Life Sciences,1,227,1,Male,56,3,1,Research Scientist,3,Divorced,2451,4609,4,Y,No,12,3,1,80,1,13,2,3,9,8,1,8 ,No,Travel_Rarely,982.0,Research & Development,1.0,4,Medical,1,1172,4,Male,58,2,1,Laboratory Technician,3,Married,2258,16340,6,Y,No,12,3,2,80,1,10,2,3,8,0,1,7 24.0,No,Non-Travel,673.0,Research & Development,11.0,2,Other,1,26,1,Female,96,4,2,Manufacturing Director,3,Divorced,4011,8232,0,Y,No,18,3,4,80,1,5,5,2,4,2,1,3 53.0,No,Travel_Rarely,868.0,Sales,8.0,3,Marketing,1,897,1,Male,73,3,4,Sales Executive,4,Married,11836,22789,5,Y,No,14,3,3,80,1,28,3,3,2,0,2,2 47.0,No,Travel_Rarely,1176.0,Human Resources,26.0,4,Life Sciences,1,1625,4,Female,98,3,5,Manager,3,Married,19658,5220,3,Y,No,11,3,3,80,1,27,2,3,5,2,1,0 31.0,Yes,Travel_Frequently,874.0,Research & Development,15.0,3,Medical,1,1160,3,Male,72,3,1,Laboratory Technician,3,Married,2610,6233,1,Y,No,12,3,3,80,1,2,5,2,2,2,2,2 34.0,No,Non-Travel,1375.0,Sales,10.0,3,Life Sciences,1,1774,4,Male,87,3,2,Sales Executive,3,Divorced,4001,12313,1,Y,Yes,14,3,3,80,1,15,3,3,15,14,0,7 33.0,Yes,Travel_Rarely,527.0,Research & Development,1.0,4,Other,1,780,4,Male,63,3,1,Research Scientist,4,Single,2686,5207,1,Y,Yes,13,3,3,80,0,10,2,2,10,9,7,8 32.0,No,Travel_Rarely,801.0,Sales,1.0,4,Marketing,1,2016,3,Female,48,3,3,Sales Executive,4,Married,10422,24032,1,Y,No,19,3,3,80,2,14,3,3,14,10,5,7 41.0,No,Travel_Rarely,263.0,Research & Development,6.0,3,Medical,1,957,4,Male,59,3,1,Laboratory Technician,1,Single,4721,3119,2,Y,Yes,13,3,3,80,0,20,3,3,18,13,2,17 40.0,No,Non-Travel,458.0,Research & Development,16.0,2,Life Sciences,1,1340,3,Male,74,3,1,Research Scientist,3,Divorced,3544,8532,9,Y,No,16,3,2,80,1,6,0,3,4,2,0,0 51.0,No,Travel_Rarely,313.0,Research & Development,,3,Medical,1,258,4,Female,98,3,4,Healthcare Representative,2,Single,13734,7192,3,Y,No,18,3,3,80,0,21,6,3,7,7,1,0 55.0,Yes,Travel_Rarely,267.0,Sales,13.0,4,Marketing,1,1372,1,Male,85,4,4,Sales Executive,3,Single,13695,9277,6,Y,Yes,17,3,3,80,0,24,2,2,19,7,3,8 52.0,No,Travel_Rarely,1053.0,Research & Development,1.0,2,Life Sciences,1,976,4,Male,70,3,4,Manager,4,Married,17099,13829,2,Y,No,15,3,2,80,1,26,2,2,9,8,7,8 54.0,No,Travel_Rarely,397.0,Human Resources,19.0,4,Medical,1,698,3,Male,88,3,3,Human Resources,2,Married,10725,6729,2,Y,No,15,3,3,80,1,16,1,4,9,7,7,1 23.0,No,Travel_Rarely,507.0,Research & Development,20.0,1,Life Sciences,1,1533,1,Male,97,3,2,Laboratory Technician,3,Single,2272,24812,0,Y,No,14,3,2,80,0,5,2,3,4,3,1,2 24.0,No,Travel_Rarely,691.0,Research & Development,23.0,3,Medical,1,639,2,Male,89,4,1,Research Scientist,4,Married,2725,21630,1,Y,Yes,11,3,2,80,2,6,3,3,6,5,1,4 20.0,No,Travel_Rarely,805.0,Research & Development,,3,Life Sciences,1,1198,1,Male,87,2,1,Laboratory Technician,3,Single,3033,12828,1,Y,No,12,3,1,80,0,2,2,2,2,2,1,2 38.0,No,Travel_Rarely,1035.0,Sales,,4,Life Sciences,1,1036,2,Male,42,3,2,Sales Executive,4,Single,6861,4981,8,Y,Yes,12,3,3,80,0,19,1,3,1,0,0,0 29.0,No,Travel_Rarely,665.0,Research & Development,15.0,3,Life Sciences,1,346,3,Male,60,3,1,Research Scientist,4,Single,2340,22673,1,Y,No,19,3,1,80,0,6,1,3,6,5,1,5 36.0,Yes,Travel_Rarely,1218.0,Sales,9.0,4,Life Sciences,1,27,3,Male,82,2,1,Sales Representative,1,Single,3407,6986,7,Y,No,23,4,2,80,0,10,4,3,5,3,0,3 ,No,Travel_Rarely,1172.0,Sales,,3,Medical,1,1875,2,Female,78,3,1,Sales Representative,2,Married,2856,3692,1,Y,No,19,3,4,80,1,1,3,3,1,0,0,0 41.0,No,Non-Travel,509.0,Research & Development,2.0,4,Other,1,616,1,Female,62,2,2,Healthcare Representative,3,Single,6811,2112,2,Y,Yes,17,3,1,80,0,10,3,3,8,7,0,7 54.0,No,Travel_Rarely,584.0,Research & Development,22.0,5,Medical,1,1665,2,Female,91,3,4,Manager,3,Married,17426,18685,3,Y,No,25,4,3,80,1,36,6,3,10,8,4,7 ,No,Travel_Rarely,1315.0,Research & Development,22.0,3,Life Sciences,1,381,2,Female,71,4,3,Manager,2,Divorced,11996,19100,7,Y,No,18,3,2,80,1,10,6,2,7,7,6,2 55.0,No,Travel_Rarely,282.0,Research & Development,2.0,2,Medical,1,1336,4,Female,58,1,5,Manager,3,Married,19187,6992,4,Y,No,14,3,4,80,1,23,5,3,19,9,9,11 ,No,Travel_Frequently,146.0,Research & Development,2.0,4,Medical,1,1704,1,Male,79,2,1,Research Scientist,4,Single,4930,13970,0,Y,Yes,14,3,3,80,0,6,2,4,5,4,1,4 30.0,Yes,Travel_Frequently,464.0,Research & Development,4.0,3,Technical Degree,1,514,3,Male,40,3,1,Research Scientist,4,Single,2285,3427,9,Y,Yes,23,4,3,80,0,3,4,3,1,0,0,0 45.0,No,Non-Travel,1050.0,Sales,9.0,4,Life Sciences,1,1117,2,Female,65,2,2,Sales Executive,3,Married,5593,17970,1,Y,No,13,3,4,80,1,15,2,3,15,10,4,12 39.0,No,Non-Travel,105.0,Research & Development,9.0,3,Life Sciences,1,2022,4,Male,87,3,5,Manager,4,Single,19431,15302,2,Y,No,13,3,3,80,0,21,3,2,6,0,1,3 29.0,No,Travel_Rarely,144.0,Sales,10.0,1,Marketing,1,463,4,Female,39,2,2,Sales Executive,2,Divorced,8268,11866,1,Y,Yes,14,3,1,80,2,7,2,3,7,7,1,7 ,No,Travel_Frequently,921.0,Research & Development,1.0,1,Medical,1,1068,1,Female,66,2,1,Research Scientist,3,Divorced,2007,25265,1,Y,No,13,3,3,80,2,5,5,3,5,3,1,3 29.0,Yes,Travel_Frequently,459.0,Research & Development,24.0,2,Life Sciences,1,1868,4,Male,73,2,1,Research Scientist,4,Single,2439,14753,1,Y,Yes,24,4,2,80,0,1,3,2,1,0,1,0 43.0,No,Travel_Frequently,957.0,Research & Development,28.0,3,Medical,1,171,2,Female,72,4,1,Research Scientist,3,Single,4739,16090,4,Y,No,12,3,4,80,0,18,2,3,3,2,1,2 24.0,Yes,Travel_Rarely,984.0,Research & Development,17.0,2,Life Sciences,1,1219,4,Female,97,3,1,Laboratory Technician,2,Married,2210,3372,1,Y,No,13,3,1,80,1,1,3,1,1,0,0,0 ,No,Travel_Rarely,670.0,Research & Development,10.0,4,Medical,1,1587,1,Female,51,3,2,Healthcare Representative,3,Single,6142,4223,3,Y,Yes,16,3,3,80,0,10,4,3,5,2,0,4 53.0,Yes,Travel_Rarely,1168.0,Sales,24.0,4,Life Sciences,1,1968,1,Male,66,3,3,Sales Executive,1,Single,10448,5843,6,Y,Yes,13,3,2,80,0,15,2,2,2,2,2,2 51.0,No,Travel_Rarely,432.0,Research & Development,9.0,4,Life Sciences,1,116,4,Male,96,3,1,Laboratory Technician,4,Married,2075,18725,3,Y,No,23,4,2,80,2,10,4,3,4,2,0,3 43.0,No,Travel_Frequently,559.0,Research & Development,10.0,4,Life Sciences,1,448,3,Female,82,2,2,Laboratory Technician,3,Divorced,5257,6227,1,Y,No,11,3,2,80,1,9,3,4,9,7,0,0 23.0,No,Travel_Rarely,160.0,Research & Development,4.0,1,Medical,1,1735,3,Female,51,3,1,Laboratory Technician,2,Single,3295,12862,1,Y,No,13,3,3,80,0,3,3,1,3,2,1,2 41.0,No,Travel_Rarely,1276.0,Sales,2.0,5,Life Sciences,1,625,2,Female,91,3,4,Manager,1,Married,16595,5626,7,Y,No,16,3,2,80,1,22,2,3,18,16,11,8 33.0,No,Non-Travel,750.0,Sales,22.0,2,Marketing,1,160,3,Male,95,3,2,Sales Executive,2,Married,6146,15480,0,Y,No,13,3,1,80,1,8,2,4,7,7,0,7 49.0,No,Travel_Rarely,1495.0,Research & Development,,4,Technical Degree,1,1473,1,Male,96,3,2,Healthcare Representative,3,Married,6651,21534,2,Y,No,14,3,2,80,1,20,0,2,3,2,1,2 33.0,No,Travel_Rarely,589.0,Research & Development,28.0,4,Life Sciences,1,1549,2,Male,79,3,2,Laboratory Technician,3,Married,5207,22949,1,Y,Yes,12,3,2,80,1,15,3,3,15,14,5,7 ,No,Travel_Rarely,750.0,Research & Development,28.0,3,Life Sciences,1,1596,2,Male,46,4,2,Laboratory Technician,3,Married,3407,25348,1,Y,No,17,3,4,80,2,10,3,2,10,9,6,8 41.0,No,Travel_Rarely,447.0,Research & Development,,3,Life Sciences,1,1814,2,Male,85,4,2,Healthcare Representative,2,Single,6870,15530,3,Y,No,12,3,1,80,0,11,3,1,3,2,1,2 22.0,Yes,Travel_Frequently,1256.0,Research & Development,,4,Life Sciences,1,1203,3,Male,48,2,1,Research Scientist,4,Married,2853,4223,0,Y,Yes,11,3,2,80,1,1,5,3,0,0,0,0 29.0,No,Travel_Rarely,1378.0,Research & Development,13.0,2,Other,1,2053,4,Male,46,2,2,Laboratory Technician,2,Married,4025,23679,4,Y,Yes,13,3,1,80,1,10,2,3,4,3,0,3 50.0,No,Travel_Rarely,264.0,Sales,9.0,3,Marketing,1,1591,3,Male,59,3,5,Manager,3,Married,19331,19519,4,Y,Yes,16,3,3,80,1,27,2,3,1,0,0,0