Age,Attrition,BusinessTravel,DailyRate,Department,DistanceFromHome,Education,EducationField,EmployeeCount,EmployeeNumber,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 55,No,Travel_Rarely,685,Sales,26,5,Marketing,1,1578,3,Male,60,2,5,Manager,4,Married,19586,23037,1,Y,No,21,4,3,80,1,36,3,3,36,6,2,13 34,No,Travel_Rarely,735,Sales,3,1,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 47,No,Travel_Rarely,207,Research & Development,9,4,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 35,No,Travel_Frequently,853,Sales,18,5,Life Sciences,1,74,2,Male,71,3,3,Sales Executive,1,Married,9069,11031,1,Y,No,22,4,4,80,1,9,3,2,9,8,1,8 26,No,Travel_Rarely,390,Research & Development,17,4,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 31,Yes,Travel_Rarely,542,Sales,20,3,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,No,Travel_Rarely,996,Research & Development,3,2,Medical,1,379,4,Male,100,2,1,Research Scientist,3,Single,3230,10531,1,Y,No,17,3,1,80,0,3,4,4,3,2,1,0 38,No,Travel_Rarely,243,Sales,7,4,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 36,No,Travel_Rarely,852,Research & Development,5,4,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 35,No,Travel_Rarely,1296,Research & Development,5,4,Technical Degree,1,464,3,Male,62,3,3,Manufacturing Director,2,Single,8095,18264,0,Y,No,13,3,4,80,0,17,5,3,16,6,0,13 40,No,Non-Travel,218,Research & Development,8,1,Medical,1,1468,4,Male,55,2,3,Research Director,2,Divorced,13757,25178,2,Y,No,11,3,3,80,1,16,5,3,9,8,4,8 39,No,Non-Travel,1485,Research & Development,25,2,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 25,Yes,Travel_Rarely,1219,Research & Development,4,1,Technical Degree,1,1106,4,Male,32,3,1,Laboratory Technician,4,Married,3691,4605,1,Y,Yes,15,3,2,80,1,7,3,4,7,7,5,6 29,No,Travel_Rarely,991,Sales,5,3,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 31,Yes,Travel_Frequently,754,Sales,26,4,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 30,No,Travel_Rarely,852,Research & Development,1,1,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 43,No,Travel_Rarely,531,Sales,4,4,Marketing,1,1293,4,Female,56,2,3,Sales Executive,4,Single,10231,20364,3,Y,No,14,3,4,80,0,23,3,4,21,7,15,17 34,No,Travel_Rarely,1326,Sales,3,3,Other,1,1478,4,Male,81,1,2,Sales Executive,1,Single,4759,15891,3,Y,No,18,3,4,80,0,15,2,3,13,9,3,12 28,No,Travel_Rarely,1172,Sales,3,3,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 32,Yes,Travel_Frequently,238,Research & Development,5,2,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 36,No,Travel_Rarely,676,Research & Development,1,3,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 29,No,Travel_Rarely,136,Research & Development,1,3,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 30,No,Travel_Rarely,231,Sales,8,2,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 33,No,Travel_Rarely,1242,Sales,8,4,Life Sciences,1,1560,1,Male,46,3,2,Sales Executive,1,Married,6392,10589,2,Y,No,13,3,4,80,1,8,6,1,2,2,2,2 27,No,Non-Travel,443,Research & Development,3,3,Medical,1,850,4,Male,50,3,1,Research Scientist,4,Married,1706,16571,1,Y,No,11,3,3,80,3,0,6,2,0,0,0,0 35,No,Travel_Rarely,1370,Research & Development,27,4,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 36,No,Travel_Rarely,335,Sales,17,2,Marketing,1,1908,3,Male,33,2,2,Sales Executive,2,Married,5507,16822,2,Y,No,16,3,3,80,2,12,1,1,4,2,1,3 39,No,Travel_Rarely,1253,Research & Development,10,1,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 30,No,Travel_Rarely,1288,Sales,29,4,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 30,No,Travel_Rarely,855,Sales,7,4,Marketing,1,1428,4,Female,73,3,2,Sales Executive,1,Divorced,4779,12761,7,Y,No,14,3,2,80,2,8,3,3,3,2,0,2 50,No,Travel_Rarely,1046,Research & Development,10,3,Technical Degree,1,491,4,Male,100,2,3,Healthcare Representative,4,Single,10496,2755,6,Y,No,15,3,4,80,0,20,2,3,4,3,1,3 43,No,Travel_Frequently,559,Research & Development,10,4,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 43,No,Travel_Rarely,415,Sales,25,3,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 30,No,Travel_Rarely,413,Sales,7,1,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 29,No,Travel_Frequently,442,Sales,2,2,Life Sciences,1,388,2,Male,44,3,2,Sales Executive,4,Single,4554,20260,1,Y,No,18,3,1,80,0,10,3,2,10,7,0,9 39,Yes,Travel_Frequently,203,Research & Development,2,3,Life Sciences,1,1127,1,Male,84,3,4,Healthcare Representative,4,Divorced,12169,13547,7,Y,No,11,3,4,80,3,21,4,3,18,7,11,5 59,No,Travel_Rarely,1324,Research & Development,3,3,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 43,No,Travel_Frequently,775,Sales,15,3,Life Sciences,1,754,4,Male,47,2,2,Sales Executive,4,Married,6804,23683,3,Y,No,18,3,3,80,1,7,5,3,2,2,2,2 42,No,Travel_Rarely,810,Research & Development,23,5,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 29,No,Travel_Rarely,1252,Research & Development,23,2,Life Sciences,1,824,3,Male,81,4,1,Research Scientist,3,Married,2700,23779,1,Y,No,24,4,3,80,1,10,3,3,10,7,0,7 26,Yes,Travel_Rarely,471,Research & Development,24,3,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 56,No,Travel_Rarely,1400,Research & Development,7,3,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 45,No,Travel_Rarely,192,Research & Development,10,2,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 33,Yes,Travel_Frequently,1076,Research & Development,3,3,Life Sciences,1,702,1,Male,70,3,1,Research Scientist,1,Single,3348,3164,1,Y,Yes,11,3,1,80,0,10,3,3,10,8,9,7 45,No,Travel_Rarely,1015,Research & Development,5,5,Medical,1,1611,3,Female,50,1,2,Laboratory Technician,1,Single,5769,23447,1,Y,Yes,14,3,1,80,0,10,3,3,10,7,1,4 35,No,Travel_Rarely,817,Research & Development,1,3,Medical,1,1369,4,Female,60,2,2,Laboratory Technician,4,Married,5363,10846,0,Y,No,12,3,2,80,1,10,0,3,9,7,0,0 51,No,Travel_Rarely,432,Research & Development,9,4,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 56,No,Travel_Rarely,1369,Research & Development,23,3,Life Sciences,1,1373,4,Male,68,3,4,Manufacturing Director,2,Married,13402,18235,4,Y,Yes,12,3,1,80,1,33,0,3,19,16,15,9 47,No,Travel_Rarely,703,Sales,14,4,Marketing,1,728,4,Male,42,3,2,Sales Executive,1,Single,4960,11825,2,Y,No,12,3,4,80,0,20,2,3,7,7,1,7 36,No,Travel_Rarely,1223,Research & Development,8,3,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 40,No,Travel_Rarely,107,Sales,10,3,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 41,No,Travel_Rarely,334,Sales,2,4,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 51,Yes,Travel_Rarely,1323,Research & Development,4,4,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 33,Yes,Travel_Rarely,350,Sales,5,3,Marketing,1,485,4,Female,34,3,1,Sales Representative,3,Single,2851,9150,1,Y,Yes,13,3,2,80,0,1,2,3,1,0,0,0 30,No,Travel_Rarely,202,Sales,2,1,Technical Degree,1,508,3,Male,72,3,1,Sales Representative,2,Married,2476,17434,1,Y,No,18,3,1,80,1,1,3,3,1,0,0,0 48,No,Travel_Rarely,1236,Research & Development,1,4,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 33,Yes,Travel_Rarely,211,Sales,16,3,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 48,No,Travel_Rarely,492,Sales,16,4,Life Sciences,1,1557,3,Female,96,3,2,Sales Executive,3,Divorced,6439,13693,8,Y,No,14,3,3,80,1,18,2,3,8,7,7,7 54,No,Travel_Rarely,157,Research & Development,10,3,Medical,1,1980,3,Female,77,3,2,Manufacturing Director,1,Single,4440,25198,6,Y,Yes,19,3,4,80,0,9,3,3,5,2,1,4 27,No,Travel_Rarely,1054,Research & Development,8,3,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 30,Yes,Travel_Rarely,138,Research & Development,22,3,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 36,No,Travel_Frequently,1195,Research & Development,11,3,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 40,No,Travel_Rarely,1492,Research & Development,20,4,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,No,Non-Travel,881,Research & Development,2,4,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 28,No,Travel_Rarely,1181,Research & Development,1,3,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 36,No,Travel_Frequently,566,Research & Development,18,4,Life Sciences,1,407,3,Male,81,4,1,Laboratory Technician,4,Married,3688,7122,4,Y,No,18,3,4,80,2,4,2,3,1,0,0,0 34,No,Travel_Rarely,971,Sales,1,3,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 46,No,Travel_Rarely,1319,Sales,3,3,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 52,No,Travel_Frequently,322,Research & Development,28,2,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 34,No,Travel_Frequently,653,Research & Development,10,4,Technical Degree,1,1597,4,Male,92,2,2,Healthcare Representative,3,Married,5063,15332,1,Y,No,14,3,2,80,1,8,3,2,8,2,7,7 41,No,Travel_Rarely,933,Research & Development,9,4,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 38,No,Travel_Frequently,653,Research & Development,29,5,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 24,No,Travel_Frequently,535,Sales,24,3,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 33,No,Travel_Rarely,867,Research & Development,8,4,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 36,No,Travel_Rarely,216,Research & Development,6,2,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 31,No,Travel_Rarely,182,Research & Development,8,5,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 42,No,Travel_Rarely,532,Research & Development,4,2,Technical Degree,1,319,3,Male,58,3,5,Manager,4,Married,19232,4933,1,Y,No,11,3,4,80,0,22,3,3,22,17,11,15 23,No,Travel_Rarely,541,Sales,2,1,Technical Degree,1,113,3,Male,62,3,1,Sales Representative,1,Divorced,2322,9518,3,Y,No,13,3,3,80,1,3,3,3,0,0,0,0 36,No,Travel_Frequently,635,Research & Development,18,1,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 36,Yes,Travel_Rarely,1456,Sales,13,5,Marketing,1,1733,2,Male,96,2,2,Sales Executive,1,Divorced,6134,8658,5,Y,Yes,13,3,2,80,3,16,3,3,2,2,2,2 40,No,Travel_Rarely,118,Sales,14,2,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,No,Travel_Rarely,332,Human Resources,17,3,Other,1,1419,2,Male,51,2,3,Human Resources,1,Single,7988,9769,1,Y,No,13,3,1,80,0,10,3,2,10,9,0,9 46,No,Travel_Rarely,945,Human Resources,5,2,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 44,No,Travel_Rarely,921,Research & Development,2,3,Life Sciences,1,1703,3,Female,96,4,3,Healthcare Representative,4,Married,7879,14810,1,Y,Yes,19,3,2,80,1,9,2,3,8,7,6,7 42,No,Travel_Rarely,647,Sales,4,4,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 41,Yes,Travel_Rarely,1356,Sales,20,2,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 50,No,Travel_Frequently,1246,Human Resources,3,3,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 24,No,Travel_Rarely,771,Research & Development,1,2,Life Sciences,1,1981,2,Male,45,2,2,Healthcare Representative,3,Single,4617,14120,1,Y,No,12,3,2,80,0,4,2,2,4,3,1,2 24,No,Travel_Rarely,477,Research & Development,24,3,Medical,1,1173,4,Male,49,3,1,Laboratory Technician,2,Single,3597,6409,8,Y,No,22,4,4,80,0,6,2,3,4,3,1,2 31,No,Travel_Frequently,793,Sales,20,3,Life Sciences,1,1135,3,Male,67,4,1,Sales Representative,4,Married,2791,21981,0,Y,No,12,3,1,80,1,3,4,3,2,2,2,2 19,No,Travel_Rarely,1181,Research & Development,3,1,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 38,No,Travel_Rarely,397,Research & Development,2,2,Medical,1,1638,4,Female,54,2,3,Manufacturing Director,3,Married,7756,14199,3,Y,Yes,19,3,4,80,1,10,6,4,5,4,0,2 47,No,Travel_Rarely,571,Sales,14,3,Medical,1,1503,3,Female,78,3,2,Sales Executive,3,Married,4591,24200,3,Y,Yes,17,3,3,80,1,11,4,2,5,4,1,2 43,No,Travel_Rarely,990,Research & Development,27,3,Technical Degree,1,1599,4,Male,87,4,1,Laboratory Technician,2,Divorced,4876,5855,5,Y,No,12,3,3,80,1,8,0,3,6,4,0,2 30,No,Travel_Rarely,852,Sales,10,3,Marketing,1,1179,3,Male,72,2,2,Sales Executive,3,Married,6578,2706,1,Y,No,18,3,1,80,1,10,3,3,10,3,1,4 32,No,Travel_Frequently,1316,Research & Development,2,2,Life Sciences,1,1235,4,Female,38,3,2,Research Scientist,3,Single,4998,2338,4,Y,Yes,14,3,4,80,0,10,2,3,8,7,0,7 31,No,Travel_Rarely,326,Sales,8,2,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 60,No,Travel_Rarely,696,Sales,7,4,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 38,No,Travel_Frequently,508,Research & Development,6,4,Life Sciences,1,1997,1,Male,72,2,2,Manufacturing Director,3,Married,5321,14284,2,Y,No,11,3,4,80,1,10,1,3,8,3,7,7 25,No,Travel_Rarely,810,Sales,8,3,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 30,Yes,Travel_Rarely,1005,Research & Development,3,3,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 56,Yes,Travel_Rarely,310,Research & Development,7,2,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 36,Yes,Travel_Rarely,318,Research & Development,9,3,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 42,No,Non-Travel,495,Research & Development,2,1,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 49,No,Travel_Rarely,1261,Research & Development,7,3,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 31,No,Travel_Rarely,471,Research & Development,4,3,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 50,No,Travel_Rarely,797,Research & Development,4,1,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 49,No,Travel_Rarely,1098,Research & Development,4,2,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 39,No,Travel_Rarely,466,Research & Development,1,1,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 22,No,Travel_Rarely,1230,Research & Development,1,2,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 33,Yes,Travel_Rarely,527,Research & Development,1,4,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 48,No,Travel_Rarely,715,Research & Development,1,3,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 32,No,Travel_Rarely,604,Sales,8,3,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 26,No,Travel_Rarely,1443,Sales,23,3,Marketing,1,72,3,Female,47,2,2,Sales Executive,4,Married,4157,21436,7,Y,Yes,19,3,3,80,1,5,2,2,2,2,0,0 39,No,Travel_Rarely,1498,Sales,21,4,Life Sciences,1,1390,1,Male,44,2,2,Sales Executive,4,Married,6120,3567,3,Y,Yes,12,3,4,80,2,8,2,4,5,4,1,4 34,No,Travel_Rarely,1440,Sales,7,2,Technical Degree,1,1541,2,Male,55,3,1,Sales Representative,3,Married,2308,4944,0,Y,Yes,25,4,2,80,1,12,4,3,11,10,5,7 38,No,Travel_Rarely,1333,Research & Development,1,3,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 32,No,Non-Travel,1109,Research & Development,29,4,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 45,No,Travel_Rarely,1448,Research & Development,29,3,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 34,No,Travel_Rarely,419,Research & Development,7,4,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 47,Yes,Travel_Frequently,1093,Sales,9,3,Life Sciences,1,1716,3,Male,82,1,4,Sales Executive,3,Married,12936,24164,7,Y,No,11,3,3,80,0,25,3,1,23,5,14,10 38,No,Travel_Rarely,1495,Research & Development,10,3,Medical,1,634,3,Female,76,3,2,Healthcare Representative,3,Married,9824,22174,3,Y,No,19,3,3,80,1,18,4,3,1,0,0,0 31,Yes,Travel_Rarely,330,Research & Development,22,4,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 46,No,Travel_Rarely,1450,Research & Development,15,2,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 35,No,Travel_Rarely,750,Research & Development,28,3,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 46,Yes,Travel_Rarely,377,Sales,9,3,Marketing,1,1457,1,Male,52,3,3,Sales Executive,4,Divorced,10096,15986,4,Y,No,11,3,1,80,1,28,1,4,7,7,4,3 29,Yes,Travel_Rarely,428,Sales,9,3,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 49,No,Travel_Rarely,1490,Research & Development,7,4,Life Sciences,1,1484,3,Male,35,3,3,Healthcare Representative,2,Divorced,10466,20948,3,Y,No,14,3,2,80,2,29,3,3,8,7,0,7 43,Yes,Travel_Rarely,1372,Sales,9,3,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 28,No,Non-Travel,120,Sales,4,3,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 53,No,Travel_Rarely,868,Sales,8,3,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 32,No,Travel_Rarely,267,Research & Development,29,4,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 58,No,Travel_Rarely,848,Research & Development,23,4,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 40,Yes,Travel_Rarely,1329,Research & Development,7,3,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 19,No,Travel_Rarely,265,Research & Development,25,3,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 29,Yes,Travel_Rarely,121,Sales,27,3,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 22,No,Travel_Rarely,217,Research & Development,8,1,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 37,No,Travel_Rarely,1439,Research & Development,4,1,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 38,No,Travel_Rarely,1321,Sales,1,4,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 55,No,Travel_Rarely,1117,Sales,18,5,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 38,No,Travel_Rarely,1009,Sales,2,2,Life Sciences,1,1355,2,Female,31,3,2,Sales Executive,1,Divorced,6893,19461,3,Y,No,15,3,4,80,1,11,3,3,7,7,1,7 43,No,Travel_Rarely,782,Research & Development,6,4,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 55,No,Travel_Rarely,452,Research & Development,1,3,Medical,1,374,4,Male,81,3,5,Manager,1,Single,19045,18938,0,Y,Yes,14,3,3,80,0,37,2,3,36,10,4,13 42,No,Travel_Rarely,300,Research & Development,2,3,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 46,No,Non-Travel,1144,Research & Development,7,4,Medical,1,487,3,Female,30,3,2,Manufacturing Director,3,Married,5258,16044,2,Y,No,14,3,3,80,0,7,2,4,1,0,0,0 41,Yes,Non-Travel,906,Research & Development,5,2,Life Sciences,1,1210,1,Male,95,2,1,Research Scientist,1,Divorced,2107,20293,6,Y,No,17,3,1,80,1,5,2,1,1,0,0,0 27,No,Travel_Frequently,1410,Sales,3,1,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 30,No,Non-Travel,641,Sales,25,2,Technical Degree,1,475,4,Female,85,3,2,Sales Executive,3,Married,4736,6069,7,Y,Yes,12,3,2,80,1,4,2,4,2,2,2,2 58,No,Non-Travel,390,Research & Development,1,4,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 23,No,Travel_Rarely,373,Research & Development,1,2,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 32,No,Travel_Rarely,929,Sales,10,3,Marketing,1,722,4,Male,55,3,2,Sales Executive,4,Single,5396,21703,1,Y,No,12,3,4,80,0,10,2,2,10,7,0,8 38,No,Travel_Frequently,1189,Research & Development,1,3,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 31,No,Travel_Frequently,1125,Sales,7,4,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 28,No,Travel_Rarely,857,Research & Development,10,3,Other,1,1097,3,Female,59,3,2,Research Scientist,3,Single,3660,7909,3,Y,No,13,3,4,80,0,10,4,4,8,7,1,7 33,No,Travel_Rarely,575,Research & Development,25,3,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 26,No,Travel_Rarely,572,Sales,10,3,Medical,1,1836,3,Male,46,3,2,Sales Executive,4,Single,4684,9125,1,Y,No,13,3,1,80,0,5,4,3,5,3,1,2 26,Yes,Travel_Rarely,950,Sales,4,4,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 34,No,Travel_Rarely,704,Sales,28,3,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 54,No,Travel_Rarely,431,Research & Development,7,4,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 29,Yes,Travel_Rarely,408,Sales,23,1,Life Sciences,1,1165,4,Female,45,2,3,Sales Executive,1,Married,7336,11162,1,Y,No,13,3,1,80,1,11,3,1,11,8,3,10 46,No,Travel_Rarely,706,Research & Development,2,2,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 59,No,Travel_Frequently,1225,Sales,1,1,Life Sciences,1,91,1,Female,57,2,2,Sales Executive,3,Single,5473,24668,7,Y,No,11,3,4,80,0,20,2,2,4,3,1,3 40,No,Travel_Rarely,300,Sales,26,3,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 23,Yes,Travel_Frequently,638,Sales,9,3,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 27,No,Travel_Frequently,591,Research & Development,2,3,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 50,No,Travel_Rarely,1322,Research & Development,28,3,Life Sciences,1,1317,4,Female,43,3,4,Research Director,1,Married,16880,22422,4,Y,Yes,11,3,2,80,0,25,2,3,3,2,1,2 31,No,Travel_Frequently,715,Sales,2,4,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 38,No,Travel_Rarely,268,Research & Development,2,5,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 35,No,Travel_Rarely,992,Research & Development,1,3,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 26,Yes,Travel_Frequently,342,Research & Development,2,3,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 42,No,Travel_Rarely,269,Research & Development,2,3,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,No,Travel_Rarely,970,Research & Development,7,3,Life Sciences,1,730,3,Male,59,4,4,Research Director,3,Married,14814,13514,3,Y,No,19,3,3,80,0,32,3,3,5,1,1,3 37,No,Travel_Rarely,1189,Sales,3,3,Life Sciences,1,152,3,Male,87,3,3,Sales Executive,4,Single,7428,14506,2,Y,No,12,3,1,80,0,12,3,3,5,3,1,3 45,No,Travel_Rarely,194,Research & Development,9,3,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 38,No,Travel_Frequently,148,Research & Development,2,3,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 33,No,Travel_Rarely,501,Research & Development,15,2,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 25,No,Travel_Rarely,180,Research & Development,2,1,Medical,1,854,1,Male,65,4,1,Research Scientist,1,Single,3424,21632,7,Y,No,13,3,3,80,0,6,3,2,4,3,0,1 44,No,Travel_Rarely,200,Research & Development,29,4,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 39,No,Non-Travel,105,Research & Development,9,3,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 28,Yes,Travel_Rarely,1475,Sales,13,2,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 33,No,Travel_Frequently,1146,Sales,25,3,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 35,No,Travel_Rarely,882,Sales,3,4,Life Sciences,1,984,4,Male,92,3,3,Sales Executive,4,Divorced,7823,6812,6,Y,No,13,3,2,80,1,12,2,3,10,9,0,8 28,Yes,Travel_Rarely,1434,Research & Development,5,4,Technical Degree,1,65,3,Male,50,3,1,Laboratory Technician,3,Single,3441,11179,1,Y,Yes,13,3,3,80,0,2,3,2,2,2,2,2 33,No,Travel_Frequently,1303,Research & Development,7,2,Life Sciences,1,1970,4,Male,36,3,2,Healthcare Representative,3,Divorced,5968,18079,1,Y,No,20,4,3,80,3,9,2,3,9,7,2,8 34,No,Travel_Rarely,121,Research & Development,2,4,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 35,No,Travel_Rarely,583,Research & Development,25,4,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 40,No,Travel_Rarely,896,Research & Development,2,3,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 44,Yes,Travel_Rarely,621,Research & Development,15,3,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 27,No,Travel_Rarely,1167,Research & Development,4,2,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 54,No,Travel_Frequently,966,Research & Development,1,4,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 36,No,Travel_Rarely,559,Research & Development,12,4,Life Sciences,1,1614,3,Female,76,3,2,Manufacturing Director,3,Married,4663,12421,9,Y,Yes,12,3,2,80,2,7,2,3,3,2,1,1 47,No,Travel_Frequently,1309,Sales,4,1,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 19,Yes,Travel_Rarely,489,Human Resources,2,2,Technical Degree,1,566,1,Male,52,2,1,Human Resources,4,Single,2564,18437,1,Y,No,12,3,3,80,0,1,3,4,1,0,0,0 30,No,Travel_Rarely,288,Research & Development,2,3,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 36,No,Travel_Rarely,1041,Human Resources,13,3,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 32,No,Travel_Frequently,585,Research & Development,10,3,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 32,Yes,Travel_Rarely,374,Research & Development,25,4,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 56,No,Travel_Frequently,906,Sales,6,3,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 37,No,Travel_Rarely,482,Research & Development,3,3,Other,1,689,3,Male,36,3,3,Manufacturing Director,3,Married,9434,9606,1,Y,No,15,3,3,80,1,10,2,3,10,7,7,8 47,No,Travel_Rarely,1176,Human Resources,26,4,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 40,No,Travel_Rarely,543,Research & Development,1,4,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 59,No,Travel_Rarely,326,Sales,3,3,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 51,No,Travel_Rarely,1469,Research & Development,8,4,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 47,No,Travel_Rarely,1001,Research & Development,4,3,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 21,Yes,Travel_Rarely,337,Sales,7,1,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 42,No,Travel_Frequently,288,Research & Development,2,3,Life Sciences,1,1547,4,Male,40,3,3,Healthcare Representative,4,Married,10124,18611,2,Y,Yes,14,3,3,80,1,24,3,1,20,8,13,9 34,No,Travel_Rarely,1354,Research & Development,5,3,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 47,Yes,Non-Travel,666,Research & Development,29,4,Life Sciences,1,376,1,Male,88,3,3,Manager,2,Married,11849,10268,1,Y,Yes,12,3,4,80,1,10,2,2,10,7,9,9 37,No,Travel_Rarely,589,Sales,9,2,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 32,No,Travel_Rarely,646,Research & Development,9,4,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,No,Travel_Rarely,1283,Research & Development,23,3,Life Sciences,1,495,4,Male,54,3,1,Research Scientist,4,Single,2201,18168,9,Y,No,16,3,4,80,0,6,4,3,3,2,1,2 40,No,Non-Travel,1151,Research & Development,9,5,Life Sciences,1,287,4,Male,63,2,2,Healthcare Representative,4,Married,4876,14242,9,Y,No,14,3,4,80,1,5,5,1,3,2,0,2 36,No,Travel_Rarely,922,Research & Development,3,2,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 51,Yes,Travel_Frequently,1150,Research & Development,8,4,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 40,No,Travel_Rarely,611,Sales,7,4,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 30,Yes,Travel_Frequently,464,Research & Development,4,3,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 26,Yes,Travel_Rarely,1330,Research & Development,21,3,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 38,No,Travel_Rarely,119,Sales,3,3,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 37,No,Non-Travel,1413,Research & Development,5,2,Technical Degree,1,1440,3,Male,84,4,1,Laboratory Technician,3,Single,3500,25470,0,Y,No,14,3,1,80,0,7,2,1,6,5,1,3 29,No,Travel_Rarely,1378,Research & Development,13,2,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 34,Yes,Non-Travel,1362,Sales,19,3,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 30,No,Travel_Rarely,853,Research & Development,7,4,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 38,No,Non-Travel,573,Research & Development,6,3,Medical,1,107,2,Female,79,1,2,Research Scientist,4,Divorced,5329,15717,7,Y,Yes,12,3,4,80,3,17,3,3,13,11,1,9 34,No,Travel_Frequently,560,Research & Development,1,4,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 31,No,Travel_Rarely,480,Research & Development,7,2,Medical,1,524,2,Female,31,3,2,Manufacturing Director,1,Married,4306,4156,1,Y,No,12,3,2,80,1,13,5,1,13,10,3,12 40,No,Travel_Rarely,329,Research & Development,1,4,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 33,No,Travel_Rarely,589,Research & Development,28,4,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 35,No,Travel_Rarely,1137,Research & Development,21,1,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 33,No,Travel_Rarely,1099,Research & Development,4,4,Medical,1,1502,1,Female,82,2,1,Laboratory Technician,2,Married,3838,8192,8,Y,No,11,3,4,80,0,8,5,3,5,4,0,2 57,No,Travel_Rarely,593,Research & Development,1,4,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 39,No,Travel_Frequently,505,Research & Development,2,4,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 58,Yes,Travel_Rarely,147,Research & Development,23,4,Medical,1,165,4,Female,94,3,3,Healthcare Representative,4,Married,10312,3465,1,Y,No,12,3,4,80,1,40,3,2,40,10,15,6 33,No,Travel_Rarely,924,Research & Development,2,3,Medical,1,39,3,Male,78,3,1,Laboratory Technician,4,Single,2496,6670,4,Y,No,11,3,4,80,0,7,3,3,1,1,0,0 43,No,Travel_Rarely,1001,Research & Development,7,3,Life Sciences,1,451,3,Female,43,3,3,Healthcare Representative,1,Married,9985,9262,8,Y,No,16,3,1,80,1,10,1,2,1,0,0,0 35,No,Travel_Rarely,619,Sales,1,3,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 44,No,Travel_Rarely,1448,Sales,28,3,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 49,No,Travel_Rarely,1245,Research & Development,18,4,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 35,No,Travel_Rarely,1315,Research & Development,22,3,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 38,No,Travel_Frequently,693,Research & Development,7,3,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 37,No,Travel_Frequently,889,Research & Development,9,3,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,Yes,Travel_Rarely,1162,Sales,3,2,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 29,No,Travel_Rarely,1247,Sales,20,2,Marketing,1,349,4,Male,45,3,2,Sales Executive,4,Divorced,6931,10732,2,Y,No,14,3,4,80,1,10,2,3,3,2,0,2 31,No,Travel_Rarely,1082,Research & Development,1,4,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 40,No,Travel_Rarely,555,Research & Development,2,3,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 28,No,Travel_Frequently,791,Research & Development,1,4,Medical,1,1286,4,Male,44,3,1,Laboratory Technician,3,Single,2154,6842,0,Y,Yes,11,3,3,80,0,5,2,2,4,2,0,2 41,No,Travel_Frequently,1018,Sales,1,3,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 38,No,Travel_Rarely,322,Sales,7,2,Medical,1,382,1,Female,44,4,2,Sales Executive,1,Divorced,5605,19191,1,Y,Yes,24,4,3,80,1,8,3,3,8,0,7,7 59,No,Travel_Rarely,818,Human Resources,6,2,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 34,No,Travel_Rarely,810,Sales,8,2,Technical Degree,1,1823,2,Male,92,4,2,Sales Executive,3,Married,6799,22128,1,Y,No,21,4,3,80,2,10,5,3,10,8,4,8 41,No,Travel_Rarely,896,Sales,6,3,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 29,No,Travel_Frequently,806,Research & Development,1,4,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 41,No,Travel_Rarely,582,Research & Development,28,4,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 31,No,Travel_Rarely,329,Research & Development,1,2,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 42,No,Travel_Rarely,1147,Human Resources,10,3,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 33,No,Non-Travel,1038,Sales,8,1,Life Sciences,1,1044,2,Female,88,2,1,Sales Representative,4,Single,2342,21437,0,Y,No,19,3,4,80,0,3,2,2,2,2,2,2 40,Yes,Travel_Rarely,575,Sales,22,2,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 42,Yes,Travel_Frequently,481,Sales,12,3,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 58,No,Travel_Rarely,605,Sales,21,3,Life Sciences,1,1938,4,Female,72,3,4,Manager,4,Married,17875,11761,4,Y,Yes,13,3,3,80,1,29,2,2,1,0,0,0 27,No,Travel_Frequently,1242,Sales,20,3,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 29,No,Travel_Frequently,995,Research & Development,2,1,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 37,No,Travel_Rarely,799,Research & Development,1,3,Technical Degree,1,623,2,Female,59,3,3,Manufacturing Director,4,Single,7491,23848,4,Y,No,17,3,4,80,0,12,3,4,6,5,1,2 32,No,Travel_Frequently,1311,Research & Development,7,3,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 34,Yes,Travel_Rarely,1107,Human Resources,9,4,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 53,No,Travel_Rarely,1376,Sales,2,2,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 26,No,Travel_Rarely,703,Sales,28,2,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,Yes,Travel_Rarely,603,Sales,9,4,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 45,No,Travel_Rarely,374,Sales,20,3,Life Sciences,1,2046,4,Female,50,3,2,Sales Executive,3,Single,4850,23333,8,Y,No,15,3,3,80,0,8,3,3,5,3,0,1 34,No,Travel_Rarely,1442,Research & Development,9,3,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 30,No,Travel_Rarely,438,Research & Development,18,3,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 29,No,Travel_Rarely,738,Research & Development,9,5,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 53,Yes,Travel_Rarely,1168,Sales,24,4,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 29,No,Travel_Rarely,590,Research & Development,4,3,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 42,No,Travel_Rarely,201,Research & Development,1,4,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 30,No,Travel_Rarely,979,Sales,15,2,Marketing,1,1754,3,Male,94,2,3,Sales Executive,1,Divorced,7140,3088,2,Y,No,11,3,1,80,1,12,2,3,7,7,1,7 19,Yes,Travel_Rarely,419,Sales,21,3,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 55,No,Travel_Rarely,282,Research & Development,2,2,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 48,No,Travel_Rarely,1108,Research & Development,15,4,Other,1,1576,3,Female,65,3,1,Research Scientist,1,Married,2367,16530,8,Y,No,12,3,4,80,1,10,3,2,8,2,7,6 46,No,Travel_Rarely,228,Sales,3,3,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 31,No,Non-Travel,697,Research & Development,10,3,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 21,Yes,Travel_Frequently,251,Research & Development,10,2,Life Sciences,1,1279,1,Female,45,2,1,Laboratory Technician,3,Single,2625,25308,1,Y,No,20,4,3,80,0,2,2,1,2,2,2,2 25,No,Travel_Rarely,309,Human Resources,2,3,Human Resources,1,1987,3,Female,82,3,1,Human Resources,2,Married,2187,19655,4,Y,No,14,3,3,80,0,6,3,3,2,0,1,2 55,No,Travel_Rarely,1229,Research & Development,4,4,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 41,No,Non-Travel,509,Research & Development,2,4,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 43,Yes,Travel_Frequently,807,Research & Development,17,3,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 26,No,Travel_Frequently,1096,Research & Development,6,3,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 29,Yes,Travel_Rarely,224,Research & Development,1,4,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 30,No,Travel_Rarely,1275,Research & Development,28,2,Medical,1,441,4,Female,64,3,2,Research Scientist,4,Married,5775,11934,1,Y,No,13,3,4,80,2,11,2,3,10,8,1,9 47,No,Travel_Rarely,1180,Research & Development,25,3,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 42,No,Travel_Rarely,462,Sales,14,2,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 35,No,Non-Travel,727,Research & Development,3,3,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 26,No,Travel_Rarely,652,Research & Development,7,3,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 54,No,Travel_Rarely,1082,Sales,2,4,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 39,No,Travel_Rarely,117,Research & Development,10,1,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 51,No,Travel_Frequently,1456,Research & Development,1,4,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 35,No,Travel_Rarely,1490,Research & Development,11,4,Medical,1,2003,4,Male,43,3,1,Laboratory Technician,3,Married,2660,20232,7,Y,Yes,11,3,3,80,1,5,3,3,2,2,2,2 31,No,Travel_Rarely,1276,Research & Development,2,1,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 31,Yes,Travel_Frequently,1060,Sales,1,3,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 34,No,Travel_Rarely,507,Sales,15,2,Medical,1,1356,3,Female,66,3,2,Sales Executive,1,Single,6125,23553,1,Y,No,12,3,4,80,0,10,6,4,10,8,9,6 31,No,Travel_Rarely,1332,Research & Development,11,2,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 24,Yes,Travel_Rarely,813,Research & Development,1,3,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 45,No,Travel_Rarely,556,Research & Development,25,2,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 40,No,Travel_Rarely,759,Sales,2,2,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 36,No,Travel_Rarely,329,Research & Development,2,3,Life Sciences,1,501,4,Female,96,3,1,Research Scientist,3,Married,2543,11868,4,Y,No,13,3,2,80,1,6,3,3,2,2,2,2 33,Yes,Travel_Rarely,1017,Research & Development,25,3,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 34,No,Travel_Rarely,943,Research & Development,9,3,Life Sciences,1,1344,4,Male,86,3,3,Healthcare Representative,4,Divorced,8500,5494,0,Y,No,11,3,4,80,1,10,0,2,9,7,1,6 49,No,Travel_Rarely,470,Research & Development,20,4,Medical,1,170,3,Female,96,3,2,Manufacturing Director,1,Married,6567,5549,1,Y,No,14,3,3,80,0,16,2,2,15,11,5,11 28,No,Travel_Rarely,950,Research & Development,3,3,Medical,1,1121,4,Female,93,3,3,Manufacturing Director,2,Divorced,7655,8039,0,Y,No,17,3,2,80,3,10,3,2,9,7,1,7 24,Yes,Travel_Rarely,1448,Sales,1,1,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 25,No,Travel_Rarely,1382,Sales,8,2,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 42,No,Travel_Frequently,748,Research & Development,9,2,Medical,1,1480,1,Female,74,3,1,Laboratory Technician,4,Single,3673,16458,1,Y,No,13,3,3,80,0,12,3,3,12,9,5,8 29,Yes,Travel_Rarely,1092,Research & Development,1,4,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 50,Yes,Travel_Rarely,869,Sales,3,2,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 21,No,Travel_Rarely,984,Research & Development,1,1,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 42,No,Travel_Frequently,1474,Research & Development,5,2,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 24,No,Travel_Rarely,1206,Research & Development,17,1,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 40,No,Travel_Frequently,1469,Research & Development,9,4,Medical,1,964,4,Male,35,3,1,Research Scientist,2,Divorced,3617,25063,8,Y,Yes,14,3,4,80,1,3,2,3,1,1,0,0 30,No,Travel_Rarely,501,Sales,27,5,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 42,No,Travel_Rarely,1396,Research & Development,6,3,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 34,No,Travel_Rarely,1239,Sales,13,4,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 54,No,Travel_Rarely,685,Research & Development,3,3,Life Sciences,1,1250,4,Male,85,3,4,Research Director,4,Married,17779,23474,3,Y,No,14,3,1,80,0,36,2,3,10,9,0,9 44,No,Travel_Rarely,528,Human Resources,1,3,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 42,No,Travel_Frequently,1271,Research & Development,2,1,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 48,No,Travel_Rarely,1221,Sales,7,3,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 60,No,Travel_Rarely,370,Research & Development,1,4,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 26,No,Travel_Frequently,921,Research & Development,1,1,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 31,Yes,Travel_Frequently,703,Sales,2,3,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,No,Travel_Rarely,557,Sales,3,3,Medical,1,2024,1,Female,94,2,3,Sales Executive,4,Married,7644,12695,0,Y,No,19,3,3,80,2,10,2,3,9,7,3,4 36,No,Non-Travel,894,Research & Development,1,4,Medical,1,1662,4,Female,33,2,2,Manufacturing Director,3,Married,4374,15411,0,Y,No,15,3,3,80,0,4,6,3,3,2,1,2 59,No,Travel_Rarely,1429,Research & Development,18,4,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 30,No,Travel_Rarely,1358,Sales,16,1,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 31,No,Travel_Rarely,1398,Human Resources,8,2,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 30,Yes,Travel_Rarely,740,Sales,1,3,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 33,No,Travel_Rarely,832,Research & Development,5,4,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 21,No,Non-Travel,895,Sales,9,2,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 33,No,Non-Travel,530,Sales,16,3,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 41,Yes,Travel_Frequently,143,Sales,4,3,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 45,No,Travel_Rarely,252,Research & Development,1,3,Other,1,336,3,Male,70,4,5,Manager,4,Married,19202,15970,0,Y,No,11,3,3,80,1,25,2,3,24,0,1,7 45,No,Travel_Rarely,954,Sales,2,2,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 30,No,Travel_Rarely,125,Research & Development,9,2,Medical,1,41,4,Male,83,2,1,Laboratory Technician,3,Single,2206,16117,1,Y,No,13,3,1,80,0,10,5,3,10,0,1,8 27,No,Travel_Rarely,591,Research & Development,2,1,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 26,No,Travel_Rarely,775,Sales,29,2,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 35,No,Travel_Rarely,950,Research & Development,7,3,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 39,No,Travel_Rarely,613,Research & Development,6,1,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 29,No,Travel_Rarely,1210,Sales,2,3,Medical,1,366,1,Male,78,2,2,Sales Executive,2,Married,6644,3687,2,Y,No,19,3,2,80,2,10,2,3,0,0,0,0 26,No,Travel_Rarely,683,Research & Development,2,1,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 26,No,Travel_Rarely,991,Research & Development,6,3,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 52,Yes,Travel_Rarely,266,Sales,2,1,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 36,No,Non-Travel,217,Research & Development,18,4,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 52,No,Travel_Rarely,1490,Research & Development,4,2,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 28,No,Travel_Rarely,1451,Research & Development,2,1,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 19,Yes,Travel_Rarely,303,Research & Development,2,3,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 29,Yes,Travel_Rarely,350,Human Resources,13,3,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 28,No,Travel_Rarely,580,Research & Development,27,3,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 34,No,Travel_Rarely,285,Research & Development,29,3,Medical,1,1377,2,Male,86,3,2,Laboratory Technician,3,Married,5429,17491,4,Y,No,13,3,1,80,2,10,1,3,8,7,7,7 20,No,Travel_Rarely,1141,Sales,2,3,Medical,1,1657,3,Female,31,3,1,Sales Representative,3,Single,2783,13251,1,Y,No,19,3,1,80,0,2,3,3,2,2,2,2 39,No,Travel_Rarely,412,Research & Development,13,4,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 34,Yes,Travel_Frequently,988,Human Resources,23,3,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 46,No,Travel_Rarely,150,Research & Development,2,4,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 44,No,Travel_Rarely,1467,Research & Development,20,3,Life Sciences,1,1475,4,Male,49,3,1,Research Scientist,2,Single,3420,21158,1,Y,No,13,3,3,80,0,6,3,2,5,2,1,3 32,No,Travel_Rarely,495,Research & Development,10,3,Medical,1,1516,3,Male,64,3,3,Manager,4,Single,11244,21072,2,Y,No,25,4,2,80,0,10,5,4,5,2,0,0 26,Yes,Travel_Rarely,1357,Research & Development,25,3,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 34,No,Travel_Rarely,1397,Research & Development,1,5,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 29,No,Travel_Rarely,1396,Sales,10,3,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,Yes,Travel_Rarely,1376,Human Resources,1,2,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 42,No,Travel_Rarely,1265,Research & Development,3,3,Life Sciences,1,894,3,Female,95,4,2,Laboratory Technician,4,Married,5231,23726,2,Y,Yes,13,3,2,80,1,17,1,2,5,3,1,3 49,No,Travel_Rarely,174,Sales,8,4,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 34,No,Non-Travel,697,Research & Development,3,4,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 36,No,Travel_Rarely,884,Sales,1,4,Life Sciences,1,1585,2,Female,73,3,2,Sales Executive,3,Single,6815,21447,6,Y,No,13,3,1,80,0,15,5,3,1,0,0,0 28,No,Travel_Rarely,440,Research & Development,21,3,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 36,No,Travel_Rarely,796,Research & Development,12,5,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 44,No,Travel_Rarely,1099,Sales,5,3,Marketing,1,1267,2,Male,88,3,5,Manager,2,Married,18213,8751,7,Y,No,11,3,3,80,1,26,5,3,22,9,3,10 60,No,Travel_Rarely,1179,Sales,16,4,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 39,No,Non-Travel,792,Research & Development,1,3,Life Sciences,1,1737,4,Male,77,3,2,Laboratory Technician,4,Married,6472,8989,1,Y,Yes,15,3,4,80,1,9,2,3,9,8,5,8 39,No,Travel_Frequently,945,Research & Development,22,3,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 45,No,Travel_Rarely,1457,Research & Development,7,3,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,No,Travel_Rarely,821,Research & Development,5,2,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 29,No,Travel_Rarely,468,Research & Development,28,4,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 27,No,Travel_Rarely,1220,Research & Development,5,3,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 43,No,Travel_Rarely,574,Research & Development,11,3,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 41,No,Travel_Rarely,1206,Sales,23,2,Life Sciences,1,1678,4,Male,80,3,3,Sales Executive,3,Single,7082,11591,3,Y,Yes,16,3,4,80,0,21,2,3,2,0,0,2 34,Yes,Travel_Frequently,658,Research & Development,7,3,Life Sciences,1,147,1,Male,66,1,2,Laboratory Technician,3,Single,6074,22887,1,Y,Yes,24,4,4,80,0,9,3,3,9,7,0,6 23,Yes,Travel_Rarely,1320,Research & Development,8,1,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 47,No,Travel_Rarely,1225,Sales,2,4,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 28,No,Travel_Rarely,1476,Research & Development,16,2,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 53,No,Travel_Rarely,346,Research & Development,6,3,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 58,No,Travel_Rarely,1145,Research & Development,9,3,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 22,No,Travel_Rarely,534,Research & Development,15,3,Medical,1,144,2,Female,59,3,1,Laboratory Technician,4,Single,2871,23785,1,Y,No,15,3,3,80,0,1,5,3,0,0,0,0 34,No,Travel_Frequently,878,Research & Development,10,4,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 27,No,Travel_Rarely,798,Research & Development,6,4,Medical,1,655,1,Female,66,2,1,Research Scientist,3,Divorced,2187,5013,0,Y,No,12,3,3,80,2,6,5,2,5,3,0,3 33,Yes,Travel_Rarely,465,Research & Development,2,2,Life Sciences,1,328,1,Female,39,3,1,Laboratory Technician,1,Married,2707,21509,7,Y,No,20,4,1,80,0,13,3,4,9,7,1,7 49,No,Travel_Rarely,464,Research & Development,16,3,Medical,1,1674,4,Female,74,3,1,Laboratory Technician,1,Divorced,2587,24941,4,Y,Yes,16,3,2,80,1,17,2,2,2,2,2,2 26,No,Travel_Rarely,1349,Research & Development,23,3,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 54,No,Travel_Rarely,1217,Research & Development,2,4,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 35,No,Travel_Frequently,944,Sales,1,3,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 21,Yes,Travel_Rarely,1427,Research & Development,18,1,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 40,No,Travel_Rarely,302,Research & Development,6,3,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 28,No,Travel_Rarely,1117,Research & Development,8,2,Life Sciences,1,395,4,Female,66,3,1,Research Scientist,4,Single,3310,4488,1,Y,No,21,4,4,80,0,5,3,3,5,3,0,2 44,No,Non-Travel,111,Research & Development,17,3,Life Sciences,1,1206,4,Male,74,1,1,Research Scientist,3,Single,2290,4279,2,Y,No,13,3,4,80,0,6,3,3,0,0,0,0 32,Yes,Travel_Rarely,1045,Sales,4,4,Medical,1,291,4,Male,32,1,3,Sales Executive,4,Married,10400,25812,1,Y,No,11,3,3,80,0,14,2,2,14,8,9,8 36,No,Travel_Rarely,913,Research & Development,9,2,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 40,No,Travel_Rarely,750,Research & Development,12,3,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 48,Yes,Travel_Frequently,708,Sales,7,2,Medical,1,1691,4,Female,95,3,1,Sales Representative,3,Married,2655,11740,2,Y,Yes,11,3,3,80,2,19,3,3,9,7,7,7 28,No,Travel_Rarely,760,Sales,2,4,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 60,No,Travel_Frequently,1499,Sales,28,3,Marketing,1,573,3,Female,80,2,3,Sales Executive,1,Married,10266,2845,4,Y,No,19,3,4,80,0,22,5,4,18,13,13,11 58,Yes,Travel_Rarely,289,Research & Development,2,3,Technical Degree,1,977,4,Male,51,3,1,Research Scientist,3,Single,2479,26227,4,Y,No,24,4,1,80,0,7,4,3,1,0,0,0 29,No,Travel_Rarely,153,Research & Development,15,2,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 35,No,Travel_Frequently,200,Research & Development,18,2,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 34,No,Travel_Rarely,629,Research & Development,27,2,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 35,No,Travel_Rarely,1343,Research & Development,27,1,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 33,No,Travel_Rarely,134,Research & Development,2,3,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 38,No,Travel_Rarely,723,Sales,2,4,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 38,No,Travel_Rarely,371,Research & Development,2,3,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 31,Yes,Non-Travel,335,Research & Development,9,2,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 40,No,Travel_Rarely,1194,Research & Development,2,4,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 41,No,Travel_Frequently,1200,Research & Development,22,3,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 40,No,Travel_Rarely,898,Human Resources,6,2,Medical,1,1550,3,Male,38,3,4,Manager,4,Single,16437,17381,1,Y,Yes,21,4,4,80,0,21,2,3,21,7,7,7 45,No,Travel_Rarely,950,Research & Development,28,3,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 30,No,Non-Travel,990,Research & Development,7,3,Technical Degree,1,1482,3,Male,64,3,1,Research Scientist,3,Divorced,1274,7152,1,Y,No,13,3,2,80,2,1,2,2,1,0,0,0 53,Yes,Travel_Rarely,607,Research & Development,2,5,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 59,No,Travel_Rarely,1435,Sales,25,3,Life Sciences,1,81,1,Female,99,3,3,Sales Executive,1,Single,7637,2354,7,Y,No,11,3,4,80,0,28,3,2,21,16,7,9 45,No,Travel_Rarely,930,Sales,9,3,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 34,No,Travel_Frequently,829,Research & Development,15,3,Medical,1,1485,2,Male,71,3,4,Research Director,1,Divorced,17007,11929,7,Y,No,14,3,4,80,2,16,3,2,14,8,6,9 52,No,Travel_Frequently,890,Research & Development,25,4,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 39,No,Travel_Rarely,867,Research & Development,9,2,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 33,No,Travel_Rarely,1069,Research & Development,1,3,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 20,Yes,Travel_Rarely,1097,Research & Development,11,3,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 43,No,Travel_Rarely,920,Research & Development,3,3,Life Sciences,1,1255,3,Male,96,1,5,Research Director,4,Married,19740,18625,3,Y,No,14,3,2,80,1,25,2,3,8,7,0,7 35,No,Travel_Frequently,138,Research & Development,2,3,Medical,1,269,2,Female,37,3,2,Laboratory Technician,2,Single,4425,15986,5,Y,No,11,3,4,80,0,10,5,3,6,2,1,2 57,No,Travel_Rarely,334,Research & Development,24,2,Life Sciences,1,223,3,Male,83,4,3,Healthcare Representative,4,Divorced,9439,23402,3,Y,Yes,16,3,2,80,1,12,2,1,5,3,1,4 26,No,Travel_Rarely,474,Research & Development,3,3,Life Sciences,1,1581,1,Female,89,3,1,Research Scientist,4,Married,2061,11133,1,Y,No,21,4,1,80,0,1,5,3,1,0,0,0 40,No,Travel_Rarely,523,Research & Development,2,3,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 27,No,Travel_Rarely,1302,Research & Development,19,3,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 27,No,Travel_Frequently,793,Sales,2,1,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 53,No,Travel_Rarely,1282,Research & Development,5,3,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 55,No,Travel_Rarely,1441,Research & Development,22,3,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 44,Yes,Travel_Frequently,429,Research & Development,1,2,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 22,Yes,Travel_Rarely,617,Research & Development,3,1,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 27,No,Travel_Rarely,1157,Research & Development,17,3,Technical Degree,1,233,3,Male,51,3,1,Research Scientist,2,Married,3058,13364,0,Y,Yes,16,3,4,80,1,6,3,2,5,2,1,1 32,No,Travel_Frequently,1005,Research & Development,2,2,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 31,No,Non-Travel,979,Research & Development,1,4,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 30,Yes,Travel_Rarely,945,Sales,9,3,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 45,No,Travel_Rarely,1005,Research & Development,28,2,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 47,No,Non-Travel,543,Sales,2,4,Marketing,1,1731,3,Male,87,3,2,Sales Executive,2,Married,4978,3536,7,Y,No,11,3,4,80,1,4,3,1,1,0,0,0 39,No,Travel_Rarely,1329,Sales,4,4,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 29,No,Travel_Rarely,1107,Research & Development,28,4,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 36,No,Travel_Rarely,429,Research & Development,2,4,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 24,No,Non-Travel,830,Sales,13,2,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 30,No,Travel_Rarely,241,Research & Development,7,3,Medical,1,1609,2,Male,48,2,1,Research Scientist,2,Married,2141,5348,1,Y,No,12,3,2,80,1,6,3,2,6,4,1,1 36,No,Travel_Rarely,325,Research & Development,10,4,Technical Degree,1,1312,4,Female,63,3,3,Healthcare Representative,3,Married,7094,5747,3,Y,No,12,3,1,80,0,10,0,3,7,7,1,7 45,No,Travel_Frequently,364,Research & Development,25,3,Medical,1,1306,2,Female,83,3,5,Manager,2,Single,18061,13035,3,Y,No,22,4,3,80,0,22,4,3,0,0,0,0 35,No,Non-Travel,208,Research & Development,8,4,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 48,No,Travel_Frequently,365,Research & Development,4,5,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 33,No,Travel_Frequently,1296,Research & Development,6,3,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 43,No,Travel_Rarely,823,Research & Development,6,3,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 31,No,Non-Travel,325,Research & Development,5,3,Medical,1,2057,2,Male,74,3,2,Manufacturing Director,1,Single,9936,3787,0,Y,No,19,3,2,80,0,10,2,3,9,4,1,7 33,No,Travel_Rarely,654,Research & Development,5,3,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 52,No,Travel_Rarely,699,Research & Development,1,4,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 59,No,Travel_Rarely,1089,Sales,1,2,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 30,No,Non-Travel,879,Research & Development,9,2,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 42,No,Travel_Rarely,1210,Research & Development,2,3,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 44,No,Travel_Rarely,625,Research & Development,4,3,Medical,1,852,4,Male,50,3,2,Healthcare Representative,2,Single,5933,5197,9,Y,No,12,3,4,80,0,10,2,2,5,2,2,3 38,No,Travel_Rarely,1206,Research & Development,9,2,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 29,No,Travel_Rarely,441,Research & Development,8,1,Other,1,1544,3,Female,39,1,2,Healthcare Representative,1,Married,9715,7288,3,Y,No,13,3,3,80,1,9,3,3,7,7,0,7 30,No,Travel_Rarely,921,Research & Development,1,3,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 32,Yes,Travel_Frequently,1125,Research & Development,16,1,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 40,No,Travel_Rarely,1171,Research & Development,10,4,Life Sciences,1,483,4,Female,46,4,1,Laboratory Technician,3,Married,2213,22495,3,Y,Yes,13,3,3,80,1,10,3,3,7,7,1,7 29,No,Travel_Rarely,665,Research & Development,15,3,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 34,Yes,Non-Travel,967,Research & Development,16,4,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 34,Yes,Travel_Rarely,790,Sales,24,4,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 36,No,Non-Travel,635,Sales,10,4,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 50,No,Travel_Rarely,1126,Research & Development,1,2,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 30,No,Travel_Rarely,1339,Sales,5,3,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 27,No,Non-Travel,1277,Research & Development,8,5,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 39,Yes,Travel_Rarely,360,Research & Development,23,3,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 46,No,Travel_Rarely,563,Sales,1,4,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 32,No,Travel_Rarely,977,Research & Development,2,3,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 18,Yes,Non-Travel,247,Research & Development,8,1,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 30,Yes,Travel_Frequently,334,Sales,26,4,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 40,No,Travel_Rarely,444,Sales,2,2,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 40,No,Travel_Rarely,905,Research & Development,19,2,Medical,1,281,3,Male,99,3,2,Laboratory Technician,4,Married,2741,16523,8,Y,Yes,15,3,3,80,1,15,2,4,7,2,3,7 20,No,Travel_Rarely,654,Sales,21,3,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 31,Yes,Travel_Rarely,359,Human Resources,18,5,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 33,No,Travel_Frequently,1111,Sales,5,1,Life Sciences,1,1395,2,Male,61,3,2,Sales Executive,4,Married,9998,19293,6,Y,No,13,3,1,80,0,8,2,4,5,4,1,2 30,No,Travel_Rarely,317,Research & Development,2,3,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 26,Yes,Travel_Frequently,575,Research & Development,3,1,Technical Degree,1,510,3,Male,73,3,1,Research Scientist,1,Single,3102,6582,0,Y,No,22,4,3,80,0,7,2,3,6,4,0,4 36,No,Travel_Rarely,1299,Research & Development,27,3,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 29,Yes,Travel_Frequently,459,Research & Development,24,2,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 36,No,Non-Travel,301,Sales,15,4,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 33,No,Non-Travel,775,Research & Development,4,3,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 44,No,Travel_Frequently,1193,Research & Development,2,1,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 36,No,Travel_Rarely,1174,Sales,3,4,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 34,Yes,Travel_Frequently,296,Sales,6,2,Marketing,1,555,4,Female,33,1,1,Sales Representative,3,Divorced,2351,12253,0,Y,No,16,3,4,80,1,3,3,2,2,2,1,0 35,No,Travel_Rarely,1361,Sales,17,4,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 31,No,Travel_Frequently,1327,Research & Development,3,4,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 40,No,Travel_Frequently,593,Research & Development,9,4,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 33,No,Travel_Frequently,430,Sales,7,3,Medical,1,1477,4,Male,54,3,2,Sales Executive,1,Married,4373,17456,0,Y,No,14,3,1,80,2,5,2,3,4,3,0,3 30,No,Travel_Rarely,201,Research & Development,5,3,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 36,No,Travel_Rarely,1266,Sales,10,4,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 38,No,Travel_Frequently,1186,Research & Development,3,4,Other,1,1060,3,Male,44,3,1,Research Scientist,3,Married,2821,2997,3,Y,No,16,3,1,80,1,8,2,3,2,2,2,2 58,Yes,Travel_Frequently,781,Research & Development,2,1,Life Sciences,1,918,4,Male,57,2,1,Laboratory Technician,4,Divorced,2380,13384,9,Y,Yes,14,3,4,80,1,3,3,2,1,0,0,0