diff --git a/购物评论 情感分类/离职分析/quit_dataset.csv b/购物评论 情感分类/离职分析/quit_dataset.csv
new file mode 100644
index 0000000..b6a54c0
--- /dev/null
+++ b/购物评论 情感分类/离职分析/quit_dataset.csv	
@@ -0,0 +1,4411 @@
+Age,Attrition,BusinessTravel,Department,DistanceFromHome,Education,EducationField,EmployeeCount,EmployeeID,Gender,JobLevel,JobRole,MaritalStatus,MonthlyIncome,NumCompaniesWorked,Over18,PercentSalaryHike,StandardHours,StockOptionLevel,TotalWorkingYears,TrainingTimesLastYear,YearsAtCompany,YearsSinceLastPromotion,YearsWithCurrManager
+51,No,Travel_Rarely,Sales,6,2,Life Sciences,1,1,Female,1,Healthcare Representative,Married,131160,1,Y,11,8,0,1,6,1,0,0
+31,Yes,Travel_Frequently,Research & Development,10,1,Life Sciences,1,2,Female,1,Research Scientist,Single,41890,0,Y,23,8,1,6,3,5,1,4
+32,No,Travel_Frequently,Research & Development,17,4,Other,1,3,Male,4,Sales Executive,Married,193280,1,Y,15,8,3,5,2,5,0,3
+38,No,Non-Travel,Research & Development,2,5,Life Sciences,1,4,Male,3,Human Resources,Married,83210,3,Y,11,8,3,13,5,8,7,5
+32,No,Travel_Rarely,Research & Development,10,1,Medical,1,5,Male,1,Sales Executive,Single,23420,4,Y,12,8,2,9,2,6,0,4
+46,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,6,Female,4,Research Director,Married,40710,3,Y,13,8,0,28,5,7,7,7
+28,Yes,Travel_Rarely,Research & Development,11,2,Medical,1,7,Male,2,Sales Executive,Single,58130,2,Y,20,8,1,5,2,0,0,0
+29,No,Travel_Rarely,Research & Development,18,3,Life Sciences,1,8,Male,2,Sales Executive,Married,31430,2,Y,22,8,3,10,2,0,0,0
+31,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,9,Male,3,Laboratory Technician,Married,20440,0,Y,21,8,0,10,2,9,7,8
+25,No,Non-Travel,Research & Development,7,4,Medical,1,10,Female,4,Laboratory Technician,Divorced,134640,1,Y,13,8,1,6,2,6,1,5
+45,No,Travel_Rarely,Research & Development,17,2,Medical,1,11,Male,2,Laboratory Technician,Married,79910,0,Y,13,8,2,21,2,20,4,10
+36,No,Travel_Rarely,Research & Development,28,1,Life Sciences,1,12,Male,1,Laboratory Technician,Married,33770,0,Y,12,8,2,16,2,15,10,11
+55,No,Travel_Rarely,Research & Development,14,4,Life Sciences,1,13,Female,1,Sales Executive,Single,55380,0,Y,17,8,0,37,2,36,4,13
+47,Yes,Non-Travel,Research & Development,1,1,Medical,1,14,Male,1,Research Scientist,Married,57620,1,Y,11,8,2,10,4,10,9,9
+28,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,15,Male,1,Manufacturing Director,Married,25920,1,Y,14,8,0,5,2,5,0,4
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,16,Male,2,Healthcare Representative,Married,53460,4,Y,11,8,0,7,2,5,0,1
+21,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,17,Male,1,Laboratory Technician,Single,42130,1,Y,12,8,3,3,3,3,1,0
+37,No,Non-Travel,Research & Development,1,3,Medical,1,18,Male,2,Sales Executive,Divorced,41270,2,Y,13,8,1,15,2,5,0,2
+35,No,Travel_Rarely,Sales,7,4,Life Sciences,1,19,Male,1,Sales Representative,Divorced,24380,7,Y,16,8,0,10,5,7,6,2
+38,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,20,Female,1,Manager,Divorced,68700,1,Y,11,8,1,8,5,8,7,7
+26,No,Travel_Frequently,Research & Development,1,4,Other,1,21,Male,2,Laboratory Technician,Divorced,104470,1,Y,18,8,0,6,3,6,1,4
+50,No,Travel_Rarely,Sales,8,4,Life Sciences,1,22,Male,1,Research Scientist,Divorced,96670,3,Y,23,8,0,28,2,10,1,6
+53,No,Travel_Rarely,Research & Development,11,4,Life Sciences,1,23,Female,2,Research Scientist,Married,21480,3,Y,11,8,0,21,2,5,1,3
+42,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,24,Male,1,Manufacturing Director,Married,89260,1,Y,14,8,0,NA,4,20,11,6
+29,No,Travel_Frequently,Research & Development,16,4,Medical,1,25,Male,1,Laboratory Technician,Single,65130,1,Y,11,8,1,10,2,10,0,9
+55,No,Travel_Rarely,Research & Development,1,4,Other,1,26,Female,1,Research Scientist,Married,67990,3,Y,11,8,0,12,2,10,0,8
+26,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,27,Female,1,Manager,Married,162910,1,Y,22,8,0,5,3,5,3,3
+37,No,Travel_Rarely,Sales,5,1,Marketing,1,28,Male,1,Research Scientist,Single,27050,1,Y,11,8,0,17,2,17,5,7
+44,Yes,Travel_Frequently,Research & Development,1,2,Medical,1,29,Male,2,Research Scientist,Divorced,103330,3,Y,14,8,1,19,2,1,0,0
+38,No,Travel_Rarely,Sales,2,3,Marketing,1,30,Female,1,Manager,Divorced,44480,9,Y,12,8,0,10,3,2,1,2
+26,Yes,Travel_Rarely,Research & Development,4,3,Medical,1,31,Male,3,Research Scientist,Divorced,68540,2,Y,11,8,0,5,5,3,0,2
+28,No,Travel_Rarely,Research & Development,7,3,Other,1,32,Male,1,Human Resources,Single,96370,1,Y,13,8,0,5,6,5,0,2
+49,No,Travel_Frequently,Research & Development,1,1,Medical,1,33,Female,2,Research Scientist,Single,35910,9,Y,13,8,0,22,2,3,1,2
+36,No,Travel_Rarely,Sales,5,3,Technical Degree,1,34,Male,3,Sales Executive,Single,54050,4,Y,14,8,0,10,2,8,7,7
+31,No,Travel_Frequently,Research & Development,9,4,Medical,1,35,Male,1,Sales Executive,Divorced,46840,1,Y,16,8,1,2,4,2,2,2
+26,Yes,Travel_Rarely,Research & Development,8,3,Medical,1,36,Male,2,Manager,Single,157870,1,Y,12,8,2,8,5,8,7,4
+37,No,Travel_Frequently,Sales,9,1,Marketing,1,37,Male,1,Laboratory Technician,Married,15140,1,Y,14,8,0,4,3,4,1,2
+42,No,Travel_Frequently,Sales,2,2,Marketing,1,38,Male,3,Research Director,Married,29560,5,Y,13,8,0,23,2,20,4,8
+18,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,39,Male,1,Sales Executive,Single,23350,1,Y,14,8,2,0,3,0,0,0
+35,No,Travel_Rarely,Sales,20,2,Life Sciences,1,40,Male,1,Laboratory Technician,Married,51540,0,Y,19,8,0,12,2,11,6,9
+36,No,Travel_Frequently,Research & Development,8,3,Other,1,41,Female,3,Sales Executive,Married,69620,4,Y,12,8,2,4,2,1,0,0
+51,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,42,Male,2,Laboratory Technician,Divorced,56750,5,Y,13,8,0,13,2,4,1,2
+41,No,Travel_Rarely,Research & Development,29,1,Life Sciences,1,43,Male,1,Laboratory Technician,Single,23790,1,Y,12,8,0,22,6,22,0,4
+18,No,Travel_Rarely,Sales,7,3,Life Sciences,1,44,Male,1,Research Scientist,Single,38120,1,Y,15,8,0,0,3,0,0,0
+28,No,Travel_Rarely,Research & Development,9,3,Medical,1,45,Male,1,Sales Representative,Single,46480,0,Y,23,8,2,9,2,8,0,7
+31,No,Travel_Rarely,Research & Development,8,1,Technical Degree,1,46,Male,1,Manufacturing Director,Married,29360,4,Y,12,8,1,10,2,8,7,7
+39,No,Travel_Rarely,Sales,5,4,Marketing,1,47,Female,2,Human Resources,Divorced,21050,0,Y,20,8,0,19,3,18,3,7
+36,No,Non-Travel,Research & Development,5,4,Life Sciences,1,48,Male,1,Sales Executive,Married,85780,7,Y,21,8,0,11,4,9,0,8
+32,No,Travel_Rarely,Sales,2,3,Marketing,1,49,Male,2,Laboratory Technician,Married,27060,1,Y,21,8,1,13,4,13,4,8
+38,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,50,Female,3,Research Scientist,Married,63840,3,Y,19,8,2,19,4,10,0,1
+58,No,Non-Travel,Research & Development,2,3,Life Sciences,1,51,Male,2,Manufacturing Director,Divorced,39680,2,Y,13,8,2,12,3,5,1,2
+31,No,Travel_Rarely,Research & Development,20,1,Technical Degree,1,52,Female,3,Research Scientist,Married,99070,0,Y,13,8,1,6,3,5,0,3
+31,No,Travel_Rarely,Sales,7,4,Marketing,1,53,Male,2,Sales Executive,Married,132250,3,Y,21,8,1,9,2,2,1,0
+45,No,Travel_Frequently,Research & Development,3,1,Medical,1,54,Female,1,Sales Executive,Divorced,35400,1,Y,13,8,0,24,6,24,9,11
+31,No,Travel_Rarely,Sales,16,4,Marketing,1,55,Female,2,Research Scientist,Divorced,28040,0,Y,19,8,2,3,0,2,2,2
+33,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,56,Male,4,Research Director,Married,193920,6,Y,12,8,1,12,3,10,8,8
+39,No,Travel_Rarely,Sales,1,4,Life Sciences,1,57,Male,1,Sales Executive,Married,196650,1,Y,22,8,1,21,6,21,11,10
+43,No,Travel_Frequently,Research & Development,7,4,Medical,1,58,Male,4,Research Scientist,Single,24390,0,Y,15,8,0,9,2,8,1,7
+49,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,59,Male,3,Manufacturing Director,Single,73140,7,Y,22,8,0,25,2,7,0,7
+52,Yes,Travel_Rarely,Research & Development,7,1,Life Sciences,1,60,Female,2,Research Scientist,Married,47740,2,Y,18,8,1,11,2,8,7,7
+27,No,Travel_Rarely,Research & Development,15,4,Medical,1,61,Male,3,Research Scientist,Single,39020,1,Y,22,8,0,4,2,4,1,2
+32,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,62,Male,3,Research Scientist,Married,26620,1,Y,11,8,1,13,6,13,11,9
+27,No,Travel_Rarely,Research & Development,13,2,Medical,1,63,Female,4,Research Director,Single,28560,1,Y,12,8,2,5,5,5,0,4
+31,No,Travel_Rarely,Sales,24,3,Life Sciences,1,64,Male,2,Healthcare Representative,Divorced,10810,4,Y,11,8,3,13,4,7,1,7
+32,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,65,Male,2,Healthcare Representative,Single,24720,7,Y,13,8,0,10,2,7,0,7
+28,Yes,Travel_Rarely,Research & Development,9,4,Medical,1,66,Male,1,Sales Executive,Married,56730,5,Y,14,8,1,5,4,3,2,2
+30,No,Travel_Rarely,Research & Development,13,3,Life Sciences,1,67,Female,4,Research Director,Married,41970,1,Y,13,8,0,11,3,10,1,9
+31,No,Travel_Frequently,Research & Development,2,1,Life Sciences,1,68,Female,1,Manager,Married,97130,1,Y,17,8,0,10,5,10,8,9
+39,No,Travel_Frequently,Research & Development,19,4,Medical,1,69,Female,1,Research Scientist,Married,20620,1,Y,13,8,0,21,4,21,13,3
+39,Yes,Travel_Rarely,Research & Development,1,1,Medical,1,70,Female,1,Laboratory Technician,Married,42840,4,Y,17,8,1,12,0,1,0,0
+33,No,Travel_Frequently,Sales,4,2,Life Sciences,1,71,Male,4,Research Scientist,Single,47880,3,Y,11,8,1,9,0,7,0,1
+47,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,72,Female,2,Healthcare Representative,Married,59060,4,Y,23,8,0,21,4,3,1,1
+43,No,Travel_Frequently,Research & Development,14,3,Medical,1,73,Female,5,Research Director,Divorced,38860,1,Y,17,8,2,9,2,9,0,0
+27,No,Non-Travel,Research & Development,2,3,Life Sciences,1,74,Male,1,Research Director,Married,168230,0,Y,17,8,0,6,3,5,1,4
+54,No,Travel_Frequently,Research & Development,1,4,Life Sciences,1,75,Male,2,Research Scientist,Single,29330,3,Y,12,8,2,20,2,4,0,3
+43,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,76,Female,2,Manager,Married,65000,8,Y,23,8,0,10,3,1,0,0
+45,No,Travel_Rarely,Sales,3,1,Marketing,1,77,Female,1,Sales Executive,Married,171740,9,Y,14,8,1,12,6,10,9,8
+40,No,Travel_Rarely,Research & Development,2,4,Other,1,78,Male,4,Research Scientist,Married,50330,2,Y,14,8,2,6,6,4,0,2
+29,Yes,Travel_Rarely,Research & Development,29,3,Medical,1,79,Female,1,Research Scientist,Married,23070,1,Y,13,8,1,7,0,7,0,7
+29,No,Travel_Rarely,Human Resources,8,3,Medical,1,80,Male,3,Sales Representative,Single,25870,0,Y,22,8,2,4,3,3,2,2
+30,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,81,Male,2,Research Scientist,Divorced,55070,1,Y,12,8,2,10,2,10,1,2
+27,No,Travel_Rarely,Research & Development,11,2,Medical,1,82,Male,1,Manager,Married,43930,1,Y,18,8,1,8,2,8,0,7
+37,No,Travel_Rarely,Sales,1,4,Life Sciences,1,83,Male,2,Healthcare Representative,Divorced,133480,7,Y,14,8,0,8,4,6,0,4
+38,No,Travel_Rarely,Research & Development,28,4,Medical,1,84,Male,1,Laboratory Technician,Divorced,65830,0,Y,12,8,0,12,1,11,2,9
+31,No,Travel_Rarely,Research & Development,6,3,Medical,1,85,Female,3,Manager,Single,81030,1,Y,15,8,1,11,5,11,4,10
+29,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,86,Male,3,Sales Executive,Divorced,39780,1,Y,11,8,0,7,0,7,1,7
+35,No,Travel_Rarely,Sales,16,2,Technical Degree,1,87,Male,3,Manager,Single,25440,0,Y,13,8,1,17,3,16,0,13
+23,No,Travel_Rarely,Research & Development,20,4,Life Sciences,1,88,Male,1,Manufacturing Director,Divorced,53990,1,Y,23,8,0,4,2,4,0,2
+41,No,Travel_Rarely,Research & Development,9,2,Life Sciences,1,89,Female,1,Laboratory Technician,Single,54870,6,Y,19,8,2,8,0,5,1,2
+47,No,Travel_Frequently,Sales,1,3,Medical,1,90,Female,2,Laboratory Technician,Single,68340,3,Y,16,8,1,5,2,0,0,0
+42,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,91,Male,1,Manager,Single,10910,2,Y,22,8,0,16,0,1,0,0
+29,No,Non-Travel,Sales,22,4,Marketing,1,92,Male,2,Human Resources,Married,57360,1,Y,22,8,0,4,1,4,0,2
+42,No,Travel_Rarely,Sales,7,4,Medical,1,93,Male,3,Research Scientist,Divorced,22260,0,Y,12,8,1,4,3,3,1,0
+32,No,Travel_Rarely,Research & Development,2,3,Medical,1,94,Male,2,Research Scientist,Married,57470,1,Y,13,8,0,8,0,8,0,7
+48,No,Travel_Rarely,Sales,13,4,Medical,1,95,Male,4,Sales Executive,Married,98540,3,Y,16,8,1,15,2,0,0,0
+37,No,Travel_Rarely,Research & Development,8,5,Technical Degree,1,96,Male,2,Manufacturing Director,Divorced,54670,4,Y,12,8,0,13,2,7,6,7
+30,No,Non-Travel,Sales,25,4,Other,1,97,Male,1,Healthcare Representative,Married,53800,7,Y,21,8,1,4,0,2,2,2
+26,No,Travel_Rarely,Sales,28,3,Medical,1,98,Female,5,Laboratory Technician,Married,51510,1,Y,15,8,3,8,3,8,7,7
+42,No,Travel_Rarely,Sales,2,2,Medical,1,99,Female,1,Laboratory Technician,Single,21330,3,Y,13,8,2,14,2,1,0,0
+21,Yes,Travel_Frequently,Research & Development,9,3,Medical,1,100,Female,4,Manufacturing Director,Single,178750,1,Y,12,8,0,3,5,3,1,2
+36,No,Non-Travel,Human Resources,28,3,Human Resources,1,101,Male,2,Laboratory Technician,Single,24320,4,Y,22,8,0,7,4,1,0,0
+36,No,Travel_Frequently,Research & Development,6,3,Life Sciences,1,102,Female,2,Research Scientist,Married,47710,4,Y,13,8,1,16,2,13,1,12
+57,No,Travel_Rarely,Research & Development,21,4,Life Sciences,1,103,Male,5,Research Scientist,Married,191610,2,Y,18,8,0,15,2,3,1,2
+40,No,Travel_Rarely,Research & Development,8,3,Other,1,104,Male,2,Sales Executive,Married,50870,3,Y,14,8,1,10,3,7,1,7
+21,No,Non-Travel,Research & Development,1,5,Life Sciences,1,105,Female,2,Manager,Single,28630,1,Y,14,8,0,3,2,3,2,2
+33,Yes,Travel_Rarely,Human Resources,28,2,Human Resources,1,106,Female,5,Manager,Single,55610,1,Y,21,8,1,1,3,1,0,0
+37,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,107,Male,4,Research Scientist,Married,21440,6,Y,19,8,0,17,3,5,0,3
+46,No,Non-Travel,Sales,2,4,Marketing,1,108,Female,2,Laboratory Technician,Married,30650,2,Y,11,8,0,7,3,1,0,0
+41,Yes,Travel_Frequently,Research & Development,16,1,Medical,1,109,Female,1,Research Scientist,Single,28100,1,Y,11,8,0,8,3,8,7,7
+50,No,Travel_Rarely,Research & Development,9,3,Medical,1,110,Female,3,Laboratory Technician,Single,98880,6,Y,15,8,0,20,2,4,1,3
+40,Yes,Travel_Rarely,Research & Development,8,3,Medical,1,111,Female,1,Healthcare Representative,Married,86280,2,Y,20,8,0,8,2,6,1,0
+31,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,112,Male,4,Human Resources,Single,28670,0,Y,24,8,0,3,5,2,2,2
+21,Yes,Travel_Rarely,Human Resources,10,2,Human Resources,1,113,Male,1,Laboratory Technician,Single,53730,1,Y,12,8,1,1,2,1,0,0
+29,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,114,Female,2,Research Director,Single,66670,9,Y,12,8,1,6,6,3,1,2
+35,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,115,Female,3,Sales Executive,Single,50030,9,Y,15,8,0,10,2,1,0,0
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,116,Male,1,Sales Executive,Divorced,23670,NA,Y,12,8,1,5,2,5,0,4
+28,No,Travel_Rarely,Research & Development,2,2,Medical,1,117,Male,3,Manager,Single,28580,1,Y,12,8,0,7,2,7,0,7
+49,No,Travel_Rarely,Sales,2,3,Technical Degree,1,118,Male,2,Manufacturing Director,Single,52040,8,Y,14,8,1,26,3,5,0,0
+51,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,119,Male,1,Sales Executive,Married,41050,4,Y,22,8,1,18,2,7,0,7
+36,No,Travel_Rarely,Sales,15,2,Life Sciences,1,120,Male,1,Sales Executive,Married,96790,4,Y,12,8,0,6,1,2,2,2
+34,Yes,Non-Travel,Research & Development,7,3,Life Sciences,1,121,Male,1,Sales Representative,Single,56170,8,Y,25,8,1,9,3,5,0,4
+55,No,Travel_Rarely,Sales,26,3,Marketing,1,122,Male,1,Laboratory Technician,Single,104480,2,Y,13,8,0,30,3,5,1,2
+24,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,123,Female,5,Manager,Divorced,28970,1,Y,18,8,3,5,4,5,0,3
+30,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,124,Female,2,Manager,Married,59680,1,Y,13,8,0,1,3,1,0,0
+26,Yes,Travel_Frequently,Sales,14,3,Life Sciences,1,125,Male,2,Manager,Single,75100,0,Y,18,8,3,7,3,6,0,4
+22,No,Travel_Rarely,Research & Development,16,5,Other,1,126,Male,1,Research Scientist,Married,29910,1,Y,19,8,2,2,3,2,1,2
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,127,Female,5,Healthcare Representative,Married,196360,1,Y,12,8,1,10,3,10,9,0
+30,Yes,Travel_Frequently,Sales,3,2,Marketing,1,128,Male,3,Research Scientist,Single,11290,9,Y,19,8,0,3,2,1,0,0
+37,No,Travel_Rarely,Research & Development,10,1,Technical Degree,1,129,Male,1,Sales Executive,Divorced,133410,1,Y,14,8,1,18,3,18,12,17
+40,No,Travel_Rarely,Research & Development,6,2,Medical,1,130,Male,3,Research Scientist,Divorced,43320,7,Y,14,8,2,8,3,5,1,3
+42,No,Travel_Rarely,Research & Development,2,3,Medical,1,131,Female,4,Manager,Divorced,110310,3,Y,12,8,1,8,2,5,1,2
+37,No,Travel_Rarely,Sales,9,1,Marketing,1,132,Male,3,Sales Executive,Single,44400,2,Y,11,8,1,18,3,1,0,1
+43,No,Travel_Rarely,Sales,10,2,Life Sciences,1,133,Female,1,Sales Executive,Divorced,46170,1,Y,11,8,0,25,2,25,3,9
+40,No,Travel_Rarely,Sales,6,2,Life Sciences,1,134,Female,1,Laboratory Technician,Married,26470,6,Y,13,8,0,20,2,1,0,0
+54,No,Travel_Rarely,Human Resources,9,3,Life Sciences,1,135,Female,2,Manufacturing Director,Married,63230,4,Y,23,8,1,24,2,4,1,2
+34,No,Non-Travel,Research & Development,28,3,Medical,1,136,Male,1,Laboratory Technician,Married,56770,9,Y,20,8,1,6,3,3,1,2
+31,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,137,Male,3,Sales Executive,Married,21870,1,Y,15,8,1,13,2,13,3,12
+43,No,Travel_Frequently,Sales,14,3,Life Sciences,1,138,Female,1,Manufacturing Director,Married,37480,7,Y,14,8,2,NA,3,3,1,2
+43,No,Travel_Rarely,Sales,27,4,Life Sciences,1,139,Male,2,Sales Representative,Divorced,39770,4,Y,18,8,1,8,3,5,0,2
+25,No,Travel_Rarely,Human Resources,7,2,Human Resources,1,140,Male,1,Manufacturing Director,Single,86330,1,Y,19,8,1,5,2,5,1,3
+37,No,Non-Travel,Research & Development,1,3,Medical,1,141,Male,3,Laboratory Technician,Married,20080,3,Y,22,8,0,15,5,13,10,7
+31,No,Travel_Rarely,Research & Development,24,1,Medical,1,142,Male,3,Laboratory Technician,Married,44400,1,Y,13,8,1,4,2,4,3,2
+39,No,Travel_Frequently,Research & Development,26,4,Technical Degree,1,143,Female,1,Sales Executive,Divorced,30670,1,Y,20,8,1,21,5,21,1,6
+56,No,Travel_Frequently,Research & Development,20,4,Life Sciences,1,144,Female,3,Sales Executive,Married,53210,9,Y,14,8,0,36,1,7,7,7
+30,No,Travel_Rarely,Sales,5,4,Medical,1,145,Female,2,Manufacturing Director,Single,54100,0,Y,17,8,1,6,2,5,4,4
+41,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,146,Female,3,Research Scientist,Married,27820,1,Y,14,8,0,10,2,10,0,7
+28,No,Travel_Rarely,Research & Development,7,3,Medical,1,147,Male,3,Healthcare Representative,Divorced,119570,1,Y,13,8,0,10,2,10,1,8
+25,Yes,Travel_Rarely,Research & Development,5,2,Life Sciences,1,148,Female,3,Laboratory Technician,Married,26600,5,Y,13,8,0,6,3,2,0,2
+52,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,149,Female,2,Sales Representative,Married,33750,2,Y,21,8,0,28,2,5,0,4
+45,No,Travel_Rarely,Research & Development,2,3,Medical,1,150,Female,1,Sales Executive,Married,50980,3,Y,14,8,1,8,4,2,0,2
+52,No,Travel_Rarely,Research & Development,12,3,Medical,1,151,Male,2,Research Scientist,Married,48780,2,Y,11,8,1,31,3,5,1,4
+42,No,Travel_Frequently,Sales,10,3,Marketing,1,152,Female,2,Healthcare Representative,Divorced,28370,2,Y,13,8,1,19,0,5,0,2
+30,No,Travel_Rarely,Sales,25,3,Marketing,1,153,Male,1,Sales Executive,Single,24060,2,Y,20,8,1,11,5,5,0,2
+60,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,154,Female,1,Manufacturing Director,Married,22690,5,Y,18,8,1,33,4,29,11,10
+46,No,Travel_Rarely,Sales,19,4,Marketing,1,155,Female,1,Sales Executive,Divorced,41080,2,Y,14,8,0,19,5,10,0,8
+42,No,Travel_Frequently,Research & Development,18,4,Technical Degree,1,156,Male,4,Sales Executive,Married,132060,0,Y,13,8,2,7,2,6,0,4
+24,Yes,Travel_Rarely,Research & Development,27,2,Medical,1,157,Male,1,Research Scientist,Single,104220,1,Y,17,8,1,6,0,5,1,4
+34,Yes,Travel_Frequently,Research & Development,5,3,Medical,1,158,Male,2,Research Scientist,Divorced,137440,0,Y,20,8,1,3,3,2,1,0
+38,No,Travel_Frequently,Sales,3,3,Marketing,1,159,Female,2,Sales Executive,Married,49070,1,Y,11,8,1,1,3,1,0,0
+40,No,Travel_Rarely,Sales,26,4,Marketing,1,160,Female,1,Sales Executive,Married,34820,0,Y,18,8,1,21,2,20,1,12
+26,No,Travel_Rarely,Research & Development,3,2,Medical,1,161,Female,4,Healthcare Representative,Divorced,24360,1,Y,24,8,0,3,2,3,0,2
+30,No,Non-Travel,Research & Development,15,3,Medical,1,162,Female,2,Sales Executive,Married,23800,4,Y,18,8,3,9,2,5,1,4
+29,No,Travel_Rarely,Research & Development,8,3,Medical,1,163,Female,3,Manufacturing Director,Married,194310,1,Y,11,8,0,10,3,10,0,7
+29,Yes,Travel_Rarely,Research & Development,19,4,Life Sciences,1,164,Male,3,Research Scientist,Married,17900,5,Y,16,8,1,6,4,2,1,1
+19,Yes,Travel_Rarely,Research & Development,4,3,Medical,1,165,Male,1,Sales Executive,Single,76440,1,Y,15,8,2,1,2,1,0,0
+30,No,Non-Travel,Research & Development,2,4,Life Sciences,1,166,Female,3,Research Scientist,Married,51310,0,Y,15,8,1,10,2,9,7,8
+57,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,167,Male,4,Research Scientist,Divorced,63060,3,Y,12,8,1,32,3,1,0,0
+50,No,Travel_Rarely,Sales,10,4,Life Sciences,1,168,Female,3,Manager,Married,47870,0,Y,12,8,0,28,3,27,15,7
+30,No,Non-Travel,Sales,10,2,Life Sciences,1,169,Male,3,Laboratory Technician,Single,188800,0,Y,22,8,1,12,3,11,6,7
+60,No,Travel_Frequently,Research & Development,16,3,Life Sciences,1,170,Female,4,Laboratory Technician,Married,23390,4,Y,20,8,0,22,4,18,13,11
+47,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,171,Male,5,Manufacturing Director,Divorced,135700,5,Y,16,8,2,20,2,5,0,4
+46,No,Travel_Rarely,Sales,4,1,Technical Degree,1,172,Male,1,Laboratory Technician,Married,67120,6,Y,21,8,1,26,3,3,0,1
+35,No,Travel_Rarely,Research & Development,15,2,Medical,1,173,Female,2,Laboratory Technician,Single,54060,0,Y,12,8,1,6,2,5,4,3
+54,No,Travel_Rarely,Research & Development,2,4,Medical,1,174,Male,2,Human Resources,Single,89380,7,Y,11,8,3,19,2,1,0,0
+34,No,Travel_Rarely,Sales,8,2,Life Sciences,1,175,Male,1,Laboratory Technician,Divorced,24390,3,Y,11,8,2,14,2,7,5,7
+46,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,176,Male,1,Healthcare Representative,Married,88370,2,Y,18,8,0,15,3,3,1,2
+31,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,177,Male,2,Research Director,Divorced,53430,1,Y,14,8,1,13,3,13,0,8
+33,Yes,Travel_Rarely,Research & Development,10,3,Life Sciences,1,178,Female,4,Research Director,Married,67280,7,Y,22,8,0,15,2,7,7,7
+33,Yes,Travel_Rarely,Sales,5,4,Marketing,1,179,Male,2,Research Director,Divorced,66520,7,Y,25,8,0,8,5,4,1,3
+30,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,180,Male,1,Sales Executive,Single,48500,0,Y,12,8,1,4,4,3,1,2
+35,No,Travel_Rarely,Research & Development,12,2,Medical,1,181,Female,2,Sales Representative,Married,28090,4,Y,23,8,1,10,2,8,0,0
+31,Yes,Travel_Frequently,Research & Development,22,2,Medical,1,182,Female,2,Sales Executive,Married,56890,3,Y,15,8,2,12,2,1,0,0
+34,Yes,Travel_Frequently,Sales,17,1,Marketing,1,183,Male,1,Research Director,Divorced,20010,9,Y,22,8,1,11,5,3,0,2
+42,No,Travel_Frequently,Research & Development,2,4,Medical,1,184,Female,1,Research Scientist,Married,29770,4,Y,15,8,3,8,3,2,2,0
+36,No,Non-Travel,Research & Development,3,4,Medical,1,185,Male,1,Research Scientist,Single,40250,1,Y,11,8,0,10,3,10,9,7
+22,Yes,Travel_Frequently,Research & Development,7,3,Medical,1,186,Female,2,Laboratory Technician,Single,37850,5,Y,13,8,2,4,2,2,1,2
+48,No,Travel_Rarely,Research & Development,6,3,Medical,1,187,Male,1,Laboratory Technician,Married,108540,2,Y,14,8,1,14,6,9,6,7
+55,No,Travel_Rarely,Research & Development,1,3,Medical,1,188,Female,1,Sales Executive,Single,120310,3,Y,11,8,0,37,5,10,7,7
+41,No,Non-Travel,Research & Development,3,2,Life Sciences,1,189,Female,2,Research Scientist,Single,99360,7,Y,17,8,1,16,2,14,1,10
+35,No,Travel_Rarely,Research & Development,22,3,Medical,1,190,Female,1,Sales Representative,Married,29660,9,Y,18,8,0,15,2,11,6,9
+40,No,Travel_Rarely,Research & Development,15,3,Life Sciences,1,191,Female,2,Laboratory Technician,Single,25710,7,Y,14,8,0,22,1,20,5,13
+39,No,Travel_Frequently,Research & Development,12,1,Medical,1,192,Male,1,Research Scientist,Married,99910,1,Y,16,8,1,8,3,8,0,7
+31,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,193,Male,3,Research Director,Single,61420,4,Y,13,8,2,10,2,6,0,5
+42,No,Travel_Rarely,Research & Development,5,3,Medical,1,194,Male,3,Sales Executive,Married,53900,1,Y,14,8,0,10,3,10,5,8
+45,No,Travel_Rarely,Research & Development,2,1,Medical,1,195,Female,4,Sales Executive,Married,44040,0,Y,23,8,0,9,2,8,3,7
+26,Yes,Travel_Frequently,Research & Development,2,1,Life Sciences,1,196,Female,2,Laboratory Technician,Divorced,59930,0,Y,12,8,0,8,3,7,1,0
+29,No,Travel_Rarely,Research & Development,5,3,Medical,1,197,Male,1,Research Scientist,Divorced,51300,4,Y,11,8,0,8,3,3,1,2
+33,No,Travel_Rarely,Research & Development,16,3,Medical,1,198,Female,1,Laboratory Technician,Divorced,20900,4,Y,16,8,0,10,2,6,0,5
+31,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,199,Female,1,Sales Executive,Divorced,29090,9,Y,14,8,2,10,2,5,0,1
+18,Yes,Travel_Frequently,Research & Development,2,3,Technical Degree,1,200,Male,1,Sales Executive,Single,34680,1,Y,18,8,2,0,4,0,0,0
+40,No,Non-Travel,Research & Development,1,4,Technical Degree,1,201,Female,2,Laboratory Technician,Divorced,30680,3,Y,19,8,0,20,3,1,0,1
+41,No,Non-Travel,Research & Development,23,3,Life Sciences,1,202,Male,2,Manufacturing Director,Single,26700,2,Y,15,8,2,10,2,8,0,7
+26,No,Travel_Rarely,Research & Development,9,4,Medical,1,203,Male,3,Healthcare Representative,Divorced,26930,5,Y,17,8,3,8,3,0,0,0
+35,No,Travel_Rarely,Research & Development,16,4,Medical,1,204,Male,2,Human Resources,Single,95260,1,Y,15,8,0,5,2,5,0,3
+34,No,Travel_Rarely,Research & Development,26,3,Medical,1,205,Male,1,Laboratory Technician,Single,52370,1,Y,19,8,1,10,3,10,5,7
+26,Yes,Travel_Rarely,Sales,1,3,Marketing,1,206,Female,2,Manufacturing Director,Single,24260,1,Y,22,8,0,1,3,1,0,0
+37,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,207,Male,1,Sales Executive,Single,41930,4,Y,16,8,1,12,5,6,1,2
+46,No,Travel_Frequently,Research & Development,4,1,Medical,1,208,Male,5,Human Resources,Married,29110,5,Y,13,8,0,28,3,2,1,2
+41,No,Travel_Rarely,Research & Development,24,1,Life Sciences,1,209,Male,1,Research Director,Married,26610,7,Y,14,8,1,22,2,18,11,8
+37,No,Non-Travel,Research & Development,7,2,Medical,1,210,Male,1,Sales Executive,Divorced,20280,1,Y,16,8,1,9,3,9,7,7
+52,No,Travel_Rarely,Sales,2,1,Medical,1,211,Male,1,Laboratory Technician,Divorced,99800,NA,Y,11,8,1,18,2,10,6,9
+32,Yes,Non-Travel,Research & Development,7,2,Life Sciences,1,212,Female,2,Research Director,Married,32980,8,Y,22,8,0,6,4,4,1,2
+24,No,Travel_Frequently,Sales,22,3,Life Sciences,1,213,Female,1,Healthcare Representative,Married,29350,0,Y,14,8,2,3,5,2,2,1
+38,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,214,Female,1,Research Scientist,Married,154270,3,Y,16,8,1,18,2,1,0,0
+37,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,215,Female,5,Research Scientist,Married,39440,6,Y,11,8,2,8,3,6,4,3
+49,No,Travel_Rarely,Sales,21,1,Life Sciences,1,216,Male,1,Sales Executive,Divorced,40110,1,Y,18,8,2,31,2,31,0,9
+24,No,Travel_Rarely,Sales,1,3,Marketing,1,217,Female,1,Sales Executive,Married,34070,1,Y,15,8,2,6,2,6,1,4
+26,No,Travel_Rarely,Research & Development,19,4,Technical Degree,1,218,Female,4,Sales Executive,Married,119940,1,Y,14,8,1,6,6,5,1,4
+24,No,Travel_Rarely,Sales,7,3,Medical,1,219,Female,1,Laboratory Technician,Married,12320,1,Y,12,8,0,1,4,1,0,0
+50,No,Travel_Frequently,Sales,2,2,Marketing,1,220,Male,1,Sales Executive,Married,29600,1,Y,14,8,3,32,2,32,10,7
+25,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,221,Male,1,Research Scientist,Married,190940,1,Y,16,8,0,7,3,7,0,6
+24,Yes,Travel_Frequently,Research & Development,2,3,Medical,1,222,Male,2,Research Scientist,Married,39190,1,Y,21,8,0,6,3,6,1,2
+30,Yes,Travel_Frequently,Research & Development,9,3,Other,1,223,Male,2,Healthcare Representative,Married,68250,1,Y,14,8,0,1,2,1,0,0
+34,No,Travel_Rarely,Sales,6,2,Life Sciences,1,224,Male,4,Research Director,Married,102480,1,Y,12,8,1,6,4,6,1,3
+31,Yes,Travel_Rarely,Research & Development,9,1,Medical,1,225,Female,1,Sales Representative,Divorced,189470,2,Y,12,8,2,9,2,3,1,2
+35,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,226,Female,5,Sales Executive,Single,24960,4,Y,17,8,3,9,3,3,0,2
+31,No,Travel_Rarely,Sales,1,3,Marketing,1,227,Female,2,Sales Executive,Divorced,64650,4,Y,17,8,0,13,3,7,5,7
+27,No,Travel_Rarely,Sales,22,4,Medical,1,228,Male,1,Sales Representative,Divorced,22060,0,Y,14,8,1,6,4,5,0,3
+37,No,Travel_Rarely,Sales,9,4,Marketing,1,229,Female,2,Laboratory Technician,Married,20860,4,Y,14,8,0,17,3,3,1,0
+20,No,Travel_Rarely,Research & Development,17,4,Medical,1,230,Female,1,Sales Representative,Single,22930,1,Y,13,8,2,1,3,1,0,0
+42,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,231,Female,2,Manufacturing Director,Married,26450,1,Y,15,8,0,10,5,10,2,2
+43,No,Travel_Rarely,Research & Development,10,5,Technical Degree,1,232,Female,2,Sales Executive,Divorced,26830,4,Y,11,8,0,21,3,1,0,0
+38,No,Travel_Rarely,Human Resources,2,4,Medical,1,233,Male,1,Human Resources,Single,20140,3,Y,17,8,1,8,5,0,0,0
+43,No,Travel_Frequently,Sales,4,3,Medical,1,234,Female,2,Healthcare Representative,Divorced,34190,3,Y,11,8,1,10,5,8,4,7
+48,No,Travel_Rarely,Research & Development,8,1,Medical,1,235,Male,2,Laboratory Technician,Married,53760,7,Y,13,8,1,21,3,3,0,2
+44,No,Travel_Rarely,Sales,29,4,Marketing,1,236,Male,2,Sales Executive,Single,19510,4,Y,22,8,3,10,4,2,0,2
+34,No,Travel_Rarely,Research & Development,13,4,Life Sciences,1,237,Female,1,Laboratory Technician,Divorced,23410,1,Y,20,8,2,8,3,8,0,6
+27,Yes,Travel_Rarely,Sales,27,3,Life Sciences,1,238,Male,2,Research Scientist,Divorced,22930,0,Y,18,8,0,5,0,4,0,2
+21,No,Travel_Rarely,Sales,16,2,Life Sciences,1,239,Male,3,Sales Executive,Single,87260,1,Y,11,8,1,3,2,3,1,2
+44,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,240,Male,1,Laboratory Technician,Married,40110,4,Y,14,8,1,26,2,2,0,1
+22,No,Travel_Rarely,Research & Development,2,2,Medical,1,241,Female,2,Laboratory Technician,Married,195450,0,Y,14,8,0,3,3,2,2,2
+33,No,Travel_Rarely,Sales,13,4,Marketing,1,242,Female,2,Manufacturing Director,Divorced,45680,0,Y,18,8,1,6,2,5,1,2
+32,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,243,Female,1,Healthcare Representative,Married,30220,1,Y,16,8,1,6,3,6,0,5
+30,No,Travel_Frequently,Research & Development,4,5,Technical Degree,1,244,Male,3,Manager,Divorced,57720,1,Y,17,8,0,1,3,1,0,0
+53,No,Travel_Rarely,Research & Development,24,3,Other,1,245,Female,3,Manager,Single,22690,7,Y,11,8,1,18,2,14,8,10
+34,No,Travel_Rarely,Research & Development,1,5,Medical,1,246,Male,1,Research Scientist,Married,53810,1,Y,12,8,0,10,0,10,8,8
+45,Yes,Travel_Frequently,Research & Development,19,4,Life Sciences,1,247,Male,3,Research Director,Married,34410,2,Y,13,8,1,5,5,1,0,0
+26,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,248,Male,1,Manufacturing Director,Married,54540,1,Y,13,8,1,3,5,3,0,2
+37,No,Travel_Rarely,Research & Development,4,3,Medical,1,249,Male,1,Manager,Married,98840,1,Y,14,8,0,10,3,10,7,8
+29,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,250,Female,1,Healthcare Representative,Married,41570,1,Y,17,8,3,6,2,6,1,2
+35,No,Travel_Rarely,Research & Development,10,5,Medical,1,251,Female,4,Laboratory Technician,Single,134580,1,Y,11,8,0,17,3,17,11,8
+33,No,Travel_Frequently,Research & Development,8,3,Technical Degree,1,252,Male,2,Laboratory Technician,Divorced,90690,3,Y,25,8,1,15,3,13,4,7
+54,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,253,Female,2,Sales Executive,Married,40140,2,Y,19,8,1,16,4,9,7,1
+36,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,254,Male,2,Research Scientist,Divorced,59150,2,Y,13,8,1,13,3,3,0,2
+27,No,Travel_Rarely,Sales,9,3,Marketing,1,255,Male,5,Research Director,Single,59930,0,Y,14,8,1,5,3,4,1,1
+20,Yes,Travel_Rarely,Research & Development,1,3,Life Sciences,1,256,Male,5,Sales Representative,Single,61620,1,Y,12,8,3,1,2,1,1,1
+33,Yes,Travel_Frequently,Research & Development,15,4,Medical,1,257,Female,1,Laboratory Technician,Single,24060,1,Y,11,8,0,10,3,10,9,7
+35,No,Non-Travel,Research & Development,2,1,Medical,1,258,Male,1,Research Scientist,Married,187400,1,Y,19,8,1,1,2,1,0,0
+23,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,259,Male,1,Healthcare Representative,Married,76370,2,Y,11,8,1,5,3,3,0,2
+25,No,Travel_Rarely,Research & Development,11,3,Medical,1,260,Male,2,Manufacturing Director,Married,100960,0,Y,11,8,1,4,3,3,1,2
+38,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,261,Male,5,Research Scientist,Single,147560,0,Y,20,8,1,8,3,7,0,5
+29,No,Travel_Frequently,Sales,2,4,Life Sciences,1,262,Male,4,Healthcare Representative,Divorced,64990,1,Y,18,8,3,10,3,10,2,8
+48,No,Travel_Rarely,Research & Development,16,3,Technical Degree,1,263,Male,1,Sales Executive,Married,97240,3,Y,13,8,0,12,2,2,2,2
+27,No,Travel_Frequently,Sales,4,3,Technical Degree,1,264,Male,5,Laboratory Technician,Divorced,21940,1,Y,12,8,0,6,5,6,0,4
+37,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,265,Male,3,Manager,Single,33880,3,Y,11,8,0,4,2,1,0,0
+50,No,Travel_Rarely,Sales,5,3,Medical,1,266,Male,1,Laboratory Technician,Married,54730,1,Y,19,8,1,20,2,20,3,8
+34,No,Travel_Rarely,Research & Development,18,1,Medical,1,267,Male,1,Healthcare Representative,Single,27030,1,Y,21,8,1,9,2,8,7,7
+24,Yes,Travel_Rarely,Research & Development,17,2,Life Sciences,1,268,Female,1,Healthcare Representative,Single,25010,9,Y,12,8,0,4,3,2,2,0
+39,No,Travel_Rarely,Research & Development,12,5,Medical,1,269,Female,1,Sales Representative,Single,62200,1,Y,14,8,2,20,2,20,11,10
+32,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,270,Male,5,Research Scientist,Single,30380,1,Y,11,8,0,10,5,10,0,8
+50,Yes,Travel_Frequently,Research & Development,4,2,Medical,1,271,Male,4,Sales Representative,Married,44240,3,Y,14,8,1,18,2,4,1,3
+38,No,Travel_Rarely,Research & Development,9,4,Life Sciences,1,272,Male,1,Sales Executive,Single,43120,0,Y,12,8,1,10,2,9,1,8
+27,No,Travel_Rarely,Research & Development,10,3,Medical,1,273,Male,5,Research Scientist,Married,132450,1,Y,23,8,1,9,3,9,0,7
+32,No,Travel_Rarely,Sales,1,3,Medical,1,274,Male,2,Sales Executive,Single,136640,3,Y,14,8,0,10,6,7,7,7
+47,No,Travel_Rarely,Research & Development,2,3,Medical,1,275,Female,5,Sales Executive,Single,50210,2,Y,17,8,0,20,3,7,1,7
+40,No,Travel_Frequently,Research & Development,3,4,Medical,1,276,Female,3,Human Resources,Married,51260,5,Y,18,8,0,20,2,18,1,12
+53,No,Travel_Rarely,Research & Development,7,1,Life Sciences,1,277,Male,2,Laboratory Technician,Married,28590,3,Y,18,8,1,32,2,5,1,3
+41,No,Travel_Rarely,Sales,6,3,Medical,1,278,Male,1,Sales Executive,Divorced,102390,3,Y,24,8,3,23,3,21,12,6
+60,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,279,Female,5,Laboratory Technician,Single,53290,8,Y,20,8,0,10,3,2,2,2
+27,No,Travel_Frequently,Research & Development,29,1,Life Sciences,1,280,Male,2,Manufacturing Director,Divorced,43250,1,Y,14,8,0,9,2,9,1,7
+41,No,Travel_Rarely,Research & Development,3,3,Medical,1,281,Male,1,Manufacturing Director,Married,72600,1,Y,16,8,0,22,2,22,2,10
+50,No,Travel_Rarely,Sales,9,3,Life Sciences,1,282,Male,2,Research Scientist,Married,23220,7,Y,25,8,1,4,0,2,2,2
+28,Yes,Travel_Rarely,Sales,2,4,Life Sciences,1,283,Male,3,Research Scientist,Single,20750,7,Y,18,8,3,10,0,7,3,7
+36,No,Non-Travel,Research & Development,10,4,Technical Degree,1,284,Female,2,Research Scientist,Married,41520,9,Y,19,8,1,10,3,8,0,5
+38,No,Travel_Rarely,Research & Development,1,3,Medical,1,285,Female,3,Manager,Single,96190,4,Y,13,8,1,10,2,1,0,0
+44,No,Non-Travel,Research & Development,8,2,Life Sciences,1,286,Male,1,Research Scientist,Single,135030,2,Y,12,8,0,9,6,5,1,4
+47,No,Travel_Frequently,Research & Development,27,3,Life Sciences,1,287,Male,1,Research Scientist,Divorced,54410,9,Y,22,8,1,28,6,22,11,13
+30,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,288,Male,2,Sales Executive,Divorced,52090,7,Y,14,8,1,10,3,8,7,7
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,289,Female,1,Sales Executive,Single,106730,1,Y,13,8,3,1,2,1,0,0
+42,Yes,Travel_Frequently,Research & Development,10,1,Life Sciences,1,290,Female,1,Sales Executive,Divorced,50100,6,Y,21,8,3,7,3,2,2,2
+43,No,Travel_Frequently,Research & Development,26,1,Life Sciences,1,291,Male,1,Laboratory Technician,Married,135490,3,Y,11,8,2,7,3,2,2,2
+34,No,Travel_Rarely,Research & Development,2,5,Technical Degree,1,292,Male,2,Healthcare Representative,Single,49990,3,Y,12,8,2,10,2,5,4,3
+23,No,Travel_Rarely,Sales,13,3,Marketing,1,293,Male,5,Sales Executive,Married,42210,1,Y,11,8,1,5,4,4,0,2
+39,No,Travel_Rarely,Sales,2,4,Marketing,1,294,Female,4,Healthcare Representative,Married,138720,9,Y,12,8,3,12,3,8,3,6
+56,No,Travel_Rarely,Research & Development,2,4,Medical,1,295,Male,1,Manager,Married,20420,7,Y,12,8,0,30,6,10,1,1
+40,No,Travel_Rarely,Sales,9,3,Marketing,1,296,Male,2,Research Scientist,Single,20730,0,Y,14,8,0,5,3,4,2,3
+27,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,297,Female,1,Laboratory Technician,Single,29560,8,Y,13,8,0,9,6,7,0,7
+29,No,Travel_Rarely,Sales,20,3,Marketing,1,298,Female,2,Manager,Divorced,29260,1,Y,15,8,1,2,3,2,2,2
+53,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,299,Female,3,Laboratory Technician,Single,48090,2,Y,18,8,0,19,2,2,2,2
+35,No,Non-Travel,Research & Development,5,1,Medical,1,300,Male,1,Healthcare Representative,Divorced,51630,2,Y,18,8,2,16,4,1,0,0
+32,No,Travel_Frequently,Sales,4,4,Life Sciences,1,301,Male,2,Sales Executive,Married,188440,1,Y,19,8,0,10,3,10,4,7
+38,No,Travel_Rarely,Sales,10,3,Medical,1,302,Male,4,Laboratory Technician,Married,181720,6,Y,12,8,2,6,5,1,0,1
+34,No,Travel_Rarely,Research & Development,20,3,Medical,1,303,Female,3,Laboratory Technician,Divorced,57440,3,Y,19,8,1,7,4,0,0,0
+52,No,Travel_Rarely,Sales,21,5,Technical Degree,1,304,Male,3,Manager,Married,28890,1,Y,11,8,1,34,2,34,1,16
+33,Yes,Travel_Rarely,Research & Development,1,2,Medical,1,305,Male,3,Laboratory Technician,Single,28710,1,Y,17,8,3,10,2,10,7,8
+25,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,306,Male,2,Research Scientist,Single,74840,1,Y,15,8,0,6,3,6,1,4
+45,No,Travel_Rarely,Sales,2,3,Life Sciences,1,307,Male,3,Healthcare Representative,Single,60740,0,Y,14,8,0,9,2,8,3,1
+23,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,308,Female,2,Research Scientist,Single,173280,1,Y,17,8,1,2,2,2,0,2
+47,Yes,Travel_Frequently,Research & Development,4,3,Life Sciences,1,309,Male,1,Research Director,Single,27740,4,Y,13,8,1,NA,2,5,1,3
+34,No,Travel_Rarely,Research & Development,12,3,Technical Degree,1,310,Male,1,Research Scientist,Single,45050,1,Y,12,8,0,6,3,6,1,4
+55,Yes,Travel_Rarely,Human Resources,7,3,Human Resources,1,311,Male,4,Laboratory Technician,Married,74280,5,Y,12,8,0,24,2,5,1,4
+36,No,Non-Travel,Research & Development,7,2,Life Sciences,1,312,Male,5,Sales Executive,Single,116310,1,Y,18,8,1,10,2,10,0,9
+52,No,Non-Travel,Research & Development,1,4,Life Sciences,1,313,Male,5,Sales Executive,Married,97380,0,Y,18,8,2,5,2,4,1,2
+26,No,Travel_Frequently,Research & Development,2,2,Life Sciences,1,314,Male,1,Manufacturing Director,Divorced,28350,3,Y,11,8,1,5,2,2,2,0
+29,No,Travel_Rarely,Research & Development,10,2,Medical,1,315,Male,3,Manufacturing Director,Married,169590,4,Y,14,8,3,11,5,8,1,1
+26,Yes,Travel_Rarely,Research & Development,15,2,Life Sciences,1,316,Male,2,Laboratory Technician,Single,26130,6,Y,19,8,1,6,2,4,1,2
+34,No,Travel_Rarely,Research & Development,14,4,Technical Degree,1,317,Male,2,Manufacturing Director,Single,61460,2,Y,12,8,0,10,3,4,1,3
+54,No,Travel_Rarely,Research & Development,18,4,Medical,1,318,Female,2,Laboratory Technician,Divorced,49630,9,Y,15,8,1,9,2,5,1,4
+27,No,Travel_Frequently,Research & Development,13,2,Life Sciences,1,319,Female,4,Research Scientist,Married,195370,0,Y,12,8,0,5,5,4,1,1
+37,No,Travel_Rarely,Sales,2,4,Technical Degree,1,320,Male,2,Manufacturing Director,Divorced,61720,0,Y,11,8,0,6,1,5,4,3
+38,No,Travel_Frequently,Sales,2,4,Life Sciences,1,321,Female,2,Research Scientist,Single,23680,6,Y,11,8,1,17,3,15,4,12
+34,No,Travel_Rarely,Sales,2,3,Marketing,1,322,Male,1,Sales Representative,Single,103120,1,Y,12,8,0,6,2,6,1,3
+35,No,Travel_Rarely,Research & Development,5,4,Medical,1,323,Male,3,Manager,Married,16750,1,Y,16,8,0,3,6,3,0,2
+30,No,Travel_Rarely,Research & Development,20,3,Medical,1,324,Male,1,Laboratory Technician,Married,25230,3,Y,13,8,1,7,2,2,0,2
+40,No,Travel_Frequently,Research & Development,10,4,Medical,1,325,Male,2,Manufacturing Director,Married,65670,1,Y,13,8,1,8,3,8,3,7
+34,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,326,Male,3,Healthcare Representative,Married,47390,5,Y,24,8,2,6,2,3,1,2
+42,No,Travel_Frequently,Research & Development,9,4,Medical,1,327,Male,1,Manufacturing Director,Divorced,92080,1,Y,15,8,1,24,2,24,14,9
+23,Yes,Travel_Rarely,Sales,2,3,Medical,1,328,Female,4,Manufacturing Director,Married,45590,1,Y,18,8,1,1,2,0,0,0
+24,No,Non-Travel,Sales,1,5,Marketing,1,329,Female,1,Manufacturing Director,Divorced,81890,1,Y,14,8,1,1,3,1,0,0
+52,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,330,Male,2,Manufacturing Director,Married,29420,8,Y,11,8,1,9,1,5,1,4
+50,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,331,Male,2,Sales Executive,Married,49410,5,Y,11,8,1,30,3,4,0,3
+29,Yes,Travel_Rarely,Sales,2,4,Marketing,1,332,Female,4,Research Scientist,Married,106500,1,Y,13,8,2,1,2,1,0,0
+33,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,333,Male,4,Manufacturing Director,Married,59020,0,Y,12,8,1,14,2,13,3,7
+33,Yes,Travel_Rarely,Research & Development,23,5,Life Sciences,1,334,Male,1,Human Resources,Single,86390,5,Y,16,8,2,6,3,3,0,2
+47,No,Travel_Rarely,Research & Development,6,4,Other,1,335,Male,2,Manager,Married,63470,1,Y,14,8,0,26,2,26,3,0
+36,No,Travel_Rarely,Sales,6,3,Medical,1,336,Female,2,Sales Executive,Married,42000,0,Y,22,8,0,10,3,9,0,5
+29,No,Travel_Rarely,Research & Development,10,3,Other,1,337,Male,1,Research Scientist,Married,34520,1,Y,11,8,0,10,3,10,0,7
+58,Yes,Travel_Rarely,Research & Development,24,3,Other,1,338,Female,2,Research Scientist,Single,43170,7,Y,17,8,0,40,2,31,13,8
+35,No,Travel_Rarely,Sales,10,4,Marketing,1,339,Female,1,Research Scientist,Single,26320,3,Y,13,8,3,7,3,2,2,2
+42,No,Travel_Rarely,Sales,15,1,Marketing,1,340,Male,2,Laboratory Technician,Married,46680,9,Y,18,8,2,8,2,4,0,2
+28,Yes,Travel_Rarely,Research & Development,19,4,Medical,1,341,Female,2,Sales Executive,Single,32040,6,Y,16,8,1,5,4,2,2,1
+36,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,342,Male,2,Healthcare Representative,Married,27200,4,Y,14,8,1,8,3,5,0,4
+32,No,Travel_Rarely,Research & Development,3,1,Medical,1,343,Male,2,Manufacturing Director,Married,171810,1,Y,14,8,0,14,2,14,6,8
+40,No,Travel_Frequently,Sales,9,3,Marketing,1,344,Male,3,Manufacturing Director,Single,22380,NA,Y,14,8,0,10,3,1,0,0
+30,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,345,Male,2,Research Director,Single,14830,5,Y,13,8,0,12,3,0,0,0
+45,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,346,Male,1,Research Director,Single,56050,1,Y,12,8,2,1,2,1,0,0
+42,No,Travel_Rarely,Research & Development,20,2,Medical,1,347,Male,2,Sales Representative,Married,72950,1,Y,15,8,0,10,3,9,7,8
+38,No,Travel_Frequently,Sales,4,3,Medical,1,348,Male,2,Research Scientist,Divorced,23060,2,Y,19,8,1,13,5,4,1,2
+34,No,Travel_Frequently,Research & Development,7,4,Life Sciences,1,349,Male,3,Laboratory Technician,Single,23480,1,Y,14,8,1,6,3,5,1,3
+49,Yes,Travel_Rarely,Sales,7,2,Life Sciences,1,350,Female,2,Healthcare Representative,Married,89980,1,Y,14,8,2,9,2,9,7,7
+55,Yes,Travel_Rarely,Human Resources,16,3,Technical Degree,1,351,Male,4,Manufacturing Director,Single,43190,4,Y,11,8,0,12,3,9,7,3
+43,No,Travel_Rarely,Research & Development,25,2,Medical,1,352,Male,2,Healthcare Representative,Married,61320,6,Y,13,8,0,22,3,4,1,0
+27,No,Travel_Rarely,Sales,2,4,Medical,1,353,Male,2,Manager,Divorced,33460,1,Y,21,8,1,9,2,9,0,8
+35,No,Travel_Rarely,Research & Development,1,3,Medical,1,354,Male,1,Research Director,Single,108550,3,Y,13,8,1,17,2,8,1,6
+28,No,Travel_Rarely,Sales,1,2,Technical Degree,1,355,Female,1,Sales Executive,Married,22310,1,Y,12,8,0,8,3,8,7,5
+34,No,Travel_Rarely,Sales,2,5,Life Sciences,1,356,Male,4,Research Scientist,Married,23230,0,Y,17,8,0,4,2,3,0,2
+26,Yes,Travel_Frequently,Research & Development,22,4,Other,1,357,Female,1,Sales Executive,Married,20240,1,Y,23,8,0,8,2,8,1,7
+27,No,Non-Travel,Sales,1,3,Technical Degree,1,358,Female,1,Sales Executive,Married,27130,1,Y,11,8,0,0,2,0,0,0
+51,No,Travel_Rarely,Sales,16,3,Medical,1,359,Male,3,Research Scientist,Married,94390,2,Y,15,8,3,29,0,20,4,17
+44,No,Travel_Rarely,Sales,24,5,Medical,1,360,Female,1,Sales Executive,Single,25660,9,Y,11,8,1,10,3,5,2,3
+25,No,Travel_Rarely,Research & Development,17,3,Medical,1,361,Male,1,Laboratory Technician,Single,199260,7,Y,11,8,3,6,5,4,0,1
+33,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,362,Male,3,Laboratory Technician,Divorced,24510,1,Y,13,8,1,9,3,9,0,8
+35,No,Travel_Rarely,Sales,6,4,Medical,1,363,Female,2,Manager,Single,94190,1,Y,24,8,1,6,5,6,1,1
+36,No,Travel_Rarely,Sales,10,4,Marketing,1,364,Male,3,Manager,Married,86860,1,Y,13,8,0,18,2,18,4,11
+32,No,Travel_Rarely,Research & Development,3,4,Medical,1,365,Female,4,Sales Executive,Divorced,30380,2,Y,20,8,0,8,3,5,0,3
+30,No,Travel_Frequently,Research & Development,4,5,Medical,1,366,Male,5,Sales Representative,Divorced,30580,9,Y,14,8,1,10,2,5,0,3
+53,No,Travel_Rarely,Sales,6,3,Marketing,1,367,Male,4,Sales Executive,Married,23250,7,Y,18,8,1,35,1,5,0,4
+45,No,Travel_Rarely,Research & Development,1,5,Technical Degree,1,368,Male,2,Healthcare Representative,Divorced,20880,4,Y,15,8,3,18,2,5,0,2
+32,No,Travel_Rarely,Sales,10,3,Marketing,1,369,Female,1,Human Resources,Married,30720,5,Y,12,8,0,9,4,5,1,3
+52,No,Travel_Frequently,Research & Development,1,1,Life Sciences,1,370,Male,2,Laboratory Technician,Married,50060,3,Y,16,8,1,31,2,9,0,0
+37,No,Travel_Rarely,Sales,24,2,Life Sciences,1,371,Female,4,Laboratory Technician,Divorced,42570,4,Y,15,8,0,9,2,1,0,0
+28,No,Travel_Rarely,Research & Development,21,4,Life Sciences,1,372,Female,1,Healthcare Representative,Divorced,25000,1,Y,16,8,2,6,3,5,0,4
+22,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,373,Male,1,Sales Representative,Married,11020,6,Y,19,8,0,4,3,2,2,2
+44,No,Travel_Rarely,Research & Development,22,3,Medical,1,374,Female,1,Laboratory Technician,Married,104530,2,Y,11,8,1,10,2,3,0,2
+42,No,Travel_Frequently,Sales,13,4,Life Sciences,1,375,Female,2,Laboratory Technician,Single,22880,5,Y,16,8,1,8,4,2,2,2
+36,No,Travel_Rarely,Research & Development,14,3,Other,1,376,Male,2,Research Scientist,Married,39290,0,Y,24,8,0,6,6,5,0,3
+25,No,Travel_Rarely,Sales,11,3,Life Sciences,1,377,Female,1,Laboratory Technician,Married,23110,1,Y,11,8,1,5,2,5,0,3
+35,No,Travel_Rarely,Research & Development,9,2,Life Sciences,1,378,Female,1,Healthcare Representative,Married,31400,1,Y,13,8,1,17,2,17,5,15
+35,Yes,Travel_Frequently,Sales,8,2,Marketing,1,379,Female,1,Laboratory Technician,Divorced,36900,1,Y,13,8,1,10,2,10,7,8
+32,No,Non-Travel,Research & Development,21,3,Life Sciences,1,380,Male,1,Sales Executive,Divorced,44500,0,Y,13,8,0,4,3,3,0,2
+25,No,Travel_Rarely,Sales,5,3,Marketing,1,381,Female,4,Research Scientist,Married,27560,1,Y,12,8,2,5,2,5,0,3
+49,No,Travel_Rarely,Sales,9,3,Technical Degree,1,382,Female,2,Sales Representative,Married,190330,2,Y,18,8,1,7,5,4,0,2
+24,No,Non-Travel,Research & Development,2,5,Technical Degree,1,383,Male,2,Healthcare Representative,Married,187220,0,Y,22,8,1,6,3,5,3,4
+32,No,Travel_Frequently,Research & Development,12,5,Medical,1,384,Male,1,Research Scientist,Married,95470,1,Y,13,8,1,10,3,10,5,3
+38,No,Travel_Rarely,Sales,22,2,Medical,1,385,Male,1,Sales Executive,Married,137340,0,Y,13,8,0,3,3,2,1,2
+42,No,Travel_Rarely,Research & Development,18,1,Technical Degree,1,386,Female,2,Research Scientist,Married,199990,2,Y,23,8,1,17,6,5,1,3
+31,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,387,Female,3,Sales Executive,Married,22790,3,Y,12,8,1,8,3,6,0,2
+29,Yes,Travel_Rarely,Sales,3,3,Marketing,1,388,Male,3,Laboratory Technician,Divorced,59160,6,Y,12,8,0,5,2,3,0,2
+53,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,389,Male,1,Sales Representative,Married,20890,5,Y,16,8,0,28,2,2,2,2
+35,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,390,Male,3,Healthcare Representative,Married,167920,3,Y,12,8,1,16,3,13,4,8
+37,No,Travel_Frequently,Research & Development,13,4,Life Sciences,1,391,Female,3,Human Resources,Married,35640,5,Y,11,8,0,10,1,5,0,0
+53,No,Travel_Rarely,Research & Development,1,1,Medical,1,392,Male,1,Sales Executive,Single,44250,6,Y,22,8,1,33,2,12,3,8
+43,No,Travel_Frequently,Research & Development,1,3,Medical,1,393,Male,1,Laboratory Technician,Married,52650,4,Y,11,8,1,12,4,5,2,2
+47,No,Travel_Rarely,Sales,15,4,Marketing,1,394,Female,3,Research Director,Married,65530,0,Y,15,8,0,8,2,7,7,7
+37,No,Non-Travel,Research & Development,1,5,Medical,1,395,Female,2,Research Scientist,Single,62610,1,Y,12,8,0,10,1,10,0,9
+50,No,Non-Travel,Research & Development,17,3,Medical,1,396,Female,1,Laboratory Technician,Divorced,42980,1,Y,20,8,1,31,6,31,14,7
+39,No,Travel_Rarely,Research & Development,1,3,Other,1,397,Female,3,Human Resources,Married,68040,8,Y,14,8,1,13,3,5,0,4
+33,No,Travel_Rarely,Sales,7,3,Life Sciences,1,398,Male,2,Manufacturing Director,Divorced,38150,3,Y,11,8,1,7,3,4,0,3
+32,Yes,Travel_Rarely,Research & Development,9,1,Medical,1,399,Female,1,Laboratory Technician,Single,27410,1,Y,15,8,1,1,5,1,0,1
+29,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,400,Female,4,Healthcare Representative,Divorced,66730,6,Y,12,8,1,8,2,4,0,3
+44,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,401,Male,2,Manufacturing Director,Married,76390,1,Y,14,8,0,8,6,8,7,1
+28,No,Travel_Rarely,Sales,24,5,Life Sciences,1,402,Female,1,Research Scientist,Single,23280,1,Y,11,8,2,4,3,4,0,2
+58,Yes,Travel_Frequently,Sales,9,2,Technical Degree,1,403,Male,1,Sales Executive,Divorced,21530,9,Y,11,8,0,3,3,1,0,0
+43,No,Travel_Rarely,Sales,7,4,Marketing,1,404,Male,2,Sales Executive,Divorced,48760,4,Y,16,8,2,4,4,1,0,0
+20,Yes,Travel_Rarely,Research & Development,11,3,Medical,1,405,Male,2,Sales Executive,Single,93960,1,Y,12,8,0,2,6,2,0,2
+21,Yes,Travel_Rarely,Research & Development,1,3,Medical,1,406,Male,2,Sales Executive,Single,104000,1,Y,13,8,1,1,2,1,0,0
+36,No,Travel_Rarely,Research & Development,26,4,Medical,1,407,Male,1,Laboratory Technician,Married,84740,0,Y,14,8,0,17,3,16,4,11
+47,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,408,Male,2,Manufacturing Director,Single,99810,1,Y,21,8,1,3,3,3,1,2
+22,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,409,Female,1,Laboratory Technician,Married,124900,0,Y,13,8,0,4,3,3,0,2
+41,Yes,Travel_Rarely,Research & Development,23,3,Life Sciences,1,410,Female,2,Sales Executive,Divorced,26570,4,Y,11,8,0,10,3,7,1,0
+28,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,411,Female,3,Manager,Divorced,135910,5,Y,20,8,1,6,2,2,2,2
+39,Yes,Travel_Rarely,Research & Development,10,4,Life Sciences,1,412,Female,4,Human Resources,Married,66960,7,Y,11,8,0,8,3,2,2,2
+27,No,Travel_Rarely,Research & Development,1,3,Medical,1,413,Male,1,Research Scientist,Single,20580,1,Y,14,8,1,1,5,1,0,0
+34,No,Travel_Rarely,Research & Development,12,2,Technical Degree,1,414,Male,2,Human Resources,Divorced,88650,1,Y,11,8,1,1,0,1,1,0
+42,No,Travel_Rarely,Sales,11,1,Technical Degree,1,415,Male,2,Human Resources,Single,59400,7,Y,16,8,0,10,2,5,0,3
+33,No,Travel_Rarely,Sales,2,3,Marketing,1,416,Female,1,Sales Executive,Single,59140,3,Y,16,8,1,6,4,3,0,2
+58,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,417,Male,1,Research Scientist,Divorced,26220,2,Y,23,8,0,24,3,6,0,4
+31,No,Travel_Rarely,Sales,1,3,Life Sciences,1,418,Female,1,Sales Representative,Married,121850,3,Y,14,8,0,13,2,7,5,2
+35,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,419,Male,3,Healthcare Representative,Married,106090,1,Y,22,8,0,10,3,10,0,7
+49,No,Travel_Rarely,Research & Development,25,2,Life Sciences,1,420,Female,2,Sales Executive,Married,43450,4,Y,15,8,0,29,3,26,1,7
+48,No,Travel_Rarely,Research & Development,1,4,Medical,1,421,Male,1,Research Scientist,Married,21770,4,Y,18,8,0,13,4,0,0,0
+31,No,Non-Travel,Research & Development,1,2,Technical Degree,1,422,Female,2,Sales Executive,Married,27930,1,Y,16,8,0,9,4,9,0,0
+36,No,Travel_Rarely,Human Resources,2,4,Technical Degree,1,423,Male,1,Sales Executive,Single,79180,2,Y,12,8,2,8,3,6,0,1
+38,No,Travel_Rarely,Sales,6,3,Other,1,424,Male,2,Sales Executive,Married,87890,1,Y,11,8,3,15,4,15,5,11
+32,No,Non-Travel,Sales,18,3,Marketing,1,425,Male,1,Laboratory Technician,Married,23890,6,Y,12,8,1,5,4,3,0,2
+25,Yes,Travel_Rarely,Research & Development,1,2,Life Sciences,1,426,Male,1,Sales Executive,Married,32120,1,Y,15,8,1,1,3,1,0,0
+40,No,Travel_Rarely,Research & Development,1,4,Medical,1,427,Male,2,Research Scientist,Divorced,192320,2,Y,14,8,1,11,3,1,0,0
+26,No,Travel_Frequently,Sales,11,3,Marketing,1,428,Male,2,Healthcare Representative,Single,22670,1,Y,19,8,3,7,2,7,0,7
+41,No,Travel_Rarely,Research & Development,1,4,Medical,1,429,Male,1,Research Scientist,Single,195170,2,Y,13,8,0,20,5,18,2,17
+36,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,430,Female,2,Healthcare Representative,Single,24360,4,Y,13,8,0,16,3,11,3,9
+19,Yes,Travel_Rarely,Research & Development,15,3,Life Sciences,1,431,Male,2,Research Scientist,Single,160640,1,Y,15,8,1,1,3,1,0,0
+20,Yes,Travel_Rarely,Research & Development,29,3,Life Sciences,1,432,Female,3,Laboratory Technician,Single,27070,1,Y,11,8,0,1,2,1,0,0
+31,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,433,Male,4,Research Director,Married,190680,0,Y,12,8,0,10,1,9,8,5
+40,No,Travel_Frequently,Sales,1,3,Marketing,1,434,Male,1,Research Scientist,Divorced,39310,8,Y,19,8,0,3,2,1,0,0
+32,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,435,Male,4,Laboratory Technician,Married,37300,1,Y,25,8,1,8,4,8,6,3
+36,Yes,Travel_Rarely,Research & Development,10,3,Medical,1,436,Male,3,Sales Executive,Married,22320,1,Y,12,8,1,16,2,16,3,7
+33,No,Travel_Rarely,Research & Development,1,4,Medical,1,437,Female,4,Manufacturing Director,Single,44650,0,Y,13,8,0,6,3,5,1,4
+37,Yes,Travel_Rarely,Sales,10,4,Marketing,1,438,Female,3,Human Resources,Married,30720,5,Y,14,8,0,17,3,14,11,7
+45,No,Non-Travel,Research & Development,8,1,Life Sciences,1,439,Male,2,Sales Executive,Married,33190,1,Y,12,8,1,9,3,9,0,8
+29,No,Travel_Frequently,Research & Development,29,1,Life Sciences,1,440,Male,1,Sales Representative,Married,192020,1,Y,12,8,0,3,5,3,0,2
+35,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,441,Male,3,Laboratory Technician,Married,136750,1,Y,15,8,3,5,5,5,1,0
+52,No,Travel_Rarely,Research & Development,5,4,Other,1,442,Male,1,Laboratory Technician,Married,29110,2,Y,17,8,2,26,3,9,7,8
+58,Yes,Travel_Rarely,Sales,9,2,Medical,1,443,Female,4,Sales Executive,Single,59570,4,Y,14,8,1,7,2,1,0,0
+53,No,Travel_Rarely,Research & Development,9,3,Technical Degree,1,444,Male,1,Manager,Divorced,39200,6,Y,16,8,1,22,3,17,15,2
+30,No,Travel_Rarely,Sales,3,4,Marketing,1,445,Male,1,Sales Executive,Divorced,64340,5,Y,14,8,1,10,3,8,7,7
+38,No,Non-Travel,Sales,4,3,Life Sciences,1,446,Male,2,Research Director,Single,100480,1,Y,23,8,1,6,2,5,1,3
+35,No,Travel_Rarely,Sales,1,2,Life Sciences,1,447,Female,2,Healthcare Representative,Divorced,109380,6,Y,14,8,2,12,2,10,0,8
+39,No,Travel_Rarely,Sales,1,1,Marketing,1,448,Male,2,Research Scientist,Single,23400,0,Y,11,8,1,9,2,8,0,7
+40,Yes,Non-Travel,Research & Development,2,4,Life Sciences,1,449,Male,1,Human Resources,Single,65450,4,Y,15,8,0,22,2,1,0,0
+47,No,Travel_Frequently,Research & Development,7,4,Life Sciences,1,450,Male,3,Sales Executive,Divorced,69310,1,Y,11,8,0,20,3,19,2,7
+36,No,Non-Travel,Sales,28,1,Life Sciences,1,451,Male,2,Research Scientist,Divorced,48980,4,Y,13,8,1,12,3,7,0,7
+31,Yes,Non-Travel,Research & Development,28,4,Medical,1,452,Male,2,Research Scientist,Single,25930,0,Y,21,8,0,4,2,3,1,2
+33,No,Non-Travel,Sales,15,3,Other,1,453,Male,4,Research Director,Single,194360,1,Y,19,8,2,10,4,10,6,0
+29,Yes,Travel_Rarely,Human Resources,3,5,Life Sciences,1,454,Male,1,Sales Executive,Single,27230,6,Y,11,8,1,3,2,0,0,0
+33,No,Travel_Rarely,Research & Development,2,2,Technical Degree,1,455,Male,2,Laboratory Technician,Single,34790,3,Y,12,8,0,5,3,3,0,2
+45,No,Travel_Rarely,Research & Development,26,1,Medical,1,456,Female,3,Healthcare Representative,Divorced,27940,3,Y,19,8,1,8,2,5,0,2
+50,No,Travel_Rarely,Sales,10,1,Life Sciences,1,457,Female,1,Manufacturing Director,Divorced,52490,9,Y,21,8,2,32,2,5,1,3
+33,No,Travel_Frequently,Sales,1,3,Marketing,1,458,Male,2,Human Resources,Married,21760,1,Y,14,8,1,6,2,6,1,2
+41,No,Travel_Frequently,Sales,11,3,Other,1,459,Male,1,Laboratory Technician,Divorced,168720,2,Y,15,8,1,21,2,18,0,11
+27,No,Travel_Rarely,Research & Development,20,4,Other,1,460,Male,2,Manufacturing Director,Married,34850,9,Y,17,8,2,4,2,2,2,2
+45,No,Non-Travel,Sales,2,3,Medical,1,461,Female,1,Sales Executive,Married,66440,1,Y,12,8,0,9,3,9,0,8
+47,No,Travel_Rarely,Sales,18,4,Medical,1,462,Female,2,Research Scientist,Single,55820,1,Y,16,8,0,9,3,9,0,7
+30,Yes,Travel_Rarely,Sales,2,3,Life Sciences,1,463,Male,2,Healthcare Representative,Married,40000,4,Y,12,8,0,7,5,5,0,1
+50,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,464,Female,2,Sales Executive,Married,134960,3,Y,18,8,1,22,3,12,1,5
+38,No,Travel_Frequently,Research & Development,13,3,Technical Degree,1,465,Male,1,Manufacturing Director,Married,32100,0,Y,17,8,2,3,5,2,0,2
+46,No,Travel_Rarely,Research & Development,28,3,Medical,1,466,Female,3,Human Resources,Divorced,190450,6,Y,11,8,3,13,2,8,0,7
+24,No,Travel_Rarely,Sales,28,3,Life Sciences,1,467,Female,1,Healthcare Representative,Divorced,118490,1,Y,16,8,1,5,3,4,3,2
+35,Yes,Travel_Rarely,Sales,24,3,Medical,1,468,Male,3,Healthcare Representative,Divorced,20700,1,Y,13,8,3,5,1,4,0,2
+31,No,Travel_Frequently,Research & Development,5,2,Technical Degree,1,469,Male,2,Sales Executive,Married,65020,1,Y,12,8,0,4,3,4,0,3
+18,No,Non-Travel,Sales,5,4,Other,1,470,Male,2,Manager,Single,32300,1,Y,12,8,1,0,3,0,0,0
+54,No,Travel_Rarely,Sales,23,3,Medical,1,471,Female,1,Laboratory Technician,Married,136030,8,Y,13,8,1,22,2,10,0,8
+35,No,Travel_Rarely,Research & Development,6,4,Medical,1,472,Female,1,Manufacturing Director,Divorced,119960,1,Y,19,8,2,16,3,16,10,1
+30,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,473,Female,5,Healthcare Representative,Married,56050,0,Y,12,8,1,9,0,8,1,7
+20,Yes,Travel_Rarely,Research & Development,2,2,Life Sciences,1,474,Female,2,Research Scientist,Single,63970,1,Y,17,8,1,1,3,1,0,0
+30,Yes,Travel_Frequently,Research & Development,8,4,Medical,1,475,Male,1,Sales Executive,Single,191440,0,Y,11,8,0,4,3,3,1,2
+26,No,Travel_Rarely,Sales,1,3,Marketing,1,476,Female,2,Research Scientist,Married,175840,1,Y,20,8,0,8,2,8,1,3
+22,No,Travel_Rarely,Research & Development,8,3,Other,1,477,Male,2,Sales Representative,Married,49070,NA,Y,21,8,1,4,2,4,1,1
+48,No,Travel_Rarely,Human Resources,2,4,Medical,1,478,Male,2,Sales Executive,Single,45540,2,Y,11,8,2,19,3,2,2,2
+48,No,Travel_Rarely,Sales,3,3,Medical,1,479,Male,1,Research Director,Single,54150,7,Y,11,8,1,27,1,15,4,8
+41,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,480,Male,2,Research Scientist,Single,47410,6,Y,16,8,0,8,3,2,2,1
+39,No,Travel_Rarely,Sales,2,3,Life Sciences,1,481,Male,3,Human Resources,Married,21150,1,Y,18,8,0,21,3,21,11,8
+27,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,482,Male,2,Human Resources,Married,31610,0,Y,13,8,2,4,0,3,2,2
+35,No,Travel_Rarely,Sales,24,3,Medical,1,483,Male,5,Sales Executive,Divorced,57450,1,Y,17,8,3,3,4,3,1,2
+42,No,Travel_Rarely,Research & Development,23,4,Other,1,484,Male,1,Research Scientist,Married,23730,6,Y,14,8,1,21,3,1,0,0
+50,No,Travel_Rarely,Sales,27,3,Medical,1,485,Male,2,Sales Executive,Married,33100,4,Y,22,8,1,8,3,1,0,0
+59,No,Travel_Rarely,Research & Development,16,4,Medical,1,486,Female,5,Laboratory Technician,Single,186650,3,Y,12,8,0,30,3,5,4,3
+37,Yes,Travel_Rarely,Sales,15,3,Marketing,1,487,Male,2,Laboratory Technician,Married,44850,5,Y,11,8,1,15,2,1,0,0
+55,No,Travel_Frequently,Research & Development,26,2,Life Sciences,1,488,Female,2,Sales Executive,Married,27890,3,Y,13,8,1,17,2,8,6,7
+41,No,Non-Travel,Research & Development,19,1,Life Sciences,1,489,Male,2,Research Scientist,Divorced,58280,1,Y,13,8,0,21,0,21,5,10
+38,No,Travel_Rarely,Research & Development,24,2,Other,1,490,Female,1,Laboratory Technician,Single,23260,8,Y,14,8,0,19,3,1,0,0
+26,Yes,Non-Travel,Research & Development,21,1,Life Sciences,1,491,Female,1,Manufacturing Director,Single,135250,8,Y,17,8,1,7,4,2,2,2
+52,Yes,Travel_Rarely,Research & Development,5,4,Medical,1,492,Female,4,Human Resources,Married,14200,1,Y,13,8,1,33,2,32,6,9
+44,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,493,Female,1,Healthcare Representative,Married,80200,3,Y,11,8,1,23,2,12,11,11
+50,No,Non-Travel,Human Resources,2,2,Life Sciences,1,494,Male,1,Laboratory Technician,Married,36880,0,Y,11,8,0,19,3,18,0,13
+36,Yes,Travel_Rarely,Sales,2,4,Technical Degree,1,495,Male,4,Sales Executive,Single,54820,1,Y,18,8,0,18,3,17,15,14
+39,No,Travel_Frequently,Sales,11,3,Marketing,1,496,Male,1,Sales Executive,Single,160150,1,Y,11,8,0,21,3,21,2,8
+33,No,Non-Travel,Sales,9,2,Technical Degree,1,497,Male,5,Sales Representative,Single,12000,0,Y,11,8,1,3,3,2,2,2
+45,No,Travel_Rarely,Research & Development,7,2,Other,1,498,Male,1,Human Resources,Married,56610,3,Y,12,8,0,26,2,9,1,1
+32,No,Non-Travel,Research & Development,15,3,Medical,1,499,Male,2,Manager,Single,69290,9,Y,20,8,0,10,6,8,7,7
+34,No,Travel_Rarely,Sales,6,4,Marketing,1,500,Male,2,Research Director,Divorced,96130,0,Y,12,8,1,16,5,15,0,9
+59,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,501,Male,2,Research Scientist,Married,56740,3,Y,12,8,0,14,6,6,0,4
+45,No,Travel_Rarely,Research & Development,16,1,Medical,1,502,Male,2,Sales Executive,Single,54840,1,Y,20,8,3,6,6,6,0,4
+53,No,Travel_Frequently,Sales,8,2,Medical,1,503,Male,2,Research Scientist,Married,120610,2,Y,20,8,1,30,2,15,6,12
+36,Yes,Travel_Rarely,Research & Development,7,2,Life Sciences,1,504,Female,1,Research Scientist,Divorced,56600,7,Y,12,8,0,9,3,1,0,0
+26,Yes,Travel_Frequently,Sales,2,3,Life Sciences,1,505,Male,2,Research Scientist,Married,48210,6,Y,14,8,2,6,2,3,1,2
+34,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,506,Male,1,Sales Representative,Married,64100,1,Y,13,8,1,1,5,1,0,0
+28,No,Travel_Rarely,Research & Development,10,3,Other,1,507,Male,2,Sales Representative,Married,52100,1,Y,15,8,0,1,1,1,0,0
+38,No,Travel_Frequently,Sales,9,4,Medical,1,508,Male,2,Research Scientist,Married,26950,3,Y,14,8,1,8,4,2,2,2
+50,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,509,Male,1,Sales Executive,Married,118780,2,Y,13,8,1,29,2,8,7,7
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,510,Male,1,Laboratory Technician,Single,170680,3,Y,23,8,0,8,6,4,0,1
+40,No,Travel_Rarely,Human Resources,2,3,Medical,1,511,Male,5,Sales Executive,Married,24550,1,Y,15,8,1,8,2,7,7,5
+26,No,Travel_Frequently,Research & Development,3,3,Medical,1,512,Male,2,Laboratory Technician,Divorced,139640,1,Y,11,8,2,5,1,5,1,3
+46,No,Travel_Rarely,Research & Development,2,1,Medical,1,513,Female,3,Research Scientist,Divorced,49410,9,Y,13,8,2,23,2,2,2,2
+54,No,Travel_Rarely,Research & Development,5,3,Medical,1,514,Female,2,Manufacturing Director,Married,24780,6,Y,11,8,0,13,0,9,7,0
+56,No,Travel_Frequently,Research & Development,1,2,Life Sciences,1,515,Female,2,Manufacturing Director,Married,52280,2,Y,11,8,0,18,4,5,0,3
+36,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,516,Female,2,Human Resources,Single,44780,0,Y,18,8,1,15,3,14,7,8
+55,No,Non-Travel,Research & Development,2,3,Medical,1,517,Female,2,Manager,Single,75470,7,Y,16,8,0,31,2,9,6,2
+43,No,Travel_Rarely,Sales,25,2,Life Sciences,1,518,Male,3,Research Scientist,Divorced,50550,5,Y,22,8,0,18,2,1,0,0
+20,Yes,Travel_Frequently,Sales,8,3,Marketing,1,519,Male,3,Sales Executive,Single,34640,1,Y,20,8,0,2,3,2,0,2
+21,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,520,Male,1,Manager,Single,57750,1,Y,18,8,0,1,2,1,1,0
+46,No,Travel_Rarely,Sales,12,3,Marketing,1,521,Female,3,Healthcare Representative,Divorced,89430,8,Y,12,8,1,19,6,16,1,7
+51,Yes,Travel_Rarely,Sales,23,3,Medical,1,522,Female,2,Research Scientist,Married,192720,9,Y,20,8,0,18,2,10,2,7
+28,Yes,Non-Travel,Research & Development,19,4,Life Sciences,1,523,Female,4,Laboratory Technician,Single,52380,1,Y,17,8,1,10,4,10,1,9
+26,No,Travel_Rarely,Research & Development,5,4,Medical,1,524,Female,2,Sales Executive,Married,46820,1,Y,11,8,1,6,3,5,1,3
+30,No,Travel_Rarely,Research & Development,8,3,Medical,1,525,Female,1,Sales Executive,Married,183000,0,Y,14,8,0,7,6,6,0,2
+41,No,Travel_Rarely,Sales,1,4,Life Sciences,1,526,Female,1,Research Director,Married,52570,1,Y,14,8,0,10,2,10,0,8
+38,No,Travel_Rarely,Research & Development,5,3,Technical Degree,1,527,Male,1,Sales Executive,Married,63490,0,Y,11,8,0,20,3,19,1,9
+40,No,Travel_Rarely,Sales,1,4,Marketing,1,528,Male,1,Sales Executive,Married,48690,4,Y,12,8,0,14,2,11,11,1
+27,No,Non-Travel,Sales,11,3,Technical Degree,1,529,Female,2,Laboratory Technician,Married,99850,1,Y,14,8,1,3,3,3,1,2
+55,No,Travel_Frequently,Research & Development,23,5,Life Sciences,1,530,Male,3,Laboratory Technician,Married,36970,3,Y,13,8,1,23,1,3,1,2
+28,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,531,Male,2,Healthcare Representative,Single,74570,3,Y,11,8,2,10,1,8,1,7
+44,Yes,Travel_Rarely,Research & Development,18,4,Life Sciences,1,532,Female,2,Sales Executive,Married,21190,9,Y,15,8,0,24,3,20,3,6
+33,No,Travel_Rarely,Sales,23,4,Marketing,1,533,Female,4,Sales Executive,Divorced,39830,4,Y,12,8,0,9,3,3,1,2
+35,Yes,Travel_Rarely,Sales,7,4,Life Sciences,1,534,Male,3,Sales Representative,Single,61180,0,Y,21,8,1,9,3,8,4,7
+33,Yes,Travel_Frequently,Research & Development,1,2,Life Sciences,1,535,Female,1,Sales Executive,Single,62140,1,Y,19,8,2,14,3,13,3,8
+28,No,Travel_Rarely,Human Resources,1,1,Human Resources,1,536,Male,2,Research Scientist,Divorced,63470,1,Y,15,8,1,4,2,4,2,2
+34,No,Travel_Frequently,Sales,29,4,Marketing,1,537,Male,1,Research Scientist,Single,115100,0,Y,14,8,1,7,5,6,0,4
+37,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,538,Male,4,Sales Executive,Divorced,71430,2,Y,21,8,0,8,6,1,0,0
+25,Yes,Travel_Rarely,Human Resources,25,4,Human Resources,1,539,Female,2,Research Scientist,Married,82680,1,Y,12,8,0,7,3,7,5,6
+26,Yes,Travel_Rarely,Sales,8,2,Marketing,1,540,Male,2,Sales Executive,Divorced,80950,1,Y,15,8,0,1,3,1,0,0
+33,Yes,Travel_Rarely,Research & Development,8,2,Life Sciences,1,541,Male,4,Manufacturing Director,Single,29040,4,Y,13,8,0,5,2,2,2,2
+42,No,Travel_Rarely,Research & Development,11,1,Life Sciences,1,542,Male,4,Research Scientist,Married,60320,0,Y,14,8,0,23,2,22,13,7
+28,Yes,Travel_Frequently,Research & Development,7,3,Life Sciences,1,543,Male,2,Manager,Divorced,29760,1,Y,14,8,0,1,3,1,0,0
+50,Yes,Travel_Frequently,Research & Development,1,4,Medical,1,544,Male,2,Research Scientist,Single,159920,3,Y,14,8,0,5,3,0,0,0
+33,No,Travel_Frequently,Sales,9,3,Medical,1,545,Female,2,Research Scientist,Married,46490,0,Y,12,8,0,4,2,3,0,2
+34,No,Non-Travel,Sales,1,1,Marketing,1,546,Female,2,Research Director,Married,26960,3,Y,23,8,0,6,3,0,0,0
+48,No,Non-Travel,Sales,2,1,Life Sciences,1,547,Male,2,Sales Executive,Single,23700,2,Y,11,8,0,27,3,5,2,1
+45,No,Non-Travel,Research & Development,1,3,Medical,1,548,Female,2,Human Resources,Married,125040,1,Y,12,8,1,15,2,15,4,12
+52,No,Travel_Rarely,Sales,1,3,Life Sciences,1,549,Male,1,Sales Executive,Single,59740,7,Y,18,8,1,18,6,8,4,0
+38,No,Travel_Rarely,Research & Development,6,2,Medical,1,550,Male,1,Research Scientist,Divorced,47360,0,Y,11,8,1,9,3,8,2,7
+29,No,Travel_Rarely,Research & Development,8,3,Medical,1,551,Female,4,Research Scientist,Divorced,52960,4,Y,14,8,0,11,3,7,1,7
+28,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,552,Female,4,Laboratory Technician,Divorced,67810,0,Y,15,8,1,10,2,9,1,7
+46,No,Travel_Rarely,Research & Development,6,4,Medical,1,553,Male,3,Sales Executive,Married,21740,3,Y,11,8,1,23,3,12,4,9
+38,No,Travel_Rarely,Research & Development,7,4,Medical,1,554,Male,1,Sales Executive,Single,66530,7,Y,20,8,1,10,2,1,0,0
+43,No,Travel_Frequently,Research & Development,5,3,Medical,1,555,Female,2,Laboratory Technician,Married,96990,8,Y,19,8,1,18,3,8,0,1
+39,Yes,Travel_Frequently,Sales,1,3,Marketing,1,556,Male,2,Healthcare Representative,Divorced,67550,7,Y,14,8,1,21,2,18,11,5
+40,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,557,Male,1,Healthcare Representative,Single,22130,1,Y,17,8,0,21,4,20,4,9
+21,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,558,Female,1,Research Scientist,Single,26100,1,Y,11,8,1,2,3,2,2,2
+39,No,Non-Travel,Research & Development,6,3,Life Sciences,1,559,Male,1,Laboratory Technician,Single,28510,9,Y,15,8,0,9,2,5,0,3
+36,No,Non-Travel,Research & Development,1,3,Medical,1,560,Male,3,Sales Representative,Single,34520,2,Y,13,8,3,18,4,11,0,9
+31,No,Travel_Frequently,Research & Development,7,3,Life Sciences,1,561,Male,1,Sales Executive,Married,52580,0,Y,14,8,3,3,5,2,2,2
+28,No,Travel_Rarely,Sales,2,4,Marketing,1,562,Male,1,Sales Executive,Married,93550,0,Y,11,8,0,6,4,5,0,4
+35,No,Travel_Frequently,Research & Development,9,2,Other,1,563,Female,1,Manufacturing Director,Divorced,104960,1,Y,13,8,1,5,2,5,0,2
+49,No,Travel_Rarely,Sales,2,2,Medical,1,564,Female,1,Sales Executive,Married,63800,6,Y,23,8,1,22,1,9,2,3
+34,No,Travel_Frequently,Sales,9,1,Technical Degree,1,565,Male,2,Sales Executive,Single,26570,2,Y,13,8,1,5,3,3,0,2
+29,No,Travel_Frequently,Research & Development,1,4,Medical,1,566,Male,3,Research Scientist,Divorced,27160,0,Y,18,8,0,8,2,7,1,1
+42,No,Travel_Rarely,Sales,21,2,Life Sciences,1,567,Female,1,Healthcare Representative,Single,22010,4,Y,12,8,1,16,3,1,0,0
+29,No,Travel_Rarely,Sales,4,2,Other,1,568,Female,2,Healthcare Representative,Married,65400,1,Y,22,8,0,10,2,10,1,2
+38,No,Travel_Rarely,Research & Development,1,3,Medical,1,569,Female,1,Human Resources,Married,38160,1,Y,13,8,2,7,2,7,5,0
+28,No,Travel_Frequently,Sales,6,4,Life Sciences,1,570,Male,1,Manager,Divorced,52530,1,Y,15,8,0,3,2,3,0,2
+18,Yes,Non-Travel,Research & Development,2,4,Medical,1,571,Male,3,Laboratory Technician,Single,109650,1,Y,18,8,0,0,5,0,0,0
+33,Yes,Travel_Rarely,Research & Development,3,2,Life Sciences,1,572,Male,1,Sales Executive,Single,49360,0,Y,14,8,0,6,2,5,0,3
+41,No,Travel_Rarely,Research & Development,4,2,Medical,1,573,Male,2,Research Scientist,Married,25430,3,Y,12,8,0,6,3,1,0,0
+31,Yes,Travel_Frequently,Sales,10,3,Technical Degree,1,574,Female,1,Research Director,Married,53040,1,Y,17,8,0,2,3,2,2,2
+37,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,575,Male,3,Manufacturing Director,Divorced,166590,7,Y,16,8,1,NA,2,6,1,3
+27,No,Travel_Rarely,Research & Development,6,2,Medical,1,576,Female,1,Healthcare Representative,Married,42600,1,Y,11,8,2,4,2,4,2,2
+34,No,Travel_Rarely,Sales,1,1,Marketing,1,577,Female,2,Laboratory Technician,Married,24760,1,Y,19,8,0,6,2,6,1,3
+35,No,Travel_Rarely,Research & Development,6,3,Life Sciences,1,578,Female,3,Laboratory Technician,Single,31020,1,Y,13,8,1,6,3,5,1,4
+29,Yes,Travel_Rarely,Research & Development,6,3,Life Sciences,1,579,Male,1,Sales Executive,Married,22440,1,Y,12,8,3,11,5,11,3,10
+40,No,Travel_Frequently,Research & Development,2,4,Medical,1,580,Male,4,Human Resources,Single,75960,9,Y,11,8,0,20,0,18,2,13
+42,Yes,Travel_Frequently,Sales,2,4,Life Sciences,1,581,Male,1,Laboratory Technician,Single,22850,0,Y,16,8,0,22,3,21,13,14
+42,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,582,Male,4,Laboratory Technician,Single,30340,7,Y,21,8,1,9,3,6,1,5
+35,No,Travel_Rarely,Research & Development,5,3,Medical,1,583,Male,1,Healthcare Representative,Married,57150,6,Y,24,8,2,10,0,8,1,7
+24,No,Travel_Rarely,Sales,7,4,Life Sciences,1,584,Female,1,Laboratory Technician,Single,25760,8,Y,17,8,3,6,3,4,1,2
+28,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,585,Male,2,Sales Executive,Married,41970,1,Y,13,8,0,1,3,1,0,0
+26,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,586,Male,2,Sales Representative,Married,143360,1,Y,21,8,1,8,3,8,0,7
+30,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,587,Female,1,Manufacturing Director,Married,34480,1,Y,11,8,0,10,3,10,1,4
+40,No,Travel_Frequently,Research & Development,26,4,Life Sciences,1,588,Male,2,Research Scientist,Married,194060,3,Y,20,8,3,16,2,1,0,0
+35,No,Travel_Rarely,Research & Development,18,5,Medical,1,589,Female,2,Research Scientist,Divorced,65380,2,Y,16,8,1,15,3,7,6,4
+34,No,Travel_Frequently,Research & Development,6,2,Life Sciences,1,590,Male,1,Research Director,Single,43060,0,Y,11,8,0,14,2,13,4,9
+35,No,Travel_Frequently,Research & Development,3,3,Medical,1,591,Female,2,Laboratory Technician,Married,22580,1,Y,11,8,1,2,2,2,2,2
+43,Yes,Travel_Rarely,Sales,5,3,Marketing,1,592,Female,3,Research Scientist,Single,45220,8,Y,15,8,1,7,3,4,1,3
+32,No,Non-Travel,Research & Development,11,2,Other,1,593,Female,2,Research Scientist,Divorced,44870,1,Y,11,8,0,1,5,1,0,0
+56,No,Travel_Rarely,Research & Development,3,2,Other,1,594,Male,2,Healthcare Representative,Divorced,44490,4,Y,15,8,0,28,3,5,4,2
+29,No,Travel_Rarely,Research & Development,26,1,Life Sciences,1,595,Male,1,Laboratory Technician,Married,22180,1,Y,24,8,1,10,1,10,0,8
+19,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,596,Male,2,Laboratory Technician,Single,191970,1,Y,12,8,0,1,2,1,0,0
+45,No,Travel_Rarely,Research & Development,22,3,Life Sciences,1,597,Female,2,Sales Representative,Married,132120,4,Y,13,8,0,7,4,3,0,2
+37,No,Travel_Rarely,Research & Development,14,4,Life Sciences,1,598,Male,3,Research Scientist,Married,65770,1,Y,13,8,0,14,1,14,3,11
+20,No,Travel_Rarely,Research & Development,6,3,Medical,1,599,Male,5,Research Director,Single,83920,1,Y,17,8,0,2,5,2,1,2
+44,Yes,Travel_Rarely,Human Resources,6,2,Human Resources,1,600,Male,3,Sales Executive,Single,45580,1,Y,13,8,1,6,2,6,0,2
+53,No,Travel_Rarely,Research & Development,6,4,Life Sciences,1,601,Male,1,Research Director,Divorced,40310,3,Y,12,8,1,26,3,7,4,7
+29,No,Travel_Rarely,Research & Development,23,3,Medical,1,602,Male,1,Sales Executive,Married,79690,0,Y,14,8,0,6,3,5,1,3
+22,Yes,Travel_Frequently,Research & Development,22,4,Medical,1,603,Male,1,Sales Representative,Married,26540,0,Y,24,8,0,1,5,0,0,0
+46,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,604,Male,2,Research Scientist,Married,165550,8,Y,14,8,2,28,4,26,15,9
+44,No,Non-Travel,Research & Development,20,3,Life Sciences,1,605,Male,1,Sales Representative,Single,45560,2,Y,13,8,0,6,4,0,0,0
+33,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,606,Female,1,Manager,Married,60910,1,Y,15,8,0,5,6,5,1,4
+41,Yes,Non-Travel,Research & Development,12,3,Life Sciences,1,607,Male,2,Sales Representative,Divorced,195660,6,Y,16,8,0,5,2,1,0,0
+30,No,Travel_Rarely,Sales,20,3,Marketing,1,608,Male,3,Sales Executive,Divorced,48100,8,Y,18,8,0,8,3,4,0,3
+40,No,Travel_Frequently,Sales,9,3,Medical,1,609,Male,1,Manufacturing Director,Married,45230,5,Y,16,8,1,5,5,0,0,0
+50,No,Travel_Frequently,Research & Development,25,4,Life Sciences,1,610,Female,2,Healthcare Representative,Married,32020,2,Y,24,8,1,32,2,2,2,2
+28,No,Travel_Rarely,Research & Development,6,3,Technical Degree,1,611,Male,2,Research Scientist,Married,23510,1,Y,16,8,0,6,4,6,3,3
+46,No,Travel_Rarely,Research & Development,8,4,Other,1,612,Male,3,Manager,Married,17020,5,Y,21,8,0,25,2,4,0,3
+35,No,Travel_Rarely,Sales,4,4,Marketing,1,613,Male,1,Laboratory Technician,Married,180410,3,Y,20,8,1,15,3,7,1,7
+24,Yes,Travel_Rarely,Human Resources,28,4,Human Resources,1,614,Male,3,Manufacturing Director,Married,28860,1,Y,19,8,1,1,5,1,0,0
+33,No,Travel_Frequently,Research & Development,9,2,Medical,1,615,Female,1,Sales Executive,Married,20970,1,Y,14,8,2,10,5,10,0,1
+36,No,Travel_Rarely,Research & Development,9,2,Medical,1,616,Male,2,Sales Executive,Divorced,119350,1,Y,11,8,3,7,6,7,1,7
+30,No,Travel_Rarely,Sales,29,3,Marketing,1,617,Male,1,Sales Executive,Divorced,25460,1,Y,14,8,1,10,2,10,8,9
+44,No,Travel_Rarely,Research & Development,3,4,Medical,1,618,Male,2,Research Scientist,Single,25640,1,Y,12,8,3,20,3,20,13,17
+20,No,Travel_Rarely,Research & Development,18,4,Medical,1,619,Male,1,Human Resources,Single,84120,1,Y,13,8,0,2,2,2,2,2
+46,No,Travel_Rarely,Sales,9,1,Medical,1,620,Female,1,Sales Executive,Divorced,141180,2,Y,22,8,0,12,3,6,1,4
+42,No,Non-Travel,Research & Development,5,4,Medical,1,621,Male,5,Sales Executive,Married,170460,7,Y,11,8,0,10,3,4,0,3
+60,No,Travel_Rarely,Sales,2,2,Life Sciences,1,622,Male,2,Sales Executive,Divorced,25640,0,Y,14,8,1,12,3,11,1,9
+32,No,Travel_Frequently,Sales,10,3,Life Sciences,1,623,Female,1,Sales Executive,Married,102660,1,Y,11,8,0,2,3,2,2,2
+32,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,624,Female,2,Research Scientist,Single,50700,4,Y,12,8,1,10,6,8,0,7
+36,No,Travel_Rarely,Sales,3,2,Marketing,1,625,Male,4,Healthcare Representative,Divorced,178610,2,Y,18,8,0,17,2,7,7,7
+33,No,Travel_Rarely,Sales,26,2,Marketing,1,626,Male,1,Research Scientist,Married,42300,0,Y,12,8,0,15,0,14,4,10
+40,No,Travel_Rarely,Research & Development,1,3,Medical,1,627,Female,2,Research Scientist,Divorced,37800,7,Y,12,8,0,7,2,5,1,3
+25,No,Travel_Rarely,Research & Development,6,2,Medical,1,628,Female,1,Laboratory Technician,Single,27680,0,Y,22,8,1,5,0,4,1,1
+30,No,Travel_Rarely,Sales,9,3,Marketing,1,629,Female,1,Research Scientist,Married,90710,0,Y,19,8,1,12,2,11,5,7
+42,No,Travel_Frequently,Human Resources,8,2,Medical,1,630,Male,1,Sales Executive,Married,106480,3,Y,13,8,1,20,1,1,0,0
+35,No,Non-Travel,Research & Development,1,1,Life Sciences,1,631,Male,2,Sales Executive,Married,136100,4,Y,22,8,2,16,4,13,4,12
+27,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,632,Male,3,Manufacturing Director,Married,34080,1,Y,24,8,0,9,2,9,6,8
+54,No,Travel_Frequently,Research & Development,9,2,Medical,1,633,Male,2,Sales Representative,Divorced,29830,7,Y,14,8,1,33,2,5,1,4
+44,No,Travel_Rarely,Human Resources,4,4,Life Sciences,1,634,Male,5,Laboratory Technician,Married,76320,1,Y,21,8,0,10,3,10,7,7
+19,Yes,Non-Travel,Sales,2,2,Other,1,635,Male,3,Healthcare Representative,Single,98240,1,Y,18,8,0,1,2,1,0,0
+29,No,Travel_Rarely,Research & Development,19,4,Life Sciences,1,636,Male,1,Manufacturing Director,Divorced,99500,1,Y,20,8,0,3,3,3,1,2
+54,No,Travel_Rarely,Research & Development,9,4,Life Sciences,1,637,Male,2,Sales Executive,Married,20930,3,Y,19,8,0,36,2,10,0,9
+31,No,Travel_Rarely,Research & Development,21,3,Life Sciences,1,638,Male,2,Laboratory Technician,Married,99800,1,Y,12,8,0,6,1,6,0,1
+31,No,Travel_Rarely,Sales,24,1,Marketing,1,639,Female,1,Sales Executive,Single,38940,1,Y,12,8,0,10,3,10,1,8
+59,No,Travel_Rarely,Research & Development,3,4,Technical Degree,1,640,Male,1,Research Scientist,Single,40510,5,Y,16,8,3,13,3,6,0,5
+43,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,641,Male,3,Laboratory Technician,Married,168350,3,Y,17,8,1,25,3,8,0,7
+49,No,Travel_Rarely,Sales,14,4,Life Sciences,1,642,Male,2,Research Scientist,Married,62300,2,Y,14,8,0,23,2,1,0,0
+36,No,Travel_Frequently,Sales,5,2,Marketing,1,643,Female,1,Laboratory Technician,Married,47170,1,Y,19,8,1,12,3,11,0,7
+48,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,644,Female,2,Laboratory Technician,Single,132370,5,Y,13,8,1,7,2,1,0,0
+27,No,Travel_Rarely,Research & Development,6,4,Life Sciences,1,645,Male,2,Laboratory Technician,Divorced,37550,1,Y,19,8,0,5,2,5,0,3
+29,No,Travel_Rarely,Sales,17,4,Medical,1,646,Male,1,Laboratory Technician,Divorced,65820,1,Y,19,8,1,6,3,6,1,0
+48,No,Travel_Rarely,Sales,1,1,Marketing,1,647,Male,2,Manufacturing Director,Single,74060,6,Y,14,8,2,25,2,1,0,0
+29,No,Travel_Rarely,Research & Development,3,3,Technical Degree,1,648,Female,2,Healthcare Representative,Divorced,48050,NA,Y,16,8,1,9,2,7,1,7
+34,No,Travel_Rarely,Sales,9,4,Medical,1,649,Female,2,Laboratory Technician,Married,27410,0,Y,15,8,1,2,3,1,0,0
+44,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,650,Female,1,Laboratory Technician,Married,42620,7,Y,18,8,0,26,2,22,3,10
+33,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,651,Female,2,Research Scientist,Divorced,161840,0,Y,13,8,1,10,2,9,0,8
+19,No,Travel_Rarely,Sales,2,4,Marketing,1,652,Male,3,Laboratory Technician,Single,115570,1,Y,22,8,0,1,0,1,0,1
+23,No,Travel_Rarely,Sales,2,3,Medical,1,653,Male,3,Laboratory Technician,Married,18780,1,Y,13,8,1,1,2,1,0,1
+25,Yes,Travel_Frequently,Research & Development,1,1,Life Sciences,1,654,Male,1,Manufacturing Director,Single,109320,1,Y,11,8,1,1,3,1,1,0
+26,No,Travel_Rarely,Human Resources,9,3,Life Sciences,1,655,Male,2,Research Scientist,Single,68110,1,Y,11,8,1,8,4,8,2,2
+45,Yes,Travel_Rarely,Human Resources,12,3,Human Resources,1,656,Male,2,Laboratory Technician,Single,43060,2,Y,11,8,2,26,3,24,1,11
+55,No,Non-Travel,Research & Development,27,3,Life Sciences,1,657,Female,2,Manager,Divorced,48590,1,Y,24,8,1,34,3,33,15,0
+21,Yes,Travel_Frequently,Research & Development,20,2,Medical,1,658,Female,4,Research Scientist,Single,53370,1,Y,14,8,1,2,2,2,2,2
+46,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,659,Male,1,Manufacturing Director,Married,23400,2,Y,13,8,1,26,2,11,0,8
+34,No,Travel_Rarely,Sales,13,4,Medical,1,660,Male,3,Sales Representative,Single,74910,0,Y,14,8,1,4,3,3,0,2
+51,No,Travel_Frequently,Research & Development,14,3,Life Sciences,1,661,Male,2,Research Director,Divorced,105270,4,Y,14,8,0,31,3,29,11,10
+59,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,662,Male,2,Research Scientist,Single,165950,6,Y,21,8,1,25,2,9,5,4
+34,No,Travel_Frequently,Sales,14,4,Medical,1,663,Female,3,Research Scientist,Divorced,88340,4,Y,13,8,1,15,1,11,5,10
+28,No,Travel_Frequently,Research & Development,2,3,Other,1,664,Female,1,Manager,Single,55770,0,Y,19,8,0,5,3,4,0,2
+44,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,665,Male,2,Research Scientist,Divorced,47070,1,Y,17,8,0,26,4,25,14,13
+34,No,Travel_Frequently,Sales,1,3,Life Sciences,1,666,Male,2,Sales Executive,Married,24000,4,Y,18,8,1,14,3,10,1,8
+35,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,667,Male,4,Healthcare Representative,Married,98240,0,Y,19,8,0,4,2,3,2,2
+42,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,668,Female,1,Manager,Married,64470,6,Y,13,8,0,18,3,1,0,0
+43,No,Travel_Rarely,Research & Development,7,2,Medical,1,669,Female,1,Laboratory Technician,Single,195020,3,Y,18,8,2,23,3,21,15,17
+36,No,Travel_Rarely,Research & Development,2,4,Medical,1,670,Male,1,Healthcare Representative,Single,27250,9,Y,21,8,1,18,4,16,5,12
+44,Yes,Travel_Rarely,Research & Development,21,4,Life Sciences,1,671,Female,2,Laboratory Technician,Married,62720,1,Y,19,8,1,10,3,10,0,5
+28,No,Travel_Frequently,Research & Development,2,3,Life Sciences,1,672,Female,2,Sales Representative,Married,21270,1,Y,14,8,0,2,3,2,2,2
+51,No,Travel_Frequently,Sales,21,4,Medical,1,673,Male,2,Research Scientist,Single,182000,0,Y,17,8,0,8,3,7,7,7
+30,No,Non-Travel,Research & Development,2,4,Other,1,674,Male,1,Research Scientist,Single,20960,7,Y,11,8,3,10,2,8,1,7
+29,Yes,Travel_Rarely,Research & Development,29,4,Technical Degree,1,675,Female,1,Sales Representative,Divorced,28860,3,Y,13,8,0,10,4,7,7,7
+28,No,Travel_Rarely,Sales,1,4,Life Sciences,1,676,Female,2,Sales Representative,Single,20330,2,Y,15,8,1,5,5,3,1,2
+25,No,Travel_Rarely,Research & Development,18,2,Life Sciences,1,677,Male,1,Research Scientist,Single,36220,1,Y,25,8,0,2,0,2,2,1
+32,No,Travel_Rarely,Research & Development,10,4,Other,1,678,Female,1,Sales Executive,Married,42330,1,Y,11,8,0,10,5,10,0,8
+45,No,Travel_Frequently,Research & Development,19,3,Medical,1,679,Male,3,Laboratory Technician,Single,36810,3,Y,17,8,1,22,2,0,0,0
+39,No,Travel_Rarely,Sales,29,1,Marketing,1,680,Female,1,Laboratory Technician,Divorced,54600,6,Y,13,8,2,21,3,19,15,2
+58,No,Travel_Rarely,Research & Development,27,3,Other,1,681,Male,2,Laboratory Technician,Divorced,21870,1,Y,18,8,1,2,1,2,2,2
+32,Yes,Travel_Rarely,Research & Development,5,3,Technical Degree,1,682,Female,1,Sales Executive,Married,96020,1,Y,13,8,1,10,3,10,1,1
+39,Yes,Travel_Rarely,Research & Development,18,2,Life Sciences,1,683,Male,2,Laboratory Technician,Single,28360,0,Y,20,8,0,6,3,5,0,3
+30,No,Travel_Rarely,Sales,9,1,Marketing,1,684,Male,4,Research Director,Married,40890,0,Y,18,8,0,10,2,9,6,7
+36,No,Travel_Rarely,Sales,1,3,Marketing,1,685,Male,2,Sales Executive,Married,166270,3,Y,12,8,0,10,5,7,1,7
+46,No,Travel_Rarely,Sales,4,3,Medical,1,686,Male,1,Research Scientist,Single,26190,6,Y,12,8,1,10,3,7,5,7
+28,No,Non-Travel,Research & Development,1,3,Medical,1,687,Male,5,Sales Executive,Married,56790,0,Y,13,8,0,10,2,9,7,5
+50,No,Travel_Rarely,Research & Development,20,2,Medical,1,688,Female,5,Laboratory Technician,Married,154020,4,Y,21,8,0,25,3,3,1,2
+40,Yes,Travel_Rarely,Sales,8,1,Other,1,689,Male,1,Laboratory Technician,Single,59850,2,Y,13,8,3,9,1,5,1,0
+52,Yes,Travel_Rarely,Research & Development,3,2,Technical Degree,1,690,Male,3,Laboratory Technician,Single,25790,9,Y,19,8,1,10,1,8,7,7
+30,No,Travel_Rarely,Research & Development,6,4,Medical,1,691,Female,1,Sales Executive,Married,30410,1,Y,11,8,1,9,2,9,0,8
+39,No,Travel_Rarely,Research & Development,26,1,Medical,1,692,Male,2,Healthcare Representative,Single,34470,0,Y,14,8,0,9,5,8,1,7
+31,No,Non-Travel,Research & Development,1,2,Medical,1,693,Male,1,Sales Executive,Divorced,195130,1,Y,12,8,1,10,1,10,9,6
+41,No,Non-Travel,Sales,6,3,Life Sciences,1,694,Female,1,Research Director,Single,27730,1,Y,11,8,0,19,3,19,11,9
+31,Yes,Travel_Frequently,Research & Development,3,1,Life Sciences,1,695,Male,1,Sales Executive,Single,71040,1,Y,14,8,1,3,3,3,2,2
+44,Yes,Travel_Rarely,Sales,5,3,Life Sciences,1,696,Male,1,Laboratory Technician,Married,63220,4,Y,11,8,1,10,2,3,1,2
+42,No,Non-Travel,Research & Development,4,3,Life Sciences,1,697,Male,2,Laboratory Technician,Married,20830,0,Y,12,8,2,21,3,20,2,10
+55,No,Travel_Rarely,Sales,11,3,Technical Degree,1,698,Male,2,Manufacturing Director,Married,83810,4,Y,15,8,1,23,3,19,9,11
+56,No,Travel_Rarely,Sales,3,2,Medical,1,699,Female,3,Manufacturing Director,Single,26910,6,Y,16,8,1,36,6,7,7,7
+40,No,Non-Travel,Research & Development,1,1,Life Sciences,1,700,Male,1,Laboratory Technician,Divorced,42860,9,Y,15,8,0,6,6,4,0,0
+34,No,Travel_Rarely,Research & Development,3,2,Technical Degree,1,701,Male,2,Research Director,Divorced,26590,0,Y,24,8,3,10,2,9,1,6
+40,No,Travel_Rarely,Sales,4,3,Medical,1,702,Male,2,Sales Executive,Single,94340,1,Y,13,8,1,9,3,9,8,8
+41,No,Travel_Frequently,Sales,1,4,Other,1,703,Female,2,Healthcare Representative,Divorced,55610,0,Y,11,8,0,10,2,9,1,7
+35,No,Travel_Frequently,Sales,1,2,Technical Degree,1,704,Male,2,Manager,Single,66460,1,Y,13,8,1,9,2,9,1,1
+51,No,Travel_Rarely,Sales,18,2,Life Sciences,1,705,Male,4,Manufacturing Director,Divorced,77250,1,Y,13,8,1,33,2,33,0,10
+38,No,Travel_Rarely,Sales,2,4,Life Sciences,1,706,Female,1,Research Scientist,Divorced,107250,3,Y,18,8,0,11,5,7,1,7
+34,No,Travel_Rarely,Sales,4,3,Life Sciences,1,707,Male,2,Research Scientist,Single,88470,1,Y,16,8,0,10,3,10,9,6
+25,No,Travel_Rarely,Research & Development,6,2,Medical,1,708,Female,4,Research Scientist,Married,20450,3,Y,19,8,0,7,3,3,1,2
+58,Yes,Travel_Rarely,Sales,1,4,Technical Degree,1,709,Male,2,Sales Executive,Married,10090,7,Y,13,8,2,31,3,10,5,9
+40,No,Travel_Rarely,Research & Development,14,4,Medical,1,710,Female,1,Research Scientist,Married,33480,3,Y,22,8,0,7,2,4,0,3
+36,No,Travel_Frequently,Sales,16,2,Life Sciences,1,711,Male,1,Research Scientist,Married,12810,2,Y,11,8,0,17,2,15,6,13
+48,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,712,Male,2,Research Scientist,Single,28190,1,Y,20,8,0,11,2,10,0,8
+27,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,713,Female,2,Laboratory Technician,Married,48510,8,Y,18,8,0,5,2,1,0,0
+51,No,Travel_Rarely,Research & Development,4,1,Medical,1,714,Female,3,Manufacturing Director,Single,40280,3,Y,14,8,0,29,3,5,0,3
+18,No,Non-Travel,Research & Development,1,4,Medical,1,715,Male,2,Sales Executive,Single,27200,1,Y,22,8,1,0,2,0,0,0
+35,No,Travel_Rarely,Research & Development,1,4,Other,1,716,Female,2,Research Director,Married,81200,0,Y,13,8,0,10,2,9,0,0
+27,No,Travel_Frequently,Research & Development,26,4,Medical,1,717,Female,1,Research Director,Single,46470,3,Y,17,8,0,8,3,6,0,0
+55,Yes,Travel_Rarely,Research & Development,19,3,Technical Degree,1,718,Male,1,Human Resources,Single,46800,6,Y,14,8,3,24,0,19,3,8
+56,No,Travel_Rarely,Research & Development,24,4,Life Sciences,1,719,Male,2,Laboratory Technician,Married,32210,4,Y,15,8,2,33,2,19,15,9
+34,No,Non-Travel,Sales,1,2,Life Sciences,1,720,Male,2,Research Scientist,Divorced,86210,1,Y,17,8,1,5,1,5,0,0
+40,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,721,Male,2,Sales Executive,Divorced,45770,5,Y,11,8,1,15,3,12,11,8
+34,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,722,Male,1,Research Scientist,Married,45530,4,Y,18,8,1,10,2,8,7,7
+31,Yes,Travel_Frequently,Research & Development,2,2,Medical,1,723,Female,2,Manufacturing Director,Single,53960,7,Y,17,8,1,3,2,1,0,0
+35,Yes,Travel_Frequently,Research & Development,1,2,Medical,1,724,Male,1,Manufacturing Director,Married,67960,0,Y,13,8,0,5,2,4,3,2
+38,No,Travel_Frequently,Research & Development,7,3,Medical,1,725,Female,2,Sales Representative,Divorced,76250,1,Y,15,8,0,4,2,4,0,3
+34,No,Travel_Rarely,Research & Development,10,4,Other,1,726,Female,2,Laboratory Technician,Single,74120,1,Y,24,8,0,14,4,14,4,11
+28,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,727,Female,2,Healthcare Representative,Married,111590,1,Y,12,8,0,5,2,5,0,4
+31,Yes,Travel_Rarely,Research & Development,15,2,Life Sciences,1,728,Male,2,Sales Executive,Married,49600,1,Y,15,8,0,10,3,10,6,7
+39,No,Travel_Rarely,Research & Development,17,4,Technical Degree,1,729,Female,2,Healthcare Representative,Married,104750,3,Y,11,8,1,8,3,5,1,4
+51,No,Travel_Frequently,Research & Development,20,3,Medical,1,730,Male,2,Sales Executive,Married,148140,2,Y,11,8,1,14,2,4,3,2
+41,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,731,Male,4,Sales Executive,Divorced,191410,3,Y,12,8,1,12,2,6,3,3
+37,No,Travel_Rarely,Research & Development,2,2,Medical,1,732,Female,1,Healthcare Representative,Married,54050,7,Y,15,8,0,8,3,6,1,3
+33,No,Travel_Frequently,Research & Development,2,3,Medical,1,733,Female,1,Sales Executive,Married,87930,6,Y,17,8,0,8,2,5,1,2
+32,No,Travel_Rarely,Research & Development,1,4,Medical,1,734,Male,5,Research Director,Married,191890,0,Y,12,8,1,4,3,3,1,2
+39,No,Non-Travel,Research & Development,29,2,Life Sciences,1,735,Male,2,Sales Executive,Married,38750,3,Y,15,8,0,13,3,6,0,5
+25,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,736,Male,1,Sales Executive,Married,22160,2,Y,13,8,3,6,2,3,1,2
+52,No,Travel_Frequently,Research & Development,2,1,Life Sciences,1,737,Male,2,Sales Executive,Married,117130,2,Y,14,8,0,24,2,5,0,2
+43,No,Travel_Rarely,Research & Development,2,2,Medical,1,738,Male,1,Laboratory Technician,Single,78610,1,Y,14,8,2,20,1,20,1,8
+27,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,739,Male,1,Human Resources,Married,37080,1,Y,16,8,2,6,2,6,4,4
+27,Yes,Travel_Rarely,Research & Development,2,5,Life Sciences,1,740,Female,1,Research Scientist,Single,137700,1,Y,18,8,1,8,3,8,7,7
+26,No,Travel_Rarely,Research & Development,2,2,Other,1,741,Male,3,Laboratory Technician,Single,53040,0,Y,20,8,1,5,2,4,1,1
+42,No,Travel_Rarely,Sales,23,3,Marketing,1,742,Female,3,Research Scientist,Married,26420,0,Y,13,8,1,21,3,20,0,9
+52,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,743,Female,1,Healthcare Representative,Married,27590,9,Y,18,8,1,12,6,5,0,4
+37,No,Travel_Rarely,Research & Development,20,5,Life Sciences,1,744,Male,2,Manager,Single,68040,4,Y,13,8,1,8,1,3,0,2
+35,No,Travel_Frequently,Research & Development,6,4,Medical,1,745,Female,2,Research Director,Single,61420,2,Y,15,8,1,10,2,2,2,2
+25,No,Travel_Rarely,Research & Development,1,4,Medical,1,746,Male,2,Sales Executive,Married,25000,4,Y,14,8,2,7,2,3,0,2
+26,No,Travel_Rarely,Research & Development,29,4,Life Sciences,1,747,Male,1,Research Scientist,Single,63890,0,Y,22,8,0,8,2,7,0,7
+29,No,Travel_Rarely,Sales,9,3,Life Sciences,1,748,Male,1,Laboratory Technician,Single,111030,1,Y,12,8,0,10,5,10,0,9
+49,Yes,Travel_Frequently,Sales,6,5,Medical,1,749,Female,2,Healthcare Representative,Single,23420,3,Y,18,8,0,20,2,4,1,3
+29,Yes,Travel_Frequently,Sales,3,2,Marketing,1,750,Female,2,Laboratory Technician,Single,68110,0,Y,15,8,1,9,2,8,7,7
+54,No,Travel_Rarely,Sales,1,3,Medical,1,751,Female,2,Manager,Single,22970,6,Y,18,8,2,29,2,20,12,7
+58,No,Travel_Rarely,Sales,22,3,Life Sciences,1,752,Female,2,Laboratory Technician,Married,24500,3,Y,12,8,1,32,2,9,1,5
+55,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,753,Female,3,Research Scientist,Divorced,50930,2,Y,16,8,1,31,3,7,0,0
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,754,Male,2,Sales Executive,Single,53090,3,Y,13,8,0,15,5,5,0,1
+31,Yes,Travel_Frequently,Sales,4,3,Life Sciences,1,755,Male,2,Manager,Single,30570,1,Y,19,8,0,1,3,1,0,0
+30,No,Travel_Rarely,Sales,3,3,Life Sciences,1,756,Male,3,Sales Executive,Divorced,51210,7,Y,13,8,0,8,4,3,0,2
+31,No,Travel_Rarely,Research & Development,1,3,Medical,1,757,Male,1,Laboratory Technician,Single,168560,3,Y,12,8,1,9,3,3,1,0
+34,No,Travel_Frequently,Sales,2,1,Marketing,1,758,Female,5,Manager,Divorced,26860,5,Y,11,8,0,10,3,4,1,3
+31,Yes,Travel_Rarely,Sales,20,3,Technical Degree,1,759,Male,1,Research Scientist,Single,61800,1,Y,14,8,1,1,2,1,0,0
+27,No,Travel_Rarely,Human Resources,11,4,Medical,1,760,Male,4,Sales Executive,Married,66320,0,Y,16,8,0,6,3,5,1,4
+36,No,Travel_Rarely,Sales,1,3,Marketing,1,761,Male,2,Research Scientist,Single,35050,1,Y,12,8,2,10,2,10,1,8
+36,No,Travel_Rarely,Research & Development,24,3,Other,1,762,Female,3,Research Director,Married,63970,4,Y,14,8,1,11,3,3,0,2
+47,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,763,Female,2,Sales Executive,Married,62740,7,Y,14,8,2,17,0,6,1,2
+25,Yes,Travel_Rarely,Sales,16,4,Life Sciences,1,764,Male,2,Research Scientist,Married,198590,3,Y,19,8,0,6,3,3,2,2
+37,No,Non-Travel,Sales,8,4,Medical,1,765,Male,1,Healthcare Representative,Single,75870,0,Y,22,8,1,7,5,6,1,3
+56,No,Travel_Rarely,Research & Development,10,4,Other,1,766,Male,2,Sales Representative,Married,42580,2,Y,16,8,0,5,2,3,1,0
+47,No,Travel_Rarely,Research & Development,3,2,Medical,1,767,Male,2,Laboratory Technician,Married,43640,3,Y,11,8,1,26,3,20,5,6
+24,No,Travel_Rarely,Research & Development,5,1,Other,1,768,Male,1,Manufacturing Director,Married,43350,1,Y,15,8,1,5,5,5,0,3
+32,No,Travel_Rarely,Sales,4,3,Marketing,1,769,Male,1,Research Scientist,Married,53260,4,Y,14,8,1,7,2,4,0,3
+34,No,Travel_Rarely,Research & Development,9,2,Medical,1,770,Male,1,Sales Executive,Married,32800,5,Y,13,8,0,7,3,5,0,2
+41,No,Travel_Rarely,Research & Development,26,3,Medical,1,771,Female,3,Sales Executive,Married,54850,2,Y,17,8,2,7,2,4,0,3
+40,No,Non-Travel,Sales,3,2,Life Sciences,1,772,Male,1,Sales Executive,Divorced,43420,3,Y,11,8,1,11,6,8,0,7
+31,No,Travel_Rarely,Research & Development,16,3,Medical,1,773,Male,2,Human Resources,Divorced,27820,1,Y,19,8,1,13,5,13,9,9
+46,Yes,Travel_Rarely,Research & Development,18,1,Medical,1,774,Male,1,Manufacturing Director,Divorced,59800,4,Y,11,8,1,28,2,7,4,3
+39,Yes,Non-Travel,Research & Development,2,4,Medical,1,775,Male,2,Manufacturing Director,Single,43810,2,Y,15,8,2,11,1,1,0,0
+31,Yes,Travel_Frequently,Sales,2,3,Medical,1,776,Male,2,Sales Executive,Single,25720,1,Y,13,8,3,10,3,10,4,7
+45,No,Travel_Rarely,Sales,10,2,Marketing,1,777,Male,1,Sales Executive,Divorced,38330,2,Y,14,8,0,24,1,7,0,7
+31,No,Travel_Rarely,Research & Development,16,4,Life Sciences,1,778,Male,3,Human Resources,Single,42440,9,Y,13,8,0,8,3,3,0,2
+31,Yes,Travel_Frequently,Research & Development,7,4,Life Sciences,1,779,Male,1,Laboratory Technician,Married,65000,6,Y,23,8,1,7,5,2,2,2
+45,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,780,Female,1,Research Scientist,Married,184300,4,Y,12,8,1,10,5,3,1,2
+48,No,Travel_Rarely,Research & Development,24,3,Technical Degree,1,781,Male,2,Research Scientist,Divorced,16010,4,Y,12,8,0,15,3,2,2,2
+34,Yes,Travel_Rarely,Research & Development,7,4,Medical,1,782,Male,2,Research Scientist,Married,26940,1,Y,16,8,1,2,3,2,2,2
+40,No,Non-Travel,Research & Development,25,4,Other,1,783,Female,1,Sales Executive,Divorced,31490,2,Y,15,8,1,16,1,9,4,8
+28,No,Travel_Rarely,Research & Development,1,2,Technical Degree,1,784,Female,1,Research Scientist,Single,176390,0,Y,13,8,1,6,0,5,1,3
+44,No,Non-Travel,Research & Development,5,3,Life Sciences,1,785,Male,1,Laboratory Technician,Single,23190,3,Y,18,8,0,7,4,5,0,3
+53,No,Travel_Rarely,Research & Development,2,4,Technical Degree,1,786,Male,2,Manager,Single,116910,4,Y,20,8,0,35,2,9,8,8
+49,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,787,Male,3,Laboratory Technician,Married,53240,2,Y,19,8,0,20,2,3,1,2
+40,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,788,Male,3,Laboratory Technician,Divorced,167520,2,Y,18,8,1,8,3,3,1,2
+44,No,Travel_Rarely,Research & Development,5,1,Other,1,789,Male,3,Research Scientist,Single,52280,1,Y,13,8,0,6,2,5,1,3
+33,No,Travel_Frequently,Human Resources,10,3,Medical,1,790,Female,2,Sales Executive,Married,27000,0,Y,14,8,3,5,2,4,0,3
+34,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,791,Female,1,Sales Representative,Single,192460,3,Y,15,8,1,15,5,13,3,12
+30,No,Travel_Rarely,Sales,1,2,Technical Degree,1,792,Male,1,Laboratory Technician,Married,25060,8,Y,22,8,0,4,3,2,2,2
+42,No,Travel_Frequently,Research & Development,8,4,Medical,1,793,Female,1,Sales Executive,Single,60620,1,Y,22,8,2,12,2,12,5,8
+44,No,Travel_Frequently,Research & Development,5,3,Life Sciences,1,794,Female,5,Manufacturing Director,Married,43820,7,Y,16,8,2,11,2,1,0,0
+30,No,Non-Travel,Research & Development,8,3,Life Sciences,1,795,Male,1,Manufacturing Director,Divorced,21430,1,Y,17,8,1,1,2,1,0,0
+57,No,Travel_Rarely,Sales,2,1,Life Sciences,1,796,Male,3,Research Scientist,Married,61620,0,Y,14,8,0,13,5,12,2,8
+49,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,797,Female,2,Sales Executive,Divorced,50940,3,Y,15,8,0,29,5,8,0,7
+34,No,Travel_Frequently,Research & Development,2,4,Medical,1,798,Female,2,Sales Representative,Divorced,68770,7,Y,20,8,0,16,3,14,6,9
+28,Yes,Travel_Frequently,Research & Development,2,3,Medical,1,799,Male,1,Research Scientist,Married,22740,3,Y,20,8,1,5,5,3,1,2
+29,Yes,Travel_Frequently,Research & Development,28,3,Medical,1,800,Female,5,Research Scientist,Single,44340,NA,Y,17,8,3,7,1,5,0,0
+34,Yes,Travel_Rarely,Research & Development,7,1,Medical,1,801,Male,1,Research Scientist,Single,62880,0,Y,15,8,1,16,2,15,10,10
+35,No,Travel_Rarely,Sales,7,4,Other,1,802,Female,4,Healthcare Representative,Married,25530,1,Y,14,8,1,1,4,1,0,0
+24,Yes,Travel_Frequently,Sales,3,3,Life Sciences,1,803,Male,2,Research Scientist,Single,76540,2,Y,17,8,1,4,3,0,0,0
+24,No,Non-Travel,Research & Development,10,3,Life Sciences,1,804,Female,2,Manager,Married,51600,1,Y,17,8,1,1,3,1,0,0
+44,No,Travel_Frequently,Research & Development,5,2,Medical,1,805,Female,2,Research Scientist,Single,171590,5,Y,22,8,1,16,1,2,2,2
+29,No,Travel_Rarely,Sales,10,2,Life Sciences,1,806,Female,1,Sales Executive,Divorced,128080,1,Y,13,8,0,10,6,10,0,4
+30,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,807,Male,3,Sales Executive,Divorced,102210,0,Y,19,8,1,6,2,5,1,3
+55,No,Travel_Rarely,Sales,20,3,Marketing,1,808,Male,2,Research Scientist,Married,47790,0,Y,14,8,1,4,6,3,1,2
+33,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,809,Male,2,Research Scientist,Married,37370,8,Y,22,8,2,8,2,5,0,2
+47,No,Travel_Rarely,Research & Development,8,4,Medical,1,810,Female,2,Sales Representative,Married,23660,3,Y,17,8,0,11,5,5,1,2
+28,Yes,Travel_Frequently,Sales,1,3,Marketing,1,811,Male,2,Laboratory Technician,Single,17060,7,Y,12,8,0,8,3,0,0,0
+28,No,Travel_Rarely,Sales,8,4,Marketing,1,812,Male,1,Laboratory Technician,Divorced,163070,1,Y,16,8,0,1,3,1,0,0
+28,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,813,Female,2,Sales Executive,Single,59330,0,Y,11,8,0,5,3,4,1,3
+49,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,814,Female,1,Research Scientist,Married,34240,4,Y,11,8,0,10,3,3,1,2
+29,No,Travel_Frequently,Research & Development,8,1,Medical,1,815,Male,1,Research Scientist,Married,40370,0,Y,14,8,0,4,2,3,0,2
+28,No,Travel_Rarely,Research & Development,5,1,Technical Degree,1,816,Male,2,Laboratory Technician,Married,25590,1,Y,11,8,0,8,3,8,1,7
+33,No,Travel_Rarely,Research & Development,15,4,Life Sciences,1,817,Female,1,Sales Executive,Single,62010,2,Y,15,8,3,14,2,0,0,0
+32,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,818,Female,3,Laboratory Technician,Single,44030,2,Y,20,8,0,10,3,5,0,0
+54,No,Travel_Frequently,Sales,10,3,Life Sciences,1,819,Female,4,Research Scientist,Divorced,37610,3,Y,12,8,0,26,3,14,1,12
+29,Yes,Travel_Rarely,Research & Development,5,3,Life Sciences,1,820,Female,2,Research Scientist,Single,109340,6,Y,17,8,2,11,2,9,0,7
+44,No,Travel_Rarely,Sales,26,1,Marketing,1,821,Male,1,Sales Representative,Married,107610,3,Y,11,8,1,24,5,20,14,17
+39,No,Travel_Rarely,Sales,6,1,Technical Degree,1,822,Female,2,Laboratory Technician,Single,51750,4,Y,17,8,1,9,2,2,2,2
+46,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,823,Male,3,Manufacturing Director,Married,138260,8,Y,11,8,0,23,1,13,5,1
+35,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,824,Male,2,Research Scientist,Single,63340,1,Y,14,8,0,11,2,11,3,3
+23,No,Travel_Rarely,Research & Development,2,4,Medical,1,825,Female,2,Manager,Single,49360,0,Y,19,8,1,5,2,4,1,2
+40,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,826,Male,2,Research Director,Single,47750,3,Y,15,8,1,15,3,5,1,0
+34,No,Travel_Rarely,Human Resources,2,3,Human Resources,1,827,Male,2,Manufacturing Director,Married,28180,1,Y,13,8,1,10,2,10,8,6
+31,Yes,Travel_Frequently,Research & Development,29,3,Life Sciences,1,828,Female,2,Healthcare Representative,Single,25150,1,Y,14,8,0,7,3,7,7,7
+50,No,Travel_Frequently,Research & Development,6,3,Medical,1,829,Male,1,Manager,Single,23420,1,Y,12,8,1,32,2,32,13,9
+34,No,Travel_Rarely,Sales,25,5,Marketing,1,830,Female,1,Research Scientist,Married,41940,0,Y,17,8,2,12,3,11,5,7
+42,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,831,Female,1,Manufacturing Director,Married,106850,4,Y,11,8,3,4,2,1,0,0
+37,No,Travel_Rarely,Research & Development,2,2,Medical,1,832,Male,1,Research Scientist,Married,20220,1,Y,12,8,0,10,1,10,3,7
+29,No,Travel_Rarely,Research & Development,1,3,Medical,1,833,Female,1,Manager,Married,23140,3,Y,13,8,0,9,5,7,0,7
+33,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,834,Male,1,Research Scientist,Single,42560,1,Y,13,8,3,5,1,5,0,2
+45,No,Travel_Rarely,Sales,3,3,Life Sciences,1,835,Male,3,Laboratory Technician,Married,35800,4,Y,20,8,1,8,1,5,0,3
+42,No,Travel_Frequently,Human Resources,1,4,Technical Degree,1,836,Male,2,Manufacturing Director,Married,31620,2,Y,17,8,2,24,1,20,13,9
+40,No,Travel_Rarely,Sales,10,1,Life Sciences,1,837,Female,1,Manufacturing Director,Married,65240,0,Y,13,8,1,9,2,8,7,1
+33,No,Travel_Rarely,Research & Development,9,3,Medical,1,838,Female,2,Manufacturing Director,Married,28990,1,Y,17,8,0,15,3,15,5,7
+40,No,Travel_Rarely,Sales,5,5,Life Sciences,1,839,Male,1,Manufacturing Director,Single,52310,1,Y,12,8,2,21,4,21,7,7
+24,No,Travel_Rarely,Sales,10,2,Marketing,1,840,Male,1,Manufacturing Director,Divorced,23560,0,Y,13,8,0,2,5,1,0,0
+40,No,Non-Travel,Research & Development,7,3,Medical,1,841,Male,1,Research Scientist,Divorced,28000,3,Y,12,8,2,8,0,2,2,2
+45,No,Travel_Rarely,Research & Development,4,3,Medical,1,842,Female,3,Laboratory Technician,Divorced,118360,1,Y,22,8,0,10,2,10,7,7
+35,No,Travel_Rarely,Research & Development,10,1,Life Sciences,1,843,Male,1,Healthcare Representative,Married,109030,0,Y,11,8,0,6,3,5,4,2
+32,No,Travel_Rarely,Research & Development,22,4,Medical,1,844,Male,1,Sales Executive,Married,29730,3,Y,22,8,0,12,0,7,2,5
+36,No,Travel_Rarely,Sales,9,3,Marketing,1,845,Female,4,Research Scientist,Single,142750,3,Y,18,8,1,7,5,3,1,2
+48,No,Travel_Rarely,Research & Development,12,4,Medical,1,846,Male,1,Laboratory Technician,Divorced,55620,8,Y,13,8,1,18,2,8,7,7
+29,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,847,Female,2,Healthcare Representative,Married,45370,6,Y,18,8,1,5,5,1,0,0
+33,No,Travel_Rarely,Research & Development,9,1,Medical,1,848,Male,1,Healthcare Representative,Married,76420,2,Y,20,8,1,8,2,2,2,2
+30,Yes,Travel_Rarely,Research & Development,1,3,Other,1,849,Male,3,Sales Executive,Married,179240,1,Y,13,8,2,10,2,10,6,7
+38,No,Travel_Frequently,Sales,9,3,Marketing,1,850,Male,1,Manufacturing Director,Married,52040,3,Y,13,8,1,10,2,6,1,2
+35,No,Travel_Rarely,Sales,7,2,Life Sciences,1,851,Male,1,Sales Executive,Single,22770,1,Y,12,8,1,3,2,3,1,2
+30,No,Travel_Rarely,Research & Development,14,3,Technical Degree,1,852,Male,5,Research Director,Married,27950,3,Y,13,8,0,9,4,4,1,3
+35,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,853,Female,1,Research Scientist,Divorced,25320,1,Y,13,8,0,1,2,1,0,0
+53,Yes,Travel_Rarely,Research & Development,19,3,Life Sciences,1,854,Male,2,Manager,Married,25590,0,Y,25,8,0,34,2,33,1,9
+38,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,855,Female,3,Sales Executive,Married,49080,4,Y,19,8,1,7,3,5,1,4
+32,No,Non-Travel,Research & Development,10,4,Life Sciences,1,856,Female,5,Research Scientist,Married,23800,4,Y,13,8,0,9,5,6,1,2
+48,No,Travel_Rarely,Research & Development,2,5,Life Sciences,1,857,Male,1,Sales Executive,Married,47650,8,Y,12,8,1,10,4,8,7,6
+34,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,858,Male,2,Sales Executive,Single,20440,1,Y,11,8,0,1,2,1,0,0
+55,No,Travel_Rarely,Research & Development,11,1,Medical,1,859,Female,1,Laboratory Technician,Married,26930,1,Y,18,8,0,36,6,36,2,13
+34,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,860,Male,2,Research Scientist,Married,65860,9,Y,18,8,1,9,3,2,2,1
+26,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,861,Male,1,Research Director,Married,32940,1,Y,11,8,0,1,6,1,0,0
+38,No,Travel_Rarely,Sales,14,2,Marketing,1,862,Female,1,Sales Executive,Married,41710,0,Y,23,8,0,10,4,9,7,7
+38,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,863,Female,1,Manufacturing Director,Single,27780,2,Y,13,8,0,8,5,3,1,2
+36,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,864,Male,1,Research Scientist,Single,23770,6,Y,13,8,2,15,3,1,0,0
+29,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,865,Male,1,Sales Representative,Single,24040,1,Y,17,8,0,10,3,10,1,5
+35,No,Travel_Rarely,Sales,12,2,Life Sciences,1,866,Female,2,Sales Executive,Single,23180,3,Y,19,8,0,10,4,5,0,4
+39,No,Travel_Rarely,Sales,2,2,Medical,1,867,Female,1,Sales Executive,Married,20080,2,Y,12,8,0,11,3,7,7,6
+29,No,Travel_Frequently,Research & Development,5,1,Medical,1,868,Female,1,Research Scientist,Divorced,62440,1,Y,22,8,0,6,3,6,1,3
+50,No,Travel_Rarely,Research & Development,4,2,Medical,1,869,Female,1,Laboratory Technician,Married,27990,4,Y,12,8,1,27,0,1,0,0
+23,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,870,Female,3,Manager,Married,105520,2,Y,11,8,0,4,2,2,2,2
+36,No,Travel_Frequently,Sales,21,3,Life Sciences,1,871,Male,2,Human Resources,Married,23290,3,Y,15,8,0,9,2,3,0,2
+42,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,872,Female,5,Manager,Single,40140,8,Y,13,8,1,24,3,1,0,1
+35,No,Travel_Rarely,Sales,4,3,Medical,1,873,Female,2,Laboratory Technician,Married,74030,1,Y,12,8,1,10,4,10,6,8
+34,No,Travel_Frequently,Research & Development,25,1,Life Sciences,1,874,Female,1,Manager,Married,22590,1,Y,14,8,0,8,2,8,7,7
+40,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,875,Male,2,Laboratory Technician,Married,69320,1,Y,13,8,0,5,5,5,1,2
+43,No,Travel_Rarely,Research & Development,1,1,Other,1,876,Male,1,Manager,Divorced,46780,5,Y,25,8,1,8,0,6,0,2
+35,No,Travel_Rarely,Sales,6,3,Marketing,1,877,Female,3,Sales Representative,Married,135820,1,Y,17,8,1,1,3,1,0,1
+46,No,Travel_Rarely,Research & Development,12,4,Technical Degree,1,878,Male,1,Laboratory Technician,Single,23320,1,Y,11,8,0,27,2,26,0,12
+28,Yes,Travel_Rarely,Human Resources,1,3,Medical,1,879,Female,2,Laboratory Technician,Married,24130,1,Y,16,8,1,1,2,1,0,0
+22,No,Non-Travel,Sales,17,2,Marketing,1,880,Male,3,Sales Executive,Married,97050,1,Y,18,8,2,4,3,4,1,3
+50,No,Travel_Frequently,Research & Development,3,3,Other,1,881,Male,2,Research Scientist,Married,42940,2,Y,20,8,0,32,2,30,12,13
+32,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,882,Male,3,Research Scientist,Married,47210,3,Y,14,8,1,6,3,3,0,2
+44,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,883,Male,3,Manager,Divorced,25190,0,Y,21,8,2,23,2,22,1,10
+30,No,Travel_Rarely,Research & Development,4,3,Medical,1,884,Female,1,Research Director,Married,21210,1,Y,13,8,1,6,2,6,1,1
+45,No,Travel_Rarely,Sales,29,2,Technical Degree,1,885,Female,2,Research Scientist,Single,29730,1,Y,12,8,0,10,2,10,1,4
+45,No,Non-Travel,Sales,2,4,Life Sciences,1,886,Male,2,Manufacturing Director,Married,58550,1,Y,14,8,1,10,3,10,4,5
+31,No,Travel_Frequently,Research & Development,7,3,Medical,1,887,Male,2,Research Scientist,Single,36170,7,Y,21,8,1,10,5,5,0,3
+36,No,Travel_Rarely,Research & Development,18,1,Medical,1,888,Male,2,Manufacturing Director,Married,67250,9,Y,17,8,1,7,3,3,1,1
+34,No,Travel_Frequently,Sales,28,4,Marketing,1,889,Male,5,Manufacturing Director,Divorced,103250,1,Y,11,8,1,9,3,9,7,2
+49,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,890,Male,3,Healthcare Representative,Married,69490,1,Y,14,8,1,10,2,9,1,4
+39,No,Travel_Rarely,Research & Development,6,2,Life Sciences,1,891,Male,3,Research Scientist,Married,106090,2,Y,17,8,1,10,2,7,7,7
+27,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,892,Male,4,Research Scientist,Divorced,44470,1,Y,13,8,0,7,4,7,0,7
+35,No,Travel_Rarely,Research & Development,2,3,Medical,1,893,Female,2,Sales Executive,Married,21570,1,Y,25,8,0,16,1,16,1,10
+28,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,894,Male,3,Manufacturing Director,Divorced,46010,0,Y,15,8,2,6,2,5,0,0
+21,No,Travel_Rarely,Research & Development,3,1,Life Sciences,1,895,Female,1,Laboratory Technician,Single,170990,1,Y,14,8,1,3,2,2,2,2
+18,Yes,Travel_Frequently,Research & Development,3,5,Medical,1,896,Male,1,Research Director,Single,24790,1,Y,12,8,1,0,2,0,0,0
+47,No,Travel_Rarely,Research & Development,25,4,Medical,1,897,Male,2,Research Scientist,Married,148520,3,Y,19,8,3,27,3,5,1,0
+39,No,Travel_Rarely,Sales,2,4,Life Sciences,1,898,Male,1,Laboratory Technician,Divorced,72640,0,Y,17,8,0,11,5,10,0,7
+40,No,Travel_Rarely,Research & Development,22,1,Life Sciences,1,899,Male,1,Laboratory Technician,Married,56660,1,Y,14,8,1,18,2,18,14,12
+35,No,Non-Travel,Research & Development,29,3,Medical,1,900,Female,2,Sales Executive,Married,78230,1,Y,13,8,1,15,3,14,2,9
+37,No,Travel_Rarely,Research & Development,29,4,Technical Degree,1,901,Male,1,Laboratory Technician,Married,78800,3,Y,12,8,1,9,2,4,0,2
+39,No,Travel_Frequently,Research & Development,2,3,Technical Degree,1,902,Female,2,Manager,Single,131940,0,Y,11,8,0,10,2,9,3,8
+45,No,Travel_Rarely,Research & Development,28,3,Life Sciences,1,903,Female,2,Laboratory Technician,Divorced,50670,1,Y,11,8,2,10,3,10,3,9
+38,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,904,Female,3,Sales Executive,Married,50790,3,Y,11,8,0,10,3,5,0,2
+35,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,905,Male,3,Healthcare Representative,Married,23210,9,Y,12,8,1,15,0,13,6,0
+37,No,Travel_Rarely,Research & Development,22,3,Life Sciences,1,906,Female,2,Healthcare Representative,Married,174440,1,Y,14,8,0,8,4,8,7,7
+40,No,Travel_Rarely,Research & Development,8,3,Technical Degree,1,907,Female,2,Healthcare Representative,Single,24040,6,Y,17,8,0,18,2,4,3,3
+44,No,Travel_Frequently,Sales,2,2,Marketing,1,908,Male,1,Laboratory Technician,Married,34520,4,Y,11,8,1,14,2,10,0,2
+48,No,Travel_Frequently,Sales,10,4,Marketing,1,909,Female,3,Manager,Married,22700,2,Y,14,8,3,23,2,2,2,2
+35,Yes,Travel_Rarely,Research & Development,9,3,Life Sciences,1,910,Male,2,Manager,Divorced,173990,6,Y,12,8,0,7,3,2,2,2
+24,No,Travel_Frequently,Research & Development,15,3,Life Sciences,1,911,Male,2,Research Scientist,Single,54880,1,Y,22,8,1,6,6,6,1,3
+27,No,Travel_Rarely,Sales,10,4,Life Sciences,1,912,Male,3,Sales Executive,Married,194190,7,Y,14,8,1,5,2,3,0,2
+27,No,Travel_Frequently,Research & Development,7,3,Life Sciences,1,913,Male,1,Research Scientist,Single,28110,2,Y,20,8,0,6,3,4,1,2
+40,Yes,Travel_Rarely,Sales,16,4,Marketing,1,914,Male,1,Research Director,Single,36330,3,Y,16,8,2,10,0,4,0,3
+29,No,Travel_Rarely,Research & Development,20,1,Medical,1,915,Female,2,Manager,Single,41630,9,Y,15,8,1,8,4,5,1,4
+36,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,916,Female,3,Sales Executive,Married,21320,4,Y,20,8,0,9,1,3,0,2
+25,No,Travel_Frequently,Sales,5,1,Marketing,1,917,Male,4,Manufacturing Director,Divorced,139730,1,Y,14,8,0,7,3,7,0,7
+39,No,Travel_Rarely,Sales,10,3,Marketing,1,918,Female,2,Research Director,Married,26840,4,Y,12,8,0,7,2,5,1,0
+49,No,Travel_Rarely,Sales,4,2,Life Sciences,1,919,Male,2,Research Director,Married,108450,3,Y,24,8,0,27,4,4,1,2
+50,No,Travel_Rarely,Research & Development,2,2,Medical,1,920,Male,3,Sales Executive,Divorced,43770,5,Y,12,8,1,19,2,14,1,11
+20,No,Travel_Rarely,Research & Development,18,4,Medical,1,921,Female,2,Sales Executive,Single,37430,1,Y,13,8,1,2,2,2,2,2
+34,No,Travel_Rarely,Research & Development,10,3,Medical,1,922,Male,3,Laboratory Technician,Divorced,41480,1,Y,11,8,0,11,3,11,7,9
+36,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,923,Female,2,Healthcare Representative,Single,10510,2,Y,14,8,0,15,2,4,1,3
+49,No,Travel_Rarely,Human Resources,6,2,Life Sciences,1,924,Female,2,Research Scientist,Married,107390,2,Y,11,8,3,30,3,15,2,12
+36,No,Non-Travel,Research & Development,8,4,Life Sciences,1,925,Male,4,Laboratory Technician,Married,103880,0,Y,14,8,0,4,2,3,1,2
+36,No,Travel_Rarely,Research & Development,2,2,Medical,1,926,Female,2,Healthcare Representative,Divorced,114160,6,Y,16,8,0,13,2,5,0,4
+54,No,Travel_Rarely,Sales,24,3,Marketing,1,927,Male,1,Laboratory Technician,Married,26000,3,Y,14,8,0,36,5,10,4,7
+43,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,928,Female,1,Research Scientist,Married,24220,1,Y,11,8,1,14,2,14,6,11
+35,Yes,Travel_Frequently,Research & Development,17,4,Medical,1,929,Male,1,Research Director,Single,54720,3,Y,11,8,1,13,3,11,6,7
+38,No,Travel_Frequently,Research & Development,19,2,Life Sciences,1,930,Male,2,Research Scientist,Married,24510,7,Y,12,8,1,19,3,13,2,9
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,931,Male,2,Sales Representative,Divorced,42400,1,Y,14,8,0,10,2,10,0,9
+33,No,Travel_Rarely,Research & Development,7,3,Medical,1,932,Male,5,Sales Executive,Divorced,109990,1,Y,18,8,3,6,3,6,0,4
+32,No,Travel_Rarely,Research & Development,5,4,Technical Degree,1,933,Male,5,Research Scientist,Divorced,50030,NA,Y,13,8,0,10,5,9,1,6
+31,No,Travel_Rarely,Research & Development,28,4,Technical Degree,1,934,Female,2,Sales Executive,Married,127420,1,Y,11,8,0,10,4,10,0,2
+49,No,Travel_Rarely,Research & Development,2,4,Medical,1,935,Male,1,Laboratory Technician,Divorced,42270,4,Y,18,8,0,17,3,2,2,2
+38,No,Travel_Frequently,Sales,29,2,Medical,1,936,Female,1,Sales Executive,Single,39170,1,Y,15,8,3,4,2,4,3,3
+47,No,Travel_Rarely,Research & Development,1,4,Medical,1,937,Male,3,Laboratory Technician,Divorced,183030,6,Y,22,8,1,29,2,3,1,2
+49,No,Travel_Rarely,Research & Development,21,3,Medical,1,938,Male,2,Manufacturing Director,Single,23800,4,Y,13,8,0,23,3,8,0,0
+41,No,Travel_Rarely,Research & Development,24,4,Life Sciences,1,939,Female,4,Manager,Single,137260,3,Y,12,8,0,21,6,2,0,2
+20,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,940,Male,1,Sales Representative,Single,47770,1,Y,18,8,1,2,3,2,0,2
+33,No,Non-Travel,Research & Development,18,2,Medical,1,941,Female,2,Healthcare Representative,Divorced,63850,1,Y,13,8,0,7,6,6,1,2
+36,No,Travel_Rarely,Research & Development,2,2,Technical Degree,1,942,Male,3,Sales Executive,Married,199730,6,Y,12,8,0,10,2,3,0,2
+44,No,Travel_Rarely,Research & Development,9,3,Technical Degree,1,943,Female,3,Healthcare Representative,Divorced,68610,4,Y,12,8,0,8,2,2,2,2
+23,Yes,Travel_Rarely,Human Resources,6,3,Life Sciences,1,944,Female,3,Laboratory Technician,Single,49690,1,Y,12,8,0,5,3,5,1,2
+38,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,945,Male,1,Sales Executive,Married,198450,7,Y,11,8,1,7,3,0,0,0
+53,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,946,Male,4,Research Director,Married,133200,3,Y,11,8,0,11,2,4,1,2
+48,Yes,Travel_Frequently,Sales,10,2,Marketing,1,947,Male,1,Healthcare Representative,Married,63470,2,Y,12,8,1,19,3,9,7,7
+32,Yes,Travel_Rarely,Sales,1,3,Life Sciences,1,948,Male,2,Research Scientist,Single,27430,1,Y,19,8,1,1,2,1,0,0
+26,No,Non-Travel,Research & Development,18,2,Medical,1,949,Male,1,Human Resources,Single,108800,1,Y,23,8,1,7,5,7,5,7
+55,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,950,Male,5,Laboratory Technician,Divorced,23420,5,Y,11,8,2,8,2,4,1,2
+34,No,Travel_Rarely,Sales,28,3,Life Sciences,1,951,Female,2,Research Scientist,Married,176500,1,Y,19,8,1,15,6,15,4,13
+60,No,Travel_Rarely,Sales,17,4,Medical,1,952,Male,1,Manager,Divorced,40250,3,Y,13,8,1,19,5,1,0,0
+33,No,Travel_Rarely,Sales,3,3,Life Sciences,1,953,Male,3,Manager,Married,97250,1,Y,11,8,0,14,0,14,2,13
+37,No,Travel_Frequently,Research & Development,13,3,Life Sciences,1,954,Male,1,Laboratory Technician,Divorced,119040,1,Y,12,8,1,6,4,6,1,3
+34,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,955,Male,1,Healthcare Representative,Married,21770,1,Y,13,8,0,10,5,10,8,7
+23,Yes,Travel_Rarely,Research & Development,12,2,Medical,1,956,Male,2,Research Scientist,Divorced,75250,1,Y,14,8,2,3,2,3,0,2
+44,No,Travel_Rarely,Human Resources,1,3,Life Sciences,1,957,Male,1,Research Scientist,Married,48340,1,Y,14,8,0,9,1,8,6,7
+35,No,Travel_Frequently,Research & Development,13,3,Life Sciences,1,958,Male,3,Sales Executive,Single,20420,0,Y,16,8,0,6,2,5,1,4
+43,No,Travel_Rarely,Research & Development,25,4,Life Sciences,1,959,Male,2,Sales Executive,Married,22200,1,Y,11,8,0,10,2,10,8,8
+24,No,Travel_Rarely,Research & Development,6,3,Life Sciences,1,960,Male,3,Sales Executive,Married,10520,1,Y,13,8,0,5,3,5,0,4
+41,No,Travel_Rarely,Sales,6,4,Marketing,1,961,Male,1,Research Scientist,Single,28210,1,Y,17,8,0,10,3,10,8,7
+29,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,962,Male,2,Research Scientist,Married,192370,9,Y,11,8,1,9,2,5,1,2
+36,No,Travel_Rarely,Human Resources,1,4,Life Sciences,1,963,Female,3,Research Scientist,Single,41070,3,Y,11,8,1,17,2,13,6,7
+45,No,Non-Travel,Sales,2,3,Life Sciences,1,964,Female,2,Manufacturing Director,Married,83960,3,Y,15,8,2,25,3,23,14,4
+24,Yes,Travel_Rarely,Sales,6,2,Medical,1,965,Female,2,Manager,Married,20070,1,Y,12,8,0,1,2,1,0,0
+47,Yes,Travel_Frequently,Research & Development,1,3,Medical,1,966,Female,2,Sales Executive,Married,196270,7,Y,11,8,2,25,1,23,14,10
+26,No,Travel_Rarely,Research & Development,9,1,Medical,1,967,Male,1,Sales Executive,Married,106860,1,Y,14,8,1,3,2,3,0,2
+45,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,968,Male,1,Research Director,Single,29420,1,Y,22,8,1,21,4,21,8,6
+32,No,Travel_Frequently,Sales,1,1,Marketing,1,969,Male,2,Laboratory Technician,Married,88580,6,Y,16,8,1,10,2,5,1,3
+31,No,Travel_Rarely,Research & Development,14,2,Life Sciences,1,970,Male,1,Sales Executive,Married,167560,1,Y,11,8,2,6,5,5,0,3
+41,No,Non-Travel,Sales,2,2,Medical,1,971,Male,2,Research Scientist,Married,107980,6,Y,14,8,2,10,5,3,1,2
+40,No,Travel_Rarely,Research & Development,22,2,Technical Degree,1,972,Male,1,Healthcare Representative,Married,23230,2,Y,16,8,1,18,2,1,0,0
+24,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,973,Female,1,Research Scientist,Divorced,14160,1,Y,15,8,1,6,3,6,1,2
+46,No,Travel_Rarely,Research & Development,6,3,Medical,1,974,Male,4,Sales Executive,Single,46150,6,Y,12,8,0,19,3,10,0,9
+35,No,Travel_Rarely,Sales,8,4,Life Sciences,1,975,Male,1,Laboratory Technician,Married,24610,2,Y,20,8,1,17,4,7,0,7
+30,No,Travel_Rarely,Sales,9,4,Marketing,1,976,Male,1,Laboratory Technician,Married,87220,1,Y,17,8,1,10,3,10,0,8
+47,No,Non-Travel,Research & Development,3,2,Life Sciences,1,977,Female,2,Sales Executive,Married,39550,7,Y,12,8,1,4,5,1,0,0
+46,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,978,Female,3,Sales Executive,Divorced,99570,4,Y,20,8,0,13,1,10,0,3
+36,Yes,Travel_Rarely,Research & Development,1,3,Medical,1,979,Male,2,Manufacturing Director,Divorced,33760,5,Y,20,8,0,16,3,2,2,2
+32,Yes,Travel_Rarely,Research & Development,26,3,Medical,1,980,Female,2,Research Director,Single,88230,6,Y,13,8,2,10,3,0,0,0
+23,No,Travel_Rarely,Sales,6,4,Life Sciences,1,981,Male,3,Manufacturing Director,Single,103220,1,Y,14,8,2,3,2,3,1,2
+31,No,Travel_Frequently,Sales,3,3,Marketing,1,982,Male,2,Sales Executive,Single,46210,2,Y,18,8,1,9,3,5,1,4
+39,No,Non-Travel,Research & Development,3,3,Life Sciences,1,983,Female,2,Manufacturing Director,Married,109760,1,Y,11,8,0,9,3,9,5,8
+32,No,Travel_Rarely,Research & Development,6,3,Technical Degree,1,984,Male,1,Research Scientist,Married,36600,3,Y,11,8,2,10,0,4,0,2
+40,No,Travel_Rarely,Sales,6,3,Life Sciences,1,985,Male,3,Manufacturing Director,Single,104820,1,Y,11,8,1,21,6,21,12,8
+45,No,Travel_Rarely,Research & Development,19,4,Medical,1,986,Male,1,Sales Representative,Married,71190,4,Y,15,8,0,9,2,5,0,3
+30,No,Travel_Frequently,Sales,9,3,Life Sciences,1,987,Male,1,Research Director,Single,95820,0,Y,12,8,1,10,2,9,0,7
+24,No,Travel_Frequently,Sales,3,4,Marketing,1,988,Male,1,Sales Executive,Married,45080,0,Y,11,8,1,3,5,2,2,1
+30,Yes,Travel_Frequently,Research & Development,10,3,Life Sciences,1,989,Female,1,Human Resources,Divorced,22070,6,Y,14,8,0,6,4,4,1,2
+31,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,990,Male,3,Laboratory Technician,Married,77560,1,Y,15,8,2,6,3,5,0,2
+27,No,Travel_Rarely,Sales,3,3,Life Sciences,1,991,Male,1,Manager,Single,66940,1,Y,13,8,1,6,2,6,1,4
+29,Yes,Travel_Rarely,Sales,4,3,Marketing,1,992,Male,5,Research Scientist,Single,36910,1,Y,13,8,0,2,3,2,2,2
+29,No,Travel_Frequently,Research & Development,8,4,Life Sciences,1,993,Female,1,Sales Executive,Single,23770,8,Y,21,8,1,10,2,3,0,2
+30,No,Travel_Rarely,Sales,7,3,Life Sciences,1,994,Male,3,Sales Executive,Divorced,23130,2,Y,11,8,0,12,5,7,1,7
+34,No,Travel_Rarely,Research & Development,1,2,Medical,1,995,Female,2,Healthcare Representative,Married,176650,0,Y,11,8,0,6,5,5,1,2
+33,No,Non-Travel,Research & Development,2,4,Medical,1,996,Male,1,Sales Representative,Single,25960,8,Y,14,8,1,13,4,11,1,7
+49,No,Travel_Rarely,Sales,3,4,Marketing,1,997,Male,1,Sales Executive,Single,47280,3,Y,11,8,1,8,4,5,0,4
+33,Yes,Travel_Rarely,Research & Development,10,3,Life Sciences,1,998,Male,1,Sales Executive,Single,43020,2,Y,13,8,0,11,3,0,0,0
+38,No,Travel_Frequently,Research & Development,28,3,Medical,1,999,Male,1,Healthcare Representative,Married,29790,4,Y,12,8,1,9,3,6,0,5
+31,Yes,Travel_Rarely,Human Resources,9,4,Human Resources,1,1000,Male,2,Laboratory Technician,Married,168850,2,Y,14,8,2,10,2,1,0,0
+29,No,Travel_Rarely,Research & Development,3,4,Other,1,1001,Female,2,Sales Representative,Divorced,55930,1,Y,13,8,1,1,3,1,0,0
+30,No,Travel_Rarely,Research & Development,2,1,Medical,1,1002,Male,1,Sales Representative,Married,104450,3,Y,18,8,1,10,3,7,1,7
+32,No,Non-Travel,Research & Development,10,4,Life Sciences,1,1003,Female,1,Laboratory Technician,Single,87400,2,Y,11,8,1,12,2,7,0,7
+38,No,Travel_Rarely,Research & Development,8,2,Technical Degree,1,1004,Female,1,Manufacturing Director,Married,25140,3,Y,11,8,0,15,2,1,1,0
+43,Yes,Travel_Frequently,Research & Development,1,4,Other,1,1005,Male,3,Sales Executive,Married,76550,9,Y,12,8,1,6,3,1,0,0
+42,No,Travel_Rarely,Human Resources,1,3,Other,1,1006,Female,1,Healthcare Representative,Divorced,174650,8,Y,13,8,1,7,3,5,0,4
+55,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,1007,Female,1,Sales Executive,Married,73510,8,Y,20,8,1,34,3,1,0,0
+33,No,Non-Travel,Research & Development,14,3,Other,1,1008,Male,1,Research Scientist,Divorced,108200,5,Y,12,8,0,11,2,9,1,7
+41,No,Travel_Rarely,Research & Development,5,3,Medical,1,1009,Male,1,Sales Representative,Divorced,121690,1,Y,19,8,0,5,2,5,0,4
+34,No,Non-Travel,Research & Development,7,4,Medical,1,1010,Female,1,Research Scientist,Divorced,196260,1,Y,21,8,0,15,5,15,0,7
+53,No,Non-Travel,Research & Development,10,4,Medical,1,1011,Male,2,Healthcare Representative,Married,20700,4,Y,13,8,2,27,2,3,0,2
+43,No,Travel_Rarely,Sales,16,2,Marketing,1,1012,Female,1,Laboratory Technician,Single,67820,0,Y,16,8,1,10,2,9,1,8
+34,No,Travel_Rarely,Sales,10,2,Life Sciences,1,1013,Female,5,Sales Executive,Single,77790,5,Y,12,8,1,6,2,2,2,2
+21,Yes,Travel_Rarely,Sales,1,2,Marketing,1,1014,Male,5,Healthcare Representative,Single,27910,1,Y,14,8,0,1,3,1,1,0
+38,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,1015,Female,2,Sales Executive,Married,32010,1,Y,11,8,1,5,3,5,0,4
+22,Yes,Travel_Rarely,Research & Development,1,3,Other,1,1016,Male,4,Research Scientist,Married,49680,1,Y,14,8,0,1,3,1,0,0
+31,No,Travel_Rarely,Research & Development,8,5,Life Sciences,1,1017,Male,5,Sales Executive,Married,131200,1,Y,12,8,2,13,6,12,5,7
+51,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,1018,Female,1,Manager,Married,40330,2,Y,14,8,0,15,2,2,2,2
+37,No,Travel_Rarely,Research & Development,24,1,Life Sciences,1,1019,Male,2,Sales Executive,Married,32910,1,Y,16,8,3,5,2,5,0,3
+46,No,Travel_Rarely,Sales,3,4,Marketing,1,1020,Female,1,Sales Representative,Divorced,42720,7,Y,13,8,0,24,3,2,2,2
+36,No,Travel_Rarely,Research & Development,27,3,Technical Degree,1,1021,Female,4,Research Scientist,Married,50560,7,Y,12,8,0,15,2,12,5,7
+44,Yes,Travel_Frequently,Sales,10,4,Life Sciences,1,1022,Male,1,Research Scientist,Divorced,28440,1,Y,12,8,0,6,2,5,2,3
+37,No,Travel_Rarely,Research & Development,19,2,Technical Degree,1,1023,Male,2,Sales Executive,Divorced,27030,2,Y,14,8,0,19,2,10,4,7
+35,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,1024,Male,2,Research Scientist,Single,19040,1,Y,22,8,1,10,4,10,7,7
+33,No,Travel_Rarely,Research & Development,8,5,Medical,1,1025,Male,2,Laboratory Technician,Married,82240,6,Y,19,8,0,14,3,10,7,6
+28,No,Travel_Rarely,Sales,9,3,Medical,1,1026,Female,2,Sales Executive,Married,47660,1,Y,12,8,0,5,3,5,0,3
+39,No,Travel_Rarely,Sales,3,4,Marketing,1,1027,Female,2,Laboratory Technician,Single,26100,7,Y,12,8,0,9,2,4,2,2
+46,No,Non-Travel,Research & Development,9,2,Life Sciences,1,1028,Male,2,Manufacturing Director,Single,57310,8,Y,17,8,0,6,2,2,2,2
+40,No,Travel_Rarely,Research & Development,2,2,Medical,1,1029,Male,1,Research Director,Married,25390,4,Y,12,8,1,7,3,4,0,2
+42,No,Travel_Rarely,Research & Development,7,4,Other,1,1030,Female,2,Laboratory Technician,Married,57140,5,Y,11,8,0,10,2,0,0,0
+35,No,Non-Travel,Sales,10,1,Life Sciences,1,1031,Female,2,Research Director,Divorced,43230,2,Y,18,8,3,15,3,7,1,7
+38,No,Non-Travel,Sales,6,4,Marketing,1,1032,Male,3,Sales Executive,Divorced,73360,5,Y,11,8,0,13,3,11,3,8
+34,Yes,Travel_Frequently,Research & Development,2,1,Life Sciences,1,1033,Male,1,Manufacturing Director,Married,134990,4,Y,23,8,2,11,2,7,0,7
+37,Yes,Travel_Rarely,Research & Development,24,3,Life Sciences,1,1034,Male,1,Laboratory Technician,Single,137580,1,Y,11,8,1,10,5,10,0,8
+39,No,Travel_Frequently,Research & Development,2,1,Medical,1,1035,Male,2,Healthcare Representative,Divorced,51550,2,Y,18,8,1,7,3,2,2,2
+43,No,Non-Travel,Human Resources,8,5,Medical,1,1036,Female,3,Sales Executive,Single,22580,4,Y,18,8,0,7,2,3,1,2
+41,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,1037,Male,3,Research Scientist,Single,35970,3,Y,13,8,1,11,2,3,1,2
+41,No,Travel_Rarely,Research & Development,1,1,Technical Degree,1,1038,Male,3,Laboratory Technician,Divorced,25150,0,Y,18,8,0,23,2,22,13,5
+30,No,Travel_Rarely,Sales,26,3,Marketing,1,1039,Female,2,Manager,Single,44200,9,Y,11,8,0,9,3,7,0,2
+26,Yes,Travel_Rarely,Human Resources,2,1,Technical Degree,1,1040,Female,3,Sales Executive,Married,65780,0,Y,15,8,2,6,3,5,1,4
+46,Yes,Travel_Rarely,Research & Development,10,3,Medical,1,1041,Male,1,Sales Executive,Married,44220,4,Y,11,8,1,13,2,9,3,7
+40,No,Travel_Rarely,Sales,27,2,Medical,1,1042,Female,3,Sales Executive,Divorced,102740,4,Y,18,8,0,12,3,5,0,3
+34,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1043,Male,2,Laboratory Technician,Married,53430,1,Y,14,8,0,10,5,10,4,8
+58,No,Non-Travel,Research & Development,2,4,Medical,1,1044,Male,1,Laboratory Technician,Divorced,23760,4,Y,12,8,1,37,3,16,14,14
+35,No,Travel_Rarely,Research & Development,8,1,Technical Degree,1,1045,Female,3,Manufacturing Director,Married,53460,0,Y,14,8,0,6,3,5,0,3
+47,No,Travel_Rarely,Research & Development,19,5,Medical,1,1046,Female,2,Research Scientist,Divorced,28270,8,Y,14,8,1,28,3,22,14,10
+40,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,1047,Male,2,Manager,Divorced,199430,2,Y,13,8,1,15,3,7,7,7
+54,No,Travel_Rarely,Sales,27,4,Medical,1,1048,Male,1,Research Scientist,Married,31310,4,Y,14,8,0,14,3,7,1,7
+31,No,Travel_Frequently,Sales,8,4,Other,1,1049,Female,3,Manufacturing Director,Married,25520,2,Y,18,8,0,9,2,3,2,2
+28,No,Travel_Rarely,Sales,1,2,Life Sciences,1,1050,Male,3,Manager,Married,44770,1,Y,15,8,0,3,6,3,1,2
+38,No,Travel_Rarely,Research & Development,19,3,Medical,1,1051,Female,2,Manufacturing Director,Married,64740,2,Y,13,8,2,20,3,4,0,3
+26,No,Travel_Rarely,Sales,8,3,Marketing,1,1052,Female,1,Healthcare Representative,Single,30330,1,Y,12,8,0,5,2,5,1,2
+58,No,Travel_Frequently,Research & Development,10,4,Technical Degree,1,1053,Female,1,Sales Representative,Married,29360,2,Y,13,8,1,23,3,2,2,2
+18,No,Non-Travel,Research & Development,2,3,Life Sciences,1,1054,Male,3,Sales Representative,Single,186060,1,Y,24,8,2,0,4,0,0,0
+31,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1055,Male,3,Laboratory Technician,Married,21680,0,Y,14,8,1,2,2,1,0,0
+29,Yes,Travel_Rarely,Research & Development,8,2,Medical,1,1056,Male,1,Manager,Divorced,28530,4,Y,14,8,1,4,5,2,2,0
+45,No,Non-Travel,Sales,1,4,Technical Degree,1,1057,Male,1,Research Scientist,Married,170480,4,Y,15,8,0,10,3,8,5,7
+36,No,Travel_Rarely,Sales,2,3,Technical Degree,1,1058,Female,5,Laboratory Technician,Married,22900,4,Y,11,8,0,15,5,1,0,0
+43,No,Travel_Frequently,Sales,8,3,Medical,1,1059,Male,1,Research Director,Married,36000,1,Y,23,8,0,7,2,7,7,7
+27,No,Travel_Frequently,Sales,8,4,Life Sciences,1,1060,Male,5,Research Scientist,Single,21070,0,Y,13,8,0,6,2,5,0,2
+29,No,Travel_Frequently,Research & Development,6,2,Medical,1,1061,Male,1,Human Resources,Married,41150,1,Y,11,8,0,11,1,11,3,10
+32,No,Travel_Frequently,Sales,9,4,Life Sciences,1,1062,Male,4,Sales Executive,Single,43270,8,Y,13,8,0,4,4,0,0,0
+42,No,Non-Travel,Research & Development,11,3,Medical,1,1063,Male,1,Manager,Married,178560,3,Y,18,8,0,10,2,6,3,3
+47,No,Travel_Rarely,Sales,2,2,Life Sciences,1,1064,Female,5,Manager,Single,31960,4,Y,14,8,1,7,3,2,2,0
+46,No,Travel_Rarely,Human Resources,1,3,Life Sciences,1,1065,Female,1,Laboratory Technician,Divorced,190810,3,Y,21,8,0,12,2,9,4,7
+28,No,Non-Travel,Research & Development,7,3,Life Sciences,1,1066,Male,1,Sales Executive,Divorced,89660,1,Y,16,8,1,3,3,3,2,2
+29,No,Travel_Rarely,Research & Development,16,3,Medical,1,1067,Female,1,Manufacturing Director,Divorced,22100,8,Y,11,8,1,11,4,7,1,6
+42,No,Travel_Rarely,Sales,2,4,Medical,1,1068,Female,2,Research Director,Single,45390,4,Y,17,8,1,8,5,0,0,0
+32,Yes,Travel_Rarely,Research & Development,1,1,Medical,1,1069,Male,2,Laboratory Technician,Single,27410,7,Y,11,8,0,7,3,2,2,2
+46,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,1070,Male,2,Laboratory Technician,Divorced,34910,2,Y,14,8,0,25,0,19,2,8
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,1071,Female,5,Research Scientist,Married,45410,1,Y,14,8,2,9,4,9,5,8
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,1072,Male,3,Sales Executive,Married,26780,1,Y,25,8,1,1,3,1,0,0
+43,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1073,Male,1,Manufacturing Director,Married,73790,7,Y,13,8,2,21,3,16,6,14
+48,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1074,Female,2,Manager,Married,62720,4,Y,14,8,0,29,3,22,12,9
+29,Yes,Travel_Frequently,Research & Development,13,2,Life Sciences,1,1075,Female,1,Laboratory Technician,Single,52200,1,Y,17,8,0,1,3,1,1,0
+46,Yes,Travel_Rarely,Research & Development,4,4,Medical,1,1076,Female,2,Sales Representative,Married,27430,5,Y,25,8,1,14,1,8,0,7
+27,No,Travel_Frequently,Research & Development,16,4,Medical,1,1077,Male,3,Healthcare Representative,Married,49980,0,Y,20,8,2,8,3,7,7,3
+39,No,Travel_Rarely,Research & Development,2,3,Technical Degree,1,1078,Male,3,Healthcare Representative,Divorced,102520,8,Y,13,8,1,7,3,2,2,2
+55,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1079,Female,1,Human Resources,Married,27810,8,Y,13,8,1,19,2,5,0,4
+28,No,Travel_Rarely,Research & Development,29,2,Life Sciences,1,1080,Male,2,Laboratory Technician,Married,68520,1,Y,18,8,1,1,2,1,0,0
+30,Yes,Travel_Rarely,Sales,12,4,Life Sciences,1,1081,Female,2,Sales Executive,Single,49500,1,Y,12,8,2,1,3,1,0,0
+22,Yes,Travel_Rarely,Research & Development,16,2,Life Sciences,1,1082,Female,2,Laboratory Technician,Single,35790,1,Y,19,8,3,1,3,1,0,0
+36,No,Travel_Rarely,Research & Development,11,3,Life Sciences,1,1083,Male,1,Sales Executive,Married,131910,1,Y,14,8,1,10,2,10,1,7
+31,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,1084,Female,5,Manager,Divorced,103770,1,Y,14,8,0,10,2,10,0,2
+34,No,Travel_Rarely,Sales,14,2,Technical Degree,1,1085,Female,1,Sales Executive,Married,22350,2,Y,14,8,1,9,2,5,1,0
+29,No,Travel_Rarely,Research & Development,5,5,Life Sciences,1,1086,Female,1,Sales Executive,Single,105020,3,Y,12,8,0,11,4,3,1,2
+37,No,Travel_Rarely,Research & Development,7,2,Medical,1,1087,Male,1,Manufacturing Director,Married,20110,5,Y,13,8,0,16,4,5,0,4
+35,No,Travel_Rarely,Sales,2,1,Technical Degree,1,1088,Male,2,Laboratory Technician,Married,18590,0,Y,25,8,1,4,2,3,0,2
+45,No,Travel_Rarely,Research & Development,3,3,Medical,1,1089,Female,2,Sales Executive,Married,37600,0,Y,14,8,1,10,2,9,3,8
+36,No,Travel_Frequently,Research & Development,5,3,Medical,1,1090,Female,4,Manufacturing Director,Single,177790,1,Y,17,8,1,10,5,10,0,8
+40,No,Travel_Rarely,Research & Development,3,3,Other,1,1091,Male,1,Sales Executive,Divorced,68330,2,Y,13,8,0,22,3,19,11,16
+26,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,1092,Male,2,Human Resources,Married,68120,1,Y,13,8,0,1,2,1,1,0
+27,No,Travel_Rarely,Research & Development,4,3,Technical Degree,1,1093,Male,2,Manufacturing Director,Single,51710,0,Y,20,8,1,9,1,8,0,7
+48,No,Travel_Frequently,Research & Development,2,3,Life Sciences,1,1094,Male,2,Research Director,Divorced,197400,3,Y,14,8,0,24,2,22,4,7
+44,No,Travel_Rarely,Sales,1,2,Medical,1,1095,Male,4,Manager,Married,187110,2,Y,12,8,1,10,0,2,2,2
+34,Yes,Non-Travel,Research & Development,27,2,Life Sciences,1,1096,Female,1,Sales Representative,Married,36920,1,Y,12,8,1,5,5,5,3,0
+56,Yes,Travel_Rarely,Human Resources,1,2,Medical,1,1097,Female,5,Sales Executive,Single,25590,1,Y,21,8,0,5,3,4,1,0
+36,No,Travel_Rarely,Research & Development,13,3,Technical Degree,1,1098,Female,3,Healthcare Representative,Married,25170,2,Y,14,8,0,12,3,4,1,3
+41,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,1099,Female,1,Sales Executive,Married,66230,5,Y,18,8,0,14,3,5,1,4
+42,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,1100,Female,2,Sales Executive,Married,182650,9,Y,12,8,1,18,4,13,5,7
+31,No,Travel_Rarely,Sales,9,4,Life Sciences,1,1101,Female,1,Sales Executive,Divorced,161240,2,Y,23,8,1,8,2,5,1,4
+34,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,1102,Female,3,Laboratory Technician,Married,25850,3,Y,12,8,0,9,5,4,0,1
+31,No,Travel_Rarely,Sales,25,2,Life Sciences,1,1103,Female,3,Manufacturing Director,Divorced,182130,8,Y,21,8,2,4,3,2,2,2
+26,No,Travel_Frequently,Sales,16,2,Life Sciences,1,1104,Male,2,Healthcare Representative,Married,83800,NA,Y,14,8,0,8,3,7,7,7
+45,No,Travel_Frequently,Research & Development,8,4,Life Sciences,1,1105,Female,2,Manager,Single,29940,4,Y,18,8,1,12,2,4,0,3
+33,No,Travel_Rarely,Sales,1,3,Life Sciences,1,1106,Female,5,Sales Executive,Single,12230,1,Y,13,8,1,10,3,10,0,9
+28,No,Travel_Frequently,Sales,8,3,Life Sciences,1,1107,Male,4,Research Scientist,Married,11180,1,Y,11,8,0,7,3,7,0,7
+29,Yes,Travel_Frequently,Human Resources,2,4,Human Resources,1,1108,Male,2,Sales Executive,Single,28750,1,Y,11,8,0,1,3,1,0,0
+39,No,Non-Travel,Research & Development,8,5,Medical,1,1109,Female,2,Sales Representative,Married,188240,6,Y,19,8,1,10,4,3,1,2
+27,No,Travel_Rarely,Sales,3,2,Technical Degree,1,1110,Male,2,Healthcare Representative,Married,135770,1,Y,12,8,1,6,2,5,1,2
+34,No,Travel_Frequently,Research & Development,9,4,Life Sciences,1,1111,Female,2,Manufacturing Director,Married,26250,1,Y,12,8,3,16,4,15,6,11
+28,Yes,Travel_Rarely,Research & Development,25,3,Technical Degree,1,1112,Male,1,Research Director,Single,187890,3,Y,16,8,1,6,4,2,2,2
+47,No,Non-Travel,Research & Development,1,4,Medical,1,1113,Male,1,Research Scientist,Married,45380,8,Y,11,8,0,16,3,8,1,7
+56,No,Travel_Rarely,Research & Development,4,3,Technical Degree,1,1114,Female,2,Sales Executive,Married,198470,4,Y,14,8,0,6,6,0,0,0
+39,No,Travel_Rarely,Research & Development,1,3,Other,1,1115,Female,1,Laboratory Technician,Married,105120,1,Y,12,8,1,10,2,10,7,9
+38,No,Travel_Frequently,Research & Development,4,2,Medical,1,1116,Female,1,Manager,Divorced,44440,1,Y,13,8,0,20,2,20,0,7
+58,No,Travel_Rarely,Sales,5,3,Marketing,1,1117,Male,5,Sales Representative,Married,21540,4,Y,21,8,1,29,3,1,0,0
+32,Yes,Travel_Frequently,Research & Development,9,3,Life Sciences,1,1118,Male,2,Laboratory Technician,Single,191900,3,Y,17,8,1,8,2,4,0,3
+38,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,1119,Female,1,Sales Representative,Divorced,44900,2,Y,21,8,1,10,1,5,0,3
+49,No,Travel_Frequently,Sales,11,4,Life Sciences,1,1120,Male,2,Research Scientist,Married,35060,3,Y,11,8,1,28,4,5,4,3
+42,No,Travel_Rarely,Sales,1,3,Life Sciences,1,1121,Female,1,Sales Executive,Divorced,23720,3,Y,12,8,1,14,3,0,0,0
+27,Yes,Travel_Frequently,Sales,8,1,Life Sciences,1,1122,Male,4,Laboratory Technician,Married,102310,1,Y,13,8,1,1,2,1,0,0
+35,No,Travel_Rarely,Research & Development,25,1,Medical,1,1123,Male,1,Sales Executive,Married,54100,0,Y,18,8,0,6,4,5,0,4
+28,No,Non-Travel,Research & Development,21,1,Medical,1,1124,Male,3,Research Scientist,Single,79780,1,Y,16,8,2,5,2,5,1,4
+31,No,Non-Travel,Sales,23,1,Medical,1,1125,Male,1,Sales Executive,Divorced,38670,1,Y,11,8,1,4,4,4,2,3
+36,No,Non-Travel,Research & Development,1,3,Life Sciences,1,1126,Male,2,Research Scientist,Married,28380,1,Y,19,8,2,5,5,5,0,2
+34,No,Travel_Rarely,Sales,2,3,Marketing,1,1127,Male,4,Healthcare Representative,Single,46950,1,Y,16,8,1,14,2,14,2,1
+34,No,Travel_Rarely,Research & Development,19,3,Technical Degree,1,1128,Female,1,Research Director,Divorced,33390,1,Y,16,8,0,9,2,8,1,1
+26,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,1129,Male,2,Research Scientist,Single,20800,0,Y,13,8,0,8,6,7,7,6
+29,No,Travel_Rarely,Research & Development,2,4,Other,1,1130,Male,2,Laboratory Technician,Married,20960,0,Y,22,8,0,6,2,5,0,2
+32,No,Non-Travel,Research & Development,3,1,Life Sciences,1,1131,Male,3,Manager,Divorced,62090,5,Y,17,8,1,9,5,5,1,2
+31,No,Travel_Frequently,Research & Development,25,5,Technical Degree,1,1132,Female,2,Human Resources,Married,180610,1,Y,14,8,1,10,2,10,8,7
+28,Yes,Travel_Rarely,Sales,7,5,Life Sciences,1,1133,Female,2,Sales Representative,Divorced,171230,5,Y,15,8,1,6,2,4,0,3
+38,No,Travel_Rarely,Research & Development,9,2,Technical Degree,1,1134,Male,3,Sales Representative,Single,23720,4,Y,12,8,0,20,3,1,0,0
+35,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,1135,Male,2,Sales Representative,Married,48830,1,Y,18,8,1,10,1,10,0,9
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,1136,Female,1,Manager,Single,39040,1,Y,15,8,0,7,2,7,0,7
+32,No,Travel_Rarely,Research & Development,8,1,Medical,1,1137,Female,2,Research Scientist,Single,46270,8,Y,17,8,1,8,2,1,0,0
+31,Yes,Travel_Frequently,Research & Development,2,1,Other,1,1138,Male,3,Sales Executive,Married,70940,1,Y,14,8,1,10,2,10,0,8
+53,Yes,Travel_Rarely,Research & Development,18,3,Medical,1,1139,Male,1,Research Scientist,Single,34230,6,Y,15,8,1,15,4,2,2,2
+54,No,Travel_Rarely,Research & Development,14,3,Other,1,1140,Male,3,Research Scientist,Married,66740,3,Y,17,8,1,9,2,4,2,3
+33,No,Travel_Frequently,Research & Development,2,4,Medical,1,1141,Female,4,Sales Executive,Divorced,168800,1,Y,14,8,3,9,2,9,2,8
+43,No,Travel_Rarely,Research & Development,3,3,Medical,1,1142,Male,1,Research Scientist,Married,90940,1,Y,12,8,1,10,0,10,0,9
+38,No,Travel_Frequently,Research & Development,2,5,Medical,1,1143,Female,4,Sales Executive,Married,84460,0,Y,14,8,0,7,3,6,1,2
+55,No,Travel_Rarely,Sales,9,3,Marketing,1,1144,Male,2,Laboratory Technician,Married,119160,4,Y,15,8,1,35,3,10,1,4
+31,No,Travel_Rarely,Sales,6,3,Other,1,1145,Male,1,Manufacturing Director,Divorced,45340,1,Y,13,8,0,1,2,1,0,0
+39,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,1146,Male,2,Sales Executive,Single,98520,0,Y,12,8,1,21,5,20,11,10
+42,No,Non-Travel,Research & Development,10,4,Life Sciences,1,1147,Female,2,Research Scientist,Single,61510,1,Y,13,8,1,20,3,20,3,7
+31,No,Non-Travel,Research & Development,14,2,Life Sciences,1,1148,Male,2,Healthcare Representative,Married,23020,4,Y,14,8,0,13,3,11,4,8
+54,No,Travel_Rarely,Research & Development,1,3,Medical,1,1149,Female,2,Human Resources,Single,23620,6,Y,13,8,1,9,2,5,1,4
+24,No,Travel_Rarely,Research & Development,5,4,Other,1,1150,Male,1,Manufacturing Director,Single,178610,1,Y,11,8,2,4,5,4,1,2
+23,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,1151,Male,2,Research Scientist,Single,191870,1,Y,11,8,1,5,2,5,1,4
+40,No,Travel_Frequently,Research & Development,21,3,Medical,1,1152,Female,3,Research Scientist,Married,197170,1,Y,21,8,0,10,1,10,9,4
+40,No,Travel_Rarely,Research & Development,8,1,Medical,1,1153,Female,5,Research Scientist,Married,35440,3,Y,18,8,3,15,3,11,5,10
+25,No,Travel_Rarely,Sales,20,5,Medical,1,1154,Female,2,Laboratory Technician,Married,85000,4,Y,12,8,0,6,2,2,1,2
+30,No,Travel_Rarely,Human Resources,20,4,Life Sciences,1,1155,Male,2,Research Scientist,Married,46610,1,Y,11,8,0,12,3,12,1,7
+25,No,Travel_Rarely,Research & Development,7,2,Medical,1,1156,Male,5,Sales Executive,Divorced,41030,6,Y,15,8,1,7,2,2,0,2
+47,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,1157,Male,2,Sales Executive,Single,42490,2,Y,13,8,1,25,2,17,12,11
+33,No,Non-Travel,Research & Development,1,3,Life Sciences,1,1158,Male,2,Research Scientist,Divorced,140260,1,Y,12,8,0,1,4,1,0,0
+38,No,Travel_Rarely,Research & Development,19,3,Life Sciences,1,1159,Female,2,Sales Executive,Married,68930,0,Y,17,8,0,16,3,15,5,8
+31,No,Travel_Rarely,Research & Development,10,4,Medical,1,1160,Female,3,Sales Executive,Married,61250,0,Y,13,8,1,3,3,2,1,2
+38,No,Travel_Frequently,Research & Development,1,4,Other,1,1161,Male,2,Research Scientist,Married,36690,2,Y,19,8,0,10,2,8,7,7
+42,No,Travel_Rarely,Research & Development,6,3,Medical,1,1162,Male,2,Laboratory Technician,Divorced,100080,6,Y,19,8,1,9,3,4,1,2
+41,No,Travel_Rarely,Sales,2,2,Medical,1,1163,Male,1,Healthcare Representative,Married,23870,3,Y,17,8,1,12,1,5,1,0
+47,No,Non-Travel,Research & Development,21,2,Medical,1,1164,Male,1,Sales Executive,Married,46390,0,Y,11,8,1,14,2,13,5,12
+35,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,1165,Male,2,Healthcare Representative,Married,78980,7,Y,15,8,0,5,2,2,2,2
+22,No,Travel_Rarely,Human Resources,12,1,Human Resources,1,1166,Male,2,Sales Executive,Single,25340,0,Y,11,8,0,4,1,3,1,2
+35,No,Travel_Rarely,Research & Development,9,3,Medical,1,1167,Female,2,Sales Executive,Single,131420,1,Y,25,8,2,10,4,10,0,8
+33,No,Travel_Rarely,Sales,3,4,Medical,1,1168,Male,3,Healthcare Representative,Married,16110,0,Y,14,8,0,10,2,9,8,1
+32,No,Travel_Rarely,Research & Development,3,2,Technical Degree,1,1169,Male,3,Manufacturing Director,Single,53630,1,Y,13,8,0,6,4,6,4,1
+40,No,Travel_Rarely,Research & Development,1,4,Medical,1,1170,Male,2,Research Director,Married,50710,8,Y,17,8,1,8,3,1,0,0
+32,No,Travel_Rarely,Research & Development,1,2,Medical,1,1171,Male,3,Sales Executive,Married,136950,0,Y,13,8,0,3,3,2,2,2
+39,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,1172,Male,1,Sales Executive,Single,134020,7,Y,14,8,1,18,1,7,1,7
+38,No,Travel_Rarely,Sales,20,4,Medical,1,1173,Female,2,Research Director,Married,20290,3,Y,11,8,1,20,3,18,1,11
+32,No,Travel_Rarely,Research & Development,18,3,Life Sciences,1,1174,Male,2,Manager,Married,63770,1,Y,12,8,2,14,3,14,5,7
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1175,Female,4,Sales Executive,Married,54290,1,Y,17,8,1,16,3,16,6,8
+25,No,Travel_Rarely,Research & Development,2,4,Medical,1,1176,Female,2,Manufacturing Director,Divorced,27850,0,Y,21,8,0,6,2,5,0,4
+52,No,Non-Travel,Research & Development,2,4,Other,1,1177,Male,1,Manager,Divorced,46140,2,Y,16,8,1,16,3,9,0,0
+44,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,1178,Female,1,Sales Representative,Single,26100,6,Y,15,8,0,6,2,4,1,2
+21,No,Travel_Rarely,Sales,10,5,Medical,1,1179,Male,3,Research Scientist,Single,66870,1,Y,19,8,3,2,0,2,1,2
+39,No,Non-Travel,Research & Development,3,4,Life Sciences,1,1180,Female,2,Research Director,Single,47240,2,Y,12,8,1,21,4,6,1,3
+23,Yes,Travel_Frequently,Research & Development,2,4,Life Sciences,1,1181,Female,2,Manufacturing Director,Married,61790,1,Y,11,8,0,1,3,1,1,0
+36,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,1182,Female,2,Laboratory Technician,Married,61200,0,Y,19,8,0,10,2,9,3,4
+36,No,Travel_Frequently,Research & Development,16,1,Medical,1,1183,Male,2,Sales Executive,Divorced,105960,7,Y,15,8,0,18,3,4,0,2
+56,No,Non-Travel,Research & Development,8,1,Life Sciences,1,1184,Male,1,Sales Executive,Divorced,54670,1,Y,20,8,0,13,6,13,1,9
+29,Yes,Travel_Rarely,Research & Development,9,4,Medical,1,1185,Male,2,Sales Representative,Married,29960,9,Y,25,8,0,4,4,2,2,2
+42,No,Travel_Rarely,Research & Development,17,1,Life Sciences,1,1186,Male,3,Research Scientist,Married,99980,5,Y,24,8,2,24,3,22,4,14
+56,Yes,Travel_Rarely,Sales,10,4,Other,1,1187,Male,2,Sales Executive,Married,40780,8,Y,24,8,1,14,3,10,9,8
+41,No,Travel_Rarely,Research & Development,13,4,Life Sciences,1,1188,Female,1,Healthcare Representative,Married,109200,0,Y,15,8,1,21,3,20,0,10
+34,No,Travel_Rarely,Sales,1,3,Medical,1,1189,Female,1,Laboratory Technician,Married,62320,1,Y,13,8,1,8,3,8,1,7
+36,No,Non-Travel,Sales,1,1,Medical,1,1190,Female,1,Human Resources,Divorced,132470,1,Y,14,8,0,15,3,15,11,11
+41,No,Travel_Rarely,Research & Development,1,5,Medical,1,1191,Male,1,Healthcare Representative,Divorced,40810,2,Y,13,8,0,14,3,5,0,4
+32,No,Travel_Rarely,Sales,9,4,Life Sciences,1,1192,Female,2,Research Scientist,Single,57690,1,Y,11,8,0,4,3,4,1,2
+35,No,Travel_Rarely,Research & Development,16,3,Medical,1,1193,Female,2,Healthcare Representative,Single,23940,1,Y,16,8,1,9,3,9,1,7
+38,No,Travel_Rarely,Research & Development,23,3,Medical,1,1194,Male,3,Sales Representative,Married,39040,1,Y,22,8,0,10,3,10,1,9
+50,Yes,Travel_Frequently,Sales,4,2,Life Sciences,1,1195,Female,2,Laboratory Technician,Divorced,167990,7,Y,14,8,1,12,2,6,0,1
+36,No,Travel_Rarely,Research & Development,22,4,Life Sciences,1,1196,Male,1,Healthcare Representative,Married,29500,4,Y,14,8,0,8,1,6,0,0
+45,No,Travel_Rarely,Sales,24,3,Life Sciences,1,1197,Male,1,Laboratory Technician,Single,36290,8,Y,16,8,1,8,2,5,0,1
+40,No,Travel_Rarely,Sales,10,4,Life Sciences,1,1198,Male,1,Research Scientist,Single,93620,2,Y,11,8,1,8,6,2,2,2
+35,No,Travel_Frequently,Sales,7,2,Life Sciences,1,1199,Male,2,Manufacturing Director,Married,32290,1,Y,25,8,0,10,2,10,0,2
+40,No,Travel_Rarely,Research & Development,17,4,Life Sciences,1,1200,Male,1,Manager,Married,35780,2,Y,14,8,1,20,2,5,0,2
+35,No,Travel_Rarely,Human Resources,14,1,Life Sciences,1,1201,Male,2,Research Scientist,Married,79880,1,Y,18,8,0,4,3,4,1,1
+29,No,Travel_Rarely,Research & Development,1,3,Medical,1,1202,Male,3,Sales Executive,Married,42840,4,Y,11,8,0,10,5,4,0,3
+29,No,Travel_Rarely,Research & Development,5,3,Medical,1,1203,Male,2,Sales Representative,Single,75530,1,Y,19,8,0,5,3,5,0,4
+50,Yes,Travel_Rarely,Research & Development,17,3,Medical,1,1204,Male,1,Research Scientist,Divorced,173280,4,Y,15,8,2,20,1,3,2,0
+39,No,Travel_Rarely,Sales,25,3,Medical,1,1205,Male,2,Sales Executive,Married,197010,0,Y,11,8,0,21,3,20,9,6
+31,No,Non-Travel,Research & Development,8,4,Life Sciences,1,1206,Female,4,Sales Executive,Single,147320,0,Y,12,8,0,10,3,9,1,7
+26,No,Travel_Rarely,Research & Development,11,4,Medical,1,1207,Male,2,Manager,Single,92780,0,Y,20,8,0,5,3,4,0,0
+36,No,Travel_Frequently,Research & Development,5,1,Technical Degree,1,1208,Male,1,Sales Executive,Married,13590,4,Y,12,8,0,17,2,5,0,3
+39,No,Travel_Rarely,Research & Development,2,1,Medical,1,1209,Female,1,Research Scientist,Married,47790,4,Y,14,8,2,9,3,7,1,7
+27,No,Travel_Rarely,Research & Development,8,2,Medical,1,1210,Male,1,Laboratory Technician,Married,164220,1,Y,20,8,1,6,3,6,0,3
+49,No,Travel_Frequently,Research & Development,6,1,Medical,1,1211,Male,3,Healthcare Representative,Married,29960,2,Y,18,8,1,17,2,9,0,8
+34,No,Travel_Rarely,Sales,4,3,Medical,1,1212,Female,1,Sales Executive,Married,12610,2,Y,14,8,1,6,6,4,1,2
+41,Yes,Travel_Rarely,Research & Development,7,2,Life Sciences,1,1213,Female,1,Research Scientist,Single,20990,8,Y,12,8,1,8,2,6,0,5
+49,No,Travel_Frequently,Sales,1,4,Life Sciences,1,1214,Female,2,Manufacturing Director,Married,58100,1,Y,21,8,1,10,2,10,1,7
+37,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1215,Male,1,Sales Executive,Single,56470,6,Y,19,8,0,7,2,0,0,0
+33,No,Travel_Frequently,Research & Development,10,2,Medical,1,1216,Male,2,Research Scientist,Married,34200,1,Y,14,8,0,8,3,8,3,0
+27,No,Travel_Rarely,Sales,5,4,Medical,1,1217,Female,4,Manufacturing Director,Married,44000,9,Y,17,8,1,6,3,2,2,2
+32,No,Travel_Frequently,Research & Development,9,2,Medical,1,1218,Female,2,Research Scientist,Single,35000,0,Y,16,8,1,8,2,7,3,6
+59,No,Travel_Rarely,Sales,2,2,Marketing,1,1219,Female,5,Sales Representative,Married,20660,4,Y,12,8,1,12,3,1,0,0
+30,No,Travel_Rarely,Research & Development,11,4,Medical,1,1220,Male,2,Laboratory Technician,Divorced,171690,1,Y,17,8,2,1,2,1,0,0
+38,No,Travel_Frequently,Sales,18,4,Life Sciences,1,1221,Male,2,Healthcare Representative,Single,41620,0,Y,15,8,1,10,1,9,1,8
+36,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,1222,Male,1,Sales Executive,Married,92040,6,Y,23,8,1,17,2,7,7,7
+35,No,Travel_Rarely,Human Resources,3,4,Human Resources,1,1223,Male,2,Manager,Married,32940,0,Y,11,8,0,6,2,5,0,3
+29,No,Travel_Rarely,Sales,29,4,Life Sciences,1,1224,Male,2,Laboratory Technician,Single,21270,0,Y,11,8,1,10,3,9,0,8
+31,No,Travel_Rarely,Research & Development,2,2,Medical,1,1225,Male,2,Laboratory Technician,Divorced,39750,1,Y,15,8,1,5,3,5,4,3
+34,No,Travel_Rarely,Research & Development,28,3,Technical Degree,1,1226,Male,1,Laboratory Technician,Divorced,107930,0,Y,11,8,3,3,1,2,1,2
+28,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,1227,Male,5,Research Director,Single,100960,5,Y,13,8,0,6,2,4,0,3
+29,No,Travel_Rarely,Research & Development,16,2,Life Sciences,1,1228,Female,4,Laboratory Technician,Divorced,36460,1,Y,14,8,0,10,3,10,8,8
+32,No,Travel_Rarely,Human Resources,22,3,Human Resources,1,1229,Female,2,Research Director,Divorced,74460,0,Y,19,8,0,7,3,6,0,5
+22,No,Non-Travel,Research & Development,8,3,Life Sciences,1,1230,Female,3,Sales Executive,Divorced,108510,1,Y,16,8,1,1,2,1,0,0
+53,No,Travel_Rarely,Research & Development,11,3,Medical,1,1231,Male,2,Manager,Married,21090,2,Y,13,8,0,31,3,25,3,7
+38,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,1232,Female,1,Manufacturing Director,Single,37220,5,Y,14,8,0,6,0,3,1,2
+24,No,Non-Travel,Research & Development,1,5,Life Sciences,1,1233,Male,3,Research Scientist,Divorced,93800,0,Y,16,8,0,5,2,4,1,3
+36,Yes,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1234,Male,1,Research Director,Single,54860,7,Y,12,8,1,10,2,5,0,3
+34,No,Travel_Rarely,Sales,24,3,Marketing,1,1235,Male,4,Research Scientist,Single,27420,0,Y,11,8,1,13,2,12,2,11
+21,No,Travel_Rarely,Sales,2,3,Life Sciences,1,1236,Male,2,Manufacturing Director,Single,137570,1,Y,12,8,1,0,3,0,0,0
+34,Yes,Travel_Rarely,Sales,15,2,Marketing,1,1237,Female,2,Research Scientist,Single,84630,2,Y,13,8,0,8,2,4,1,3
+53,No,Travel_Rarely,Sales,2,1,Life Sciences,1,1238,Male,5,Human Resources,Divorced,31620,4,Y,15,8,0,26,4,14,4,8
+32,Yes,Travel_Frequently,Research & Development,10,3,Medical,1,1239,Female,2,Manufacturing Director,Single,165980,1,Y,13,8,0,10,2,10,6,7
+42,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,1240,Male,2,Laboratory Technician,Married,66510,0,Y,20,8,0,10,5,9,4,2
+44,No,Travel_Rarely,Research & Development,3,1,Life Sciences,1,1241,Female,1,Manufacturing Director,Married,23450,3,Y,15,8,2,24,0,22,5,17
+46,No,Travel_Rarely,Sales,2,3,Life Sciences,1,1242,Female,1,Research Scientist,Single,34200,3,Y,13,8,2,22,3,2,2,1
+33,No,Travel_Rarely,Sales,3,3,Medical,1,1243,Male,1,Manufacturing Director,Single,43730,4,Y,14,8,0,7,3,1,0,0
+44,No,Travel_Rarely,Human Resources,26,3,Life Sciences,1,1244,Male,5,Healthcare Representative,Married,47590,2,Y,21,8,0,9,2,4,1,3
+30,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,1245,Female,1,Research Scientist,Single,53010,1,Y,16,8,1,10,3,10,1,8
+39,Yes,Travel_Rarely,Human Resources,1,4,Medical,1,1246,Male,1,Sales Executive,Married,36730,3,Y,14,8,1,19,3,1,0,0
+24,Yes,Travel_Rarely,Human Resources,2,5,Human Resources,1,1247,Male,3,Sales Executive,Married,47680,2,Y,11,8,1,6,2,2,2,0
+43,No,Travel_Rarely,Sales,9,5,Technical Degree,1,1248,Female,1,Research Director,Divorced,12740,1,Y,19,8,0,6,3,5,1,4
+50,Yes,Travel_Rarely,Research & Development,12,4,Medical,1,1249,Male,1,Research Director,Married,49000,1,Y,11,8,0,3,3,3,0,2
+35,No,Travel_Rarely,Sales,2,4,Marketing,1,1250,Male,3,Manufacturing Director,Married,104660,1,Y,13,8,0,2,1,2,2,2
+36,No,Travel_Rarely,Research & Development,25,1,Life Sciences,1,1251,Female,4,Sales Executive,Married,170070,9,Y,12,8,1,6,2,1,0,0
+33,No,Travel_Frequently,Sales,9,2,Marketing,1,1252,Male,4,Human Resources,Married,29090,2,Y,11,8,0,10,2,5,1,3
+35,No,Travel_Rarely,Research & Development,10,1,Medical,1,1253,Male,1,Research Scientist,Divorced,57650,1,Y,14,8,1,1,2,1,0,0
+27,No,Travel_Rarely,Sales,8,2,Marketing,1,1254,Female,3,Research Scientist,Divorced,45990,1,Y,15,8,1,1,3,1,0,0
+26,Yes,Travel_Rarely,Sales,4,3,Marketing,1,1255,Male,2,Manager,Single,24040,1,Y,12,8,0,1,6,1,0,1
+27,No,Travel_Frequently,Sales,24,3,Life Sciences,1,1256,Male,4,Healthcare Representative,Single,31720,1,Y,20,8,1,9,1,9,1,7
+30,No,Travel_Frequently,Research & Development,1,4,Medical,1,1257,Male,1,Research Scientist,Single,20330,1,Y,14,8,1,12,3,12,3,7
+41,Yes,Travel_Rarely,Sales,20,4,Marketing,1,1258,Male,2,Sales Executive,Married,102090,1,Y,13,8,1,23,2,22,15,8
+34,No,Non-Travel,Research & Development,7,2,Technical Degree,1,1259,Female,1,Research Scientist,Single,86200,0,Y,13,8,1,10,2,9,8,7
+37,No,Travel_Rarely,Research & Development,17,3,Life Sciences,1,1260,Female,3,Sales Executive,Married,20640,4,Y,16,8,0,8,3,1,0,0
+46,No,Travel_Frequently,Research & Development,20,3,Technical Degree,1,1261,Male,3,Sales Executive,Single,40350,4,Y,14,8,1,14,2,9,0,8
+35,No,Travel_Rarely,Research & Development,8,4,Medical,1,1262,Female,3,Research Scientist,Married,38380,1,Y,16,8,1,1,2,1,0,1
+48,Yes,Travel_Rarely,Research & Development,2,4,Technical Degree,1,1263,Female,1,Sales Executive,Single,45910,9,Y,16,8,0,23,6,1,0,0
+28,Yes,Travel_Rarely,Research & Development,10,1,Medical,1,1264,Male,1,Sales Executive,Single,25610,1,Y,22,8,1,2,3,2,2,2
+44,No,Travel_Rarely,Research & Development,1,1,Medical,1,1265,Female,3,Research Scientist,Divorced,15630,5,Y,12,8,2,9,3,4,1,3
+35,No,Non-Travel,Research & Development,5,4,Technical Degree,1,1266,Female,3,Manufacturing Director,Married,48980,2,Y,15,8,2,10,2,4,2,3
+26,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,1267,Female,3,Sales Executive,Married,47890,7,Y,20,8,1,5,2,2,0,0
+33,No,Travel_Frequently,Sales,29,4,Life Sciences,1,1268,Female,1,Human Resources,Single,31800,1,Y,14,8,1,15,2,15,8,12
+35,No,Travel_Frequently,Research & Development,15,3,Medical,1,1269,Male,3,Manufacturing Director,Married,65490,1,Y,20,8,0,9,3,9,1,8
+35,No,Travel_Rarely,Human Resources,3,2,Life Sciences,1,1270,Female,1,Laboratory Technician,Married,63880,3,Y,13,8,0,4,6,2,2,2
+31,No,Travel_Rarely,Sales,10,2,Life Sciences,1,1271,Female,2,Research Scientist,Divorced,112440,3,Y,12,8,1,10,3,7,1,7
+37,No,Travel_Rarely,Sales,4,3,Marketing,1,1272,Male,4,Human Resources,Divorced,160320,1,Y,13,8,0,7,2,7,0,7
+32,No,Travel_Rarely,Research & Development,21,3,Other,1,1273,Male,2,Sales Executive,Married,23620,1,Y,11,8,0,9,2,9,7,8
+38,No,Travel_Frequently,Research & Development,25,3,Medical,1,1274,Male,2,Manufacturing Director,Single,163280,1,Y,17,8,3,10,2,10,9,9
+50,No,Travel_Rarely,Sales,2,4,Marketing,1,1275,Female,4,Research Scientist,Divorced,83760,5,Y,14,8,3,29,2,27,13,8
+59,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,1276,Male,1,Laboratory Technician,Single,166060,7,Y,11,8,0,28,6,21,7,9
+36,No,Travel_Rarely,Sales,1,2,Marketing,1,1277,Female,2,Sales Executive,Divorced,86060,1,Y,14,8,2,17,3,17,12,8
+55,No,Travel_Rarely,Research & Development,7,3,Medical,1,1278,Male,3,Research Scientist,Divorced,22720,2,Y,17,8,1,21,2,5,0,2
+36,No,Travel_Frequently,Research & Development,3,3,Life Sciences,1,1279,Female,2,Laboratory Technician,Single,20180,1,Y,13,8,0,6,5,6,0,3
+45,No,Travel_Rarely,Research & Development,1,2,Medical,1,1280,Female,1,Sales Executive,Divorced,70830,2,Y,12,8,1,25,5,1,0,0
+35,No,Travel_Frequently,Human Resources,9,3,Other,1,1281,Female,2,Sales Representative,Married,40840,4,Y,13,8,1,5,3,3,1,2
+36,Yes,Travel_Rarely,Sales,7,2,Life Sciences,1,1282,Male,4,Laboratory Technician,Married,144110,0,Y,18,8,3,2,2,1,0,0
+59,No,Travel_Frequently,Research & Development,10,4,Life Sciences,1,1283,Male,3,Research Scientist,Single,23080,7,Y,19,8,1,20,4,4,1,3
+29,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,1284,Female,1,Sales Representative,Married,48410,0,Y,11,8,0,6,3,5,0,4
+31,No,Travel_Rarely,Research & Development,3,2,Medical,1,1285,Female,3,Sales Executive,Single,42850,1,Y,21,8,1,1,2,1,1,0
+32,No,Travel_Rarely,Sales,3,4,Life Sciences,1,1286,Male,2,Manufacturing Director,Married,97150,1,Y,15,8,1,10,1,10,0,9
+36,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1287,Male,2,Sales Representative,Married,43200,3,Y,17,8,0,5,2,1,0,0
+31,No,Travel_Rarely,Research & Development,27,3,Medical,1,1288,Female,2,Research Director,Single,21320,1,Y,18,8,0,11,3,11,1,8
+35,No,Travel_Rarely,Research & Development,2,4,Medical,1,1289,Male,2,Healthcare Representative,Single,101240,0,Y,14,8,1,16,2,15,2,8
+45,No,Travel_Rarely,Human Resources,14,3,Human Resources,1,1290,Female,1,Sales Executive,Married,54730,4,Y,13,8,0,17,3,0,0,0
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1291,Female,3,Sales Executive,Single,52070,4,Y,17,8,3,16,3,5,0,2
+46,No,Travel_Rarely,Research & Development,9,3,Medical,1,1292,Male,3,Manager,Divorced,164370,8,Y,15,8,1,16,0,4,0,2
+30,No,Travel_Rarely,Sales,18,3,Life Sciences,1,1293,Male,4,Human Resources,Married,22960,1,Y,18,8,1,10,2,10,3,0
+35,No,Travel_Rarely,Research & Development,20,4,Life Sciences,1,1294,Female,3,Human Resources,Single,40690,1,Y,13,8,0,6,5,6,0,4
+55,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1295,Female,2,Laboratory Technician,Married,74410,3,Y,12,8,1,24,4,1,1,0
+38,No,Non-Travel,Sales,11,1,Marketing,1,1296,Male,2,Laboratory Technician,Divorced,24300,7,Y,13,8,2,17,2,13,1,9
+34,No,Travel_Rarely,Research & Development,8,2,Medical,1,1297,Male,1,Research Scientist,Married,58780,1,Y,14,8,0,5,1,5,1,3
+56,No,Travel_Rarely,Human Resources,2,1,Medical,1,1298,Male,2,Sales Executive,Single,26440,4,Y,11,8,1,37,2,6,0,2
+23,No,Travel_Rarely,Research & Development,10,3,Medical,1,1299,Male,2,Laboratory Technician,Divorced,64390,3,Y,22,8,3,3,2,0,0,0
+51,No,Travel_Rarely,Research & Development,29,4,Life Sciences,1,1300,Female,5,Manufacturing Director,Married,24510,3,Y,17,8,0,10,2,4,0,3
+30,No,Travel_Rarely,Sales,8,2,Technical Degree,1,1301,Male,1,Sales Representative,Married,63920,1,Y,21,8,1,11,2,11,10,8
+46,Yes,Travel_Rarely,Sales,1,2,Medical,1,1302,Female,2,Research Scientist,Single,97140,1,Y,22,8,0,9,0,9,4,7
+40,No,Travel_Frequently,Research & Development,6,3,Medical,1,1303,Male,1,Healthcare Representative,Married,60770,1,Y,16,8,2,22,2,22,11,11
+51,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,1304,Female,5,Sales Representative,Single,24500,0,Y,12,8,1,11,2,10,1,0
+30,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,1305,Male,1,Manufacturing Director,Divorced,92500,1,Y,12,8,3,11,0,11,2,7
+46,No,Travel_Frequently,Research & Development,12,1,Medical,1,1306,Male,1,Laboratory Technician,Married,20740,2,Y,15,8,1,21,3,10,9,5
+32,No,Travel_Rarely,Sales,15,3,Marketing,1,1307,Male,1,Research Scientist,Single,101690,1,Y,14,8,0,12,6,11,5,7
+54,No,Travel_Rarely,Research & Development,25,1,Medical,1,1308,Female,1,Laboratory Technician,Married,48550,9,Y,25,8,1,16,2,4,0,3
+24,No,Travel_Rarely,Sales,6,2,Marketing,1,1309,Male,2,Research Scientist,Married,40870,0,Y,20,8,3,4,1,3,0,2
+28,No,Non-Travel,Sales,9,4,Medical,1,1310,Male,2,Laboratory Technician,Married,23670,1,Y,13,8,0,5,2,5,0,4
+58,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,1311,Male,2,Sales Executive,Single,29720,0,Y,14,8,0,38,2,37,1,8
+44,No,Non-Travel,Research & Development,23,2,Medical,1,1312,Female,1,Research Scientist,Married,195860,4,Y,16,8,0,17,3,3,1,2
+37,Yes,Travel_Rarely,Human Resources,9,3,Human Resources,1,1313,Male,2,Healthcare Representative,Divorced,54840,NA,Y,17,8,0,7,4,3,0,2
+32,No,Travel_Rarely,Human Resources,12,2,Human Resources,1,1314,Female,1,Sales Representative,Single,20610,1,Y,15,8,1,1,2,1,0,0
+20,Yes,Travel_Frequently,Sales,4,4,Life Sciences,1,1315,Female,2,Healthcare Representative,Single,99240,1,Y,22,8,0,1,3,1,1,0
+34,No,Travel_Rarely,Research & Development,1,4,Other,1,1316,Male,4,Laboratory Technician,Single,41980,1,Y,22,8,1,16,2,16,2,10
+37,No,Non-Travel,Sales,24,2,Life Sciences,1,1317,Male,1,Research Scientist,Divorced,68150,5,Y,20,8,1,17,3,1,0,0
+59,No,Non-Travel,Research & Development,12,2,Life Sciences,1,1318,Male,2,Sales Executive,Married,47230,9,Y,14,8,0,30,0,3,2,2
+50,No,Travel_Frequently,Research & Development,3,4,Medical,1,1319,Male,4,Research Scientist,Married,61420,3,Y,13,8,2,28,3,8,0,7
+25,Yes,Travel_Rarely,Sales,10,1,Marketing,1,1320,Male,2,Research Director,Single,82370,1,Y,13,8,0,6,6,6,0,3
+25,No,Travel_Rarely,Research & Development,26,3,Technical Degree,1,1321,Male,1,Laboratory Technician,Married,88530,1,Y,22,8,1,2,3,2,2,1
+22,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,1322,Male,1,Sales Representative,Single,193310,1,Y,12,8,1,1,2,0,0,0
+51,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,1323,Female,1,Sales Executive,Single,20730,3,Y,14,8,1,23,4,13,12,8
+34,Yes,Travel_Frequently,Human Resources,4,4,Life Sciences,1,1324,Female,5,Sales Executive,Single,55620,1,Y,15,8,0,9,3,9,0,6
+54,No,Non-Travel,Research & Development,9,3,Life Sciences,1,1325,Male,1,Laboratory Technician,Single,196130,2,Y,17,8,0,23,5,5,4,4
+24,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,1326,Male,2,Laboratory Technician,Married,34070,0,Y,13,8,1,6,4,5,1,2
+34,No,Travel_Rarely,Sales,4,3,Marketing,1,1327,Female,2,Sales Representative,Divorced,50630,6,Y,12,8,1,12,2,1,0,0
+37,No,Travel_Rarely,Sales,6,1,Technical Degree,1,1328,Male,1,Laboratory Technician,Single,46390,2,Y,12,8,2,12,3,5,1,3
+34,No,Travel_Rarely,Sales,9,2,Medical,1,1329,Male,2,Healthcare Representative,Single,48760,2,Y,21,8,1,14,3,11,5,8
+36,No,Travel_Frequently,Human Resources,7,3,Medical,1,1330,Male,1,Research Scientist,Married,26900,0,Y,11,8,0,10,1,9,2,8
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,1331,Female,2,Manufacturing Director,Divorced,175670,5,Y,13,8,0,7,6,1,0,0
+43,No,Travel_Frequently,Research & Development,3,4,Life Sciences,1,1332,Male,1,Sales Executive,Married,24080,1,Y,12,8,1,25,3,25,4,12
+30,No,Travel_Frequently,Research & Development,10,3,Life Sciences,1,1333,Female,3,Healthcare Representative,Divorced,28140,1,Y,24,8,0,10,2,10,0,9
+33,No,Non-Travel,Sales,7,3,Life Sciences,1,1334,Male,2,Sales Executive,Married,112450,0,Y,21,8,0,8,3,7,0,7
+56,Yes,Travel_Rarely,Research & Development,15,3,Life Sciences,1,1335,Male,2,Laboratory Technician,Married,33120,9,Y,19,8,0,7,1,5,4,3
+51,No,Travel_Rarely,Research & Development,3,2,Other,1,1336,Female,2,Sales Representative,Single,190490,7,Y,14,8,1,23,2,20,15,15
+31,Yes,Travel_Rarely,Research & Development,2,4,Technical Degree,1,1337,Female,3,Sales Executive,Married,21410,4,Y,20,8,0,12,2,7,7,7
+26,No,Travel_Rarely,Sales,17,3,Medical,1,1338,Female,2,Manager,Married,57690,1,Y,19,8,0,5,4,5,4,3
+58,Yes,Travel_Rarely,Sales,2,2,Medical,1,1339,Female,1,Research Scientist,Married,43850,1,Y,13,8,1,40,2,40,15,6
+19,Yes,Travel_Rarely,Research & Development,5,2,Life Sciences,1,1340,Male,1,Manager,Single,53320,1,Y,23,8,1,0,2,0,0,0
+22,No,Travel_Rarely,Sales,29,4,Technical Degree,1,1341,Male,1,Sales Executive,Married,46630,0,Y,13,8,1,3,1,2,2,1
+49,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1342,Female,1,Sales Executive,Married,47240,1,Y,11,8,1,16,3,15,5,11
+43,No,Travel_Frequently,Sales,2,2,Life Sciences,1,1343,Male,1,Sales Executive,Single,32110,4,Y,13,8,0,18,2,3,1,2
+50,No,Travel_Frequently,Research & Development,19,4,Life Sciences,1,1344,Male,2,Sales Executive,Single,53770,4,Y,14,8,1,16,3,2,2,1
+31,Yes,Travel_Rarely,Research & Development,15,1,Medical,1,1345,Female,2,Sales Executive,Married,40660,3,Y,22,8,0,4,2,2,2,2
+41,No,Travel_Rarely,Research & Development,17,2,Other,1,1346,Male,1,Manufacturing Director,Divorced,52080,3,Y,11,8,3,12,2,9,0,7
+26,No,Travel_Rarely,Research & Development,17,4,Life Sciences,1,1347,Male,2,Sales Executive,Married,48770,1,Y,13,8,1,8,5,8,5,7
+36,No,Travel_Rarely,Human Resources,25,1,Human Resources,1,1348,Male,2,Research Scientist,Divorced,31170,6,Y,21,8,1,7,2,3,0,1
+51,Yes,Travel_Frequently,Research & Development,6,3,Life Sciences,1,1349,Female,1,Manager,Single,15690,2,Y,11,8,0,18,2,4,0,3
+39,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,1350,Female,1,Research Scientist,Married,196580,4,Y,13,8,1,17,3,15,5,9
+25,No,Travel_Rarely,Sales,29,1,Medical,1,1351,Female,3,Research Scientist,Married,30690,2,Y,14,8,1,6,3,2,2,2
+30,No,Travel_Rarely,Research & Development,21,1,Medical,1,1352,Male,2,Laboratory Technician,Married,104350,0,Y,11,8,0,12,5,11,4,7
+32,Yes,Travel_Rarely,Research & Development,2,4,Life Sciences,1,1353,Female,2,Research Director,Single,41480,7,Y,15,8,0,10,0,5,0,4
+45,No,Travel_Rarely,Research & Development,2,1,Technical Degree,1,1354,Female,2,Healthcare Representative,Single,57680,5,Y,23,8,1,9,4,6,0,3
+38,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,1355,Female,2,Research Director,Single,50420,3,Y,16,8,1,19,4,3,2,2
+30,No,Travel_Rarely,Sales,13,3,Marketing,1,1356,Female,2,Laboratory Technician,Single,57700,1,Y,16,8,1,5,2,5,0,4
+32,No,Travel_Frequently,Sales,2,3,Marketing,1,1357,Male,3,Laboratory Technician,Divorced,77560,0,Y,21,8,0,9,3,8,0,7
+30,No,Travel_Rarely,Research & Development,1,3,Medical,1,1358,Female,3,Sales Executive,Divorced,103060,5,Y,13,8,0,8,5,3,2,2
+30,No,Travel_Rarely,Sales,9,3,Medical,1,1359,Male,2,Research Scientist,Single,39360,0,Y,11,8,1,6,3,5,1,2
+41,No,Travel_Frequently,Sales,10,2,Medical,1,1360,Female,3,Manufacturing Director,Divorced,79450,4,Y,12,8,1,21,6,7,7,7
+41,No,Travel_Rarely,Research & Development,10,4,Medical,1,1361,Male,4,Research Scientist,Married,57430,2,Y,12,8,3,7,2,5,1,4
+19,No,Travel_Rarely,Research & Development,1,3,Other,1,1362,Female,5,Manufacturing Director,Single,152020,1,Y,18,8,3,1,2,1,0,0
+40,No,Travel_Frequently,Research & Development,26,4,Medical,1,1363,Male,2,Manufacturing Director,Divorced,54400,1,Y,12,8,1,20,2,20,2,13
+35,No,Travel_Rarely,Sales,8,1,Marketing,1,1364,Female,3,Laboratory Technician,Married,37600,1,Y,14,8,3,10,2,10,0,6
+53,No,Travel_Rarely,Sales,14,2,Life Sciences,1,1365,Female,5,Manufacturing Director,Married,35170,2,Y,12,8,1,13,1,7,4,5
+45,No,Travel_Rarely,Sales,1,4,Technical Degree,1,1366,Male,1,Research Scientist,Divorced,25800,8,Y,17,8,3,20,3,17,0,15
+32,No,Travel_Frequently,Sales,2,2,Life Sciences,1,1367,Female,1,Manufacturing Director,Single,21660,1,Y,19,8,1,9,4,9,3,7
+29,No,Non-Travel,Research & Development,10,4,Technical Degree,1,1368,Male,3,Healthcare Representative,Married,58690,1,Y,11,8,1,10,6,10,0,9
+51,No,Travel_Rarely,Research & Development,1,3,Other,1,1369,Female,3,Research Director,Married,80080,2,Y,15,8,1,10,4,1,0,0
+58,No,Travel_Rarely,Sales,3,3,Marketing,1,1370,Female,1,Research Scientist,Married,52060,4,Y,11,8,3,9,4,1,0,0
+40,No,Travel_Rarely,Research & Development,11,2,Technical Degree,1,1371,Male,4,Laboratory Technician,Married,52950,7,Y,18,8,0,15,4,12,2,11
+34,No,Travel_Frequently,Sales,24,4,Marketing,1,1372,Male,2,Manufacturing Director,Married,164130,6,Y,16,8,0,6,1,4,1,2
+22,No,Travel_Rarely,Research & Development,3,3,Medical,1,1373,Male,1,Laboratory Technician,Married,132690,1,Y,25,8,1,2,2,2,2,2
+27,No,Non-Travel,Research & Development,3,3,Medical,1,1374,Male,1,Healthcare Representative,Divorced,27830,6,Y,16,8,1,6,2,2,2,2
+28,No,Travel_Rarely,Sales,4,4,Life Sciences,1,1375,Male,2,Healthcare Representative,Married,54330,1,Y,13,8,1,5,4,5,0,2
+57,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,1376,Male,2,Manufacturing Director,Divorced,20130,3,Y,14,8,1,12,5,5,1,4
+27,No,Non-Travel,Research & Development,2,3,Life Sciences,1,1377,Male,1,Manufacturing Director,Divorced,139660,1,Y,19,8,0,1,1,1,0,1
+50,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,1378,Female,2,Manufacturing Director,Single,43740,3,Y,15,8,1,21,5,5,4,4
+41,No,Travel_Rarely,Sales,7,4,Marketing,1,1379,Male,4,Laboratory Technician,Divorced,68420,4,Y,12,8,1,13,3,9,1,8
+30,No,Travel_Rarely,Human Resources,1,4,Human Resources,1,1380,Female,1,Manager,Married,174260,2,Y,12,8,1,12,0,10,7,4
+38,No,Travel_Rarely,Sales,1,1,Medical,1,1381,Male,2,Laboratory Technician,Single,176030,4,Y,16,8,0,12,0,8,0,7
+32,No,Travel_Rarely,Research & Development,20,3,Medical,1,1382,Female,1,Manufacturing Director,Single,45810,3,Y,14,8,1,8,3,5,1,4
+27,No,Travel_Rarely,Research & Development,5,4,Medical,1,1383,Male,2,Healthcare Representative,Married,47350,0,Y,13,8,0,6,2,5,1,1
+19,Yes,Travel_Frequently,Research & Development,10,2,Life Sciences,1,1384,Male,2,Healthcare Representative,Single,41870,0,Y,22,8,1,1,4,0,0,0
+36,No,Travel_Frequently,Sales,25,3,Marketing,1,1385,Female,2,Research Director,Single,55050,4,Y,21,8,2,13,3,8,7,2
+30,No,Non-Travel,Sales,1,3,Medical,1,1386,Female,1,Sales Executive,Divorced,54700,1,Y,18,8,1,12,2,12,6,10
+45,No,Travel_Rarely,Research & Development,24,2,Medical,1,1387,Male,2,Sales Executive,Divorced,54760,4,Y,13,8,1,9,3,5,0,3
+56,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,1388,Male,4,Manager,Divorced,25870,4,Y,12,8,0,19,2,2,2,2
+33,No,Travel_Rarely,Research & Development,2,2,Medical,1,1389,Male,1,Sales Executive,Single,24400,0,Y,18,8,3,4,4,3,0,2
+19,Yes,Travel_Rarely,Research & Development,8,2,Life Sciences,1,1390,Male,2,Sales Executive,Single,159720,1,Y,21,8,0,1,2,1,1,0
+46,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,1391,Female,2,Laboratory Technician,Divorced,153790,1,Y,12,8,0,24,1,24,15,7
+38,No,Travel_Rarely,Sales,4,4,Life Sciences,1,1392,Male,1,Manufacturing Director,Single,70820,1,Y,14,8,0,2,3,2,2,1
+31,No,Travel_Rarely,Sales,2,5,Life Sciences,1,1393,Male,2,Sales Representative,Married,27280,8,Y,11,8,0,7,3,4,0,2
+34,No,Travel_Rarely,Sales,9,3,Marketing,1,1394,Female,2,Manager,Single,53680,2,Y,14,8,1,9,2,3,1,2
+41,Yes,Travel_Rarely,Research & Development,18,4,Life Sciences,1,1395,Male,5,Laboratory Technician,Single,53470,1,Y,24,8,1,4,1,4,0,2
+50,No,Travel_Rarely,Sales,19,4,Marketing,1,1396,Male,3,Sales Executive,Married,31950,2,Y,11,8,0,5,4,3,0,2
+53,No,Travel_Rarely,Sales,1,2,Life Sciences,1,1397,Male,1,Manager,Divorced,39890,1,Y,13,8,0,5,2,4,1,3
+33,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,1398,Male,1,Human Resources,Married,33060,1,Y,11,8,3,8,6,8,1,6
+40,No,Travel_Rarely,Research & Development,11,3,Life Sciences,1,1399,Female,2,Sales Executive,Married,70050,1,Y,20,8,2,21,2,20,9,9
+55,No,Travel_Rarely,Research & Development,6,1,Life Sciences,1,1400,Female,2,Laboratory Technician,Single,26550,8,Y,17,8,0,36,0,24,2,15
+34,No,Travel_Frequently,Human Resources,7,4,Other,1,1401,Female,1,Research Scientist,Married,13930,1,Y,11,8,2,10,4,10,1,9
+51,No,Travel_Rarely,Human Resources,4,2,Human Resources,1,1402,Male,2,Sales Representative,Single,25700,3,Y,18,8,0,21,2,7,1,0
+52,No,Travel_Rarely,Research & Development,2,4,Medical,1,1403,Female,2,Sales Representative,Married,35370,0,Y,11,8,1,34,3,33,11,9
+27,No,Travel_Rarely,Sales,15,3,Marketing,1,1404,Male,1,Research Scientist,Single,39860,1,Y,12,8,2,7,3,7,0,3
+35,Yes,Travel_Rarely,Research & Development,2,4,Life Sciences,1,1405,Female,2,Research Director,Married,108830,3,Y,12,8,0,8,3,1,0,1
+43,No,Non-Travel,Research & Development,6,2,Medical,1,1406,Male,1,Healthcare Representative,Divorced,20280,4,Y,20,8,1,7,2,5,2,2
+45,No,Non-Travel,Research & Development,9,2,Medical,1,1407,Female,1,Sales Executive,Married,95250,9,Y,19,8,0,22,3,20,11,8
+37,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,1408,Female,1,Research Scientist,Married,29290,1,Y,12,8,0,8,2,8,1,7
+35,No,Travel_Frequently,Research & Development,1,3,Other,1,1409,Male,2,Research Director,Single,22750,5,Y,13,8,0,10,2,6,1,2
+42,No,Non-Travel,Research & Development,1,1,Technical Degree,1,1410,Male,2,Sales Executive,Divorced,78790,2,Y,11,8,1,11,2,5,0,2
+38,No,Travel_Rarely,Sales,8,2,Marketing,1,1411,Male,5,Research Scientist,Married,49300,9,Y,14,8,0,14,0,1,0,0
+38,No,Travel_Rarely,Human Resources,25,1,Human Resources,1,1412,Female,1,Manufacturing Director,Married,78470,3,Y,14,8,1,9,3,7,1,7
+27,No,Travel_Frequently,Research & Development,13,4,Medical,1,1413,Male,1,Manager,Married,44010,5,Y,13,8,0,6,4,2,2,0
+49,No,Non-Travel,Research & Development,23,1,Other,1,1414,Female,2,Sales Executive,Divorced,92410,1,Y,19,8,1,7,5,7,1,7
+34,No,Travel_Frequently,Research & Development,7,2,Medical,1,1415,Male,4,Sales Representative,Divorced,29740,1,Y,23,8,0,5,2,5,2,0
+40,No,Travel_Rarely,Research & Development,23,3,Medical,1,1416,Female,1,Laboratory Technician,Married,45020,8,Y,12,8,2,15,0,7,3,7
+38,Yes,Travel_Rarely,Sales,6,4,Life Sciences,1,1417,Female,3,Research Scientist,Married,107480,7,Y,15,8,0,17,3,1,0,0
+29,Yes,Travel_Rarely,Sales,10,2,Life Sciences,1,1418,Female,2,Research Scientist,Married,15550,1,Y,19,8,2,10,2,10,1,9
+22,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1419,Female,4,Healthcare Representative,Divorced,129360,1,Y,11,8,2,4,3,4,2,2
+36,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,1420,Female,2,Laboratory Technician,Single,23050,1,Y,17,8,0,8,3,8,1,7
+40,No,Non-Travel,Research & Development,28,2,Life Sciences,1,1421,Male,1,Manufacturing Director,Married,167040,9,Y,22,8,0,5,2,3,0,2
+46,No,Travel_Rarely,Research & Development,25,1,Medical,1,1422,Male,5,Research Scientist,Divorced,34330,7,Y,18,8,0,17,3,4,0,3
+32,Yes,Travel_Rarely,Research & Development,5,3,Medical,1,1423,Male,1,Healthcare Representative,Married,34770,1,Y,11,8,0,14,2,14,9,8
+30,No,Non-Travel,Research & Development,17,4,Life Sciences,1,1424,Male,2,Healthcare Representative,Single,64300,1,Y,12,8,1,12,2,11,5,8
+27,No,Travel_Frequently,Research & Development,18,2,Medical,1,1425,Female,1,Laboratory Technician,Single,65160,1,Y,19,8,1,7,4,7,0,7
+51,No,Travel_Rarely,Research & Development,2,1,Medical,1,1426,Female,1,Manufacturing Director,Married,39070,5,Y,13,8,0,16,2,10,4,7
+30,Yes,Travel_Rarely,Research & Development,10,4,Life Sciences,1,1427,Female,2,Research Scientist,Single,55620,5,Y,13,8,0,8,3,5,0,4
+41,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1428,Male,2,Human Resources,Single,68830,3,Y,19,8,2,16,3,1,0,0
+30,Yes,Travel_Frequently,Sales,3,2,Medical,1,1429,Male,2,Healthcare Representative,Single,28620,5,Y,14,8,0,9,2,6,0,1
+29,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1430,Male,1,Sales Executive,Single,49780,0,Y,13,8,0,7,3,6,1,5
+45,No,Non-Travel,Research & Development,2,3,Medical,1,1431,Female,2,Research Scientist,Single,103680,6,Y,12,8,2,23,2,19,12,8
+54,No,Travel_Rarely,Sales,8,2,Marketing,1,1432,Female,2,Laboratory Technician,Married,61340,2,Y,19,8,0,16,2,6,0,5
+36,No,Travel_Rarely,Research & Development,16,4,Life Sciences,1,1433,Male,1,Healthcare Representative,Single,67350,8,Y,25,8,2,16,3,13,3,7
+33,No,Travel_Rarely,Sales,9,1,Other,1,1434,Female,3,Sales Executive,Married,32950,6,Y,22,8,2,7,2,3,1,1
+37,No,Travel_Frequently,Sales,2,4,Life Sciences,1,1435,Male,2,Laboratory Technician,Divorced,52380,1,Y,15,8,1,10,5,10,0,7
+38,No,Travel_Rarely,Research & Development,1,2,Medical,1,1436,Male,4,Laboratory Technician,Divorced,64720,0,Y,12,8,0,17,4,16,5,13
+31,No,Non-Travel,Sales,4,1,Medical,1,1437,Female,3,Research Scientist,Married,96100,0,Y,11,8,1,6,2,5,1,4
+59,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,1438,Female,3,Manager,Married,198330,3,Y,13,8,0,7,2,1,0,0
+37,No,Travel_Frequently,Sales,2,3,Marketing,1,1439,Female,2,Laboratory Technician,Divorced,97560,4,Y,19,8,0,13,2,9,5,8
+29,No,Travel_Frequently,Sales,15,4,Medical,1,1440,Female,1,Sales Executive,Married,49680,1,Y,19,8,3,11,4,11,4,1
+35,No,Travel_Frequently,Research & Development,19,3,Life Sciences,1,1441,Female,1,Sales Executive,Single,21450,1,Y,13,8,0,10,6,10,0,8
+29,Yes,Travel_Rarely,Research & Development,7,1,Life Sciences,1,1442,Female,1,Research Scientist,Single,21800,1,Y,21,8,0,4,2,4,0,1
+52,No,Travel_Rarely,Research & Development,1,2,Medical,1,1443,Female,4,Manager,Single,83460,7,Y,14,8,0,6,5,2,2,2
+42,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,1444,Female,2,Sales Executive,Married,34450,1,Y,11,8,2,22,2,22,11,15
+59,No,Travel_Rarely,Research & Development,4,4,Technical Degree,1,1445,Male,1,Healthcare Representative,Married,27600,8,Y,11,8,0,7,3,2,2,2
+50,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,1446,Male,2,Sales Executive,Divorced,62940,3,Y,23,8,1,32,2,7,0,6
+33,Yes,Travel_Rarely,Sales,11,4,Marketing,1,1447,Male,1,Research Scientist,Married,71400,5,Y,21,8,0,8,2,5,0,4
+43,No,Travel_Rarely,Sales,1,3,Marketing,1,1448,Female,2,Manufacturing Director,Married,29320,5,Y,24,8,0,22,3,17,1,9
+33,Yes,Travel_Rarely,Sales,1,3,Life Sciences,1,1449,Male,2,Manager,Married,51470,7,Y,11,8,0,13,2,9,1,7
+52,No,Non-Travel,Research & Development,2,3,Technical Degree,1,1450,Male,1,Sales Executive,Single,45070,1,Y,14,8,0,33,3,33,15,12
+32,No,Travel_Rarely,Human Resources,13,4,Life Sciences,1,1451,Female,3,Manufacturing Director,Married,85640,2,Y,16,8,1,6,2,4,1,2
+32,Yes,Travel_Rarely,Sales,23,1,Life Sciences,1,1452,Male,3,Healthcare Representative,Single,24680,0,Y,11,8,0,4,2,3,1,2
+39,No,Travel_Rarely,Sales,26,4,Life Sciences,1,1453,Male,2,Research Director,Divorced,81610,7,Y,12,8,1,7,2,3,1,2
+32,No,Non-Travel,Sales,2,4,Marketing,1,1454,Male,4,Research Scientist,Married,21090,0,Y,13,8,1,4,3,3,2,2
+41,No,Travel_Rarely,Sales,29,3,Life Sciences,1,1455,Female,2,Laboratory Technician,Divorced,52940,2,Y,15,8,0,17,3,1,0,0
+40,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1456,Male,1,Manufacturing Director,Divorced,27180,1,Y,14,8,1,9,4,9,4,7
+45,No,Travel_Rarely,Research & Development,18,1,Life Sciences,1,1457,Female,2,Sales Representative,Married,58110,0,Y,14,8,0,25,4,24,1,7
+31,No,Travel_Frequently,Research & Development,7,4,Medical,1,1458,Male,1,Research Scientist,Divorced,24370,9,Y,14,8,1,9,3,2,2,2
+33,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,1459,Female,1,Sales Executive,Married,27660,1,Y,12,8,1,2,2,2,0,2
+34,No,Travel_Rarely,Research & Development,26,3,Other,1,1460,Female,1,Sales Executive,Married,190380,6,Y,13,8,0,13,3,11,5,9
+37,No,Travel_Rarely,Research & Development,22,5,Medical,1,1461,Female,2,Manufacturing Director,Married,30550,2,Y,14,8,3,17,3,3,0,2
+45,No,Travel_Frequently,Sales,21,1,Marketing,1,1462,Male,3,Research Scientist,Married,22890,4,Y,13,8,0,9,3,3,0,2
+37,Yes,Travel_Frequently,Sales,2,3,Marketing,1,1463,Male,1,Laboratory Technician,Divorced,40010,6,Y,11,8,1,17,2,1,0,0
+39,No,Travel_Frequently,Research & Development,22,3,Medical,1,1464,Female,1,Manufacturing Director,Single,129650,0,Y,19,8,1,20,2,19,11,8
+29,No,Travel_Rarely,Sales,4,3,Other,1,1465,Female,2,Human Resources,Single,35390,1,Y,18,8,0,6,2,6,1,5
+42,No,Travel_Rarely,Research & Development,5,4,Medical,1,1466,Female,1,Research Scientist,Single,60290,3,Y,17,8,1,10,5,3,0,2
+29,No,Travel_Rarely,Research & Development,2,4,Medical,1,1467,Male,1,Laboratory Technician,Divorced,26790,2,Y,15,8,0,10,2,3,0,2
+25,No,Travel_Rarely,Research & Development,25,2,Life Sciences,1,1468,Male,2,Sales Executive,Married,37020,0,Y,20,8,0,5,4,4,1,2
+42,No,Travel_Rarely,Sales,18,2,Medical,1,1469,Male,1,Laboratory Technician,Divorced,23980,0,Y,14,8,1,10,2,9,7,8
+40,No,Travel_Rarely,Research & Development,28,3,Medical,1,1470,Male,2,Laboratory Technician,Divorced,54680,0,Y,12,8,0,22,6,21,3,9
+51,No,Travel_Rarely,Sales,6,2,Life Sciences,1,1471,Female,1,Healthcare Representative,Married,131160,1,Y,11,8,0,1,6,1,0,0
+31,Yes,Travel_Frequently,Research & Development,10,1,Life Sciences,1,1472,Female,1,Research Scientist,Single,41890,0,Y,23,8,1,6,3,5,1,4
+32,No,Travel_Frequently,Research & Development,17,4,Other,1,1473,Male,4,Sales Executive,Married,193280,1,Y,15,8,3,5,2,5,0,3
+38,No,Non-Travel,Research & Development,2,5,Life Sciences,1,1474,Male,3,Human Resources,Married,83210,3,Y,11,8,3,13,5,8,7,5
+32,No,Travel_Rarely,Research & Development,10,1,Medical,1,1475,Male,1,Sales Executive,Single,23420,4,Y,12,8,2,9,2,6,0,4
+46,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,1476,Female,4,Research Director,Married,40710,3,Y,13,8,0,28,5,7,7,7
+28,Yes,Travel_Rarely,Research & Development,11,2,Medical,1,1477,Male,2,Sales Executive,Single,58130,2,Y,20,8,1,5,2,0,0,0
+29,No,Travel_Rarely,Research & Development,18,3,Life Sciences,1,1478,Male,2,Sales Executive,Married,31430,2,Y,22,8,3,10,2,0,0,0
+31,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1479,Male,3,Laboratory Technician,Married,20440,0,Y,21,8,0,10,2,9,7,8
+25,No,Non-Travel,Research & Development,7,4,Medical,1,1480,Female,4,Laboratory Technician,Divorced,134640,1,Y,13,8,1,6,2,6,1,5
+45,No,Travel_Rarely,Research & Development,17,2,Medical,1,1481,Male,2,Laboratory Technician,Married,79910,0,Y,13,8,2,21,2,20,4,10
+36,No,Travel_Rarely,Research & Development,28,1,Life Sciences,1,1482,Male,1,Laboratory Technician,Married,33770,0,Y,12,8,2,16,2,15,10,11
+55,No,Travel_Rarely,Research & Development,14,4,Life Sciences,1,1483,Female,1,Sales Executive,Single,55380,0,Y,17,8,0,37,2,36,4,13
+47,Yes,Non-Travel,Research & Development,1,1,Medical,1,1484,Male,1,Research Scientist,Married,57620,1,Y,11,8,2,10,4,10,9,9
+28,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1485,Male,1,Manufacturing Director,Married,25920,1,Y,14,8,0,5,2,5,0,4
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1486,Male,2,Healthcare Representative,Married,53460,4,Y,11,8,0,7,2,5,0,1
+21,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,1487,Male,1,Laboratory Technician,Single,42130,1,Y,12,8,3,3,3,3,1,0
+37,No,Non-Travel,Research & Development,1,3,Medical,1,1488,Male,2,Sales Executive,Divorced,41270,2,Y,13,8,1,15,2,5,0,2
+35,No,Travel_Rarely,Sales,7,4,Life Sciences,1,1489,Male,1,Sales Representative,Divorced,24380,7,Y,16,8,0,10,5,7,6,2
+38,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,1490,Female,1,Manager,Divorced,68700,1,Y,11,8,1,8,5,8,7,7
+26,No,Travel_Frequently,Research & Development,1,4,Other,1,1491,Male,2,Laboratory Technician,Divorced,104470,1,Y,18,8,0,6,3,6,1,4
+50,No,Travel_Rarely,Sales,8,4,Life Sciences,1,1492,Male,1,Research Scientist,Divorced,96670,3,Y,23,8,0,28,2,10,1,6
+53,No,Travel_Rarely,Research & Development,11,4,Life Sciences,1,1493,Female,2,Research Scientist,Married,21480,3,Y,11,8,0,21,2,5,1,3
+42,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,1494,Male,1,Manufacturing Director,Married,89260,1,Y,14,8,0,20,4,20,11,6
+29,No,Travel_Frequently,Research & Development,16,4,Medical,1,1495,Male,1,Laboratory Technician,Single,65130,1,Y,11,8,1,10,2,10,0,9
+55,No,Travel_Rarely,Research & Development,1,4,Other,1,1496,Female,1,Research Scientist,Married,67990,3,Y,11,8,0,12,2,10,0,8
+26,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,1497,Female,1,Manager,Married,162910,1,Y,22,8,0,5,3,5,3,3
+37,No,Travel_Rarely,Sales,5,1,Marketing,1,1498,Male,1,Research Scientist,Single,27050,1,Y,11,8,0,17,2,17,5,7
+44,Yes,Travel_Frequently,Research & Development,1,2,Medical,1,1499,Male,2,Research Scientist,Divorced,103330,3,Y,14,8,1,19,2,1,0,0
+38,No,Travel_Rarely,Sales,2,3,Marketing,1,1500,Female,1,Manager,Divorced,44480,9,Y,12,8,0,10,3,2,1,2
+26,Yes,Travel_Rarely,Research & Development,4,3,Medical,1,1501,Male,3,Research Scientist,Divorced,68540,2,Y,11,8,0,5,5,3,0,2
+28,No,Travel_Rarely,Research & Development,7,3,Other,1,1502,Male,1,Human Resources,Single,96370,1,Y,13,8,0,5,6,5,0,2
+49,No,Travel_Frequently,Research & Development,1,1,Medical,1,1503,Female,2,Research Scientist,Single,35910,9,Y,13,8,0,22,2,3,1,2
+36,No,Travel_Rarely,Sales,5,3,Technical Degree,1,1504,Male,3,Sales Executive,Single,54050,4,Y,14,8,0,10,2,8,7,7
+31,No,Travel_Frequently,Research & Development,9,4,Medical,1,1505,Male,1,Sales Executive,Divorced,46840,1,Y,16,8,1,2,4,2,2,2
+26,Yes,Travel_Rarely,Research & Development,8,3,Medical,1,1506,Male,2,Manager,Single,157870,1,Y,12,8,2,8,5,8,7,4
+37,No,Travel_Frequently,Sales,9,1,Marketing,1,1507,Male,1,Laboratory Technician,Married,15140,1,Y,14,8,0,4,3,4,1,2
+42,No,Travel_Frequently,Sales,2,2,Marketing,1,1508,Male,3,Research Director,Married,29560,5,Y,13,8,0,23,2,20,4,8
+18,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,1509,Male,1,Sales Executive,Single,23350,1,Y,14,8,2,0,3,0,0,0
+35,No,Travel_Rarely,Sales,20,2,Life Sciences,1,1510,Male,1,Laboratory Technician,Married,51540,0,Y,19,8,0,12,2,11,6,9
+36,No,Travel_Frequently,Research & Development,8,3,Other,1,1511,Female,3,Sales Executive,Married,69620,4,Y,12,8,2,4,2,1,0,0
+51,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1512,Male,2,Laboratory Technician,Divorced,56750,5,Y,13,8,0,13,2,4,1,2
+41,No,Travel_Rarely,Research & Development,29,1,Life Sciences,1,1513,Male,1,Laboratory Technician,Single,23790,1,Y,12,8,0,22,6,22,0,4
+18,No,Travel_Rarely,Sales,7,3,Life Sciences,1,1514,Male,1,Research Scientist,Single,38120,1,Y,15,8,0,0,3,0,0,0
+28,No,Travel_Rarely,Research & Development,9,3,Medical,1,1515,Male,1,Sales Representative,Single,46480,0,Y,23,8,2,9,2,8,0,7
+31,No,Travel_Rarely,Research & Development,8,1,Technical Degree,1,1516,Male,1,Manufacturing Director,Married,29360,4,Y,12,8,1,10,2,8,7,7
+39,No,Travel_Rarely,Sales,5,4,Marketing,1,1517,Female,2,Human Resources,Divorced,21050,0,Y,20,8,0,19,3,18,3,7
+36,No,Non-Travel,Research & Development,5,4,Life Sciences,1,1518,Male,1,Sales Executive,Married,85780,7,Y,21,8,0,NA,4,9,0,8
+32,No,Travel_Rarely,Sales,2,3,Marketing,1,1519,Male,2,Laboratory Technician,Married,27060,1,Y,21,8,1,13,4,13,4,8
+38,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,1520,Female,3,Research Scientist,Married,63840,3,Y,19,8,2,19,4,10,0,1
+58,No,Non-Travel,Research & Development,2,3,Life Sciences,1,1521,Male,2,Manufacturing Director,Divorced,39680,2,Y,13,8,2,12,3,5,1,2
+31,No,Travel_Rarely,Research & Development,20,1,Technical Degree,1,1522,Female,3,Research Scientist,Married,99070,NA,Y,13,8,1,6,3,5,0,3
+31,No,Travel_Rarely,Sales,7,4,Marketing,1,1523,Male,2,Sales Executive,Married,132250,3,Y,21,8,1,9,2,2,1,0
+45,No,Travel_Frequently,Research & Development,3,1,Medical,1,1524,Female,1,Sales Executive,Divorced,35400,1,Y,13,8,0,24,6,24,9,11
+31,No,Travel_Rarely,Sales,16,4,Marketing,1,1525,Female,2,Research Scientist,Divorced,28040,0,Y,19,8,2,3,0,2,2,2
+33,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,1526,Male,4,Research Director,Married,193920,6,Y,12,8,1,12,3,10,8,8
+39,No,Travel_Rarely,Sales,1,4,Life Sciences,1,1527,Male,1,Sales Executive,Married,196650,1,Y,22,8,1,21,6,21,11,10
+43,No,Travel_Frequently,Research & Development,7,4,Medical,1,1528,Male,4,Research Scientist,Single,24390,0,Y,15,8,0,9,2,8,1,7
+49,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1529,Male,3,Manufacturing Director,Single,73140,7,Y,22,8,0,25,2,7,0,7
+52,Yes,Travel_Rarely,Research & Development,7,1,Life Sciences,1,1530,Female,2,Research Scientist,Married,47740,2,Y,18,8,1,11,2,8,7,7
+27,No,Travel_Rarely,Research & Development,15,4,Medical,1,1531,Male,3,Research Scientist,Single,39020,1,Y,22,8,0,4,2,4,1,2
+32,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1532,Male,3,Research Scientist,Married,26620,1,Y,11,8,1,13,6,13,11,9
+27,No,Travel_Rarely,Research & Development,13,2,Medical,1,1533,Female,4,Research Director,Single,28560,1,Y,12,8,2,5,5,5,0,4
+31,No,Travel_Rarely,Sales,24,3,Life Sciences,1,1534,Male,2,Healthcare Representative,Divorced,10810,4,Y,11,8,3,13,4,7,1,7
+32,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,1535,Male,2,Healthcare Representative,Single,24720,7,Y,13,8,0,10,2,7,0,7
+28,Yes,Travel_Rarely,Research & Development,9,4,Medical,1,1536,Male,1,Sales Executive,Married,56730,5,Y,14,8,1,5,4,3,2,2
+30,No,Travel_Rarely,Research & Development,13,3,Life Sciences,1,1537,Female,4,Research Director,Married,41970,1,Y,13,8,0,11,3,10,1,9
+31,No,Travel_Frequently,Research & Development,2,1,Life Sciences,1,1538,Female,1,Manager,Married,97130,1,Y,17,8,0,10,5,10,8,9
+39,No,Travel_Frequently,Research & Development,19,4,Medical,1,1539,Female,1,Research Scientist,Married,20620,1,Y,13,8,0,21,4,21,13,3
+39,Yes,Travel_Rarely,Research & Development,1,1,Medical,1,1540,Female,1,Laboratory Technician,Married,42840,4,Y,17,8,1,12,0,1,0,0
+33,No,Travel_Frequently,Sales,4,2,Life Sciences,1,1541,Male,4,Research Scientist,Single,47880,3,Y,11,8,1,9,0,7,0,1
+47,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,1542,Female,2,Healthcare Representative,Married,59060,4,Y,23,8,0,21,4,3,1,1
+43,No,Travel_Frequently,Research & Development,14,3,Medical,1,1543,Female,5,Research Director,Divorced,38860,1,Y,17,8,2,9,2,9,0,0
+27,No,Non-Travel,Research & Development,2,3,Life Sciences,1,1544,Male,1,Research Director,Married,168230,0,Y,17,8,0,6,3,5,1,4
+54,No,Travel_Frequently,Research & Development,1,4,Life Sciences,1,1545,Male,2,Research Scientist,Single,29330,3,Y,12,8,2,20,2,4,0,3
+43,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,1546,Female,2,Manager,Married,65000,8,Y,23,8,0,10,3,1,0,0
+45,No,Travel_Rarely,Sales,3,1,Marketing,1,1547,Female,1,Sales Executive,Married,171740,9,Y,14,8,1,12,6,10,9,8
+40,No,Travel_Rarely,Research & Development,2,4,Other,1,1548,Male,4,Research Scientist,Married,50330,2,Y,14,8,2,6,6,4,0,2
+29,Yes,Travel_Rarely,Research & Development,29,3,Medical,1,1549,Female,1,Research Scientist,Married,23070,1,Y,13,8,1,7,0,7,0,7
+29,No,Travel_Rarely,Human Resources,8,3,Medical,1,1550,Male,3,Sales Representative,Single,25870,0,Y,22,8,2,4,3,3,2,2
+30,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,1551,Male,2,Research Scientist,Divorced,55070,1,Y,12,8,2,10,2,10,1,2
+27,No,Travel_Rarely,Research & Development,11,2,Medical,1,1552,Male,1,Manager,Married,43930,1,Y,18,8,1,8,2,8,0,7
+37,No,Travel_Rarely,Sales,1,4,Life Sciences,1,1553,Male,2,Healthcare Representative,Divorced,133480,7,Y,14,8,0,8,4,6,0,4
+38,No,Travel_Rarely,Research & Development,28,4,Medical,1,1554,Male,1,Laboratory Technician,Divorced,65830,0,Y,12,8,0,12,1,11,2,9
+31,No,Travel_Rarely,Research & Development,6,3,Medical,1,1555,Female,3,Manager,Single,81030,1,Y,15,8,1,11,5,11,4,10
+29,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,1556,Male,3,Sales Executive,Divorced,39780,1,Y,11,8,0,7,0,7,1,7
+35,No,Travel_Rarely,Sales,16,2,Technical Degree,1,1557,Male,3,Manager,Single,25440,0,Y,13,8,1,17,3,16,0,13
+23,No,Travel_Rarely,Research & Development,20,4,Life Sciences,1,1558,Male,1,Manufacturing Director,Divorced,53990,1,Y,23,8,0,4,2,4,0,2
+41,No,Travel_Rarely,Research & Development,9,2,Life Sciences,1,1559,Female,1,Laboratory Technician,Single,54870,6,Y,19,8,2,8,0,5,1,2
+47,No,Travel_Frequently,Sales,1,3,Medical,1,1560,Female,2,Laboratory Technician,Single,68340,3,Y,16,8,1,5,2,0,0,0
+42,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,1561,Male,1,Manager,Single,10910,2,Y,22,8,0,16,0,1,0,0
+29,No,Non-Travel,Sales,22,4,Marketing,1,1562,Male,2,Human Resources,Married,57360,1,Y,22,8,0,4,1,4,0,2
+42,No,Travel_Rarely,Sales,7,4,Medical,1,1563,Male,3,Research Scientist,Divorced,22260,0,Y,12,8,1,4,3,3,1,0
+32,No,Travel_Rarely,Research & Development,2,3,Medical,1,1564,Male,2,Research Scientist,Married,57470,1,Y,13,8,0,8,0,8,0,7
+48,No,Travel_Rarely,Sales,13,4,Medical,1,1565,Male,4,Sales Executive,Married,98540,3,Y,16,8,1,15,2,0,0,0
+37,No,Travel_Rarely,Research & Development,8,5,Technical Degree,1,1566,Male,2,Manufacturing Director,Divorced,54670,4,Y,12,8,0,13,2,7,6,7
+30,No,Non-Travel,Sales,25,4,Other,1,1567,Male,1,Healthcare Representative,Married,53800,7,Y,21,8,1,4,0,2,2,2
+26,No,Travel_Rarely,Sales,28,3,Medical,1,1568,Female,5,Laboratory Technician,Married,51510,1,Y,15,8,3,8,3,8,7,7
+42,No,Travel_Rarely,Sales,2,2,Medical,1,1569,Female,1,Laboratory Technician,Single,21330,3,Y,13,8,2,14,2,1,0,0
+21,Yes,Travel_Frequently,Research & Development,9,3,Medical,1,1570,Female,4,Manufacturing Director,Single,178750,1,Y,12,8,0,3,5,3,1,2
+36,No,Non-Travel,Human Resources,28,3,Human Resources,1,1571,Male,2,Laboratory Technician,Single,24320,4,Y,22,8,0,7,4,1,0,0
+36,No,Travel_Frequently,Research & Development,6,3,Life Sciences,1,1572,Female,2,Research Scientist,Married,47710,4,Y,13,8,1,16,2,13,1,12
+57,No,Travel_Rarely,Research & Development,21,4,Life Sciences,1,1573,Male,5,Research Scientist,Married,191610,2,Y,18,8,0,15,2,3,1,2
+40,No,Travel_Rarely,Research & Development,8,3,Other,1,1574,Male,2,Sales Executive,Married,50870,3,Y,14,8,1,10,3,7,1,7
+21,No,Non-Travel,Research & Development,1,5,Life Sciences,1,1575,Female,2,Manager,Single,28630,1,Y,14,8,0,3,2,3,2,2
+33,Yes,Travel_Rarely,Human Resources,28,2,Human Resources,1,1576,Female,5,Manager,Single,55610,1,Y,21,8,1,1,3,1,0,0
+37,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,1577,Male,4,Research Scientist,Married,21440,6,Y,19,8,0,17,3,5,0,3
+46,No,Non-Travel,Sales,2,4,Marketing,1,1578,Female,2,Laboratory Technician,Married,30650,2,Y,11,8,0,7,3,1,0,0
+41,Yes,Travel_Frequently,Research & Development,16,1,Medical,1,1579,Female,1,Research Scientist,Single,28100,1,Y,11,8,0,8,3,8,7,7
+50,No,Travel_Rarely,Research & Development,9,3,Medical,1,1580,Female,3,Laboratory Technician,Single,98880,6,Y,15,8,0,20,2,4,1,3
+40,Yes,Travel_Rarely,Research & Development,8,3,Medical,1,1581,Female,1,Healthcare Representative,Married,86280,2,Y,20,8,0,8,2,6,1,0
+31,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1582,Male,4,Human Resources,Single,28670,0,Y,24,8,0,3,5,2,2,2
+21,Yes,Travel_Rarely,Human Resources,10,2,Human Resources,1,1583,Male,1,Laboratory Technician,Single,53730,1,Y,12,8,1,1,2,1,0,0
+29,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1584,Female,2,Research Director,Single,66670,9,Y,12,8,1,6,6,3,1,2
+35,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,1585,Female,3,Sales Executive,Single,50030,9,Y,15,8,0,10,2,1,0,0
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,1586,Male,1,Sales Executive,Divorced,23670,1,Y,12,8,1,5,2,5,0,4
+28,No,Travel_Rarely,Research & Development,2,2,Medical,1,1587,Male,3,Manager,Single,28580,1,Y,12,8,0,7,2,7,0,7
+49,No,Travel_Rarely,Sales,2,3,Technical Degree,1,1588,Male,2,Manufacturing Director,Single,52040,8,Y,14,8,1,26,3,5,0,0
+51,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,1589,Male,1,Sales Executive,Married,41050,4,Y,22,8,1,18,2,7,0,7
+36,No,Travel_Rarely,Sales,15,2,Life Sciences,1,1590,Male,1,Sales Executive,Married,96790,4,Y,12,8,0,6,1,2,2,2
+34,Yes,Non-Travel,Research & Development,7,3,Life Sciences,1,1591,Male,1,Sales Representative,Single,56170,8,Y,25,8,1,9,3,5,0,4
+55,No,Travel_Rarely,Sales,26,3,Marketing,1,1592,Male,1,Laboratory Technician,Single,104480,2,Y,13,8,0,30,3,5,1,2
+24,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1593,Female,5,Manager,Divorced,28970,1,Y,18,8,3,5,4,5,0,3
+30,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,1594,Female,2,Manager,Married,59680,1,Y,13,8,0,1,3,1,0,0
+26,Yes,Travel_Frequently,Sales,14,3,Life Sciences,1,1595,Male,2,Manager,Single,75100,0,Y,18,8,3,7,3,6,0,4
+22,No,Travel_Rarely,Research & Development,16,5,Other,1,1596,Male,1,Research Scientist,Married,29910,1,Y,19,8,2,2,3,2,1,2
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,1597,Female,5,Healthcare Representative,Married,196360,1,Y,12,8,1,10,3,10,9,0
+30,Yes,Travel_Frequently,Sales,3,2,Marketing,1,1598,Male,3,Research Scientist,Single,11290,9,Y,19,8,0,3,2,1,0,0
+37,No,Travel_Rarely,Research & Development,10,1,Technical Degree,1,1599,Male,1,Sales Executive,Divorced,133410,1,Y,14,8,1,18,3,18,12,17
+40,No,Travel_Rarely,Research & Development,6,2,Medical,1,1600,Male,3,Research Scientist,Divorced,43320,7,Y,14,8,2,8,3,5,1,3
+42,No,Travel_Rarely,Research & Development,2,3,Medical,1,1601,Female,4,Manager,Divorced,110310,3,Y,12,8,1,8,2,5,1,2
+37,No,Travel_Rarely,Sales,9,1,Marketing,1,1602,Male,3,Sales Executive,Single,44400,2,Y,11,8,1,18,3,1,0,1
+43,No,Travel_Rarely,Sales,10,2,Life Sciences,1,1603,Female,1,Sales Executive,Divorced,46170,1,Y,11,8,0,25,2,25,3,9
+40,No,Travel_Rarely,Sales,6,2,Life Sciences,1,1604,Female,1,Laboratory Technician,Married,26470,6,Y,13,8,0,20,2,1,0,0
+54,No,Travel_Rarely,Human Resources,9,3,Life Sciences,1,1605,Female,2,Manufacturing Director,Married,63230,4,Y,23,8,1,24,2,4,1,2
+34,No,Non-Travel,Research & Development,28,3,Medical,1,1606,Male,1,Laboratory Technician,Married,56770,9,Y,20,8,1,6,3,3,1,2
+31,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,1607,Male,3,Sales Executive,Married,21870,1,Y,15,8,1,13,2,13,3,12
+43,No,Travel_Frequently,Sales,14,3,Life Sciences,1,1608,Female,1,Manufacturing Director,Married,37480,7,Y,14,8,2,8,3,3,1,2
+43,No,Travel_Rarely,Sales,27,4,Life Sciences,1,1609,Male,2,Sales Representative,Divorced,39770,4,Y,18,8,1,8,3,5,0,2
+25,No,Travel_Rarely,Human Resources,7,2,Human Resources,1,1610,Male,1,Manufacturing Director,Single,86330,1,Y,19,8,1,5,2,5,1,3
+37,No,Non-Travel,Research & Development,1,3,Medical,1,1611,Male,3,Laboratory Technician,Married,20080,3,Y,22,8,0,15,5,13,10,7
+31,No,Travel_Rarely,Research & Development,24,1,Medical,1,1612,Male,3,Laboratory Technician,Married,44400,1,Y,13,8,1,4,2,4,3,2
+39,No,Travel_Frequently,Research & Development,26,4,Technical Degree,1,1613,Female,1,Sales Executive,Divorced,30670,1,Y,20,8,1,21,5,21,1,6
+56,No,Travel_Frequently,Research & Development,20,4,Life Sciences,1,1614,Female,3,Sales Executive,Married,53210,9,Y,14,8,0,36,1,7,7,7
+30,No,Travel_Rarely,Sales,5,4,Medical,1,1615,Female,2,Manufacturing Director,Single,54100,0,Y,17,8,1,6,2,5,4,4
+41,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,1616,Female,3,Research Scientist,Married,27820,1,Y,14,8,0,10,2,10,0,7
+28,No,Travel_Rarely,Research & Development,7,3,Medical,1,1617,Male,3,Healthcare Representative,Divorced,119570,1,Y,13,8,0,10,2,10,1,8
+25,Yes,Travel_Rarely,Research & Development,5,2,Life Sciences,1,1618,Female,3,Laboratory Technician,Married,26600,5,Y,13,8,0,6,3,2,0,2
+52,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,1619,Female,2,Sales Representative,Married,33750,2,Y,21,8,0,28,2,5,0,4
+45,No,Travel_Rarely,Research & Development,2,3,Medical,1,1620,Female,1,Sales Executive,Married,50980,3,Y,14,8,1,8,4,2,0,2
+52,No,Travel_Rarely,Research & Development,12,3,Medical,1,1621,Male,2,Research Scientist,Married,48780,2,Y,11,8,1,31,3,5,1,4
+42,No,Travel_Frequently,Sales,10,3,Marketing,1,1622,Female,2,Healthcare Representative,Divorced,28370,2,Y,13,8,1,19,0,5,0,2
+30,No,Travel_Rarely,Sales,25,3,Marketing,1,1623,Male,1,Sales Executive,Single,24060,2,Y,20,8,1,11,5,5,0,2
+60,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,1624,Female,1,Manufacturing Director,Married,22690,5,Y,18,8,1,33,4,29,11,10
+46,No,Travel_Rarely,Sales,19,4,Marketing,1,1625,Female,1,Sales Executive,Divorced,41080,2,Y,14,8,0,19,5,10,0,8
+42,No,Travel_Frequently,Research & Development,18,4,Technical Degree,1,1626,Male,4,Sales Executive,Married,132060,0,Y,13,8,2,7,2,6,0,4
+24,Yes,Travel_Rarely,Research & Development,27,2,Medical,1,1627,Male,1,Research Scientist,Single,104220,1,Y,17,8,1,6,0,5,1,4
+34,Yes,Travel_Frequently,Research & Development,5,3,Medical,1,1628,Male,2,Research Scientist,Divorced,137440,0,Y,20,8,1,3,3,2,1,0
+38,No,Travel_Frequently,Sales,3,3,Marketing,1,1629,Female,2,Sales Executive,Married,49070,1,Y,11,8,1,1,3,1,0,0
+40,No,Travel_Rarely,Sales,26,4,Marketing,1,1630,Female,1,Sales Executive,Married,34820,0,Y,18,8,1,21,2,20,1,12
+26,No,Travel_Rarely,Research & Development,3,2,Medical,1,1631,Female,4,Healthcare Representative,Divorced,24360,1,Y,24,8,0,3,2,3,0,2
+30,No,Non-Travel,Research & Development,15,3,Medical,1,1632,Female,2,Sales Executive,Married,23800,4,Y,18,8,3,9,2,5,1,4
+29,No,Travel_Rarely,Research & Development,8,3,Medical,1,1633,Female,3,Manufacturing Director,Married,194310,1,Y,11,8,0,10,3,10,0,7
+29,Yes,Travel_Rarely,Research & Development,19,4,Life Sciences,1,1634,Male,3,Research Scientist,Married,17900,5,Y,16,8,1,6,4,2,1,1
+19,Yes,Travel_Rarely,Research & Development,4,3,Medical,1,1635,Male,1,Sales Executive,Single,76440,1,Y,15,8,2,1,2,1,0,0
+30,No,Non-Travel,Research & Development,2,4,Life Sciences,1,1636,Female,3,Research Scientist,Married,51310,0,Y,15,8,1,10,2,9,7,8
+57,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,1637,Male,4,Research Scientist,Divorced,63060,3,Y,12,8,1,32,3,1,0,0
+50,No,Travel_Rarely,Sales,10,4,Life Sciences,1,1638,Female,3,Manager,Married,47870,0,Y,12,8,0,28,3,27,15,7
+30,No,Non-Travel,Sales,10,2,Life Sciences,1,1639,Male,3,Laboratory Technician,Single,188800,0,Y,22,8,1,12,3,11,6,7
+60,No,Travel_Frequently,Research & Development,16,3,Life Sciences,1,1640,Female,4,Laboratory Technician,Married,23390,4,Y,20,8,0,22,4,18,13,11
+47,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,1641,Male,5,Manufacturing Director,Divorced,135700,5,Y,16,8,2,20,2,5,0,4
+46,No,Travel_Rarely,Sales,4,1,Technical Degree,1,1642,Male,1,Laboratory Technician,Married,67120,6,Y,21,8,1,26,3,3,0,1
+35,No,Travel_Rarely,Research & Development,15,2,Medical,1,1643,Female,2,Laboratory Technician,Single,54060,0,Y,12,8,1,6,2,5,4,3
+54,No,Travel_Rarely,Research & Development,2,4,Medical,1,1644,Male,2,Human Resources,Single,89380,7,Y,11,8,3,19,2,1,0,0
+34,No,Travel_Rarely,Sales,8,2,Life Sciences,1,1645,Male,1,Laboratory Technician,Divorced,24390,3,Y,11,8,2,14,2,7,5,7
+46,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1646,Male,1,Healthcare Representative,Married,88370,2,Y,18,8,0,15,3,3,1,2
+31,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,1647,Male,2,Research Director,Divorced,53430,1,Y,14,8,1,13,3,13,0,8
+33,Yes,Travel_Rarely,Research & Development,10,3,Life Sciences,1,1648,Female,4,Research Director,Married,67280,7,Y,22,8,0,15,2,7,7,7
+33,Yes,Travel_Rarely,Sales,5,4,Marketing,1,1649,Male,2,Research Director,Divorced,66520,7,Y,25,8,0,8,5,4,1,3
+30,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1650,Male,1,Sales Executive,Single,48500,0,Y,12,8,1,4,4,3,1,2
+35,No,Travel_Rarely,Research & Development,12,2,Medical,1,1651,Female,2,Sales Representative,Married,28090,4,Y,23,8,1,10,2,8,0,0
+31,Yes,Travel_Frequently,Research & Development,22,2,Medical,1,1652,Female,2,Sales Executive,Married,56890,3,Y,15,8,2,12,2,1,0,0
+34,Yes,Travel_Frequently,Sales,17,1,Marketing,1,1653,Male,1,Research Director,Divorced,20010,9,Y,22,8,1,11,5,3,0,2
+42,No,Travel_Frequently,Research & Development,2,4,Medical,1,1654,Female,1,Research Scientist,Married,29770,4,Y,15,8,3,8,3,2,2,0
+36,No,Non-Travel,Research & Development,3,4,Medical,1,1655,Male,1,Research Scientist,Single,40250,1,Y,11,8,0,10,3,10,9,7
+22,Yes,Travel_Frequently,Research & Development,7,3,Medical,1,1656,Female,2,Laboratory Technician,Single,37850,5,Y,13,8,2,4,2,2,1,2
+48,No,Travel_Rarely,Research & Development,6,3,Medical,1,1657,Male,1,Laboratory Technician,Married,108540,2,Y,14,8,1,14,6,9,6,7
+55,No,Travel_Rarely,Research & Development,1,3,Medical,1,1658,Female,1,Sales Executive,Single,120310,3,Y,11,8,0,37,5,10,7,7
+41,No,Non-Travel,Research & Development,3,2,Life Sciences,1,1659,Female,2,Research Scientist,Single,99360,7,Y,17,8,1,16,2,14,1,10
+35,No,Travel_Rarely,Research & Development,22,3,Medical,1,1660,Female,1,Sales Representative,Married,29660,9,Y,18,8,0,15,2,11,6,9
+40,No,Travel_Rarely,Research & Development,15,3,Life Sciences,1,1661,Female,2,Laboratory Technician,Single,25710,7,Y,14,8,0,22,1,20,5,13
+39,No,Travel_Frequently,Research & Development,12,1,Medical,1,1662,Male,1,Research Scientist,Married,99910,1,Y,16,8,1,8,3,8,0,7
+31,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,1663,Male,3,Research Director,Single,61420,4,Y,13,8,2,10,2,6,0,5
+42,No,Travel_Rarely,Research & Development,5,3,Medical,1,1664,Male,3,Sales Executive,Married,53900,1,Y,14,8,0,10,3,10,5,8
+45,No,Travel_Rarely,Research & Development,2,1,Medical,1,1665,Female,4,Sales Executive,Married,44040,0,Y,23,8,0,9,2,8,3,7
+26,Yes,Travel_Frequently,Research & Development,2,1,Life Sciences,1,1666,Female,2,Laboratory Technician,Divorced,59930,0,Y,12,8,0,8,3,7,1,0
+29,No,Travel_Rarely,Research & Development,5,3,Medical,1,1667,Male,1,Research Scientist,Divorced,51300,4,Y,11,8,0,8,3,3,1,2
+33,No,Travel_Rarely,Research & Development,16,3,Medical,1,1668,Female,1,Laboratory Technician,Divorced,20900,4,Y,16,8,0,10,2,6,0,5
+31,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,1669,Female,1,Sales Executive,Divorced,29090,9,Y,14,8,2,10,2,5,0,1
+18,Yes,Travel_Frequently,Research & Development,2,3,Technical Degree,1,1670,Male,1,Sales Executive,Single,34680,1,Y,18,8,2,0,4,0,0,0
+40,No,Non-Travel,Research & Development,1,4,Technical Degree,1,1671,Female,2,Laboratory Technician,Divorced,30680,3,Y,19,8,0,20,3,1,0,1
+41,No,Non-Travel,Research & Development,23,3,Life Sciences,1,1672,Male,2,Manufacturing Director,Single,26700,2,Y,15,8,2,10,2,8,0,7
+26,No,Travel_Rarely,Research & Development,9,4,Medical,1,1673,Male,3,Healthcare Representative,Divorced,26930,5,Y,17,8,3,8,3,0,0,0
+35,No,Travel_Rarely,Research & Development,16,4,Medical,1,1674,Male,2,Human Resources,Single,95260,1,Y,15,8,0,5,2,5,0,3
+34,No,Travel_Rarely,Research & Development,26,3,Medical,1,1675,Male,1,Laboratory Technician,Single,52370,1,Y,19,8,1,10,3,10,5,7
+26,Yes,Travel_Rarely,Sales,1,3,Marketing,1,1676,Female,2,Manufacturing Director,Single,24260,1,Y,22,8,0,1,3,1,0,0
+37,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,1677,Male,1,Sales Executive,Single,41930,4,Y,16,8,1,12,5,6,1,2
+46,No,Travel_Frequently,Research & Development,4,1,Medical,1,1678,Male,5,Human Resources,Married,29110,5,Y,13,8,0,28,3,2,1,2
+41,No,Travel_Rarely,Research & Development,24,1,Life Sciences,1,1679,Male,1,Research Director,Married,26610,7,Y,14,8,1,22,2,18,11,8
+37,No,Non-Travel,Research & Development,7,2,Medical,1,1680,Male,1,Sales Executive,Divorced,20280,1,Y,16,8,1,9,3,9,7,7
+52,No,Travel_Rarely,Sales,2,1,Medical,1,1681,Male,1,Laboratory Technician,Divorced,99800,3,Y,11,8,1,18,2,10,6,9
+32,Yes,Non-Travel,Research & Development,7,2,Life Sciences,1,1682,Female,2,Research Director,Married,32980,8,Y,22,8,0,6,4,4,1,2
+24,No,Travel_Frequently,Sales,22,3,Life Sciences,1,1683,Female,1,Healthcare Representative,Married,29350,0,Y,14,8,2,3,5,2,2,1
+38,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,1684,Female,1,Research Scientist,Married,154270,3,Y,16,8,1,18,2,1,0,0
+37,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,1685,Female,5,Research Scientist,Married,39440,6,Y,11,8,2,8,3,6,4,3
+49,No,Travel_Rarely,Sales,21,1,Life Sciences,1,1686,Male,1,Sales Executive,Divorced,40110,1,Y,18,8,2,31,2,31,0,9
+24,No,Travel_Rarely,Sales,1,3,Marketing,1,1687,Female,1,Sales Executive,Married,34070,1,Y,15,8,2,6,2,6,1,4
+26,No,Travel_Rarely,Research & Development,19,4,Technical Degree,1,1688,Female,4,Sales Executive,Married,119940,1,Y,14,8,1,6,6,5,1,4
+24,No,Travel_Rarely,Sales,7,3,Medical,1,1689,Female,1,Laboratory Technician,Married,12320,1,Y,12,8,0,1,4,1,0,0
+50,No,Travel_Frequently,Sales,2,2,Marketing,1,1690,Male,1,Sales Executive,Married,29600,1,Y,14,8,3,32,2,32,10,7
+25,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1691,Male,1,Research Scientist,Married,190940,1,Y,16,8,0,7,3,7,0,6
+24,Yes,Travel_Frequently,Research & Development,2,3,Medical,1,1692,Male,2,Research Scientist,Married,39190,1,Y,21,8,0,6,3,6,1,2
+30,Yes,Travel_Frequently,Research & Development,9,3,Other,1,1693,Male,2,Healthcare Representative,Married,68250,1,Y,14,8,0,1,2,1,0,0
+34,No,Travel_Rarely,Sales,6,2,Life Sciences,1,1694,Male,4,Research Director,Married,102480,1,Y,12,8,1,6,4,6,1,3
+31,Yes,Travel_Rarely,Research & Development,9,1,Medical,1,1695,Female,1,Sales Representative,Divorced,189470,2,Y,12,8,2,9,2,3,1,2
+35,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1696,Female,5,Sales Executive,Single,24960,4,Y,17,8,3,9,3,3,0,2
+31,No,Travel_Rarely,Sales,1,3,Marketing,1,1697,Female,2,Sales Executive,Divorced,64650,4,Y,17,8,0,13,3,7,5,7
+27,No,Travel_Rarely,Sales,22,4,Medical,1,1698,Male,1,Sales Representative,Divorced,22060,0,Y,14,8,1,6,4,5,0,3
+37,No,Travel_Rarely,Sales,9,4,Marketing,1,1699,Female,2,Laboratory Technician,Married,20860,4,Y,14,8,0,17,3,3,1,0
+20,No,Travel_Rarely,Research & Development,17,4,Medical,1,1700,Female,1,Sales Representative,Single,22930,1,Y,13,8,2,1,3,1,0,0
+42,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,1701,Female,2,Manufacturing Director,Married,26450,1,Y,15,8,0,10,5,10,2,2
+43,No,Travel_Rarely,Research & Development,10,5,Technical Degree,1,1702,Female,2,Sales Executive,Divorced,26830,4,Y,11,8,0,21,3,1,0,0
+38,No,Travel_Rarely,Human Resources,2,4,Medical,1,1703,Male,1,Human Resources,Single,20140,3,Y,17,8,1,8,5,0,0,0
+43,No,Travel_Frequently,Sales,4,3,Medical,1,1704,Female,2,Healthcare Representative,Divorced,34190,3,Y,11,8,1,10,5,8,4,7
+48,No,Travel_Rarely,Research & Development,8,1,Medical,1,1705,Male,2,Laboratory Technician,Married,53760,7,Y,13,8,1,21,3,3,0,2
+44,No,Travel_Rarely,Sales,29,4,Marketing,1,1706,Male,2,Sales Executive,Single,19510,4,Y,22,8,3,10,4,2,0,2
+34,No,Travel_Rarely,Research & Development,13,4,Life Sciences,1,1707,Female,1,Laboratory Technician,Divorced,23410,1,Y,20,8,2,8,3,8,0,6
+27,Yes,Travel_Rarely,Sales,27,3,Life Sciences,1,1708,Male,2,Research Scientist,Divorced,22930,0,Y,18,8,0,5,0,4,0,2
+21,No,Travel_Rarely,Sales,16,2,Life Sciences,1,1709,Male,3,Sales Executive,Single,87260,1,Y,11,8,1,3,2,3,1,2
+44,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,1710,Male,1,Laboratory Technician,Married,40110,4,Y,14,8,1,26,2,2,0,1
+22,No,Travel_Rarely,Research & Development,2,2,Medical,1,1711,Female,2,Laboratory Technician,Married,195450,0,Y,14,8,0,3,3,2,2,2
+33,No,Travel_Rarely,Sales,13,4,Marketing,1,1712,Female,2,Manufacturing Director,Divorced,45680,NA,Y,18,8,1,6,2,5,1,2
+32,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,1713,Female,1,Healthcare Representative,Married,30220,1,Y,16,8,1,6,3,6,0,5
+30,No,Travel_Frequently,Research & Development,4,5,Technical Degree,1,1714,Male,3,Manager,Divorced,57720,1,Y,17,8,0,1,3,1,0,0
+53,No,Travel_Rarely,Research & Development,24,3,Other,1,1715,Female,3,Manager,Single,22690,7,Y,11,8,1,18,2,14,8,10
+34,No,Travel_Rarely,Research & Development,1,5,Medical,1,1716,Male,1,Research Scientist,Married,53810,1,Y,12,8,0,10,0,10,8,8
+45,Yes,Travel_Frequently,Research & Development,19,4,Life Sciences,1,1717,Male,3,Research Director,Married,34410,2,Y,13,8,1,5,5,1,0,0
+26,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,1718,Male,1,Manufacturing Director,Married,54540,1,Y,13,8,1,3,5,3,0,2
+37,No,Travel_Rarely,Research & Development,4,3,Medical,1,1719,Male,1,Manager,Married,98840,1,Y,14,8,0,10,3,10,7,8
+29,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1720,Female,1,Healthcare Representative,Married,41570,1,Y,17,8,3,6,2,6,1,2
+35,No,Travel_Rarely,Research & Development,10,5,Medical,1,1721,Female,4,Laboratory Technician,Single,134580,1,Y,11,8,0,17,3,17,11,8
+33,No,Travel_Frequently,Research & Development,8,3,Technical Degree,1,1722,Male,2,Laboratory Technician,Divorced,90690,3,Y,25,8,1,15,3,13,4,7
+54,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,1723,Female,2,Sales Executive,Married,40140,2,Y,19,8,1,16,4,9,7,1
+36,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,1724,Male,2,Research Scientist,Divorced,59150,2,Y,13,8,1,13,3,3,0,2
+27,No,Travel_Rarely,Sales,9,3,Marketing,1,1725,Male,5,Research Director,Single,59930,0,Y,14,8,1,5,3,4,1,1
+20,Yes,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1726,Male,5,Sales Representative,Single,61620,1,Y,12,8,3,1,2,1,1,1
+33,Yes,Travel_Frequently,Research & Development,15,4,Medical,1,1727,Female,1,Laboratory Technician,Single,24060,1,Y,11,8,0,10,3,10,9,7
+35,No,Non-Travel,Research & Development,2,1,Medical,1,1728,Male,1,Research Scientist,Married,187400,1,Y,19,8,1,1,2,1,0,0
+23,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1729,Male,1,Healthcare Representative,Married,76370,2,Y,11,8,1,5,3,3,0,2
+25,No,Travel_Rarely,Research & Development,11,3,Medical,1,1730,Male,2,Manufacturing Director,Married,100960,0,Y,11,8,1,4,3,3,1,2
+38,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,1731,Male,5,Research Scientist,Single,147560,0,Y,20,8,1,8,3,7,0,5
+29,No,Travel_Frequently,Sales,2,4,Life Sciences,1,1732,Male,4,Healthcare Representative,Divorced,64990,1,Y,18,8,3,10,3,10,2,8
+48,No,Travel_Rarely,Research & Development,16,3,Technical Degree,1,1733,Male,1,Sales Executive,Married,97240,3,Y,13,8,0,12,2,2,2,2
+27,No,Travel_Frequently,Sales,4,3,Technical Degree,1,1734,Male,5,Laboratory Technician,Divorced,21940,1,Y,12,8,0,6,5,6,0,4
+37,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,1735,Male,3,Manager,Single,33880,3,Y,11,8,0,4,2,1,0,0
+50,No,Travel_Rarely,Sales,5,3,Medical,1,1736,Male,1,Laboratory Technician,Married,54730,1,Y,19,8,1,20,2,20,3,8
+34,No,Travel_Rarely,Research & Development,18,1,Medical,1,1737,Male,1,Healthcare Representative,Single,27030,1,Y,21,8,1,9,2,8,7,7
+24,Yes,Travel_Rarely,Research & Development,17,2,Life Sciences,1,1738,Female,1,Healthcare Representative,Single,25010,9,Y,12,8,0,4,3,2,2,0
+39,No,Travel_Rarely,Research & Development,12,5,Medical,1,1739,Female,1,Sales Representative,Single,62200,1,Y,14,8,2,20,2,20,11,10
+32,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1740,Male,5,Research Scientist,Single,30380,1,Y,11,8,0,10,5,10,0,8
+50,Yes,Travel_Frequently,Research & Development,4,2,Medical,1,1741,Male,4,Sales Representative,Married,44240,3,Y,14,8,1,18,2,4,1,3
+38,No,Travel_Rarely,Research & Development,9,4,Life Sciences,1,1742,Male,1,Sales Executive,Single,43120,0,Y,12,8,1,10,2,9,1,8
+27,No,Travel_Rarely,Research & Development,10,3,Medical,1,1743,Male,5,Research Scientist,Married,132450,1,Y,23,8,1,9,3,9,0,7
+32,No,Travel_Rarely,Sales,1,3,Medical,1,1744,Male,2,Sales Executive,Single,136640,3,Y,14,8,0,10,6,7,7,7
+47,No,Travel_Rarely,Research & Development,2,3,Medical,1,1745,Female,5,Sales Executive,Single,50210,2,Y,17,8,0,20,3,7,1,7
+40,No,Travel_Frequently,Research & Development,3,4,Medical,1,1746,Female,3,Human Resources,Married,51260,5,Y,18,8,0,20,2,18,1,12
+53,No,Travel_Rarely,Research & Development,7,1,Life Sciences,1,1747,Male,2,Laboratory Technician,Married,28590,3,Y,18,8,1,32,2,5,1,3
+41,No,Travel_Rarely,Sales,6,3,Medical,1,1748,Male,1,Sales Executive,Divorced,102390,3,Y,24,8,3,23,3,21,12,6
+60,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,1749,Female,5,Laboratory Technician,Single,53290,8,Y,20,8,0,10,3,2,2,2
+27,No,Travel_Frequently,Research & Development,29,1,Life Sciences,1,1750,Male,2,Manufacturing Director,Divorced,43250,1,Y,14,8,0,9,2,9,1,7
+41,No,Travel_Rarely,Research & Development,3,3,Medical,1,1751,Male,1,Manufacturing Director,Married,72600,1,Y,16,8,0,22,2,22,2,10
+50,No,Travel_Rarely,Sales,9,3,Life Sciences,1,1752,Male,2,Research Scientist,Married,23220,7,Y,25,8,1,4,0,2,2,2
+28,Yes,Travel_Rarely,Sales,2,4,Life Sciences,1,1753,Male,3,Research Scientist,Single,20750,7,Y,18,8,3,10,0,7,3,7
+36,No,Non-Travel,Research & Development,10,4,Technical Degree,1,1754,Female,2,Research Scientist,Married,41520,9,Y,19,8,1,10,3,8,0,5
+38,No,Travel_Rarely,Research & Development,1,3,Medical,1,1755,Female,3,Manager,Single,96190,4,Y,13,8,1,10,2,1,0,0
+44,No,Non-Travel,Research & Development,8,2,Life Sciences,1,1756,Male,1,Research Scientist,Single,135030,2,Y,12,8,0,9,6,5,1,4
+47,No,Travel_Frequently,Research & Development,27,3,Life Sciences,1,1757,Male,1,Research Scientist,Divorced,54410,9,Y,22,8,1,28,6,22,11,13
+30,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,1758,Male,2,Sales Executive,Divorced,52090,7,Y,14,8,1,10,3,8,7,7
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,1759,Female,1,Sales Executive,Single,106730,1,Y,13,8,3,1,2,1,0,0
+42,Yes,Travel_Frequently,Research & Development,10,1,Life Sciences,1,1760,Female,1,Sales Executive,Divorced,50100,6,Y,21,8,3,7,3,2,2,2
+43,No,Travel_Frequently,Research & Development,26,1,Life Sciences,1,1761,Male,1,Laboratory Technician,Married,135490,3,Y,11,8,2,7,3,2,2,2
+34,No,Travel_Rarely,Research & Development,2,5,Technical Degree,1,1762,Male,2,Healthcare Representative,Single,49990,3,Y,12,8,2,10,2,5,4,3
+23,No,Travel_Rarely,Sales,13,3,Marketing,1,1763,Male,5,Sales Executive,Married,42210,1,Y,11,8,1,5,4,4,0,2
+39,No,Travel_Rarely,Sales,2,4,Marketing,1,1764,Female,4,Healthcare Representative,Married,138720,9,Y,12,8,3,12,3,8,3,6
+56,No,Travel_Rarely,Research & Development,2,4,Medical,1,1765,Male,1,Manager,Married,20420,7,Y,12,8,0,30,6,10,1,1
+40,No,Travel_Rarely,Sales,9,3,Marketing,1,1766,Male,2,Research Scientist,Single,20730,0,Y,14,8,0,5,3,4,2,3
+27,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,1767,Female,1,Laboratory Technician,Single,29560,8,Y,13,8,0,9,6,7,0,7
+29,No,Travel_Rarely,Sales,20,3,Marketing,1,1768,Female,2,Manager,Divorced,29260,1,Y,15,8,1,2,3,2,2,2
+53,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,1769,Female,3,Laboratory Technician,Single,48090,2,Y,18,8,0,19,2,2,2,2
+35,No,Non-Travel,Research & Development,5,1,Medical,1,1770,Male,1,Healthcare Representative,Divorced,51630,2,Y,18,8,2,16,4,1,0,0
+32,No,Travel_Frequently,Sales,4,4,Life Sciences,1,1771,Male,2,Sales Executive,Married,188440,1,Y,19,8,0,10,3,10,4,7
+38,No,Travel_Rarely,Sales,10,3,Medical,1,1772,Male,4,Laboratory Technician,Married,181720,6,Y,12,8,2,6,5,1,0,1
+34,No,Travel_Rarely,Research & Development,20,3,Medical,1,1773,Female,3,Laboratory Technician,Divorced,57440,3,Y,19,8,1,7,4,0,0,0
+52,No,Travel_Rarely,Sales,21,5,Technical Degree,1,1774,Male,3,Manager,Married,28890,1,Y,11,8,1,34,2,34,1,16
+33,Yes,Travel_Rarely,Research & Development,1,2,Medical,1,1775,Male,3,Laboratory Technician,Single,28710,1,Y,17,8,3,10,2,10,7,8
+25,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,1776,Male,2,Research Scientist,Single,74840,1,Y,15,8,0,6,3,6,1,4
+45,No,Travel_Rarely,Sales,2,3,Life Sciences,1,1777,Male,3,Healthcare Representative,Single,60740,0,Y,14,8,0,9,2,8,3,1
+23,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,1778,Female,2,Research Scientist,Single,173280,1,Y,17,8,1,2,2,2,0,2
+47,Yes,Travel_Frequently,Research & Development,4,3,Life Sciences,1,1779,Male,1,Research Director,Single,27740,4,Y,13,8,1,8,2,5,1,3
+34,No,Travel_Rarely,Research & Development,12,3,Technical Degree,1,1780,Male,1,Research Scientist,Single,45050,1,Y,12,8,0,6,3,6,1,4
+55,Yes,Travel_Rarely,Human Resources,7,3,Human Resources,1,1781,Male,4,Laboratory Technician,Married,74280,5,Y,12,8,0,24,2,5,1,4
+36,No,Non-Travel,Research & Development,7,2,Life Sciences,1,1782,Male,5,Sales Executive,Single,116310,1,Y,18,8,1,10,2,10,0,9
+52,No,Non-Travel,Research & Development,1,4,Life Sciences,1,1783,Male,5,Sales Executive,Married,97380,0,Y,18,8,2,5,2,4,1,2
+26,No,Travel_Frequently,Research & Development,2,2,Life Sciences,1,1784,Male,1,Manufacturing Director,Divorced,28350,3,Y,11,8,1,5,2,2,2,0
+29,No,Travel_Rarely,Research & Development,10,2,Medical,1,1785,Male,3,Manufacturing Director,Married,169590,4,Y,14,8,3,11,5,8,1,1
+26,Yes,Travel_Rarely,Research & Development,15,2,Life Sciences,1,1786,Male,2,Laboratory Technician,Single,26130,6,Y,19,8,1,6,2,4,1,2
+34,No,Travel_Rarely,Research & Development,14,4,Technical Degree,1,1787,Male,2,Manufacturing Director,Single,61460,2,Y,12,8,0,10,3,4,1,3
+54,No,Travel_Rarely,Research & Development,18,4,Medical,1,1788,Female,2,Laboratory Technician,Divorced,49630,9,Y,15,8,1,9,2,5,1,4
+27,No,Travel_Frequently,Research & Development,13,2,Life Sciences,1,1789,Female,4,Research Scientist,Married,195370,0,Y,12,8,0,5,5,4,1,1
+37,No,Travel_Rarely,Sales,2,4,Technical Degree,1,1790,Male,2,Manufacturing Director,Divorced,61720,0,Y,11,8,0,6,1,5,4,3
+38,No,Travel_Frequently,Sales,2,4,Life Sciences,1,1791,Female,2,Research Scientist,Single,23680,6,Y,11,8,1,17,3,15,4,12
+34,No,Travel_Rarely,Sales,2,3,Marketing,1,1792,Male,1,Sales Representative,Single,103120,1,Y,12,8,0,6,2,6,1,3
+35,No,Travel_Rarely,Research & Development,5,4,Medical,1,1793,Male,3,Manager,Married,16750,1,Y,16,8,0,3,6,3,0,2
+30,No,Travel_Rarely,Research & Development,20,3,Medical,1,1794,Male,1,Laboratory Technician,Married,25230,3,Y,13,8,1,7,2,2,0,2
+40,No,Travel_Frequently,Research & Development,10,4,Medical,1,1795,Male,2,Manufacturing Director,Married,65670,1,Y,13,8,1,8,3,8,3,7
+34,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,1796,Male,3,Healthcare Representative,Married,47390,5,Y,24,8,2,6,2,3,1,2
+42,No,Travel_Frequently,Research & Development,9,4,Medical,1,1797,Male,1,Manufacturing Director,Divorced,92080,1,Y,15,8,1,24,2,24,14,9
+23,Yes,Travel_Rarely,Sales,2,3,Medical,1,1798,Female,4,Manufacturing Director,Married,45590,1,Y,18,8,1,1,2,0,0,0
+24,No,Non-Travel,Sales,1,5,Marketing,1,1799,Female,1,Manufacturing Director,Divorced,81890,1,Y,14,8,1,1,3,1,0,0
+52,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,1800,Male,2,Manufacturing Director,Married,29420,8,Y,11,8,1,9,1,5,1,4
+50,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,1801,Male,2,Sales Executive,Married,49410,5,Y,11,8,1,30,3,4,0,3
+29,Yes,Travel_Rarely,Sales,2,4,Marketing,1,1802,Female,4,Research Scientist,Married,106500,1,Y,13,8,2,1,2,1,0,0
+33,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,1803,Male,4,Manufacturing Director,Married,59020,0,Y,12,8,1,14,2,13,3,7
+33,Yes,Travel_Rarely,Research & Development,23,5,Life Sciences,1,1804,Male,1,Human Resources,Single,86390,5,Y,16,8,2,6,3,3,0,2
+47,No,Travel_Rarely,Research & Development,6,4,Other,1,1805,Male,2,Manager,Married,63470,1,Y,14,8,0,26,2,26,3,0
+36,No,Travel_Rarely,Sales,6,3,Medical,1,1806,Female,2,Sales Executive,Married,42000,0,Y,22,8,0,10,3,9,0,5
+29,No,Travel_Rarely,Research & Development,10,3,Other,1,1807,Male,1,Research Scientist,Married,34520,1,Y,11,8,0,10,3,10,0,7
+58,Yes,Travel_Rarely,Research & Development,24,3,Other,1,1808,Female,2,Research Scientist,Single,43170,7,Y,17,8,0,40,2,31,13,8
+35,No,Travel_Rarely,Sales,10,4,Marketing,1,1809,Female,1,Research Scientist,Single,26320,3,Y,13,8,3,7,3,2,2,2
+42,No,Travel_Rarely,Sales,15,1,Marketing,1,1810,Male,2,Laboratory Technician,Married,46680,9,Y,18,8,2,8,2,4,0,2
+28,Yes,Travel_Rarely,Research & Development,19,4,Medical,1,1811,Female,2,Sales Executive,Single,32040,6,Y,16,8,1,5,4,2,2,1
+36,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1812,Male,2,Healthcare Representative,Married,27200,4,Y,14,8,1,8,3,5,0,4
+32,No,Travel_Rarely,Research & Development,3,1,Medical,1,1813,Male,2,Manufacturing Director,Married,171810,1,Y,14,8,0,14,2,14,6,8
+40,No,Travel_Frequently,Sales,9,3,Marketing,1,1814,Male,3,Manufacturing Director,Single,22380,6,Y,14,8,0,10,3,1,0,0
+30,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,1815,Male,2,Research Director,Single,14830,5,Y,13,8,0,12,3,0,0,0
+45,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,1816,Male,1,Research Director,Single,56050,1,Y,12,8,2,1,2,1,0,0
+42,No,Travel_Rarely,Research & Development,20,2,Medical,1,1817,Male,2,Sales Representative,Married,72950,1,Y,15,8,0,10,3,9,7,8
+38,No,Travel_Frequently,Sales,4,3,Medical,1,1818,Male,2,Research Scientist,Divorced,23060,2,Y,19,8,1,13,5,4,1,2
+34,No,Travel_Frequently,Research & Development,7,4,Life Sciences,1,1819,Male,3,Laboratory Technician,Single,23480,1,Y,14,8,1,6,3,5,1,3
+49,Yes,Travel_Rarely,Sales,7,2,Life Sciences,1,1820,Female,2,Healthcare Representative,Married,89980,1,Y,14,8,2,9,2,9,7,7
+55,Yes,Travel_Rarely,Human Resources,16,3,Technical Degree,1,1821,Male,4,Manufacturing Director,Single,43190,4,Y,11,8,0,12,3,9,7,3
+43,No,Travel_Rarely,Research & Development,25,2,Medical,1,1822,Male,2,Healthcare Representative,Married,61320,6,Y,13,8,0,22,3,4,1,0
+27,No,Travel_Rarely,Sales,2,4,Medical,1,1823,Male,2,Manager,Divorced,33460,1,Y,21,8,1,9,2,9,0,8
+35,No,Travel_Rarely,Research & Development,1,3,Medical,1,1824,Male,1,Research Director,Single,108550,3,Y,13,8,1,17,2,8,1,6
+28,No,Travel_Rarely,Sales,1,2,Technical Degree,1,1825,Female,1,Sales Executive,Married,22310,1,Y,12,8,0,8,3,8,7,5
+34,No,Travel_Rarely,Sales,2,5,Life Sciences,1,1826,Male,4,Research Scientist,Married,23230,0,Y,17,8,0,4,2,3,0,2
+26,Yes,Travel_Frequently,Research & Development,22,4,Other,1,1827,Female,1,Sales Executive,Married,20240,1,Y,23,8,0,8,2,8,1,7
+27,No,Non-Travel,Sales,1,3,Technical Degree,1,1828,Female,1,Sales Executive,Married,27130,1,Y,11,8,0,0,2,0,0,0
+51,No,Travel_Rarely,Sales,16,3,Medical,1,1829,Male,3,Research Scientist,Married,94390,2,Y,15,8,3,29,0,20,4,17
+44,No,Travel_Rarely,Sales,24,5,Medical,1,1830,Female,1,Sales Executive,Single,25660,9,Y,11,8,1,10,3,5,2,3
+25,No,Travel_Rarely,Research & Development,17,3,Medical,1,1831,Male,1,Laboratory Technician,Single,199260,7,Y,11,8,3,6,5,4,0,1
+33,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,1832,Male,3,Laboratory Technician,Divorced,24510,1,Y,13,8,1,9,3,9,0,8
+35,No,Travel_Rarely,Sales,6,4,Medical,1,1833,Female,2,Manager,Single,94190,1,Y,24,8,1,6,5,6,1,1
+36,No,Travel_Rarely,Sales,10,4,Marketing,1,1834,Male,3,Manager,Married,86860,1,Y,13,8,0,18,2,18,4,11
+32,No,Travel_Rarely,Research & Development,3,4,Medical,1,1835,Female,4,Sales Executive,Divorced,30380,2,Y,20,8,0,8,3,5,0,3
+30,No,Travel_Frequently,Research & Development,4,5,Medical,1,1836,Male,5,Sales Representative,Divorced,30580,9,Y,14,8,1,10,2,5,0,3
+53,No,Travel_Rarely,Sales,6,3,Marketing,1,1837,Male,4,Sales Executive,Married,23250,7,Y,18,8,1,35,1,5,0,4
+45,No,Travel_Rarely,Research & Development,1,5,Technical Degree,1,1838,Male,2,Healthcare Representative,Divorced,20880,4,Y,15,8,3,18,2,5,0,2
+32,No,Travel_Rarely,Sales,10,3,Marketing,1,1839,Female,1,Human Resources,Married,30720,5,Y,12,8,0,9,4,5,1,3
+52,No,Travel_Frequently,Research & Development,1,1,Life Sciences,1,1840,Male,2,Laboratory Technician,Married,50060,3,Y,16,8,1,31,2,9,0,0
+37,No,Travel_Rarely,Sales,24,2,Life Sciences,1,1841,Female,4,Laboratory Technician,Divorced,42570,4,Y,15,8,0,9,2,1,0,0
+28,No,Travel_Rarely,Research & Development,21,4,Life Sciences,1,1842,Female,1,Healthcare Representative,Divorced,25000,1,Y,16,8,2,6,3,5,0,4
+22,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,1843,Male,1,Sales Representative,Married,11020,6,Y,19,8,0,4,3,2,2,2
+44,No,Travel_Rarely,Research & Development,22,3,Medical,1,1844,Female,1,Laboratory Technician,Married,104530,2,Y,11,8,1,10,2,3,0,2
+42,No,Travel_Frequently,Sales,13,4,Life Sciences,1,1845,Female,2,Laboratory Technician,Single,22880,5,Y,16,8,1,8,4,2,2,2
+36,No,Travel_Rarely,Research & Development,14,3,Other,1,1846,Male,2,Research Scientist,Married,39290,0,Y,24,8,0,6,6,5,0,3
+25,No,Travel_Rarely,Sales,11,3,Life Sciences,1,1847,Female,1,Laboratory Technician,Married,23110,1,Y,11,8,1,5,2,5,0,3
+35,No,Travel_Rarely,Research & Development,9,2,Life Sciences,1,1848,Female,1,Healthcare Representative,Married,31400,1,Y,13,8,1,17,2,17,5,15
+35,Yes,Travel_Frequently,Sales,8,2,Marketing,1,1849,Female,1,Laboratory Technician,Divorced,36900,1,Y,13,8,1,10,2,10,7,8
+32,No,Non-Travel,Research & Development,21,3,Life Sciences,1,1850,Male,1,Sales Executive,Divorced,44500,0,Y,13,8,0,4,3,3,0,2
+25,No,Travel_Rarely,Sales,5,3,Marketing,1,1851,Female,4,Research Scientist,Married,27560,1,Y,12,8,2,5,2,5,0,3
+49,No,Travel_Rarely,Sales,9,3,Technical Degree,1,1852,Female,2,Sales Representative,Married,190330,2,Y,18,8,1,7,5,4,0,2
+24,No,Non-Travel,Research & Development,2,5,Technical Degree,1,1853,Male,2,Healthcare Representative,Married,187220,0,Y,22,8,1,6,3,5,3,4
+32,No,Travel_Frequently,Research & Development,12,5,Medical,1,1854,Male,1,Research Scientist,Married,95470,1,Y,13,8,1,10,3,10,5,3
+38,No,Travel_Rarely,Sales,22,2,Medical,1,1855,Male,1,Sales Executive,Married,137340,0,Y,13,8,0,3,3,2,1,2
+42,No,Travel_Rarely,Research & Development,18,1,Technical Degree,1,1856,Female,2,Research Scientist,Married,199990,2,Y,23,8,1,17,6,5,1,3
+31,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,1857,Female,3,Sales Executive,Married,22790,3,Y,12,8,1,8,3,6,0,2
+29,Yes,Travel_Rarely,Sales,3,3,Marketing,1,1858,Male,3,Laboratory Technician,Divorced,59160,6,Y,12,8,0,5,2,3,0,2
+53,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,1859,Male,1,Sales Representative,Married,20890,5,Y,16,8,0,28,2,2,2,2
+35,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1860,Male,3,Healthcare Representative,Married,167920,3,Y,12,8,1,16,3,13,4,8
+37,No,Travel_Frequently,Research & Development,13,4,Life Sciences,1,1861,Female,3,Human Resources,Married,35640,5,Y,11,8,0,10,1,5,0,0
+53,No,Travel_Rarely,Research & Development,1,1,Medical,1,1862,Male,1,Sales Executive,Single,44250,6,Y,22,8,1,33,2,12,3,8
+43,No,Travel_Frequently,Research & Development,1,3,Medical,1,1863,Male,1,Laboratory Technician,Married,52650,4,Y,11,8,1,12,4,5,2,2
+47,No,Travel_Rarely,Sales,15,4,Marketing,1,1864,Female,3,Research Director,Married,65530,0,Y,15,8,0,8,2,7,7,7
+37,No,Non-Travel,Research & Development,1,5,Medical,1,1865,Female,2,Research Scientist,Single,62610,1,Y,12,8,0,10,1,10,0,9
+50,No,Non-Travel,Research & Development,17,3,Medical,1,1866,Female,1,Laboratory Technician,Divorced,42980,1,Y,20,8,1,31,6,31,14,7
+39,No,Travel_Rarely,Research & Development,1,3,Other,1,1867,Female,3,Human Resources,Married,68040,8,Y,14,8,1,13,3,5,0,4
+33,No,Travel_Rarely,Sales,7,3,Life Sciences,1,1868,Male,2,Manufacturing Director,Divorced,38150,3,Y,11,8,1,7,3,4,0,3
+32,Yes,Travel_Rarely,Research & Development,9,1,Medical,1,1869,Female,1,Laboratory Technician,Single,27410,1,Y,15,8,1,1,5,1,0,1
+29,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,1870,Female,4,Healthcare Representative,Divorced,66730,6,Y,12,8,1,8,2,4,0,3
+44,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,1871,Male,2,Manufacturing Director,Married,76390,1,Y,14,8,0,8,6,8,7,1
+28,No,Travel_Rarely,Sales,24,5,Life Sciences,1,1872,Female,1,Research Scientist,Single,23280,1,Y,11,8,2,4,3,4,0,2
+58,Yes,Travel_Frequently,Sales,9,2,Technical Degree,1,1873,Male,1,Sales Executive,Divorced,21530,9,Y,11,8,0,3,3,1,0,0
+43,No,Travel_Rarely,Sales,7,4,Marketing,1,1874,Male,2,Sales Executive,Divorced,48760,4,Y,16,8,2,4,4,1,0,0
+20,Yes,Travel_Rarely,Research & Development,11,3,Medical,1,1875,Male,2,Sales Executive,Single,93960,1,Y,12,8,0,2,6,2,0,2
+21,Yes,Travel_Rarely,Research & Development,1,3,Medical,1,1876,Male,2,Sales Executive,Single,104000,1,Y,13,8,1,1,2,1,0,0
+36,No,Travel_Rarely,Research & Development,26,4,Medical,1,1877,Male,1,Laboratory Technician,Married,84740,0,Y,14,8,0,17,3,16,4,11
+47,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1878,Male,2,Manufacturing Director,Single,99810,1,Y,21,8,1,3,3,3,1,2
+22,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,1879,Female,1,Laboratory Technician,Married,124900,0,Y,13,8,0,4,3,3,0,2
+41,Yes,Travel_Rarely,Research & Development,23,3,Life Sciences,1,1880,Female,2,Sales Executive,Divorced,26570,4,Y,11,8,0,10,3,7,1,0
+28,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,1881,Female,3,Manager,Divorced,135910,5,Y,20,8,1,6,2,2,2,2
+39,Yes,Travel_Rarely,Research & Development,10,4,Life Sciences,1,1882,Female,4,Human Resources,Married,66960,7,Y,11,8,0,8,3,2,2,2
+27,No,Travel_Rarely,Research & Development,1,3,Medical,1,1883,Male,1,Research Scientist,Single,20580,1,Y,14,8,1,1,5,1,0,0
+34,No,Travel_Rarely,Research & Development,12,2,Technical Degree,1,1884,Male,2,Human Resources,Divorced,88650,1,Y,11,8,1,1,0,1,1,0
+42,No,Travel_Rarely,Sales,11,1,Technical Degree,1,1885,Male,2,Human Resources,Single,59400,7,Y,16,8,0,10,2,5,0,3
+33,No,Travel_Rarely,Sales,2,3,Marketing,1,1886,Female,1,Sales Executive,Single,59140,3,Y,16,8,1,6,4,3,0,2
+58,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,1887,Male,1,Research Scientist,Divorced,26220,2,Y,23,8,0,24,3,6,0,4
+31,No,Travel_Rarely,Sales,1,3,Life Sciences,1,1888,Female,1,Sales Representative,Married,121850,3,Y,14,8,0,13,2,7,5,2
+35,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,1889,Male,3,Healthcare Representative,Married,106090,1,Y,22,8,0,10,3,10,0,7
+49,No,Travel_Rarely,Research & Development,25,2,Life Sciences,1,1890,Female,2,Sales Executive,Married,43450,4,Y,15,8,0,29,3,26,1,7
+48,No,Travel_Rarely,Research & Development,1,4,Medical,1,1891,Male,1,Research Scientist,Married,21770,4,Y,18,8,0,13,4,0,0,0
+31,No,Non-Travel,Research & Development,1,2,Technical Degree,1,1892,Female,2,Sales Executive,Married,27930,1,Y,16,8,0,9,4,9,0,0
+36,No,Travel_Rarely,Human Resources,2,4,Technical Degree,1,1893,Male,1,Sales Executive,Single,79180,2,Y,12,8,2,8,3,6,0,1
+38,No,Travel_Rarely,Sales,6,3,Other,1,1894,Male,2,Sales Executive,Married,87890,1,Y,11,8,3,15,4,15,5,11
+32,No,Non-Travel,Sales,18,3,Marketing,1,1895,Male,1,Laboratory Technician,Married,23890,6,Y,12,8,1,5,4,3,0,2
+25,Yes,Travel_Rarely,Research & Development,1,2,Life Sciences,1,1896,Male,1,Sales Executive,Married,32120,1,Y,15,8,1,1,3,1,0,0
+40,No,Travel_Rarely,Research & Development,1,4,Medical,1,1897,Male,2,Research Scientist,Divorced,192320,2,Y,14,8,1,11,3,1,0,0
+26,No,Travel_Frequently,Sales,11,3,Marketing,1,1898,Male,2,Healthcare Representative,Single,22670,1,Y,19,8,3,7,2,7,0,7
+41,No,Travel_Rarely,Research & Development,1,4,Medical,1,1899,Male,1,Research Scientist,Single,195170,2,Y,13,8,0,20,5,18,2,17
+36,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,1900,Female,2,Healthcare Representative,Single,24360,4,Y,13,8,0,16,3,11,3,9
+19,Yes,Travel_Rarely,Research & Development,15,3,Life Sciences,1,1901,Male,2,Research Scientist,Single,160640,1,Y,15,8,1,1,3,1,0,0
+20,Yes,Travel_Rarely,Research & Development,29,3,Life Sciences,1,1902,Female,3,Laboratory Technician,Single,27070,1,Y,11,8,0,1,2,1,0,0
+31,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,1903,Male,4,Research Director,Married,190680,0,Y,12,8,0,10,1,9,8,5
+40,No,Travel_Frequently,Sales,1,3,Marketing,1,1904,Male,1,Research Scientist,Divorced,39310,8,Y,19,8,0,3,2,1,0,0
+32,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,1905,Male,4,Laboratory Technician,Married,37300,1,Y,25,8,1,8,4,8,6,3
+36,Yes,Travel_Rarely,Research & Development,10,3,Medical,1,1906,Male,3,Sales Executive,Married,22320,1,Y,12,8,1,16,2,16,3,7
+33,No,Travel_Rarely,Research & Development,1,4,Medical,1,1907,Female,4,Manufacturing Director,Single,44650,0,Y,13,8,0,6,3,5,1,4
+37,Yes,Travel_Rarely,Sales,10,4,Marketing,1,1908,Female,3,Human Resources,Married,30720,5,Y,14,8,0,17,3,14,11,7
+45,No,Non-Travel,Research & Development,8,1,Life Sciences,1,1909,Male,2,Sales Executive,Married,33190,1,Y,12,8,1,9,3,9,0,8
+29,No,Travel_Frequently,Research & Development,29,1,Life Sciences,1,1910,Male,1,Sales Representative,Married,192020,1,Y,12,8,0,3,5,3,0,2
+35,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,1911,Male,3,Laboratory Technician,Married,136750,1,Y,15,8,3,5,5,5,1,0
+52,No,Travel_Rarely,Research & Development,5,4,Other,1,1912,Male,1,Laboratory Technician,Married,29110,2,Y,17,8,2,26,3,9,7,8
+58,Yes,Travel_Rarely,Sales,9,2,Medical,1,1913,Female,4,Sales Executive,Single,59570,4,Y,14,8,1,7,2,1,0,0
+53,No,Travel_Rarely,Research & Development,9,3,Technical Degree,1,1914,Male,1,Manager,Divorced,39200,6,Y,16,8,1,22,3,17,15,2
+30,No,Travel_Rarely,Sales,3,4,Marketing,1,1915,Male,1,Sales Executive,Divorced,64340,5,Y,14,8,1,10,3,8,7,7
+38,No,Non-Travel,Sales,4,3,Life Sciences,1,1916,Male,2,Research Director,Single,100480,1,Y,23,8,1,6,2,5,1,3
+35,No,Travel_Rarely,Sales,1,2,Life Sciences,1,1917,Female,2,Healthcare Representative,Divorced,109380,6,Y,14,8,2,12,2,10,0,8
+39,No,Travel_Rarely,Sales,1,1,Marketing,1,1918,Male,2,Research Scientist,Single,23400,0,Y,11,8,1,9,2,8,0,7
+40,Yes,Non-Travel,Research & Development,2,4,Life Sciences,1,1919,Male,1,Human Resources,Single,65450,4,Y,15,8,0,22,2,1,0,0
+47,No,Travel_Frequently,Research & Development,7,4,Life Sciences,1,1920,Male,3,Sales Executive,Divorced,69310,1,Y,11,8,0,20,3,19,2,7
+36,No,Non-Travel,Sales,28,1,Life Sciences,1,1921,Male,2,Research Scientist,Divorced,48980,4,Y,13,8,1,12,3,7,0,7
+31,Yes,Non-Travel,Research & Development,28,4,Medical,1,1922,Male,2,Research Scientist,Single,25930,0,Y,21,8,0,4,2,3,1,2
+33,No,Non-Travel,Sales,15,3,Other,1,1923,Male,4,Research Director,Single,194360,1,Y,19,8,2,10,4,10,6,0
+29,Yes,Travel_Rarely,Human Resources,3,5,Life Sciences,1,1924,Male,1,Sales Executive,Single,27230,6,Y,11,8,1,3,2,0,0,0
+33,No,Travel_Rarely,Research & Development,2,2,Technical Degree,1,1925,Male,2,Laboratory Technician,Single,34790,3,Y,12,8,0,5,3,3,0,2
+45,No,Travel_Rarely,Research & Development,26,1,Medical,1,1926,Female,3,Healthcare Representative,Divorced,27940,3,Y,19,8,1,8,2,5,0,2
+50,No,Travel_Rarely,Sales,10,1,Life Sciences,1,1927,Female,1,Manufacturing Director,Divorced,52490,9,Y,21,8,2,32,2,5,1,3
+33,No,Travel_Frequently,Sales,1,3,Marketing,1,1928,Male,2,Human Resources,Married,21760,1,Y,14,8,1,6,2,6,1,2
+41,No,Travel_Frequently,Sales,11,3,Other,1,1929,Male,1,Laboratory Technician,Divorced,168720,2,Y,15,8,1,21,2,18,0,11
+27,No,Travel_Rarely,Research & Development,20,4,Other,1,1930,Male,2,Manufacturing Director,Married,34850,9,Y,17,8,2,4,2,2,2,2
+45,No,Non-Travel,Sales,2,3,Medical,1,1931,Female,1,Sales Executive,Married,66440,1,Y,12,8,0,9,3,9,0,8
+47,No,Travel_Rarely,Sales,18,4,Medical,1,1932,Female,2,Research Scientist,Single,55820,1,Y,16,8,0,9,3,9,0,7
+30,Yes,Travel_Rarely,Sales,2,3,Life Sciences,1,1933,Male,2,Healthcare Representative,Married,40000,4,Y,12,8,0,7,5,5,0,1
+50,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,1934,Female,2,Sales Executive,Married,134960,3,Y,18,8,1,22,3,12,1,5
+38,No,Travel_Frequently,Research & Development,13,3,Technical Degree,1,1935,Male,1,Manufacturing Director,Married,32100,0,Y,17,8,2,3,5,2,0,2
+46,No,Travel_Rarely,Research & Development,28,3,Medical,1,1936,Female,3,Human Resources,Divorced,190450,6,Y,11,8,3,13,2,8,0,7
+24,No,Travel_Rarely,Sales,28,3,Life Sciences,1,1937,Female,1,Healthcare Representative,Divorced,118490,1,Y,16,8,1,5,3,4,3,2
+35,Yes,Travel_Rarely,Sales,24,3,Medical,1,1938,Male,3,Healthcare Representative,Divorced,20700,1,Y,13,8,3,5,1,4,0,2
+31,No,Travel_Frequently,Research & Development,5,2,Technical Degree,1,1939,Male,2,Sales Executive,Married,65020,1,Y,12,8,0,4,3,4,0,3
+18,No,Non-Travel,Sales,5,4,Other,1,1940,Male,2,Manager,Single,32300,1,Y,12,8,1,0,3,0,0,0
+54,No,Travel_Rarely,Sales,23,3,Medical,1,1941,Female,1,Laboratory Technician,Married,136030,8,Y,13,8,1,22,2,10,0,8
+35,No,Travel_Rarely,Research & Development,6,4,Medical,1,1942,Female,1,Manufacturing Director,Divorced,119960,1,Y,19,8,2,16,3,16,10,1
+30,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,1943,Female,5,Healthcare Representative,Married,56050,0,Y,12,8,1,9,0,8,1,7
+20,Yes,Travel_Rarely,Research & Development,2,2,Life Sciences,1,1944,Female,2,Research Scientist,Single,63970,1,Y,17,8,1,1,3,1,0,0
+30,Yes,Travel_Frequently,Research & Development,8,4,Medical,1,1945,Male,1,Sales Executive,Single,191440,0,Y,11,8,0,4,3,3,1,2
+26,No,Travel_Rarely,Sales,1,3,Marketing,1,1946,Female,2,Research Scientist,Married,175840,1,Y,20,8,0,8,2,8,1,3
+22,No,Travel_Rarely,Research & Development,8,3,Other,1,1947,Male,2,Sales Representative,Married,49070,1,Y,21,8,1,4,2,4,1,1
+48,No,Travel_Rarely,Human Resources,2,4,Medical,1,1948,Male,2,Sales Executive,Single,45540,2,Y,11,8,2,19,3,2,2,2
+48,No,Travel_Rarely,Sales,3,3,Medical,1,1949,Male,1,Research Director,Single,54150,7,Y,11,8,1,27,1,15,4,8
+41,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,1950,Male,2,Research Scientist,Single,47410,6,Y,16,8,0,8,3,2,2,1
+39,No,Travel_Rarely,Sales,2,3,Life Sciences,1,1951,Male,3,Human Resources,Married,21150,1,Y,18,8,0,21,3,21,11,8
+27,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,1952,Male,2,Human Resources,Married,31610,0,Y,13,8,2,4,0,3,2,2
+35,No,Travel_Rarely,Sales,24,3,Medical,1,1953,Male,5,Sales Executive,Divorced,57450,1,Y,17,8,3,3,4,3,1,2
+42,No,Travel_Rarely,Research & Development,23,4,Other,1,1954,Male,1,Research Scientist,Married,23730,6,Y,14,8,1,21,3,1,0,0
+50,No,Travel_Rarely,Sales,27,3,Medical,1,1955,Male,2,Sales Executive,Married,33100,4,Y,22,8,1,8,3,1,0,0
+59,No,Travel_Rarely,Research & Development,16,4,Medical,1,1956,Female,5,Laboratory Technician,Single,186650,3,Y,12,8,0,30,3,5,4,3
+37,Yes,Travel_Rarely,Sales,15,3,Marketing,1,1957,Male,2,Laboratory Technician,Married,44850,5,Y,11,8,1,15,2,1,0,0
+55,No,Travel_Frequently,Research & Development,26,2,Life Sciences,1,1958,Female,2,Sales Executive,Married,27890,3,Y,13,8,1,17,2,8,6,7
+41,No,Non-Travel,Research & Development,19,1,Life Sciences,1,1959,Male,2,Research Scientist,Divorced,58280,1,Y,13,8,0,21,0,21,5,10
+38,No,Travel_Rarely,Research & Development,24,2,Other,1,1960,Female,1,Laboratory Technician,Single,23260,8,Y,14,8,0,19,3,1,0,0
+26,Yes,Non-Travel,Research & Development,21,1,Life Sciences,1,1961,Female,1,Manufacturing Director,Single,135250,8,Y,17,8,1,7,4,2,2,2
+52,Yes,Travel_Rarely,Research & Development,5,4,Medical,1,1962,Female,4,Human Resources,Married,14200,1,Y,13,8,1,33,2,32,6,9
+44,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,1963,Female,1,Healthcare Representative,Married,80200,3,Y,11,8,1,23,2,12,11,11
+50,No,Non-Travel,Human Resources,2,2,Life Sciences,1,1964,Male,1,Laboratory Technician,Married,36880,0,Y,11,8,0,19,3,18,0,13
+36,Yes,Travel_Rarely,Sales,2,4,Technical Degree,1,1965,Male,4,Sales Executive,Single,54820,1,Y,18,8,0,18,3,17,15,14
+39,No,Travel_Frequently,Sales,11,3,Marketing,1,1966,Male,1,Sales Executive,Single,160150,1,Y,11,8,0,21,3,21,2,8
+33,No,Non-Travel,Sales,9,2,Technical Degree,1,1967,Male,5,Sales Representative,Single,12000,0,Y,11,8,1,3,3,2,2,2
+45,No,Travel_Rarely,Research & Development,7,2,Other,1,1968,Male,1,Human Resources,Married,56610,3,Y,12,8,0,26,2,9,1,1
+32,No,Non-Travel,Research & Development,15,3,Medical,1,1969,Male,2,Manager,Single,69290,9,Y,20,8,0,10,6,8,7,7
+34,No,Travel_Rarely,Sales,6,4,Marketing,1,1970,Male,2,Research Director,Divorced,96130,0,Y,12,8,1,16,5,15,0,9
+59,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,1971,Male,2,Research Scientist,Married,56740,3,Y,12,8,0,14,6,6,0,4
+45,No,Travel_Rarely,Research & Development,16,1,Medical,1,1972,Male,2,Sales Executive,Single,54840,1,Y,20,8,3,6,6,6,0,4
+53,No,Travel_Frequently,Sales,8,2,Medical,1,1973,Male,2,Research Scientist,Married,120610,2,Y,20,8,1,30,2,15,6,12
+36,Yes,Travel_Rarely,Research & Development,7,2,Life Sciences,1,1974,Female,1,Research Scientist,Divorced,56600,7,Y,12,8,0,9,3,1,0,0
+26,Yes,Travel_Frequently,Sales,2,3,Life Sciences,1,1975,Male,2,Research Scientist,Married,48210,6,Y,14,8,2,6,2,3,1,2
+34,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,1976,Male,1,Sales Representative,Married,64100,1,Y,13,8,1,1,5,1,0,0
+28,No,Travel_Rarely,Research & Development,10,3,Other,1,1977,Male,2,Sales Representative,Married,52100,1,Y,15,8,0,1,1,1,0,0
+38,No,Travel_Frequently,Sales,9,4,Medical,1,1978,Male,2,Research Scientist,Married,26950,3,Y,14,8,1,8,4,2,2,2
+50,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,1979,Male,1,Sales Executive,Married,118780,2,Y,13,8,1,29,2,8,7,7
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,1980,Male,1,Laboratory Technician,Single,170680,3,Y,23,8,0,8,6,4,0,1
+40,No,Travel_Rarely,Human Resources,2,3,Medical,1,1981,Male,5,Sales Executive,Married,24550,1,Y,15,8,1,8,2,7,7,5
+26,No,Travel_Frequently,Research & Development,3,3,Medical,1,1982,Male,2,Laboratory Technician,Divorced,139640,1,Y,11,8,2,5,1,5,1,3
+46,No,Travel_Rarely,Research & Development,2,1,Medical,1,1983,Female,3,Research Scientist,Divorced,49410,9,Y,13,8,2,23,2,2,2,2
+54,No,Travel_Rarely,Research & Development,5,3,Medical,1,1984,Female,2,Manufacturing Director,Married,24780,6,Y,11,8,0,13,0,9,7,0
+56,No,Travel_Frequently,Research & Development,1,2,Life Sciences,1,1985,Female,2,Manufacturing Director,Married,52280,2,Y,11,8,0,18,4,5,0,3
+36,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,1986,Female,2,Human Resources,Single,44780,0,Y,18,8,1,15,3,14,7,8
+55,No,Non-Travel,Research & Development,2,3,Medical,1,1987,Female,2,Manager,Single,75470,7,Y,16,8,0,31,2,9,6,2
+43,No,Travel_Rarely,Sales,25,2,Life Sciences,1,1988,Male,3,Research Scientist,Divorced,50550,5,Y,22,8,0,18,2,1,0,0
+20,Yes,Travel_Frequently,Sales,8,3,Marketing,1,1989,Male,3,Sales Executive,Single,34640,1,Y,20,8,0,2,3,2,0,2
+21,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,1990,Male,1,Manager,Single,57750,1,Y,18,8,0,1,2,1,1,0
+46,No,Travel_Rarely,Sales,12,3,Marketing,1,1991,Female,3,Healthcare Representative,Divorced,89430,8,Y,12,8,1,19,6,16,1,7
+51,Yes,Travel_Rarely,Sales,23,3,Medical,1,1992,Female,2,Research Scientist,Married,192720,9,Y,20,8,0,18,2,10,2,7
+28,Yes,Non-Travel,Research & Development,19,4,Life Sciences,1,1993,Female,4,Laboratory Technician,Single,52380,1,Y,17,8,1,10,4,10,1,9
+26,No,Travel_Rarely,Research & Development,5,4,Medical,1,1994,Female,2,Sales Executive,Married,46820,1,Y,11,8,1,6,3,5,1,3
+30,No,Travel_Rarely,Research & Development,8,3,Medical,1,1995,Female,1,Sales Executive,Married,183000,0,Y,14,8,0,7,6,6,0,2
+41,No,Travel_Rarely,Sales,1,4,Life Sciences,1,1996,Female,1,Research Director,Married,52570,1,Y,14,8,0,10,2,10,0,8
+38,No,Travel_Rarely,Research & Development,5,3,Technical Degree,1,1997,Male,1,Sales Executive,Married,63490,NA,Y,11,8,0,20,3,19,1,9
+40,No,Travel_Rarely,Sales,1,4,Marketing,1,1998,Male,1,Sales Executive,Married,48690,4,Y,12,8,0,14,2,11,11,1
+27,No,Non-Travel,Sales,11,3,Technical Degree,1,1999,Female,2,Laboratory Technician,Married,99850,1,Y,14,8,1,3,3,3,1,2
+55,No,Travel_Frequently,Research & Development,23,5,Life Sciences,1,2000,Male,3,Laboratory Technician,Married,36970,3,Y,13,8,1,23,1,3,1,2
+28,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2001,Male,2,Healthcare Representative,Single,74570,3,Y,11,8,2,10,1,8,1,7
+44,Yes,Travel_Rarely,Research & Development,18,4,Life Sciences,1,2002,Female,2,Sales Executive,Married,21190,9,Y,15,8,0,24,3,20,3,6
+33,No,Travel_Rarely,Sales,23,4,Marketing,1,2003,Female,4,Sales Executive,Divorced,39830,4,Y,12,8,0,9,3,3,1,2
+35,Yes,Travel_Rarely,Sales,7,4,Life Sciences,1,2004,Male,3,Sales Representative,Single,61180,0,Y,21,8,1,9,3,8,4,7
+33,Yes,Travel_Frequently,Research & Development,1,2,Life Sciences,1,2005,Female,1,Sales Executive,Single,62140,1,Y,19,8,2,14,3,13,3,8
+28,No,Travel_Rarely,Human Resources,1,1,Human Resources,1,2006,Male,2,Research Scientist,Divorced,63470,1,Y,15,8,1,4,2,4,2,2
+34,No,Travel_Frequently,Sales,29,4,Marketing,1,2007,Male,1,Research Scientist,Single,115100,0,Y,14,8,1,7,5,6,0,4
+37,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,2008,Male,4,Sales Executive,Divorced,71430,2,Y,21,8,0,8,6,1,0,0
+25,Yes,Travel_Rarely,Human Resources,25,4,Human Resources,1,2009,Female,2,Research Scientist,Married,82680,1,Y,12,8,0,7,3,7,5,6
+26,Yes,Travel_Rarely,Sales,8,2,Marketing,1,2010,Male,2,Sales Executive,Divorced,80950,1,Y,15,8,0,1,3,1,0,0
+33,Yes,Travel_Rarely,Research & Development,8,2,Life Sciences,1,2011,Male,4,Manufacturing Director,Single,29040,4,Y,13,8,0,5,2,2,2,2
+42,No,Travel_Rarely,Research & Development,11,1,Life Sciences,1,2012,Male,4,Research Scientist,Married,60320,0,Y,14,8,0,23,2,22,13,7
+28,Yes,Travel_Frequently,Research & Development,7,3,Life Sciences,1,2013,Male,2,Manager,Divorced,29760,1,Y,14,8,0,1,3,1,0,0
+50,Yes,Travel_Frequently,Research & Development,1,4,Medical,1,2014,Male,2,Research Scientist,Single,159920,3,Y,14,8,0,5,3,0,0,0
+33,No,Travel_Frequently,Sales,9,3,Medical,1,2015,Female,2,Research Scientist,Married,46490,0,Y,12,8,0,4,2,3,0,2
+34,No,Non-Travel,Sales,1,1,Marketing,1,2016,Female,2,Research Director,Married,26960,3,Y,23,8,0,6,3,0,0,0
+48,No,Non-Travel,Sales,2,1,Life Sciences,1,2017,Male,2,Sales Executive,Single,23700,2,Y,11,8,0,27,3,5,2,1
+45,No,Non-Travel,Research & Development,1,3,Medical,1,2018,Female,2,Human Resources,Married,125040,1,Y,12,8,1,15,2,15,4,12
+52,No,Travel_Rarely,Sales,1,3,Life Sciences,1,2019,Male,1,Sales Executive,Single,59740,7,Y,18,8,1,18,6,8,4,0
+38,No,Travel_Rarely,Research & Development,6,2,Medical,1,2020,Male,1,Research Scientist,Divorced,47360,0,Y,11,8,1,9,3,8,2,7
+29,No,Travel_Rarely,Research & Development,8,3,Medical,1,2021,Female,4,Research Scientist,Divorced,52960,4,Y,14,8,0,11,3,7,1,7
+28,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,2022,Female,4,Laboratory Technician,Divorced,67810,0,Y,15,8,1,10,2,9,1,7
+46,No,Travel_Rarely,Research & Development,6,4,Medical,1,2023,Male,3,Sales Executive,Married,21740,3,Y,11,8,1,23,3,12,4,9
+38,No,Travel_Rarely,Research & Development,7,4,Medical,1,2024,Male,1,Sales Executive,Single,66530,7,Y,20,8,1,10,2,1,0,0
+43,No,Travel_Frequently,Research & Development,5,3,Medical,1,2025,Female,2,Laboratory Technician,Married,96990,8,Y,19,8,1,18,3,8,0,1
+39,Yes,Travel_Frequently,Sales,1,3,Marketing,1,2026,Male,2,Healthcare Representative,Divorced,67550,7,Y,14,8,1,21,2,18,11,5
+40,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,2027,Male,1,Healthcare Representative,Single,22130,1,Y,17,8,0,21,4,20,4,9
+21,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2028,Female,1,Research Scientist,Single,26100,1,Y,11,8,1,2,3,2,2,2
+39,No,Non-Travel,Research & Development,6,3,Life Sciences,1,2029,Male,1,Laboratory Technician,Single,28510,9,Y,15,8,0,9,2,5,0,3
+36,No,Non-Travel,Research & Development,1,3,Medical,1,2030,Male,3,Sales Representative,Single,34520,2,Y,13,8,3,18,4,11,0,9
+31,No,Travel_Frequently,Research & Development,7,3,Life Sciences,1,2031,Male,1,Sales Executive,Married,52580,0,Y,14,8,3,3,5,2,2,2
+28,No,Travel_Rarely,Sales,2,4,Marketing,1,2032,Male,1,Sales Executive,Married,93550,0,Y,11,8,0,6,4,5,0,4
+35,No,Travel_Frequently,Research & Development,9,2,Other,1,2033,Female,1,Manufacturing Director,Divorced,104960,1,Y,13,8,1,5,2,5,0,2
+49,No,Travel_Rarely,Sales,2,2,Medical,1,2034,Female,1,Sales Executive,Married,63800,6,Y,23,8,1,22,1,9,2,3
+34,No,Travel_Frequently,Sales,9,1,Technical Degree,1,2035,Male,2,Sales Executive,Single,26570,2,Y,13,8,1,5,3,3,0,2
+29,No,Travel_Frequently,Research & Development,1,4,Medical,1,2036,Male,3,Research Scientist,Divorced,27160,0,Y,18,8,0,8,2,7,1,1
+42,No,Travel_Rarely,Sales,21,2,Life Sciences,1,2037,Female,1,Healthcare Representative,Single,22010,4,Y,12,8,1,16,3,1,0,0
+29,No,Travel_Rarely,Sales,4,2,Other,1,2038,Female,2,Healthcare Representative,Married,65400,1,Y,22,8,0,10,2,10,1,2
+38,No,Travel_Rarely,Research & Development,1,3,Medical,1,2039,Female,1,Human Resources,Married,38160,1,Y,13,8,2,7,2,7,5,0
+28,No,Travel_Frequently,Sales,6,4,Life Sciences,1,2040,Male,1,Manager,Divorced,52530,1,Y,15,8,0,3,2,3,0,2
+18,Yes,Non-Travel,Research & Development,2,4,Medical,1,2041,Male,3,Laboratory Technician,Single,109650,1,Y,18,8,0,0,5,0,0,0
+33,Yes,Travel_Rarely,Research & Development,3,2,Life Sciences,1,2042,Male,1,Sales Executive,Single,49360,0,Y,14,8,0,6,2,5,0,3
+41,No,Travel_Rarely,Research & Development,4,2,Medical,1,2043,Male,2,Research Scientist,Married,25430,3,Y,12,8,0,6,3,1,0,0
+31,Yes,Travel_Frequently,Sales,10,3,Technical Degree,1,2044,Female,1,Research Director,Married,53040,1,Y,17,8,0,2,3,2,2,2
+37,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,2045,Male,3,Manufacturing Director,Divorced,166590,7,Y,16,8,1,9,2,6,1,3
+27,No,Travel_Rarely,Research & Development,6,2,Medical,1,2046,Female,1,Healthcare Representative,Married,42600,1,Y,11,8,2,4,2,4,2,2
+34,No,Travel_Rarely,Sales,1,1,Marketing,1,2047,Female,2,Laboratory Technician,Married,24760,1,Y,19,8,0,6,2,6,1,3
+35,No,Travel_Rarely,Research & Development,6,3,Life Sciences,1,2048,Female,3,Laboratory Technician,Single,31020,1,Y,13,8,1,6,3,5,1,4
+29,Yes,Travel_Rarely,Research & Development,6,3,Life Sciences,1,2049,Male,1,Sales Executive,Married,22440,1,Y,12,8,3,11,5,11,3,10
+40,No,Travel_Frequently,Research & Development,2,4,Medical,1,2050,Male,4,Human Resources,Single,75960,9,Y,11,8,0,20,0,18,2,13
+42,Yes,Travel_Frequently,Sales,2,4,Life Sciences,1,2051,Male,1,Laboratory Technician,Single,22850,0,Y,16,8,0,22,3,21,13,14
+42,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,2052,Male,4,Laboratory Technician,Single,30340,7,Y,21,8,1,9,3,6,1,5
+35,No,Travel_Rarely,Research & Development,5,3,Medical,1,2053,Male,1,Healthcare Representative,Married,57150,6,Y,24,8,2,10,0,8,1,7
+24,No,Travel_Rarely,Sales,7,4,Life Sciences,1,2054,Female,1,Laboratory Technician,Single,25760,8,Y,17,8,3,6,3,4,1,2
+28,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,2055,Male,2,Sales Executive,Married,41970,1,Y,13,8,0,1,3,1,0,0
+26,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2056,Male,2,Sales Representative,Married,143360,1,Y,21,8,1,8,3,8,0,7
+30,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,2057,Female,1,Manufacturing Director,Married,34480,1,Y,11,8,0,10,3,10,1,4
+40,No,Travel_Frequently,Research & Development,26,4,Life Sciences,1,2058,Male,2,Research Scientist,Married,194060,3,Y,20,8,3,16,2,1,0,0
+35,No,Travel_Rarely,Research & Development,18,5,Medical,1,2059,Female,2,Research Scientist,Divorced,65380,2,Y,16,8,1,15,3,7,6,4
+34,No,Travel_Frequently,Research & Development,6,2,Life Sciences,1,2060,Male,1,Research Director,Single,43060,0,Y,11,8,0,14,2,13,4,9
+35,No,Travel_Frequently,Research & Development,3,3,Medical,1,2061,Female,2,Laboratory Technician,Married,22580,1,Y,11,8,1,2,2,2,2,2
+43,Yes,Travel_Rarely,Sales,5,3,Marketing,1,2062,Female,3,Research Scientist,Single,45220,8,Y,15,8,1,7,3,4,1,3
+32,No,Non-Travel,Research & Development,11,2,Other,1,2063,Female,2,Research Scientist,Divorced,44870,1,Y,11,8,0,1,5,1,0,0
+56,No,Travel_Rarely,Research & Development,3,2,Other,1,2064,Male,2,Healthcare Representative,Divorced,44490,4,Y,15,8,0,28,3,5,4,2
+29,No,Travel_Rarely,Research & Development,26,1,Life Sciences,1,2065,Male,1,Laboratory Technician,Married,22180,1,Y,24,8,1,10,1,10,0,8
+19,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,2066,Male,2,Laboratory Technician,Single,191970,1,Y,12,8,0,1,2,1,0,0
+45,No,Travel_Rarely,Research & Development,22,3,Life Sciences,1,2067,Female,2,Sales Representative,Married,132120,4,Y,13,8,0,7,4,3,0,2
+37,No,Travel_Rarely,Research & Development,14,4,Life Sciences,1,2068,Male,3,Research Scientist,Married,65770,1,Y,13,8,0,14,1,14,3,11
+20,No,Travel_Rarely,Research & Development,6,3,Medical,1,2069,Male,5,Research Director,Single,83920,1,Y,17,8,0,2,5,2,1,2
+44,Yes,Travel_Rarely,Human Resources,6,2,Human Resources,1,2070,Male,3,Sales Executive,Single,45580,1,Y,13,8,1,6,2,6,0,2
+53,No,Travel_Rarely,Research & Development,6,4,Life Sciences,1,2071,Male,1,Research Director,Divorced,40310,3,Y,12,8,1,26,3,7,4,7
+29,No,Travel_Rarely,Research & Development,23,3,Medical,1,2072,Male,1,Sales Executive,Married,79690,0,Y,14,8,0,6,3,5,1,3
+22,Yes,Travel_Frequently,Research & Development,22,4,Medical,1,2073,Male,1,Sales Representative,Married,26540,0,Y,24,8,0,1,5,0,0,0
+46,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2074,Male,2,Research Scientist,Married,165550,8,Y,14,8,2,28,4,26,15,9
+44,No,Non-Travel,Research & Development,20,3,Life Sciences,1,2075,Male,1,Sales Representative,Single,45560,2,Y,13,8,0,6,4,0,0,0
+33,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,2076,Female,1,Manager,Married,60910,1,Y,15,8,0,5,6,5,1,4
+41,Yes,Non-Travel,Research & Development,12,3,Life Sciences,1,2077,Male,2,Sales Representative,Divorced,195660,6,Y,16,8,0,5,2,1,0,0
+30,No,Travel_Rarely,Sales,20,3,Marketing,1,2078,Male,3,Sales Executive,Divorced,48100,8,Y,18,8,0,8,3,4,0,3
+40,No,Travel_Frequently,Sales,9,3,Medical,1,2079,Male,1,Manufacturing Director,Married,45230,5,Y,16,8,1,5,5,0,0,0
+50,No,Travel_Frequently,Research & Development,25,4,Life Sciences,1,2080,Female,2,Healthcare Representative,Married,32020,2,Y,24,8,1,32,2,2,2,2
+28,No,Travel_Rarely,Research & Development,6,3,Technical Degree,1,2081,Male,2,Research Scientist,Married,23510,1,Y,16,8,0,6,4,6,3,3
+46,No,Travel_Rarely,Research & Development,8,4,Other,1,2082,Male,3,Manager,Married,17020,5,Y,21,8,0,25,2,4,0,3
+35,No,Travel_Rarely,Sales,4,4,Marketing,1,2083,Male,1,Laboratory Technician,Married,180410,3,Y,20,8,1,15,3,7,1,7
+24,Yes,Travel_Rarely,Human Resources,28,4,Human Resources,1,2084,Male,3,Manufacturing Director,Married,28860,1,Y,19,8,1,1,5,1,0,0
+33,No,Travel_Frequently,Research & Development,9,2,Medical,1,2085,Female,1,Sales Executive,Married,20970,1,Y,14,8,2,10,5,10,0,1
+36,No,Travel_Rarely,Research & Development,9,2,Medical,1,2086,Male,2,Sales Executive,Divorced,119350,1,Y,11,8,3,7,6,7,1,7
+30,No,Travel_Rarely,Sales,29,3,Marketing,1,2087,Male,1,Sales Executive,Divorced,25460,1,Y,14,8,1,10,2,10,8,9
+44,No,Travel_Rarely,Research & Development,3,4,Medical,1,2088,Male,2,Research Scientist,Single,25640,1,Y,12,8,3,20,3,20,13,17
+20,No,Travel_Rarely,Research & Development,18,4,Medical,1,2089,Male,1,Human Resources,Single,84120,1,Y,13,8,0,2,2,2,2,2
+46,No,Travel_Rarely,Sales,9,1,Medical,1,2090,Female,1,Sales Executive,Divorced,141180,2,Y,22,8,0,12,3,6,1,4
+42,No,Non-Travel,Research & Development,5,4,Medical,1,2091,Male,5,Sales Executive,Married,170460,7,Y,11,8,0,10,3,4,0,3
+60,No,Travel_Rarely,Sales,2,2,Life Sciences,1,2092,Male,2,Sales Executive,Divorced,25640,0,Y,14,8,1,12,3,11,1,9
+32,No,Travel_Frequently,Sales,10,3,Life Sciences,1,2093,Female,1,Sales Executive,Married,102660,1,Y,11,8,0,2,3,2,2,2
+32,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,2094,Female,2,Research Scientist,Single,50700,4,Y,12,8,1,10,6,8,0,7
+36,No,Travel_Rarely,Sales,3,2,Marketing,1,2095,Male,4,Healthcare Representative,Divorced,178610,2,Y,18,8,0,17,2,7,7,7
+33,No,Travel_Rarely,Sales,26,2,Marketing,1,2096,Male,1,Research Scientist,Married,42300,0,Y,12,8,0,15,0,14,4,10
+40,No,Travel_Rarely,Research & Development,1,3,Medical,1,2097,Female,2,Research Scientist,Divorced,37800,7,Y,12,8,0,7,2,5,1,3
+25,No,Travel_Rarely,Research & Development,6,2,Medical,1,2098,Female,1,Laboratory Technician,Single,27680,0,Y,22,8,1,5,0,4,1,1
+30,No,Travel_Rarely,Sales,9,3,Marketing,1,2099,Female,1,Research Scientist,Married,90710,0,Y,19,8,1,12,2,11,5,7
+42,No,Travel_Frequently,Human Resources,8,2,Medical,1,2100,Male,1,Sales Executive,Married,106480,3,Y,13,8,1,20,1,1,0,0
+35,No,Non-Travel,Research & Development,1,1,Life Sciences,1,2101,Male,2,Sales Executive,Married,136100,4,Y,22,8,2,16,4,13,4,12
+27,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,2102,Male,3,Manufacturing Director,Married,34080,1,Y,24,8,0,9,2,9,6,8
+54,No,Travel_Frequently,Research & Development,9,2,Medical,1,2103,Male,2,Sales Representative,Divorced,29830,7,Y,14,8,1,33,2,5,1,4
+44,No,Travel_Rarely,Human Resources,4,4,Life Sciences,1,2104,Male,5,Laboratory Technician,Married,76320,1,Y,21,8,0,10,3,10,7,7
+19,Yes,Non-Travel,Sales,2,2,Other,1,2105,Male,3,Healthcare Representative,Single,98240,1,Y,18,8,0,1,2,1,0,0
+29,No,Travel_Rarely,Research & Development,19,4,Life Sciences,1,2106,Male,1,Manufacturing Director,Divorced,99500,1,Y,20,8,0,3,3,3,1,2
+54,No,Travel_Rarely,Research & Development,9,4,Life Sciences,1,2107,Male,2,Sales Executive,Married,20930,3,Y,19,8,0,36,2,10,0,9
+31,No,Travel_Rarely,Research & Development,21,3,Life Sciences,1,2108,Male,2,Laboratory Technician,Married,99800,1,Y,12,8,0,6,1,6,0,1
+31,No,Travel_Rarely,Sales,24,1,Marketing,1,2109,Female,1,Sales Executive,Single,38940,1,Y,12,8,0,10,3,10,1,8
+59,No,Travel_Rarely,Research & Development,3,4,Technical Degree,1,2110,Male,1,Research Scientist,Single,40510,5,Y,16,8,3,13,3,6,0,5
+43,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,2111,Male,3,Laboratory Technician,Married,168350,3,Y,17,8,1,25,3,8,0,7
+49,No,Travel_Rarely,Sales,14,4,Life Sciences,1,2112,Male,2,Research Scientist,Married,62300,2,Y,14,8,0,23,2,1,0,0
+36,No,Travel_Frequently,Sales,5,2,Marketing,1,2113,Female,1,Laboratory Technician,Married,47170,1,Y,19,8,1,12,3,11,0,7
+48,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2114,Female,2,Laboratory Technician,Single,132370,5,Y,13,8,1,7,2,1,0,0
+27,No,Travel_Rarely,Research & Development,6,4,Life Sciences,1,2115,Male,2,Laboratory Technician,Divorced,37550,1,Y,19,8,0,5,2,5,0,3
+29,No,Travel_Rarely,Sales,17,4,Medical,1,2116,Male,1,Laboratory Technician,Divorced,65820,1,Y,19,8,1,6,3,6,1,0
+48,No,Travel_Rarely,Sales,1,1,Marketing,1,2117,Male,2,Manufacturing Director,Single,74060,6,Y,14,8,2,25,2,1,0,0
+29,No,Travel_Rarely,Research & Development,3,3,Technical Degree,1,2118,Female,2,Healthcare Representative,Divorced,48050,3,Y,16,8,1,9,2,7,1,7
+34,No,Travel_Rarely,Sales,9,4,Medical,1,2119,Female,2,Laboratory Technician,Married,27410,0,Y,15,8,1,2,3,1,0,0
+44,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,2120,Female,1,Laboratory Technician,Married,42620,7,Y,18,8,0,26,2,22,3,10
+33,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,2121,Female,2,Research Scientist,Divorced,161840,0,Y,13,8,1,10,2,9,0,8
+19,No,Travel_Rarely,Sales,2,4,Marketing,1,2122,Male,3,Laboratory Technician,Single,115570,1,Y,22,8,0,1,0,1,0,1
+23,No,Travel_Rarely,Sales,2,3,Medical,1,2123,Male,3,Laboratory Technician,Married,18780,1,Y,13,8,1,1,2,1,0,1
+25,Yes,Travel_Frequently,Research & Development,1,1,Life Sciences,1,2124,Male,1,Manufacturing Director,Single,109320,1,Y,11,8,1,1,3,1,1,0
+26,No,Travel_Rarely,Human Resources,9,3,Life Sciences,1,2125,Male,2,Research Scientist,Single,68110,1,Y,11,8,1,8,4,8,2,2
+45,Yes,Travel_Rarely,Human Resources,12,3,Human Resources,1,2126,Male,2,Laboratory Technician,Single,43060,2,Y,11,8,2,26,3,24,1,11
+55,No,Non-Travel,Research & Development,27,3,Life Sciences,1,2127,Female,2,Manager,Divorced,48590,1,Y,24,8,1,34,3,33,15,0
+21,Yes,Travel_Frequently,Research & Development,20,2,Medical,1,2128,Female,4,Research Scientist,Single,53370,1,Y,14,8,1,2,2,2,2,2
+46,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2129,Male,1,Manufacturing Director,Married,23400,2,Y,13,8,1,26,2,11,0,8
+34,No,Travel_Rarely,Sales,13,4,Medical,1,2130,Male,3,Sales Representative,Single,74910,0,Y,14,8,1,4,3,3,0,2
+51,No,Travel_Frequently,Research & Development,14,3,Life Sciences,1,2131,Male,2,Research Director,Divorced,105270,4,Y,14,8,0,31,3,29,11,10
+59,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,2132,Male,2,Research Scientist,Single,165950,6,Y,21,8,1,25,2,9,5,4
+34,No,Travel_Frequently,Sales,14,4,Medical,1,2133,Female,3,Research Scientist,Divorced,88340,4,Y,13,8,1,15,1,11,5,10
+28,No,Travel_Frequently,Research & Development,2,3,Other,1,2134,Female,1,Manager,Single,55770,0,Y,19,8,0,5,3,4,0,2
+44,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,2135,Male,2,Research Scientist,Divorced,47070,1,Y,17,8,0,26,4,25,14,13
+34,No,Travel_Frequently,Sales,1,3,Life Sciences,1,2136,Male,2,Sales Executive,Married,24000,4,Y,18,8,1,14,3,10,1,8
+35,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,2137,Male,4,Healthcare Representative,Married,98240,0,Y,19,8,0,4,2,3,2,2
+42,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,2138,Female,1,Manager,Married,64470,6,Y,13,8,0,18,3,1,0,0
+43,No,Travel_Rarely,Research & Development,7,2,Medical,1,2139,Female,1,Laboratory Technician,Single,195020,3,Y,18,8,2,23,3,21,15,17
+36,No,Travel_Rarely,Research & Development,2,4,Medical,1,2140,Male,1,Healthcare Representative,Single,27250,9,Y,21,8,1,18,4,16,5,12
+44,Yes,Travel_Rarely,Research & Development,21,4,Life Sciences,1,2141,Female,2,Laboratory Technician,Married,62720,1,Y,19,8,1,10,3,10,0,5
+28,No,Travel_Frequently,Research & Development,2,3,Life Sciences,1,2142,Female,2,Sales Representative,Married,21270,1,Y,14,8,0,2,3,2,2,2
+51,No,Travel_Frequently,Sales,21,4,Medical,1,2143,Male,2,Research Scientist,Single,182000,0,Y,17,8,0,8,3,7,7,7
+30,No,Non-Travel,Research & Development,2,4,Other,1,2144,Male,1,Research Scientist,Single,20960,7,Y,11,8,3,10,2,8,1,7
+29,Yes,Travel_Rarely,Research & Development,29,4,Technical Degree,1,2145,Female,1,Sales Representative,Divorced,28860,3,Y,13,8,0,10,4,7,7,7
+28,No,Travel_Rarely,Sales,1,4,Life Sciences,1,2146,Female,2,Sales Representative,Single,20330,2,Y,15,8,1,5,5,3,1,2
+25,No,Travel_Rarely,Research & Development,18,2,Life Sciences,1,2147,Male,1,Research Scientist,Single,36220,1,Y,25,8,0,2,0,2,2,1
+32,No,Travel_Rarely,Research & Development,10,4,Other,1,2148,Female,1,Sales Executive,Married,42330,1,Y,11,8,0,10,5,10,0,8
+45,No,Travel_Frequently,Research & Development,19,3,Medical,1,2149,Male,3,Laboratory Technician,Single,36810,3,Y,17,8,1,22,2,0,0,0
+39,No,Travel_Rarely,Sales,29,1,Marketing,1,2150,Female,1,Laboratory Technician,Divorced,54600,6,Y,13,8,2,21,3,19,15,2
+58,No,Travel_Rarely,Research & Development,27,3,Other,1,2151,Male,2,Laboratory Technician,Divorced,21870,1,Y,18,8,1,2,1,2,2,2
+32,Yes,Travel_Rarely,Research & Development,5,3,Technical Degree,1,2152,Female,1,Sales Executive,Married,96020,1,Y,13,8,1,10,3,10,1,1
+39,Yes,Travel_Rarely,Research & Development,18,2,Life Sciences,1,2153,Male,2,Laboratory Technician,Single,28360,0,Y,20,8,0,6,3,5,0,3
+30,No,Travel_Rarely,Sales,9,1,Marketing,1,2154,Male,4,Research Director,Married,40890,0,Y,18,8,0,10,2,9,6,7
+36,No,Travel_Rarely,Sales,1,3,Marketing,1,2155,Male,2,Sales Executive,Married,166270,3,Y,12,8,0,10,5,7,1,7
+46,No,Travel_Rarely,Sales,4,3,Medical,1,2156,Male,1,Research Scientist,Single,26190,6,Y,12,8,1,10,3,7,5,7
+28,No,Non-Travel,Research & Development,1,3,Medical,1,2157,Male,5,Sales Executive,Married,56790,0,Y,13,8,0,10,2,9,7,5
+50,No,Travel_Rarely,Research & Development,20,2,Medical,1,2158,Female,5,Laboratory Technician,Married,154020,4,Y,21,8,0,25,3,3,1,2
+40,Yes,Travel_Rarely,Sales,8,1,Other,1,2159,Male,1,Laboratory Technician,Single,59850,2,Y,13,8,3,9,1,5,1,0
+52,Yes,Travel_Rarely,Research & Development,3,2,Technical Degree,1,2160,Male,3,Laboratory Technician,Single,25790,9,Y,19,8,1,10,1,8,7,7
+30,No,Travel_Rarely,Research & Development,6,4,Medical,1,2161,Female,1,Sales Executive,Married,30410,1,Y,11,8,1,9,2,9,0,8
+39,No,Travel_Rarely,Research & Development,26,1,Medical,1,2162,Male,2,Healthcare Representative,Single,34470,0,Y,14,8,0,9,5,8,1,7
+31,No,Non-Travel,Research & Development,1,2,Medical,1,2163,Male,1,Sales Executive,Divorced,195130,1,Y,12,8,1,10,1,10,9,6
+41,No,Non-Travel,Sales,6,3,Life Sciences,1,2164,Female,1,Research Director,Single,27730,1,Y,11,8,0,19,3,19,11,9
+31,Yes,Travel_Frequently,Research & Development,3,1,Life Sciences,1,2165,Male,1,Sales Executive,Single,71040,1,Y,14,8,1,3,3,3,2,2
+44,Yes,Travel_Rarely,Sales,5,3,Life Sciences,1,2166,Male,1,Laboratory Technician,Married,63220,4,Y,11,8,1,10,2,3,1,2
+42,No,Non-Travel,Research & Development,4,3,Life Sciences,1,2167,Male,2,Laboratory Technician,Married,20830,0,Y,12,8,2,21,3,20,2,10
+55,No,Travel_Rarely,Sales,11,3,Technical Degree,1,2168,Male,2,Manufacturing Director,Married,83810,4,Y,15,8,1,23,3,19,9,11
+56,No,Travel_Rarely,Sales,3,2,Medical,1,2169,Female,3,Manufacturing Director,Single,26910,6,Y,16,8,1,36,6,7,7,7
+40,No,Non-Travel,Research & Development,1,1,Life Sciences,1,2170,Male,1,Laboratory Technician,Divorced,42860,9,Y,15,8,0,6,6,4,0,0
+34,No,Travel_Rarely,Research & Development,3,2,Technical Degree,1,2171,Male,2,Research Director,Divorced,26590,0,Y,24,8,3,10,2,9,1,6
+40,No,Travel_Rarely,Sales,4,3,Medical,1,2172,Male,2,Sales Executive,Single,94340,1,Y,13,8,1,9,3,9,8,8
+41,No,Travel_Frequently,Sales,1,4,Other,1,2173,Female,2,Healthcare Representative,Divorced,55610,0,Y,11,8,0,10,2,9,1,7
+35,No,Travel_Frequently,Sales,1,2,Technical Degree,1,2174,Male,2,Manager,Single,66460,1,Y,13,8,1,9,2,9,1,1
+51,No,Travel_Rarely,Sales,18,2,Life Sciences,1,2175,Male,4,Manufacturing Director,Divorced,77250,1,Y,13,8,1,33,2,33,0,10
+38,No,Travel_Rarely,Sales,2,4,Life Sciences,1,2176,Female,1,Research Scientist,Divorced,107250,3,Y,18,8,0,11,5,7,1,7
+34,No,Travel_Rarely,Sales,4,3,Life Sciences,1,2177,Male,2,Research Scientist,Single,88470,1,Y,16,8,0,10,3,10,9,6
+25,No,Travel_Rarely,Research & Development,6,2,Medical,1,2178,Female,4,Research Scientist,Married,20450,3,Y,19,8,0,7,3,3,1,2
+58,Yes,Travel_Rarely,Sales,1,4,Technical Degree,1,2179,Male,2,Sales Executive,Married,10090,7,Y,13,8,2,31,3,10,5,9
+40,No,Travel_Rarely,Research & Development,14,4,Medical,1,2180,Female,1,Research Scientist,Married,33480,3,Y,22,8,0,7,2,4,0,3
+36,No,Travel_Frequently,Sales,16,2,Life Sciences,1,2181,Male,1,Research Scientist,Married,12810,2,Y,11,8,0,17,2,15,6,13
+48,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,2182,Male,2,Research Scientist,Single,28190,1,Y,20,8,0,11,2,10,0,8
+27,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2183,Female,2,Laboratory Technician,Married,48510,8,Y,18,8,0,5,2,1,0,0
+51,No,Travel_Rarely,Research & Development,4,1,Medical,1,2184,Female,3,Manufacturing Director,Single,40280,3,Y,14,8,0,29,3,5,0,3
+18,No,Non-Travel,Research & Development,1,4,Medical,1,2185,Male,2,Sales Executive,Single,27200,1,Y,22,8,1,0,2,0,0,0
+35,No,Travel_Rarely,Research & Development,1,4,Other,1,2186,Female,2,Research Director,Married,81200,0,Y,13,8,0,10,2,9,0,0
+27,No,Travel_Frequently,Research & Development,26,4,Medical,1,2187,Female,1,Research Director,Single,46470,3,Y,17,8,0,8,3,6,0,0
+55,Yes,Travel_Rarely,Research & Development,19,3,Technical Degree,1,2188,Male,1,Human Resources,Single,46800,6,Y,14,8,3,24,0,19,3,8
+56,No,Travel_Rarely,Research & Development,24,4,Life Sciences,1,2189,Male,2,Laboratory Technician,Married,32210,4,Y,15,8,2,33,2,19,15,9
+34,No,Non-Travel,Sales,1,2,Life Sciences,1,2190,Male,2,Research Scientist,Divorced,86210,1,Y,17,8,1,5,1,5,0,0
+40,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,2191,Male,2,Sales Executive,Divorced,45770,5,Y,11,8,1,15,3,12,11,8
+34,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,2192,Male,1,Research Scientist,Married,45530,4,Y,18,8,1,10,2,8,7,7
+31,Yes,Travel_Frequently,Research & Development,2,2,Medical,1,2193,Female,2,Manufacturing Director,Single,53960,7,Y,17,8,1,3,2,1,0,0
+35,Yes,Travel_Frequently,Research & Development,1,2,Medical,1,2194,Male,1,Manufacturing Director,Married,67960,0,Y,13,8,0,5,2,4,3,2
+38,No,Travel_Frequently,Research & Development,7,3,Medical,1,2195,Female,2,Sales Representative,Divorced,76250,1,Y,15,8,0,4,2,4,0,3
+34,No,Travel_Rarely,Research & Development,10,4,Other,1,2196,Female,2,Laboratory Technician,Single,74120,1,Y,24,8,0,14,4,14,4,11
+28,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2197,Female,2,Healthcare Representative,Married,111590,1,Y,12,8,0,5,2,5,0,4
+31,Yes,Travel_Rarely,Research & Development,15,2,Life Sciences,1,2198,Male,2,Sales Executive,Married,49600,1,Y,15,8,0,10,3,10,6,7
+39,No,Travel_Rarely,Research & Development,17,4,Technical Degree,1,2199,Female,2,Healthcare Representative,Married,104750,3,Y,11,8,1,8,3,5,1,4
+51,No,Travel_Frequently,Research & Development,20,3,Medical,1,2200,Male,2,Sales Executive,Married,148140,2,Y,11,8,1,14,2,4,3,2
+41,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,2201,Male,4,Sales Executive,Divorced,191410,3,Y,12,8,1,12,2,6,3,3
+37,No,Travel_Rarely,Research & Development,2,2,Medical,1,2202,Female,1,Healthcare Representative,Married,54050,7,Y,15,8,0,8,3,6,1,3
+33,No,Travel_Frequently,Research & Development,2,3,Medical,1,2203,Female,1,Sales Executive,Married,87930,6,Y,17,8,0,8,2,5,1,2
+32,No,Travel_Rarely,Research & Development,1,4,Medical,1,2204,Male,5,Research Director,Married,191890,0,Y,12,8,1,4,3,3,1,2
+39,No,Non-Travel,Research & Development,29,2,Life Sciences,1,2205,Male,2,Sales Executive,Married,38750,3,Y,15,8,0,13,3,6,0,5
+25,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,2206,Male,1,Sales Executive,Married,22160,2,Y,13,8,3,6,2,3,1,2
+52,No,Travel_Frequently,Research & Development,2,1,Life Sciences,1,2207,Male,2,Sales Executive,Married,117130,2,Y,14,8,0,24,2,5,0,2
+43,No,Travel_Rarely,Research & Development,2,2,Medical,1,2208,Male,1,Laboratory Technician,Single,78610,1,Y,14,8,2,20,1,20,1,8
+27,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,2209,Male,1,Human Resources,Married,37080,1,Y,16,8,2,6,2,6,4,4
+27,Yes,Travel_Rarely,Research & Development,2,5,Life Sciences,1,2210,Female,1,Research Scientist,Single,137700,1,Y,18,8,1,8,3,8,7,7
+26,No,Travel_Rarely,Research & Development,2,2,Other,1,2211,Male,3,Laboratory Technician,Single,53040,0,Y,20,8,1,5,2,4,1,1
+42,No,Travel_Rarely,Sales,23,3,Marketing,1,2212,Female,3,Research Scientist,Married,26420,0,Y,13,8,1,21,3,20,0,9
+52,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,2213,Female,1,Healthcare Representative,Married,27590,9,Y,18,8,1,12,6,5,0,4
+37,No,Travel_Rarely,Research & Development,20,5,Life Sciences,1,2214,Male,2,Manager,Single,68040,4,Y,13,8,1,8,1,3,0,2
+35,No,Travel_Frequently,Research & Development,6,4,Medical,1,2215,Female,2,Research Director,Single,61420,2,Y,15,8,1,10,2,2,2,2
+25,No,Travel_Rarely,Research & Development,1,4,Medical,1,2216,Male,2,Sales Executive,Married,25000,4,Y,14,8,2,7,2,3,0,2
+26,No,Travel_Rarely,Research & Development,29,4,Life Sciences,1,2217,Male,1,Research Scientist,Single,63890,0,Y,22,8,0,8,2,7,0,7
+29,No,Travel_Rarely,Sales,9,3,Life Sciences,1,2218,Male,1,Laboratory Technician,Single,111030,1,Y,12,8,0,10,5,10,0,9
+49,Yes,Travel_Frequently,Sales,6,5,Medical,1,2219,Female,2,Healthcare Representative,Single,23420,3,Y,18,8,0,20,2,4,1,3
+29,Yes,Travel_Frequently,Sales,3,2,Marketing,1,2220,Female,2,Laboratory Technician,Single,68110,0,Y,15,8,1,9,2,8,7,7
+54,No,Travel_Rarely,Sales,1,3,Medical,1,2221,Female,2,Manager,Single,22970,6,Y,18,8,2,29,2,20,12,7
+58,No,Travel_Rarely,Sales,22,3,Life Sciences,1,2222,Female,2,Laboratory Technician,Married,24500,3,Y,12,8,1,32,2,9,1,5
+55,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,2223,Female,3,Research Scientist,Divorced,50930,2,Y,16,8,1,31,3,7,0,0
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,2224,Male,2,Sales Executive,Single,53090,3,Y,13,8,0,15,5,5,0,1
+31,Yes,Travel_Frequently,Sales,4,3,Life Sciences,1,2225,Male,2,Manager,Single,30570,1,Y,19,8,0,1,3,1,0,0
+30,No,Travel_Rarely,Sales,3,3,Life Sciences,1,2226,Male,3,Sales Executive,Divorced,51210,7,Y,13,8,0,8,4,3,0,2
+31,No,Travel_Rarely,Research & Development,1,3,Medical,1,2227,Male,1,Laboratory Technician,Single,168560,3,Y,12,8,1,9,3,3,1,0
+34,No,Travel_Frequently,Sales,2,1,Marketing,1,2228,Female,5,Manager,Divorced,26860,5,Y,11,8,0,10,3,4,1,3
+31,Yes,Travel_Rarely,Sales,20,3,Technical Degree,1,2229,Male,1,Research Scientist,Single,61800,1,Y,14,8,1,1,2,1,0,0
+27,No,Travel_Rarely,Human Resources,11,4,Medical,1,2230,Male,4,Sales Executive,Married,66320,0,Y,16,8,0,6,3,5,1,4
+36,No,Travel_Rarely,Sales,1,3,Marketing,1,2231,Male,2,Research Scientist,Single,35050,1,Y,12,8,2,10,2,10,1,8
+36,No,Travel_Rarely,Research & Development,24,3,Other,1,2232,Female,3,Research Director,Married,63970,4,Y,14,8,1,11,3,3,0,2
+47,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,2233,Female,2,Sales Executive,Married,62740,7,Y,14,8,2,17,0,6,1,2
+25,Yes,Travel_Rarely,Sales,16,4,Life Sciences,1,2234,Male,2,Research Scientist,Married,198590,3,Y,19,8,0,6,3,3,2,2
+37,No,Non-Travel,Sales,8,4,Medical,1,2235,Male,1,Healthcare Representative,Single,75870,0,Y,22,8,1,7,5,6,1,3
+56,No,Travel_Rarely,Research & Development,10,4,Other,1,2236,Male,2,Sales Representative,Married,42580,2,Y,16,8,0,5,2,3,1,0
+47,No,Travel_Rarely,Research & Development,3,2,Medical,1,2237,Male,2,Laboratory Technician,Married,43640,3,Y,11,8,1,26,3,20,5,6
+24,No,Travel_Rarely,Research & Development,5,1,Other,1,2238,Male,1,Manufacturing Director,Married,43350,1,Y,15,8,1,5,5,5,0,3
+32,No,Travel_Rarely,Sales,4,3,Marketing,1,2239,Male,1,Research Scientist,Married,53260,4,Y,14,8,1,7,2,4,0,3
+34,No,Travel_Rarely,Research & Development,9,2,Medical,1,2240,Male,1,Sales Executive,Married,32800,5,Y,13,8,0,7,3,5,0,2
+41,No,Travel_Rarely,Research & Development,26,3,Medical,1,2241,Female,3,Sales Executive,Married,54850,2,Y,17,8,2,7,2,4,0,3
+40,No,Non-Travel,Sales,3,2,Life Sciences,1,2242,Male,1,Sales Executive,Divorced,43420,3,Y,11,8,1,11,6,8,0,7
+31,No,Travel_Rarely,Research & Development,16,3,Medical,1,2243,Male,2,Human Resources,Divorced,27820,1,Y,19,8,1,13,5,13,9,9
+46,Yes,Travel_Rarely,Research & Development,18,1,Medical,1,2244,Male,1,Manufacturing Director,Divorced,59800,4,Y,11,8,1,28,2,7,4,3
+39,Yes,Non-Travel,Research & Development,2,4,Medical,1,2245,Male,2,Manufacturing Director,Single,43810,2,Y,15,8,2,11,1,1,0,0
+31,Yes,Travel_Frequently,Sales,2,3,Medical,1,2246,Male,2,Sales Executive,Single,25720,1,Y,13,8,3,10,3,10,4,7
+45,No,Travel_Rarely,Sales,10,2,Marketing,1,2247,Male,1,Sales Executive,Divorced,38330,2,Y,14,8,0,24,1,7,0,7
+31,No,Travel_Rarely,Research & Development,16,4,Life Sciences,1,2248,Male,3,Human Resources,Single,42440,9,Y,13,8,0,8,3,3,0,2
+31,Yes,Travel_Frequently,Research & Development,7,4,Life Sciences,1,2249,Male,1,Laboratory Technician,Married,65000,6,Y,23,8,1,7,5,2,2,2
+45,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,2250,Female,1,Research Scientist,Married,184300,4,Y,12,8,1,10,5,3,1,2
+48,No,Travel_Rarely,Research & Development,24,3,Technical Degree,1,2251,Male,2,Research Scientist,Divorced,16010,4,Y,12,8,0,15,3,2,2,2
+34,Yes,Travel_Rarely,Research & Development,7,4,Medical,1,2252,Male,2,Research Scientist,Married,26940,1,Y,16,8,1,2,3,2,2,2
+40,No,Non-Travel,Research & Development,25,4,Other,1,2253,Female,1,Sales Executive,Divorced,31490,2,Y,15,8,1,16,1,9,4,8
+28,No,Travel_Rarely,Research & Development,1,2,Technical Degree,1,2254,Female,1,Research Scientist,Single,176390,0,Y,13,8,1,6,0,5,1,3
+44,No,Non-Travel,Research & Development,5,3,Life Sciences,1,2255,Male,1,Laboratory Technician,Single,23190,3,Y,18,8,0,7,4,5,0,3
+53,No,Travel_Rarely,Research & Development,2,4,Technical Degree,1,2256,Male,2,Manager,Single,116910,4,Y,20,8,0,35,2,9,8,8
+49,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,2257,Male,3,Laboratory Technician,Married,53240,2,Y,19,8,0,20,2,3,1,2
+40,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,2258,Male,3,Laboratory Technician,Divorced,167520,2,Y,18,8,1,8,3,3,1,2
+44,No,Travel_Rarely,Research & Development,5,1,Other,1,2259,Male,3,Research Scientist,Single,52280,1,Y,13,8,0,6,2,5,1,3
+33,No,Travel_Frequently,Human Resources,10,3,Medical,1,2260,Female,2,Sales Executive,Married,27000,0,Y,14,8,3,5,2,4,0,3
+34,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,2261,Female,1,Sales Representative,Single,192460,3,Y,15,8,1,15,5,13,3,12
+30,No,Travel_Rarely,Sales,1,2,Technical Degree,1,2262,Male,1,Laboratory Technician,Married,25060,8,Y,22,8,0,4,3,2,2,2
+42,No,Travel_Frequently,Research & Development,8,4,Medical,1,2263,Female,1,Sales Executive,Single,60620,1,Y,22,8,2,12,2,12,5,8
+44,No,Travel_Frequently,Research & Development,5,3,Life Sciences,1,2264,Female,5,Manufacturing Director,Married,43820,7,Y,16,8,2,11,2,1,0,0
+30,No,Non-Travel,Research & Development,8,3,Life Sciences,1,2265,Male,1,Manufacturing Director,Divorced,21430,1,Y,17,8,1,1,2,1,0,0
+57,No,Travel_Rarely,Sales,2,1,Life Sciences,1,2266,Male,3,Research Scientist,Married,61620,0,Y,14,8,0,13,5,12,2,8
+49,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,2267,Female,2,Sales Executive,Divorced,50940,3,Y,15,8,0,29,5,8,0,7
+34,No,Travel_Frequently,Research & Development,2,4,Medical,1,2268,Female,2,Sales Representative,Divorced,68770,7,Y,20,8,0,16,3,14,6,9
+28,Yes,Travel_Frequently,Research & Development,2,3,Medical,1,2269,Male,1,Research Scientist,Married,22740,3,Y,20,8,1,5,5,3,1,2
+29,Yes,Travel_Frequently,Research & Development,28,3,Medical,1,2270,Female,5,Research Scientist,Single,44340,5,Y,17,8,3,7,1,5,0,0
+34,Yes,Travel_Rarely,Research & Development,7,1,Medical,1,2271,Male,1,Research Scientist,Single,62880,0,Y,15,8,1,16,2,15,10,10
+35,No,Travel_Rarely,Sales,7,4,Other,1,2272,Female,4,Healthcare Representative,Married,25530,1,Y,14,8,1,1,4,1,0,0
+24,Yes,Travel_Frequently,Sales,3,3,Life Sciences,1,2273,Male,2,Research Scientist,Single,76540,2,Y,17,8,1,4,3,0,0,0
+24,No,Non-Travel,Research & Development,10,3,Life Sciences,1,2274,Female,2,Manager,Married,51600,1,Y,17,8,1,1,3,1,0,0
+44,No,Travel_Frequently,Research & Development,5,2,Medical,1,2275,Female,2,Research Scientist,Single,171590,5,Y,22,8,1,16,1,2,2,2
+29,No,Travel_Rarely,Sales,10,2,Life Sciences,1,2276,Female,1,Sales Executive,Divorced,128080,1,Y,13,8,0,10,6,10,0,4
+30,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,2277,Male,3,Sales Executive,Divorced,102210,0,Y,19,8,1,6,2,5,1,3
+55,No,Travel_Rarely,Sales,20,3,Marketing,1,2278,Male,2,Research Scientist,Married,47790,0,Y,14,8,1,4,6,3,1,2
+33,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,2279,Male,2,Research Scientist,Married,37370,8,Y,22,8,2,8,2,5,0,2
+47,No,Travel_Rarely,Research & Development,8,4,Medical,1,2280,Female,2,Sales Representative,Married,23660,3,Y,17,8,0,11,5,5,1,2
+28,Yes,Travel_Frequently,Sales,1,3,Marketing,1,2281,Male,2,Laboratory Technician,Single,17060,7,Y,12,8,0,8,3,0,0,0
+28,No,Travel_Rarely,Sales,8,4,Marketing,1,2282,Male,1,Laboratory Technician,Divorced,163070,1,Y,16,8,0,1,3,1,0,0
+28,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,2283,Female,2,Sales Executive,Single,59330,0,Y,11,8,0,5,3,4,1,3
+49,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,2284,Female,1,Research Scientist,Married,34240,4,Y,11,8,0,10,3,3,1,2
+29,No,Travel_Frequently,Research & Development,8,1,Medical,1,2285,Male,1,Research Scientist,Married,40370,0,Y,14,8,0,4,2,3,0,2
+28,No,Travel_Rarely,Research & Development,5,1,Technical Degree,1,2286,Male,2,Laboratory Technician,Married,25590,1,Y,11,8,0,8,3,8,1,7
+33,No,Travel_Rarely,Research & Development,15,4,Life Sciences,1,2287,Female,1,Sales Executive,Single,62010,2,Y,15,8,3,14,2,0,0,0
+32,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,2288,Female,3,Laboratory Technician,Single,44030,2,Y,20,8,0,10,3,5,0,0
+54,No,Travel_Frequently,Sales,10,3,Life Sciences,1,2289,Female,4,Research Scientist,Divorced,37610,3,Y,12,8,0,26,3,14,1,12
+29,Yes,Travel_Rarely,Research & Development,5,3,Life Sciences,1,2290,Female,2,Research Scientist,Single,109340,6,Y,17,8,2,11,2,9,0,7
+44,No,Travel_Rarely,Sales,26,1,Marketing,1,2291,Male,1,Sales Representative,Married,107610,3,Y,11,8,1,24,5,20,14,17
+39,No,Travel_Rarely,Sales,6,1,Technical Degree,1,2292,Female,2,Laboratory Technician,Single,51750,4,Y,17,8,1,9,2,2,2,2
+46,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,2293,Male,3,Manufacturing Director,Married,138260,8,Y,11,8,0,23,1,13,5,1
+35,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,2294,Male,2,Research Scientist,Single,63340,1,Y,14,8,0,11,2,11,3,3
+23,No,Travel_Rarely,Research & Development,2,4,Medical,1,2295,Female,2,Manager,Single,49360,0,Y,19,8,1,5,2,4,1,2
+40,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,2296,Male,2,Research Director,Single,47750,3,Y,15,8,1,15,3,5,1,0
+34,No,Travel_Rarely,Human Resources,2,3,Human Resources,1,2297,Male,2,Manufacturing Director,Married,28180,1,Y,13,8,1,10,2,10,8,6
+31,Yes,Travel_Frequently,Research & Development,29,3,Life Sciences,1,2298,Female,2,Healthcare Representative,Single,25150,1,Y,14,8,0,7,3,7,7,7
+50,No,Travel_Frequently,Research & Development,6,3,Medical,1,2299,Male,1,Manager,Single,23420,1,Y,12,8,1,32,2,32,13,9
+34,No,Travel_Rarely,Sales,25,5,Marketing,1,2300,Female,1,Research Scientist,Married,41940,0,Y,17,8,2,12,3,11,5,7
+42,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2301,Female,1,Manufacturing Director,Married,106850,4,Y,11,8,3,4,2,1,0,0
+37,No,Travel_Rarely,Research & Development,2,2,Medical,1,2302,Male,1,Research Scientist,Married,20220,1,Y,12,8,0,10,1,10,3,7
+29,No,Travel_Rarely,Research & Development,1,3,Medical,1,2303,Female,1,Manager,Married,23140,3,Y,13,8,0,9,5,7,0,7
+33,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,2304,Male,1,Research Scientist,Single,42560,1,Y,13,8,3,5,1,5,0,2
+45,No,Travel_Rarely,Sales,3,3,Life Sciences,1,2305,Male,3,Laboratory Technician,Married,35800,4,Y,20,8,1,8,1,5,0,3
+42,No,Travel_Frequently,Human Resources,1,4,Technical Degree,1,2306,Male,2,Manufacturing Director,Married,31620,2,Y,17,8,2,24,1,20,13,9
+40,No,Travel_Rarely,Sales,10,1,Life Sciences,1,2307,Female,1,Manufacturing Director,Married,65240,0,Y,13,8,1,9,2,8,7,1
+33,No,Travel_Rarely,Research & Development,9,3,Medical,1,2308,Female,2,Manufacturing Director,Married,28990,1,Y,17,8,0,15,3,15,5,7
+40,No,Travel_Rarely,Sales,5,5,Life Sciences,1,2309,Male,1,Manufacturing Director,Single,52310,1,Y,12,8,2,21,4,21,7,7
+24,No,Travel_Rarely,Sales,10,2,Marketing,1,2310,Male,1,Manufacturing Director,Divorced,23560,0,Y,13,8,0,2,5,1,0,0
+40,No,Non-Travel,Research & Development,7,3,Medical,1,2311,Male,1,Research Scientist,Divorced,28000,3,Y,12,8,2,8,0,2,2,2
+45,No,Travel_Rarely,Research & Development,4,3,Medical,1,2312,Female,3,Laboratory Technician,Divorced,118360,1,Y,22,8,0,10,2,10,7,7
+35,No,Travel_Rarely,Research & Development,10,1,Life Sciences,1,2313,Male,1,Healthcare Representative,Married,109030,0,Y,11,8,0,6,3,5,4,2
+32,No,Travel_Rarely,Research & Development,22,4,Medical,1,2314,Male,1,Sales Executive,Married,29730,3,Y,22,8,0,12,0,7,2,5
+36,No,Travel_Rarely,Sales,9,3,Marketing,1,2315,Female,4,Research Scientist,Single,142750,3,Y,18,8,1,7,5,3,1,2
+48,No,Travel_Rarely,Research & Development,12,4,Medical,1,2316,Male,1,Laboratory Technician,Divorced,55620,8,Y,13,8,1,18,2,8,7,7
+29,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,2317,Female,2,Healthcare Representative,Married,45370,6,Y,18,8,1,5,5,1,0,0
+33,No,Travel_Rarely,Research & Development,9,1,Medical,1,2318,Male,1,Healthcare Representative,Married,76420,2,Y,20,8,1,8,2,2,2,2
+30,Yes,Travel_Rarely,Research & Development,1,3,Other,1,2319,Male,3,Sales Executive,Married,179240,1,Y,13,8,2,10,2,10,6,7
+38,No,Travel_Frequently,Sales,9,3,Marketing,1,2320,Male,1,Manufacturing Director,Married,52040,3,Y,13,8,1,10,2,6,1,2
+35,No,Travel_Rarely,Sales,7,2,Life Sciences,1,2321,Male,1,Sales Executive,Single,22770,1,Y,12,8,1,3,2,3,1,2
+30,No,Travel_Rarely,Research & Development,14,3,Technical Degree,1,2322,Male,5,Research Director,Married,27950,3,Y,13,8,0,9,4,4,1,3
+35,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,2323,Female,1,Research Scientist,Divorced,25320,1,Y,13,8,0,1,2,1,0,0
+53,Yes,Travel_Rarely,Research & Development,19,3,Life Sciences,1,2324,Male,2,Manager,Married,25590,0,Y,25,8,0,34,2,33,1,9
+38,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,2325,Female,3,Sales Executive,Married,49080,4,Y,19,8,1,7,3,5,1,4
+32,No,Non-Travel,Research & Development,10,4,Life Sciences,1,2326,Female,5,Research Scientist,Married,23800,4,Y,13,8,0,9,5,6,1,2
+48,No,Travel_Rarely,Research & Development,2,5,Life Sciences,1,2327,Male,1,Sales Executive,Married,47650,8,Y,12,8,1,10,4,8,7,6
+34,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,2328,Male,2,Sales Executive,Single,20440,1,Y,11,8,0,1,2,1,0,0
+55,No,Travel_Rarely,Research & Development,11,1,Medical,1,2329,Female,1,Laboratory Technician,Married,26930,1,Y,18,8,0,36,6,36,2,13
+34,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,2330,Male,2,Research Scientist,Married,65860,9,Y,18,8,1,9,3,2,2,1
+26,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,2331,Male,1,Research Director,Married,32940,1,Y,11,8,0,1,6,1,0,0
+38,No,Travel_Rarely,Sales,14,2,Marketing,1,2332,Female,1,Sales Executive,Married,41710,0,Y,23,8,0,10,4,9,7,7
+38,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2333,Female,1,Manufacturing Director,Single,27780,2,Y,13,8,0,8,5,3,1,2
+36,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,2334,Male,1,Research Scientist,Single,23770,6,Y,13,8,2,15,3,1,0,0
+29,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,2335,Male,1,Sales Representative,Single,24040,1,Y,17,8,0,10,3,10,1,5
+35,No,Travel_Rarely,Sales,12,2,Life Sciences,1,2336,Female,2,Sales Executive,Single,23180,3,Y,19,8,0,10,4,5,0,4
+39,No,Travel_Rarely,Sales,2,2,Medical,1,2337,Female,1,Sales Executive,Married,20080,2,Y,12,8,0,11,3,7,7,6
+29,No,Travel_Frequently,Research & Development,5,1,Medical,1,2338,Female,1,Research Scientist,Divorced,62440,1,Y,22,8,0,6,3,6,1,3
+50,No,Travel_Rarely,Research & Development,4,2,Medical,1,2339,Female,1,Laboratory Technician,Married,27990,4,Y,12,8,1,27,0,1,0,0
+23,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,2340,Female,3,Manager,Married,105520,2,Y,11,8,0,4,2,2,2,2
+36,No,Travel_Frequently,Sales,21,3,Life Sciences,1,2341,Male,2,Human Resources,Married,23290,3,Y,15,8,0,9,2,3,0,2
+42,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,2342,Female,5,Manager,Single,40140,8,Y,13,8,1,24,3,1,0,1
+35,No,Travel_Rarely,Sales,4,3,Medical,1,2343,Female,2,Laboratory Technician,Married,74030,1,Y,12,8,1,10,4,10,6,8
+34,No,Travel_Frequently,Research & Development,25,1,Life Sciences,1,2344,Female,1,Manager,Married,22590,1,Y,14,8,0,8,2,8,7,7
+40,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2345,Male,2,Laboratory Technician,Married,69320,1,Y,13,8,0,5,5,5,1,2
+43,No,Travel_Rarely,Research & Development,1,1,Other,1,2346,Male,1,Manager,Divorced,46780,5,Y,25,8,1,8,0,6,0,2
+35,No,Travel_Rarely,Sales,6,3,Marketing,1,2347,Female,3,Sales Representative,Married,135820,1,Y,17,8,1,1,3,1,0,1
+46,No,Travel_Rarely,Research & Development,12,4,Technical Degree,1,2348,Male,1,Laboratory Technician,Single,23320,1,Y,11,8,0,27,2,26,0,12
+28,Yes,Travel_Rarely,Human Resources,1,3,Medical,1,2349,Female,2,Laboratory Technician,Married,24130,1,Y,16,8,1,1,2,1,0,0
+22,No,Non-Travel,Sales,17,2,Marketing,1,2350,Male,3,Sales Executive,Married,97050,1,Y,18,8,2,4,3,4,1,3
+50,No,Travel_Frequently,Research & Development,3,3,Other,1,2351,Male,2,Research Scientist,Married,42940,2,Y,20,8,0,32,2,30,12,13
+32,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,2352,Male,3,Research Scientist,Married,47210,3,Y,14,8,1,6,3,3,0,2
+44,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,2353,Male,3,Manager,Divorced,25190,0,Y,21,8,2,23,2,22,1,10
+30,No,Travel_Rarely,Research & Development,4,3,Medical,1,2354,Female,1,Research Director,Married,21210,1,Y,13,8,1,6,2,6,1,1
+45,No,Travel_Rarely,Sales,29,2,Technical Degree,1,2355,Female,2,Research Scientist,Single,29730,1,Y,12,8,0,10,2,10,1,4
+45,No,Non-Travel,Sales,2,4,Life Sciences,1,2356,Male,2,Manufacturing Director,Married,58550,1,Y,14,8,1,10,3,10,4,5
+31,No,Travel_Frequently,Research & Development,7,3,Medical,1,2357,Male,2,Research Scientist,Single,36170,7,Y,21,8,1,10,5,5,0,3
+36,No,Travel_Rarely,Research & Development,18,1,Medical,1,2358,Male,2,Manufacturing Director,Married,67250,9,Y,17,8,1,7,3,3,1,1
+34,No,Travel_Frequently,Sales,28,4,Marketing,1,2359,Male,5,Manufacturing Director,Divorced,103250,1,Y,11,8,1,9,3,9,7,2
+49,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2360,Male,3,Healthcare Representative,Married,69490,1,Y,14,8,1,10,2,9,1,4
+39,No,Travel_Rarely,Research & Development,6,2,Life Sciences,1,2361,Male,3,Research Scientist,Married,106090,2,Y,17,8,1,10,2,7,7,7
+27,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,2362,Male,4,Research Scientist,Divorced,44470,1,Y,13,8,0,7,4,7,0,7
+35,No,Travel_Rarely,Research & Development,2,3,Medical,1,2363,Female,2,Sales Executive,Married,21570,1,Y,25,8,0,16,1,16,1,10
+28,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,2364,Male,3,Manufacturing Director,Divorced,46010,0,Y,15,8,2,6,2,5,0,0
+21,No,Travel_Rarely,Research & Development,3,1,Life Sciences,1,2365,Female,1,Laboratory Technician,Single,170990,1,Y,14,8,1,3,2,2,2,2
+18,Yes,Travel_Frequently,Research & Development,3,5,Medical,1,2366,Male,1,Research Director,Single,24790,NA,Y,12,8,1,0,2,0,0,0
+47,No,Travel_Rarely,Research & Development,25,4,Medical,1,2367,Male,2,Research Scientist,Married,148520,3,Y,19,8,3,27,3,5,1,0
+39,No,Travel_Rarely,Sales,2,4,Life Sciences,1,2368,Male,1,Laboratory Technician,Divorced,72640,0,Y,17,8,0,NA,5,10,0,7
+40,No,Travel_Rarely,Research & Development,22,1,Life Sciences,1,2369,Male,1,Laboratory Technician,Married,56660,1,Y,14,8,1,18,2,18,14,12
+35,No,Non-Travel,Research & Development,29,3,Medical,1,2370,Female,2,Sales Executive,Married,78230,1,Y,13,8,1,15,3,14,2,9
+37,No,Travel_Rarely,Research & Development,29,4,Technical Degree,1,2371,Male,1,Laboratory Technician,Married,78800,3,Y,12,8,1,9,2,4,0,2
+39,No,Travel_Frequently,Research & Development,2,3,Technical Degree,1,2372,Female,2,Manager,Single,131940,0,Y,11,8,0,10,2,9,3,8
+45,No,Travel_Rarely,Research & Development,28,3,Life Sciences,1,2373,Female,2,Laboratory Technician,Divorced,50670,1,Y,11,8,2,10,3,10,3,9
+38,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,2374,Female,3,Sales Executive,Married,50790,3,Y,11,8,0,10,3,5,0,2
+35,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2375,Male,3,Healthcare Representative,Married,23210,9,Y,12,8,1,15,0,13,6,0
+37,No,Travel_Rarely,Research & Development,22,3,Life Sciences,1,2376,Female,2,Healthcare Representative,Married,174440,1,Y,14,8,0,8,4,8,7,7
+40,No,Travel_Rarely,Research & Development,8,3,Technical Degree,1,2377,Female,2,Healthcare Representative,Single,24040,6,Y,17,8,0,18,2,4,3,3
+44,No,Travel_Frequently,Sales,2,2,Marketing,1,2378,Male,1,Laboratory Technician,Married,34520,4,Y,11,8,1,14,2,10,0,2
+48,No,Travel_Frequently,Sales,10,4,Marketing,1,2379,Female,3,Manager,Married,22700,2,Y,14,8,3,23,2,2,2,2
+35,Yes,Travel_Rarely,Research & Development,9,3,Life Sciences,1,2380,Male,2,Manager,Divorced,173990,6,Y,12,8,0,7,3,2,2,2
+24,No,Travel_Frequently,Research & Development,15,3,Life Sciences,1,2381,Male,2,Research Scientist,Single,54880,1,Y,22,8,1,6,6,6,1,3
+27,No,Travel_Rarely,Sales,10,4,Life Sciences,1,2382,Male,3,Sales Executive,Married,194190,7,Y,14,8,1,5,2,3,0,2
+27,No,Travel_Frequently,Research & Development,7,3,Life Sciences,1,2383,Male,1,Research Scientist,Single,28110,2,Y,20,8,0,6,3,4,1,2
+40,Yes,Travel_Rarely,Sales,16,4,Marketing,1,2384,Male,1,Research Director,Single,36330,3,Y,16,8,2,10,0,4,0,3
+29,No,Travel_Rarely,Research & Development,20,1,Medical,1,2385,Female,2,Manager,Single,41630,9,Y,15,8,1,8,4,5,1,4
+36,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,2386,Female,3,Sales Executive,Married,21320,4,Y,20,8,0,9,1,3,0,2
+25,No,Travel_Frequently,Sales,5,1,Marketing,1,2387,Male,4,Manufacturing Director,Divorced,139730,1,Y,14,8,0,7,3,7,0,7
+39,No,Travel_Rarely,Sales,10,3,Marketing,1,2388,Female,2,Research Director,Married,26840,4,Y,12,8,0,7,2,5,1,0
+49,No,Travel_Rarely,Sales,4,2,Life Sciences,1,2389,Male,2,Research Director,Married,108450,3,Y,24,8,0,27,4,4,1,2
+50,No,Travel_Rarely,Research & Development,2,2,Medical,1,2390,Male,3,Sales Executive,Divorced,43770,5,Y,12,8,1,19,2,14,1,11
+20,No,Travel_Rarely,Research & Development,18,4,Medical,1,2391,Female,2,Sales Executive,Single,37430,1,Y,13,8,1,2,2,2,2,2
+34,No,Travel_Rarely,Research & Development,10,3,Medical,1,2392,Male,3,Laboratory Technician,Divorced,41480,1,Y,11,8,0,11,3,11,7,9
+36,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2393,Female,2,Healthcare Representative,Single,10510,2,Y,14,8,0,15,2,4,1,3
+49,No,Travel_Rarely,Human Resources,6,2,Life Sciences,1,2394,Female,2,Research Scientist,Married,107390,2,Y,11,8,3,30,3,15,2,12
+36,No,Non-Travel,Research & Development,8,4,Life Sciences,1,2395,Male,4,Laboratory Technician,Married,103880,0,Y,14,8,0,4,2,3,1,2
+36,No,Travel_Rarely,Research & Development,2,2,Medical,1,2396,Female,2,Healthcare Representative,Divorced,114160,6,Y,16,8,0,13,2,5,0,4
+54,No,Travel_Rarely,Sales,24,3,Marketing,1,2397,Male,1,Laboratory Technician,Married,26000,3,Y,14,8,0,36,5,10,4,7
+43,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,2398,Female,1,Research Scientist,Married,24220,1,Y,11,8,1,14,2,14,6,11
+35,Yes,Travel_Frequently,Research & Development,17,4,Medical,1,2399,Male,1,Research Director,Single,54720,3,Y,11,8,1,13,3,11,6,7
+38,No,Travel_Frequently,Research & Development,19,2,Life Sciences,1,2400,Male,2,Research Scientist,Married,24510,7,Y,12,8,1,19,3,13,2,9
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,2401,Male,2,Sales Representative,Divorced,42400,1,Y,14,8,0,10,2,10,0,9
+33,No,Travel_Rarely,Research & Development,7,3,Medical,1,2402,Male,5,Sales Executive,Divorced,109990,1,Y,18,8,3,6,3,6,0,4
+32,No,Travel_Rarely,Research & Development,5,4,Technical Degree,1,2403,Male,5,Research Scientist,Divorced,50030,0,Y,13,8,0,10,5,9,1,6
+31,No,Travel_Rarely,Research & Development,28,4,Technical Degree,1,2404,Female,2,Sales Executive,Married,127420,1,Y,11,8,0,10,4,10,0,2
+49,No,Travel_Rarely,Research & Development,2,4,Medical,1,2405,Male,1,Laboratory Technician,Divorced,42270,4,Y,18,8,0,17,3,2,2,2
+38,No,Travel_Frequently,Sales,29,2,Medical,1,2406,Female,1,Sales Executive,Single,39170,1,Y,15,8,3,4,2,4,3,3
+47,No,Travel_Rarely,Research & Development,1,4,Medical,1,2407,Male,3,Laboratory Technician,Divorced,183030,6,Y,22,8,1,29,2,3,1,2
+49,No,Travel_Rarely,Research & Development,21,3,Medical,1,2408,Male,2,Manufacturing Director,Single,23800,4,Y,13,8,0,23,3,8,0,0
+41,No,Travel_Rarely,Research & Development,24,4,Life Sciences,1,2409,Female,4,Manager,Single,137260,3,Y,12,8,0,21,6,2,0,2
+20,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2410,Male,1,Sales Representative,Single,47770,1,Y,18,8,1,2,3,2,0,2
+33,No,Non-Travel,Research & Development,18,2,Medical,1,2411,Female,2,Healthcare Representative,Divorced,63850,1,Y,13,8,0,7,6,6,1,2
+36,No,Travel_Rarely,Research & Development,2,2,Technical Degree,1,2412,Male,3,Sales Executive,Married,199730,6,Y,12,8,0,10,2,3,0,2
+44,No,Travel_Rarely,Research & Development,9,3,Technical Degree,1,2413,Female,3,Healthcare Representative,Divorced,68610,4,Y,12,8,0,8,2,2,2,2
+23,Yes,Travel_Rarely,Human Resources,6,3,Life Sciences,1,2414,Female,3,Laboratory Technician,Single,49690,1,Y,12,8,0,5,3,5,1,2
+38,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,2415,Male,1,Sales Executive,Married,198450,7,Y,11,8,1,7,3,0,0,0
+53,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,2416,Male,4,Research Director,Married,133200,3,Y,11,8,0,11,2,4,1,2
+48,Yes,Travel_Frequently,Sales,10,2,Marketing,1,2417,Male,1,Healthcare Representative,Married,63470,2,Y,12,8,1,19,3,9,7,7
+32,Yes,Travel_Rarely,Sales,1,3,Life Sciences,1,2418,Male,2,Research Scientist,Single,27430,1,Y,19,8,1,1,2,1,0,0
+26,No,Non-Travel,Research & Development,18,2,Medical,1,2419,Male,1,Human Resources,Single,108800,1,Y,23,8,1,7,5,7,5,7
+55,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,2420,Male,5,Laboratory Technician,Divorced,23420,5,Y,11,8,2,8,2,4,1,2
+34,No,Travel_Rarely,Sales,28,3,Life Sciences,1,2421,Female,2,Research Scientist,Married,176500,1,Y,19,8,1,15,6,15,4,13
+60,No,Travel_Rarely,Sales,17,4,Medical,1,2422,Male,1,Manager,Divorced,40250,3,Y,13,8,1,19,5,1,0,0
+33,No,Travel_Rarely,Sales,3,3,Life Sciences,1,2423,Male,3,Manager,Married,97250,1,Y,11,8,0,14,0,14,2,13
+37,No,Travel_Frequently,Research & Development,13,3,Life Sciences,1,2424,Male,1,Laboratory Technician,Divorced,119040,1,Y,12,8,1,6,4,6,1,3
+34,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,2425,Male,1,Healthcare Representative,Married,21770,1,Y,13,8,0,10,5,10,8,7
+23,Yes,Travel_Rarely,Research & Development,12,2,Medical,1,2426,Male,2,Research Scientist,Divorced,75250,1,Y,14,8,2,3,2,3,0,2
+44,No,Travel_Rarely,Human Resources,1,3,Life Sciences,1,2427,Male,1,Research Scientist,Married,48340,1,Y,14,8,0,9,1,8,6,7
+35,No,Travel_Frequently,Research & Development,13,3,Life Sciences,1,2428,Male,3,Sales Executive,Single,20420,0,Y,16,8,0,6,2,5,1,4
+43,No,Travel_Rarely,Research & Development,25,4,Life Sciences,1,2429,Male,2,Sales Executive,Married,22200,1,Y,11,8,0,10,2,10,8,8
+24,No,Travel_Rarely,Research & Development,6,3,Life Sciences,1,2430,Male,3,Sales Executive,Married,10520,1,Y,13,8,0,5,3,5,0,4
+41,No,Travel_Rarely,Sales,6,4,Marketing,1,2431,Male,1,Research Scientist,Single,28210,1,Y,17,8,0,10,3,10,8,7
+29,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,2432,Male,2,Research Scientist,Married,192370,9,Y,11,8,1,9,2,5,1,2
+36,No,Travel_Rarely,Human Resources,1,4,Life Sciences,1,2433,Female,3,Research Scientist,Single,41070,3,Y,11,8,1,17,2,13,6,7
+45,No,Non-Travel,Sales,2,3,Life Sciences,1,2434,Female,2,Manufacturing Director,Married,83960,3,Y,15,8,2,25,3,23,14,4
+24,Yes,Travel_Rarely,Sales,6,2,Medical,1,2435,Female,2,Manager,Married,20070,1,Y,12,8,0,1,2,1,0,0
+47,Yes,Travel_Frequently,Research & Development,1,3,Medical,1,2436,Female,2,Sales Executive,Married,196270,7,Y,11,8,2,25,1,23,14,10
+26,No,Travel_Rarely,Research & Development,9,1,Medical,1,2437,Male,1,Sales Executive,Married,106860,1,Y,14,8,1,3,2,3,0,2
+45,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2438,Male,1,Research Director,Single,29420,1,Y,22,8,1,21,4,21,8,6
+32,No,Travel_Frequently,Sales,1,1,Marketing,1,2439,Male,2,Laboratory Technician,Married,88580,6,Y,16,8,1,10,2,5,1,3
+31,No,Travel_Rarely,Research & Development,14,2,Life Sciences,1,2440,Male,1,Sales Executive,Married,167560,1,Y,11,8,2,6,5,5,0,3
+41,No,Non-Travel,Sales,2,2,Medical,1,2441,Male,2,Research Scientist,Married,107980,6,Y,14,8,2,10,5,3,1,2
+40,No,Travel_Rarely,Research & Development,22,2,Technical Degree,1,2442,Male,1,Healthcare Representative,Married,23230,2,Y,16,8,1,18,2,1,0,0
+24,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,2443,Female,1,Research Scientist,Divorced,14160,1,Y,15,8,1,6,3,6,1,2
+46,No,Travel_Rarely,Research & Development,6,3,Medical,1,2444,Male,4,Sales Executive,Single,46150,6,Y,12,8,0,19,3,10,0,9
+35,No,Travel_Rarely,Sales,8,4,Life Sciences,1,2445,Male,1,Laboratory Technician,Married,24610,2,Y,20,8,1,17,4,7,0,7
+30,No,Travel_Rarely,Sales,9,4,Marketing,1,2446,Male,1,Laboratory Technician,Married,87220,1,Y,17,8,1,10,3,10,0,8
+47,No,Non-Travel,Research & Development,3,2,Life Sciences,1,2447,Female,2,Sales Executive,Married,39550,7,Y,12,8,1,4,5,1,0,0
+46,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,2448,Female,3,Sales Executive,Divorced,99570,4,Y,20,8,0,13,1,10,0,3
+36,Yes,Travel_Rarely,Research & Development,1,3,Medical,1,2449,Male,2,Manufacturing Director,Divorced,33760,5,Y,20,8,0,16,3,2,2,2
+32,Yes,Travel_Rarely,Research & Development,26,3,Medical,1,2450,Female,2,Research Director,Single,88230,6,Y,13,8,2,10,3,0,0,0
+23,No,Travel_Rarely,Sales,6,4,Life Sciences,1,2451,Male,3,Manufacturing Director,Single,103220,1,Y,14,8,2,3,2,3,1,2
+31,No,Travel_Frequently,Sales,3,3,Marketing,1,2452,Male,2,Sales Executive,Single,46210,2,Y,18,8,1,9,3,5,1,4
+39,No,Non-Travel,Research & Development,3,3,Life Sciences,1,2453,Female,2,Manufacturing Director,Married,109760,1,Y,11,8,0,9,3,9,5,8
+32,No,Travel_Rarely,Research & Development,6,3,Technical Degree,1,2454,Male,1,Research Scientist,Married,36600,3,Y,11,8,2,10,0,4,0,2
+40,No,Travel_Rarely,Sales,6,3,Life Sciences,1,2455,Male,3,Manufacturing Director,Single,104820,1,Y,11,8,1,21,6,21,12,8
+45,No,Travel_Rarely,Research & Development,19,4,Medical,1,2456,Male,1,Sales Representative,Married,71190,4,Y,15,8,0,9,2,5,0,3
+30,No,Travel_Frequently,Sales,9,3,Life Sciences,1,2457,Male,1,Research Director,Single,95820,0,Y,12,8,1,10,2,9,0,7
+24,No,Travel_Frequently,Sales,3,4,Marketing,1,2458,Male,1,Sales Executive,Married,45080,0,Y,11,8,1,3,5,2,2,1
+30,Yes,Travel_Frequently,Research & Development,10,3,Life Sciences,1,2459,Female,1,Human Resources,Divorced,22070,6,Y,14,8,0,6,4,4,1,2
+31,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,2460,Male,3,Laboratory Technician,Married,77560,1,Y,15,8,2,6,3,5,0,2
+27,No,Travel_Rarely,Sales,3,3,Life Sciences,1,2461,Male,1,Manager,Single,66940,1,Y,13,8,1,6,2,6,1,4
+29,Yes,Travel_Rarely,Sales,4,3,Marketing,1,2462,Male,5,Research Scientist,Single,36910,1,Y,13,8,0,2,3,2,2,2
+29,No,Travel_Frequently,Research & Development,8,4,Life Sciences,1,2463,Female,1,Sales Executive,Single,23770,8,Y,21,8,1,10,2,3,0,2
+30,No,Travel_Rarely,Sales,7,3,Life Sciences,1,2464,Male,3,Sales Executive,Divorced,23130,2,Y,11,8,0,12,5,7,1,7
+34,No,Travel_Rarely,Research & Development,1,2,Medical,1,2465,Female,2,Healthcare Representative,Married,176650,0,Y,11,8,0,6,5,5,1,2
+33,No,Non-Travel,Research & Development,2,4,Medical,1,2466,Male,1,Sales Representative,Single,25960,8,Y,14,8,1,13,4,11,1,7
+49,No,Travel_Rarely,Sales,3,4,Marketing,1,2467,Male,1,Sales Executive,Single,47280,3,Y,11,8,1,8,4,5,0,4
+33,Yes,Travel_Rarely,Research & Development,10,3,Life Sciences,1,2468,Male,1,Sales Executive,Single,43020,2,Y,13,8,0,11,3,0,0,0
+38,No,Travel_Frequently,Research & Development,28,3,Medical,1,2469,Male,1,Healthcare Representative,Married,29790,4,Y,12,8,1,9,3,6,0,5
+31,Yes,Travel_Rarely,Human Resources,9,4,Human Resources,1,2470,Male,2,Laboratory Technician,Married,168850,2,Y,14,8,2,10,2,1,0,0
+29,No,Travel_Rarely,Research & Development,3,4,Other,1,2471,Female,2,Sales Representative,Divorced,55930,1,Y,13,8,1,1,3,1,0,0
+30,No,Travel_Rarely,Research & Development,2,1,Medical,1,2472,Male,1,Sales Representative,Married,104450,3,Y,18,8,1,10,3,7,1,7
+32,No,Non-Travel,Research & Development,10,4,Life Sciences,1,2473,Female,1,Laboratory Technician,Single,87400,2,Y,11,8,1,12,2,7,0,7
+38,No,Travel_Rarely,Research & Development,8,2,Technical Degree,1,2474,Female,1,Manufacturing Director,Married,25140,3,Y,11,8,0,15,2,1,1,0
+43,Yes,Travel_Frequently,Research & Development,1,4,Other,1,2475,Male,3,Sales Executive,Married,76550,9,Y,12,8,1,6,3,1,0,0
+42,No,Travel_Rarely,Human Resources,1,3,Other,1,2476,Female,1,Healthcare Representative,Divorced,174650,8,Y,13,8,1,7,3,5,0,4
+55,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,2477,Female,1,Sales Executive,Married,73510,8,Y,20,8,1,34,3,1,0,0
+33,No,Non-Travel,Research & Development,14,3,Other,1,2478,Male,1,Research Scientist,Divorced,108200,5,Y,12,8,0,11,2,9,1,7
+41,No,Travel_Rarely,Research & Development,5,3,Medical,1,2479,Male,1,Sales Representative,Divorced,121690,1,Y,19,8,0,5,2,5,0,4
+34,No,Non-Travel,Research & Development,7,4,Medical,1,2480,Female,1,Research Scientist,Divorced,196260,1,Y,21,8,0,15,5,15,0,7
+53,No,Non-Travel,Research & Development,10,4,Medical,1,2481,Male,2,Healthcare Representative,Married,20700,4,Y,13,8,2,27,2,3,0,2
+43,No,Travel_Rarely,Sales,16,2,Marketing,1,2482,Female,1,Laboratory Technician,Single,67820,0,Y,16,8,1,10,2,9,1,8
+34,No,Travel_Rarely,Sales,10,2,Life Sciences,1,2483,Female,5,Sales Executive,Single,77790,5,Y,12,8,1,6,2,2,2,2
+21,Yes,Travel_Rarely,Sales,1,2,Marketing,1,2484,Male,5,Healthcare Representative,Single,27910,1,Y,14,8,0,1,3,1,1,0
+38,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,2485,Female,2,Sales Executive,Married,32010,1,Y,11,8,1,5,3,5,0,4
+22,Yes,Travel_Rarely,Research & Development,1,3,Other,1,2486,Male,4,Research Scientist,Married,49680,1,Y,14,8,0,1,3,1,0,0
+31,No,Travel_Rarely,Research & Development,8,5,Life Sciences,1,2487,Male,5,Sales Executive,Married,131200,1,Y,12,8,2,13,6,12,5,7
+51,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2488,Female,1,Manager,Married,40330,2,Y,14,8,0,15,2,2,2,2
+37,No,Travel_Rarely,Research & Development,24,1,Life Sciences,1,2489,Male,2,Sales Executive,Married,32910,1,Y,16,8,3,5,2,5,0,3
+46,No,Travel_Rarely,Sales,3,4,Marketing,1,2490,Female,1,Sales Representative,Divorced,42720,7,Y,13,8,0,24,3,2,2,2
+36,No,Travel_Rarely,Research & Development,27,3,Technical Degree,1,2491,Female,4,Research Scientist,Married,50560,7,Y,12,8,0,15,2,12,5,7
+44,Yes,Travel_Frequently,Sales,10,4,Life Sciences,1,2492,Male,1,Research Scientist,Divorced,28440,1,Y,12,8,0,6,2,5,2,3
+37,No,Travel_Rarely,Research & Development,19,2,Technical Degree,1,2493,Male,2,Sales Executive,Divorced,27030,2,Y,14,8,0,19,2,10,4,7
+35,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,2494,Male,2,Research Scientist,Single,19040,1,Y,22,8,1,10,4,10,7,7
+33,No,Travel_Rarely,Research & Development,8,5,Medical,1,2495,Male,2,Laboratory Technician,Married,82240,6,Y,19,8,0,14,3,10,7,6
+28,No,Travel_Rarely,Sales,9,3,Medical,1,2496,Female,2,Sales Executive,Married,47660,1,Y,12,8,0,5,3,5,0,3
+39,No,Travel_Rarely,Sales,3,4,Marketing,1,2497,Female,2,Laboratory Technician,Single,26100,7,Y,12,8,0,9,2,4,2,2
+46,No,Non-Travel,Research & Development,9,2,Life Sciences,1,2498,Male,2,Manufacturing Director,Single,57310,8,Y,17,8,0,6,2,2,2,2
+40,No,Travel_Rarely,Research & Development,2,2,Medical,1,2499,Male,1,Research Director,Married,25390,4,Y,12,8,1,7,3,4,0,2
+42,No,Travel_Rarely,Research & Development,7,4,Other,1,2500,Female,2,Laboratory Technician,Married,57140,5,Y,11,8,0,10,2,0,0,0
+35,No,Non-Travel,Sales,10,1,Life Sciences,1,2501,Female,2,Research Director,Divorced,43230,2,Y,18,8,3,15,3,7,1,7
+38,No,Non-Travel,Sales,6,4,Marketing,1,2502,Male,3,Sales Executive,Divorced,73360,5,Y,11,8,0,13,3,11,3,8
+34,Yes,Travel_Frequently,Research & Development,2,1,Life Sciences,1,2503,Male,1,Manufacturing Director,Married,134990,4,Y,23,8,2,11,2,7,0,7
+37,Yes,Travel_Rarely,Research & Development,24,3,Life Sciences,1,2504,Male,1,Laboratory Technician,Single,137580,1,Y,11,8,1,10,5,10,0,8
+39,No,Travel_Frequently,Research & Development,2,1,Medical,1,2505,Male,2,Healthcare Representative,Divorced,51550,2,Y,18,8,1,7,3,2,2,2
+43,No,Non-Travel,Human Resources,8,5,Medical,1,2506,Female,3,Sales Executive,Single,22580,4,Y,18,8,0,7,2,3,1,2
+41,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,2507,Male,3,Research Scientist,Single,35970,3,Y,13,8,1,11,2,3,1,2
+41,No,Travel_Rarely,Research & Development,1,1,Technical Degree,1,2508,Male,3,Laboratory Technician,Divorced,25150,0,Y,18,8,0,23,2,22,13,5
+30,No,Travel_Rarely,Sales,26,3,Marketing,1,2509,Female,2,Manager,Single,44200,9,Y,11,8,0,9,3,7,0,2
+26,Yes,Travel_Rarely,Human Resources,2,1,Technical Degree,1,2510,Female,3,Sales Executive,Married,65780,0,Y,15,8,2,6,3,5,1,4
+46,Yes,Travel_Rarely,Research & Development,10,3,Medical,1,2511,Male,1,Sales Executive,Married,44220,4,Y,11,8,1,13,2,9,3,7
+40,No,Travel_Rarely,Sales,27,2,Medical,1,2512,Female,3,Sales Executive,Divorced,102740,4,Y,18,8,0,12,3,5,0,3
+34,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2513,Male,2,Laboratory Technician,Married,53430,1,Y,14,8,0,10,5,10,4,8
+58,No,Non-Travel,Research & Development,2,4,Medical,1,2514,Male,1,Laboratory Technician,Divorced,23760,4,Y,12,8,1,37,3,16,14,14
+35,No,Travel_Rarely,Research & Development,8,1,Technical Degree,1,2515,Female,3,Manufacturing Director,Married,53460,0,Y,14,8,0,6,3,5,0,3
+47,No,Travel_Rarely,Research & Development,19,5,Medical,1,2516,Female,2,Research Scientist,Divorced,28270,8,Y,14,8,1,28,3,22,14,10
+40,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2517,Male,2,Manager,Divorced,199430,2,Y,13,8,1,15,3,7,7,7
+54,No,Travel_Rarely,Sales,27,4,Medical,1,2518,Male,1,Research Scientist,Married,31310,4,Y,14,8,0,14,3,7,1,7
+31,No,Travel_Frequently,Sales,8,4,Other,1,2519,Female,3,Manufacturing Director,Married,25520,2,Y,18,8,0,9,2,3,2,2
+28,No,Travel_Rarely,Sales,1,2,Life Sciences,1,2520,Male,3,Manager,Married,44770,1,Y,15,8,0,3,6,3,1,2
+38,No,Travel_Rarely,Research & Development,19,3,Medical,1,2521,Female,2,Manufacturing Director,Married,64740,2,Y,13,8,2,20,3,4,0,3
+26,No,Travel_Rarely,Sales,8,3,Marketing,1,2522,Female,1,Healthcare Representative,Single,30330,1,Y,12,8,0,5,2,5,1,2
+58,No,Travel_Frequently,Research & Development,10,4,Technical Degree,1,2523,Female,1,Sales Representative,Married,29360,2,Y,13,8,1,23,3,2,2,2
+18,No,Non-Travel,Research & Development,2,3,Life Sciences,1,2524,Male,3,Sales Representative,Single,186060,1,Y,24,8,2,0,4,0,0,0
+31,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2525,Male,3,Laboratory Technician,Married,21680,0,Y,14,8,1,2,2,1,0,0
+29,Yes,Travel_Rarely,Research & Development,8,2,Medical,1,2526,Male,1,Manager,Divorced,28530,4,Y,14,8,1,4,5,2,2,0
+45,No,Non-Travel,Sales,1,4,Technical Degree,1,2527,Male,1,Research Scientist,Married,170480,4,Y,15,8,0,10,3,8,5,7
+36,No,Travel_Rarely,Sales,2,3,Technical Degree,1,2528,Female,5,Laboratory Technician,Married,22900,4,Y,11,8,0,15,5,1,0,0
+43,No,Travel_Frequently,Sales,8,3,Medical,1,2529,Male,1,Research Director,Married,36000,1,Y,23,8,0,7,2,7,7,7
+27,No,Travel_Frequently,Sales,8,4,Life Sciences,1,2530,Male,5,Research Scientist,Single,21070,0,Y,13,8,0,6,2,5,0,2
+29,No,Travel_Frequently,Research & Development,6,2,Medical,1,2531,Male,1,Human Resources,Married,41150,1,Y,11,8,0,11,1,11,3,10
+32,No,Travel_Frequently,Sales,9,4,Life Sciences,1,2532,Male,4,Sales Executive,Single,43270,8,Y,13,8,0,4,4,0,0,0
+42,No,Non-Travel,Research & Development,11,3,Medical,1,2533,Male,1,Manager,Married,178560,3,Y,18,8,0,10,2,6,3,3
+47,No,Travel_Rarely,Sales,2,2,Life Sciences,1,2534,Female,5,Manager,Single,31960,4,Y,14,8,1,7,3,2,2,0
+46,No,Travel_Rarely,Human Resources,1,3,Life Sciences,1,2535,Female,1,Laboratory Technician,Divorced,190810,3,Y,21,8,0,12,2,9,4,7
+28,No,Non-Travel,Research & Development,7,3,Life Sciences,1,2536,Male,1,Sales Executive,Divorced,89660,1,Y,16,8,1,3,3,3,2,2
+29,No,Travel_Rarely,Research & Development,16,3,Medical,1,2537,Female,1,Manufacturing Director,Divorced,22100,8,Y,11,8,1,11,4,7,1,6
+42,No,Travel_Rarely,Sales,2,4,Medical,1,2538,Female,2,Research Director,Single,45390,4,Y,17,8,1,8,5,0,0,0
+32,Yes,Travel_Rarely,Research & Development,1,1,Medical,1,2539,Male,2,Laboratory Technician,Single,27410,7,Y,11,8,0,7,3,2,2,2
+46,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,2540,Male,2,Laboratory Technician,Divorced,34910,2,Y,14,8,0,25,0,19,2,8
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,2541,Female,5,Research Scientist,Married,45410,1,Y,14,8,2,9,4,9,5,8
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,2542,Male,3,Sales Executive,Married,26780,1,Y,25,8,1,1,3,1,0,0
+43,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2543,Male,1,Manufacturing Director,Married,73790,7,Y,13,8,2,21,3,16,6,14
+48,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2544,Female,2,Manager,Married,62720,4,Y,14,8,0,29,3,22,12,9
+29,Yes,Travel_Frequently,Research & Development,13,2,Life Sciences,1,2545,Female,1,Laboratory Technician,Single,52200,1,Y,17,8,0,1,3,1,1,0
+46,Yes,Travel_Rarely,Research & Development,4,4,Medical,1,2546,Female,2,Sales Representative,Married,27430,5,Y,25,8,1,14,1,8,0,7
+27,No,Travel_Frequently,Research & Development,16,4,Medical,1,2547,Male,3,Healthcare Representative,Married,49980,0,Y,20,8,2,8,3,7,7,3
+39,No,Travel_Rarely,Research & Development,2,3,Technical Degree,1,2548,Male,3,Healthcare Representative,Divorced,102520,8,Y,13,8,1,7,3,2,2,2
+55,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2549,Female,1,Human Resources,Married,27810,8,Y,13,8,1,19,2,5,0,4
+28,No,Travel_Rarely,Research & Development,29,2,Life Sciences,1,2550,Male,2,Laboratory Technician,Married,68520,1,Y,18,8,1,1,2,1,0,0
+30,Yes,Travel_Rarely,Sales,12,4,Life Sciences,1,2551,Female,2,Sales Executive,Single,49500,1,Y,12,8,2,1,3,1,0,0
+22,Yes,Travel_Rarely,Research & Development,16,2,Life Sciences,1,2552,Female,2,Laboratory Technician,Single,35790,1,Y,19,8,3,1,3,1,0,0
+36,No,Travel_Rarely,Research & Development,11,3,Life Sciences,1,2553,Male,1,Sales Executive,Married,131910,1,Y,14,8,1,10,2,10,1,7
+31,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,2554,Female,5,Manager,Divorced,103770,1,Y,14,8,0,10,2,10,0,2
+34,No,Travel_Rarely,Sales,14,2,Technical Degree,1,2555,Female,1,Sales Executive,Married,22350,2,Y,14,8,1,9,2,5,1,0
+29,No,Travel_Rarely,Research & Development,5,5,Life Sciences,1,2556,Female,1,Sales Executive,Single,105020,3,Y,12,8,0,11,4,3,1,2
+37,No,Travel_Rarely,Research & Development,7,2,Medical,1,2557,Male,1,Manufacturing Director,Married,20110,5,Y,13,8,0,16,4,5,0,4
+35,No,Travel_Rarely,Sales,2,1,Technical Degree,1,2558,Male,2,Laboratory Technician,Married,18590,0,Y,25,8,1,4,2,3,0,2
+45,No,Travel_Rarely,Research & Development,3,3,Medical,1,2559,Female,2,Sales Executive,Married,37600,0,Y,14,8,1,10,2,9,3,8
+36,No,Travel_Frequently,Research & Development,5,3,Medical,1,2560,Female,4,Manufacturing Director,Single,177790,1,Y,17,8,1,10,5,10,0,8
+40,No,Travel_Rarely,Research & Development,3,3,Other,1,2561,Male,1,Sales Executive,Divorced,68330,2,Y,13,8,0,22,3,19,11,16
+26,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,2562,Male,2,Human Resources,Married,68120,1,Y,13,8,0,1,2,1,1,0
+27,No,Travel_Rarely,Research & Development,4,3,Technical Degree,1,2563,Male,2,Manufacturing Director,Single,51710,0,Y,20,8,1,9,1,8,0,7
+48,No,Travel_Frequently,Research & Development,2,3,Life Sciences,1,2564,Male,2,Research Director,Divorced,197400,3,Y,14,8,0,24,2,22,4,7
+44,No,Travel_Rarely,Sales,1,2,Medical,1,2565,Male,4,Manager,Married,187110,2,Y,12,8,1,10,0,2,2,2
+34,Yes,Non-Travel,Research & Development,27,2,Life Sciences,1,2566,Female,1,Sales Representative,Married,36920,1,Y,12,8,1,5,5,5,3,0
+56,Yes,Travel_Rarely,Human Resources,1,2,Medical,1,2567,Female,5,Sales Executive,Single,25590,1,Y,21,8,0,5,3,4,1,0
+36,No,Travel_Rarely,Research & Development,13,3,Technical Degree,1,2568,Female,3,Healthcare Representative,Married,25170,2,Y,14,8,0,12,3,4,1,3
+41,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,2569,Female,1,Sales Executive,Married,66230,5,Y,18,8,0,14,3,5,1,4
+42,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,2570,Female,2,Sales Executive,Married,182650,9,Y,12,8,1,18,4,13,5,7
+31,No,Travel_Rarely,Sales,9,4,Life Sciences,1,2571,Female,1,Sales Executive,Divorced,161240,2,Y,23,8,1,8,2,5,1,4
+34,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,2572,Female,3,Laboratory Technician,Married,25850,3,Y,12,8,0,9,5,4,0,1
+31,No,Travel_Rarely,Sales,25,2,Life Sciences,1,2573,Female,3,Manufacturing Director,Divorced,182130,8,Y,21,8,2,4,3,2,2,2
+26,No,Travel_Frequently,Sales,16,2,Life Sciences,1,2574,Male,2,Healthcare Representative,Married,83800,0,Y,14,8,0,8,3,7,7,7
+45,No,Travel_Frequently,Research & Development,8,4,Life Sciences,1,2575,Female,2,Manager,Single,29940,4,Y,18,8,1,12,2,4,0,3
+33,No,Travel_Rarely,Sales,1,3,Life Sciences,1,2576,Female,5,Sales Executive,Single,12230,1,Y,13,8,1,10,3,10,0,9
+28,No,Travel_Frequently,Sales,8,3,Life Sciences,1,2577,Male,4,Research Scientist,Married,11180,1,Y,11,8,0,7,3,7,0,7
+29,Yes,Travel_Frequently,Human Resources,2,4,Human Resources,1,2578,Male,2,Sales Executive,Single,28750,1,Y,11,8,0,1,3,1,0,0
+39,No,Non-Travel,Research & Development,8,5,Medical,1,2579,Female,2,Sales Representative,Married,188240,6,Y,19,8,1,10,4,3,1,2
+27,No,Travel_Rarely,Sales,3,2,Technical Degree,1,2580,Male,2,Healthcare Representative,Married,135770,1,Y,12,8,1,6,2,5,1,2
+34,No,Travel_Frequently,Research & Development,9,4,Life Sciences,1,2581,Female,2,Manufacturing Director,Married,26250,1,Y,12,8,3,16,4,15,6,11
+28,Yes,Travel_Rarely,Research & Development,25,3,Technical Degree,1,2582,Male,1,Research Director,Single,187890,3,Y,16,8,1,6,4,2,2,2
+47,No,Non-Travel,Research & Development,1,4,Medical,1,2583,Male,1,Research Scientist,Married,45380,8,Y,11,8,0,16,3,8,1,7
+56,No,Travel_Rarely,Research & Development,4,3,Technical Degree,1,2584,Female,2,Sales Executive,Married,198470,4,Y,14,8,0,6,6,0,0,0
+39,No,Travel_Rarely,Research & Development,1,3,Other,1,2585,Female,1,Laboratory Technician,Married,105120,1,Y,12,8,1,10,2,10,7,9
+38,No,Travel_Frequently,Research & Development,4,2,Medical,1,2586,Female,1,Manager,Divorced,44440,1,Y,13,8,0,20,2,20,0,7
+58,No,Travel_Rarely,Sales,5,3,Marketing,1,2587,Male,5,Sales Representative,Married,21540,4,Y,21,8,1,29,3,1,0,0
+32,Yes,Travel_Frequently,Research & Development,9,3,Life Sciences,1,2588,Male,2,Laboratory Technician,Single,191900,3,Y,17,8,1,8,2,4,0,3
+38,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,2589,Female,1,Sales Representative,Divorced,44900,2,Y,21,8,1,10,1,5,0,3
+49,No,Travel_Frequently,Sales,11,4,Life Sciences,1,2590,Male,2,Research Scientist,Married,35060,3,Y,11,8,1,28,4,5,4,3
+42,No,Travel_Rarely,Sales,1,3,Life Sciences,1,2591,Female,1,Sales Executive,Divorced,23720,3,Y,12,8,1,14,3,0,0,0
+27,Yes,Travel_Frequently,Sales,8,1,Life Sciences,1,2592,Male,4,Laboratory Technician,Married,102310,1,Y,13,8,1,1,2,1,0,0
+35,No,Travel_Rarely,Research & Development,25,1,Medical,1,2593,Male,1,Sales Executive,Married,54100,0,Y,18,8,0,6,4,5,0,4
+28,No,Non-Travel,Research & Development,21,1,Medical,1,2594,Male,3,Research Scientist,Single,79780,1,Y,16,8,2,5,2,5,1,4
+31,No,Non-Travel,Sales,23,1,Medical,1,2595,Male,1,Sales Executive,Divorced,38670,1,Y,11,8,1,4,4,4,2,3
+36,No,Non-Travel,Research & Development,1,3,Life Sciences,1,2596,Male,2,Research Scientist,Married,28380,1,Y,19,8,2,5,5,5,0,2
+34,No,Travel_Rarely,Sales,2,3,Marketing,1,2597,Male,4,Healthcare Representative,Single,46950,1,Y,16,8,1,14,2,14,2,1
+34,No,Travel_Rarely,Research & Development,19,3,Technical Degree,1,2598,Female,1,Research Director,Divorced,33390,1,Y,16,8,0,9,2,8,1,1
+26,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,2599,Male,2,Research Scientist,Single,20800,0,Y,13,8,0,8,6,7,7,6
+29,No,Travel_Rarely,Research & Development,2,4,Other,1,2600,Male,2,Laboratory Technician,Married,20960,0,Y,22,8,0,6,2,5,0,2
+32,No,Non-Travel,Research & Development,3,1,Life Sciences,1,2601,Male,3,Manager,Divorced,62090,5,Y,17,8,1,9,5,5,1,2
+31,No,Travel_Frequently,Research & Development,25,5,Technical Degree,1,2602,Female,2,Human Resources,Married,180610,1,Y,14,8,1,10,2,10,8,7
+28,Yes,Travel_Rarely,Sales,7,5,Life Sciences,1,2603,Female,2,Sales Representative,Divorced,171230,5,Y,15,8,1,6,2,4,0,3
+38,No,Travel_Rarely,Research & Development,9,2,Technical Degree,1,2604,Male,3,Sales Representative,Single,23720,4,Y,12,8,0,20,3,1,0,0
+35,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,2605,Male,2,Sales Representative,Married,48830,1,Y,18,8,1,10,1,10,0,9
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,2606,Female,1,Manager,Single,39040,1,Y,15,8,0,7,2,7,0,7
+32,No,Travel_Rarely,Research & Development,8,1,Medical,1,2607,Female,2,Research Scientist,Single,46270,8,Y,17,8,1,8,2,1,0,0
+31,Yes,Travel_Frequently,Research & Development,2,1,Other,1,2608,Male,3,Sales Executive,Married,70940,1,Y,14,8,1,10,2,10,0,8
+53,Yes,Travel_Rarely,Research & Development,18,3,Medical,1,2609,Male,1,Research Scientist,Single,34230,6,Y,15,8,1,15,4,2,2,2
+54,No,Travel_Rarely,Research & Development,14,3,Other,1,2610,Male,3,Research Scientist,Married,66740,3,Y,17,8,1,9,2,4,2,3
+33,No,Travel_Frequently,Research & Development,2,4,Medical,1,2611,Female,4,Sales Executive,Divorced,168800,1,Y,14,8,3,9,2,9,2,8
+43,No,Travel_Rarely,Research & Development,3,3,Medical,1,2612,Male,1,Research Scientist,Married,90940,1,Y,12,8,1,10,0,10,0,9
+38,No,Travel_Frequently,Research & Development,2,5,Medical,1,2613,Female,4,Sales Executive,Married,84460,0,Y,14,8,0,7,3,6,1,2
+55,No,Travel_Rarely,Sales,9,3,Marketing,1,2614,Male,2,Laboratory Technician,Married,119160,4,Y,15,8,1,35,3,10,1,4
+31,No,Travel_Rarely,Sales,6,3,Other,1,2615,Male,1,Manufacturing Director,Divorced,45340,1,Y,13,8,0,1,2,1,0,0
+39,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,2616,Male,2,Sales Executive,Single,98520,0,Y,12,8,1,21,5,20,11,10
+42,No,Non-Travel,Research & Development,10,4,Life Sciences,1,2617,Female,2,Research Scientist,Single,61510,1,Y,13,8,1,20,3,20,3,7
+31,No,Non-Travel,Research & Development,14,2,Life Sciences,1,2618,Male,2,Healthcare Representative,Married,23020,4,Y,14,8,0,13,3,11,4,8
+54,No,Travel_Rarely,Research & Development,1,3,Medical,1,2619,Female,2,Human Resources,Single,23620,6,Y,13,8,1,9,2,5,1,4
+24,No,Travel_Rarely,Research & Development,5,4,Other,1,2620,Male,1,Manufacturing Director,Single,178610,1,Y,11,8,2,4,5,4,1,2
+23,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,2621,Male,2,Research Scientist,Single,191870,1,Y,11,8,1,5,2,5,1,4
+40,No,Travel_Frequently,Research & Development,21,3,Medical,1,2622,Female,3,Research Scientist,Married,197170,1,Y,21,8,0,10,1,10,9,4
+40,No,Travel_Rarely,Research & Development,8,1,Medical,1,2623,Female,5,Research Scientist,Married,35440,3,Y,18,8,3,15,3,11,5,10
+25,No,Travel_Rarely,Sales,20,5,Medical,1,2624,Female,2,Laboratory Technician,Married,85000,4,Y,12,8,0,6,2,2,1,2
+30,No,Travel_Rarely,Human Resources,20,4,Life Sciences,1,2625,Male,2,Research Scientist,Married,46610,1,Y,11,8,0,12,3,12,1,7
+25,No,Travel_Rarely,Research & Development,7,2,Medical,1,2626,Male,5,Sales Executive,Divorced,41030,6,Y,15,8,1,7,2,2,0,2
+47,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2627,Male,2,Sales Executive,Single,42490,2,Y,13,8,1,25,2,17,12,11
+33,No,Non-Travel,Research & Development,1,3,Life Sciences,1,2628,Male,2,Research Scientist,Divorced,140260,1,Y,12,8,0,1,4,1,0,0
+38,No,Travel_Rarely,Research & Development,19,3,Life Sciences,1,2629,Female,2,Sales Executive,Married,68930,0,Y,17,8,0,16,3,15,5,8
+31,No,Travel_Rarely,Research & Development,10,4,Medical,1,2630,Female,3,Sales Executive,Married,61250,0,Y,13,8,1,3,3,2,1,2
+38,No,Travel_Frequently,Research & Development,1,4,Other,1,2631,Male,2,Research Scientist,Married,36690,2,Y,19,8,0,10,2,8,7,7
+42,No,Travel_Rarely,Research & Development,6,3,Medical,1,2632,Male,2,Laboratory Technician,Divorced,100080,6,Y,19,8,1,9,3,4,1,2
+41,No,Travel_Rarely,Sales,2,2,Medical,1,2633,Male,1,Healthcare Representative,Married,23870,3,Y,17,8,1,12,1,5,1,0
+47,No,Non-Travel,Research & Development,21,2,Medical,1,2634,Male,1,Sales Executive,Married,46390,0,Y,11,8,1,14,2,13,5,12
+35,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,2635,Male,2,Healthcare Representative,Married,78980,7,Y,15,8,0,5,2,2,2,2
+22,No,Travel_Rarely,Human Resources,12,1,Human Resources,1,2636,Male,2,Sales Executive,Single,25340,0,Y,11,8,0,4,1,3,1,2
+35,No,Travel_Rarely,Research & Development,9,3,Medical,1,2637,Female,2,Sales Executive,Single,131420,1,Y,25,8,2,10,4,10,0,8
+33,No,Travel_Rarely,Sales,3,4,Medical,1,2638,Male,3,Healthcare Representative,Married,16110,0,Y,14,8,0,10,2,9,8,1
+32,No,Travel_Rarely,Research & Development,3,2,Technical Degree,1,2639,Male,3,Manufacturing Director,Single,53630,1,Y,13,8,0,6,4,6,4,1
+40,No,Travel_Rarely,Research & Development,1,4,Medical,1,2640,Male,2,Research Director,Married,50710,8,Y,17,8,1,8,3,1,0,0
+32,No,Travel_Rarely,Research & Development,1,2,Medical,1,2641,Male,3,Sales Executive,Married,136950,0,Y,13,8,0,3,3,2,2,2
+39,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,2642,Male,1,Sales Executive,Single,134020,7,Y,14,8,1,18,1,7,1,7
+38,No,Travel_Rarely,Sales,20,4,Medical,1,2643,Female,2,Research Director,Married,20290,3,Y,11,8,1,20,3,18,1,11
+32,No,Travel_Rarely,Research & Development,18,3,Life Sciences,1,2644,Male,2,Manager,Married,63770,1,Y,12,8,2,14,3,14,5,7
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2645,Female,4,Sales Executive,Married,54290,1,Y,17,8,1,16,3,16,6,8
+25,No,Travel_Rarely,Research & Development,2,4,Medical,1,2646,Female,2,Manufacturing Director,Divorced,27850,0,Y,21,8,0,6,2,5,0,4
+52,No,Non-Travel,Research & Development,2,4,Other,1,2647,Male,1,Manager,Divorced,46140,2,Y,16,8,1,16,3,9,0,0
+44,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,2648,Female,1,Sales Representative,Single,26100,6,Y,15,8,0,6,2,4,1,2
+21,No,Travel_Rarely,Sales,10,5,Medical,1,2649,Male,3,Research Scientist,Single,66870,1,Y,19,8,3,2,0,2,1,2
+39,No,Non-Travel,Research & Development,3,4,Life Sciences,1,2650,Female,2,Research Director,Single,47240,2,Y,12,8,1,21,4,6,1,3
+23,Yes,Travel_Frequently,Research & Development,2,4,Life Sciences,1,2651,Female,2,Manufacturing Director,Married,61790,1,Y,11,8,0,1,3,1,1,0
+36,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,2652,Female,2,Laboratory Technician,Married,61200,0,Y,19,8,0,10,2,9,3,4
+36,No,Travel_Frequently,Research & Development,16,1,Medical,1,2653,Male,2,Sales Executive,Divorced,105960,7,Y,15,8,0,18,3,4,0,2
+56,No,Non-Travel,Research & Development,8,1,Life Sciences,1,2654,Male,1,Sales Executive,Divorced,54670,1,Y,20,8,0,13,6,13,1,9
+29,Yes,Travel_Rarely,Research & Development,9,4,Medical,1,2655,Male,2,Sales Representative,Married,29960,9,Y,25,8,0,4,4,2,2,2
+42,No,Travel_Rarely,Research & Development,17,1,Life Sciences,1,2656,Male,3,Research Scientist,Married,99980,5,Y,24,8,2,24,3,22,4,14
+56,Yes,Travel_Rarely,Sales,10,4,Other,1,2657,Male,2,Sales Executive,Married,40780,8,Y,24,8,1,14,3,10,9,8
+41,No,Travel_Rarely,Research & Development,13,4,Life Sciences,1,2658,Female,1,Healthcare Representative,Married,109200,0,Y,15,8,1,21,3,20,0,10
+34,No,Travel_Rarely,Sales,1,3,Medical,1,2659,Female,1,Laboratory Technician,Married,62320,1,Y,13,8,1,8,3,8,1,7
+36,No,Non-Travel,Sales,1,1,Medical,1,2660,Female,1,Human Resources,Divorced,132470,1,Y,14,8,0,15,3,15,11,11
+41,No,Travel_Rarely,Research & Development,1,5,Medical,1,2661,Male,1,Healthcare Representative,Divorced,40810,2,Y,13,8,0,14,3,5,0,4
+32,No,Travel_Rarely,Sales,9,4,Life Sciences,1,2662,Female,2,Research Scientist,Single,57690,1,Y,11,8,0,4,3,4,1,2
+35,No,Travel_Rarely,Research & Development,16,3,Medical,1,2663,Female,2,Healthcare Representative,Single,23940,1,Y,16,8,1,9,3,9,1,7
+38,No,Travel_Rarely,Research & Development,23,3,Medical,1,2664,Male,3,Sales Representative,Married,39040,1,Y,22,8,0,10,3,10,1,9
+50,Yes,Travel_Frequently,Sales,4,2,Life Sciences,1,2665,Female,2,Laboratory Technician,Divorced,167990,7,Y,14,8,1,12,2,6,0,1
+36,No,Travel_Rarely,Research & Development,22,4,Life Sciences,1,2666,Male,1,Healthcare Representative,Married,29500,4,Y,14,8,0,8,1,6,0,0
+45,No,Travel_Rarely,Sales,24,3,Life Sciences,1,2667,Male,1,Laboratory Technician,Single,36290,8,Y,16,8,1,8,2,5,0,1
+40,No,Travel_Rarely,Sales,10,4,Life Sciences,1,2668,Male,1,Research Scientist,Single,93620,2,Y,11,8,1,8,6,2,2,2
+35,No,Travel_Frequently,Sales,7,2,Life Sciences,1,2669,Male,2,Manufacturing Director,Married,32290,1,Y,25,8,0,10,2,10,0,2
+40,No,Travel_Rarely,Research & Development,17,4,Life Sciences,1,2670,Male,1,Manager,Married,35780,2,Y,14,8,1,20,2,5,0,2
+35,No,Travel_Rarely,Human Resources,14,1,Life Sciences,1,2671,Male,2,Research Scientist,Married,79880,1,Y,18,8,0,4,3,4,1,1
+29,No,Travel_Rarely,Research & Development,1,3,Medical,1,2672,Male,3,Sales Executive,Married,42840,4,Y,11,8,0,10,5,4,0,3
+29,No,Travel_Rarely,Research & Development,5,3,Medical,1,2673,Male,2,Sales Representative,Single,75530,1,Y,19,8,0,5,3,5,0,4
+50,Yes,Travel_Rarely,Research & Development,17,3,Medical,1,2674,Male,1,Research Scientist,Divorced,173280,4,Y,15,8,2,20,1,3,2,0
+39,No,Travel_Rarely,Sales,25,3,Medical,1,2675,Male,2,Sales Executive,Married,197010,0,Y,11,8,0,21,3,20,9,6
+31,No,Non-Travel,Research & Development,8,4,Life Sciences,1,2676,Female,4,Sales Executive,Single,147320,0,Y,12,8,0,10,3,9,1,7
+26,No,Travel_Rarely,Research & Development,11,4,Medical,1,2677,Male,2,Manager,Single,92780,0,Y,20,8,0,5,3,4,0,0
+36,No,Travel_Frequently,Research & Development,5,1,Technical Degree,1,2678,Male,1,Sales Executive,Married,13590,4,Y,12,8,0,17,2,5,0,3
+39,No,Travel_Rarely,Research & Development,2,1,Medical,1,2679,Female,1,Research Scientist,Married,47790,4,Y,14,8,2,9,3,7,1,7
+27,No,Travel_Rarely,Research & Development,8,2,Medical,1,2680,Male,1,Laboratory Technician,Married,164220,1,Y,20,8,1,6,3,6,0,3
+49,No,Travel_Frequently,Research & Development,6,1,Medical,1,2681,Male,3,Healthcare Representative,Married,29960,2,Y,18,8,1,17,2,9,0,8
+34,No,Travel_Rarely,Sales,4,3,Medical,1,2682,Female,1,Sales Executive,Married,12610,2,Y,14,8,1,6,6,4,1,2
+41,Yes,Travel_Rarely,Research & Development,7,2,Life Sciences,1,2683,Female,1,Research Scientist,Single,20990,8,Y,12,8,1,8,2,6,0,5
+49,No,Travel_Frequently,Sales,1,4,Life Sciences,1,2684,Female,2,Manufacturing Director,Married,58100,1,Y,21,8,1,10,2,10,1,7
+37,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2685,Male,1,Sales Executive,Single,56470,6,Y,19,8,0,7,2,0,0,0
+33,No,Travel_Frequently,Research & Development,10,2,Medical,1,2686,Male,2,Research Scientist,Married,34200,1,Y,14,8,0,8,3,8,3,0
+27,No,Travel_Rarely,Sales,5,4,Medical,1,2687,Female,4,Manufacturing Director,Married,44000,9,Y,17,8,1,6,3,2,2,2
+32,No,Travel_Frequently,Research & Development,9,2,Medical,1,2688,Female,2,Research Scientist,Single,35000,0,Y,16,8,1,8,2,7,3,6
+59,No,Travel_Rarely,Sales,2,2,Marketing,1,2689,Female,5,Sales Representative,Married,20660,4,Y,12,8,1,12,3,1,0,0
+30,No,Travel_Rarely,Research & Development,11,4,Medical,1,2690,Male,2,Laboratory Technician,Divorced,171690,1,Y,17,8,2,1,2,1,0,0
+38,No,Travel_Frequently,Sales,18,4,Life Sciences,1,2691,Male,2,Healthcare Representative,Single,41620,0,Y,15,8,1,10,1,9,1,8
+36,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,2692,Male,1,Sales Executive,Married,92040,6,Y,23,8,1,17,2,7,7,7
+35,No,Travel_Rarely,Human Resources,3,4,Human Resources,1,2693,Male,2,Manager,Married,32940,0,Y,11,8,0,6,2,5,0,3
+29,No,Travel_Rarely,Sales,29,4,Life Sciences,1,2694,Male,2,Laboratory Technician,Single,21270,0,Y,11,8,1,10,3,9,0,8
+31,No,Travel_Rarely,Research & Development,2,2,Medical,1,2695,Male,2,Laboratory Technician,Divorced,39750,1,Y,15,8,1,5,3,5,4,3
+34,No,Travel_Rarely,Research & Development,28,3,Technical Degree,1,2696,Male,1,Laboratory Technician,Divorced,107930,0,Y,11,8,3,3,1,2,1,2
+28,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2697,Male,5,Research Director,Single,100960,NA,Y,13,8,0,6,2,4,0,3
+29,No,Travel_Rarely,Research & Development,16,2,Life Sciences,1,2698,Female,4,Laboratory Technician,Divorced,36460,1,Y,14,8,0,10,3,10,8,8
+32,No,Travel_Rarely,Human Resources,22,3,Human Resources,1,2699,Female,2,Research Director,Divorced,74460,0,Y,19,8,0,7,3,6,0,5
+22,No,Non-Travel,Research & Development,8,3,Life Sciences,1,2700,Female,3,Sales Executive,Divorced,108510,1,Y,16,8,1,1,2,1,0,0
+53,No,Travel_Rarely,Research & Development,11,3,Medical,1,2701,Male,2,Manager,Married,21090,2,Y,13,8,0,31,3,25,3,7
+38,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,2702,Female,1,Manufacturing Director,Single,37220,5,Y,14,8,0,6,0,3,1,2
+24,No,Non-Travel,Research & Development,1,5,Life Sciences,1,2703,Male,3,Research Scientist,Divorced,93800,0,Y,16,8,0,5,2,4,1,3
+36,Yes,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2704,Male,1,Research Director,Single,54860,7,Y,12,8,1,10,2,5,0,3
+34,No,Travel_Rarely,Sales,24,3,Marketing,1,2705,Male,4,Research Scientist,Single,27420,0,Y,11,8,1,13,2,12,2,11
+21,No,Travel_Rarely,Sales,2,3,Life Sciences,1,2706,Male,2,Manufacturing Director,Single,137570,1,Y,12,8,1,0,3,0,0,0
+34,Yes,Travel_Rarely,Sales,15,2,Marketing,1,2707,Female,2,Research Scientist,Single,84630,2,Y,13,8,0,8,2,4,1,3
+53,No,Travel_Rarely,Sales,2,1,Life Sciences,1,2708,Male,5,Human Resources,Divorced,31620,4,Y,15,8,0,26,4,14,4,8
+32,Yes,Travel_Frequently,Research & Development,10,3,Medical,1,2709,Female,2,Manufacturing Director,Single,165980,1,Y,13,8,0,10,2,10,6,7
+42,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,2710,Male,2,Laboratory Technician,Married,66510,0,Y,20,8,0,10,5,9,4,2
+44,No,Travel_Rarely,Research & Development,3,1,Life Sciences,1,2711,Female,1,Manufacturing Director,Married,23450,3,Y,15,8,2,24,0,22,5,17
+46,No,Travel_Rarely,Sales,2,3,Life Sciences,1,2712,Female,1,Research Scientist,Single,34200,3,Y,13,8,2,22,3,2,2,1
+33,No,Travel_Rarely,Sales,3,3,Medical,1,2713,Male,1,Manufacturing Director,Single,43730,4,Y,14,8,0,7,3,1,0,0
+44,No,Travel_Rarely,Human Resources,26,3,Life Sciences,1,2714,Male,5,Healthcare Representative,Married,47590,2,Y,21,8,0,9,2,4,1,3
+30,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,2715,Female,1,Research Scientist,Single,53010,1,Y,16,8,1,10,3,10,1,8
+39,Yes,Travel_Rarely,Human Resources,1,4,Medical,1,2716,Male,1,Sales Executive,Married,36730,3,Y,14,8,1,19,3,1,0,0
+24,Yes,Travel_Rarely,Human Resources,2,5,Human Resources,1,2717,Male,3,Sales Executive,Married,47680,2,Y,11,8,1,6,2,2,2,0
+43,No,Travel_Rarely,Sales,9,5,Technical Degree,1,2718,Female,1,Research Director,Divorced,12740,1,Y,19,8,0,6,3,5,1,4
+50,Yes,Travel_Rarely,Research & Development,12,4,Medical,1,2719,Male,1,Research Director,Married,49000,1,Y,11,8,0,3,3,3,0,2
+35,No,Travel_Rarely,Sales,2,4,Marketing,1,2720,Male,3,Manufacturing Director,Married,104660,1,Y,13,8,0,2,1,2,2,2
+36,No,Travel_Rarely,Research & Development,25,1,Life Sciences,1,2721,Female,4,Sales Executive,Married,170070,9,Y,12,8,1,6,2,1,0,0
+33,No,Travel_Frequently,Sales,9,2,Marketing,1,2722,Male,4,Human Resources,Married,29090,2,Y,11,8,0,10,2,5,1,3
+35,No,Travel_Rarely,Research & Development,10,1,Medical,1,2723,Male,1,Research Scientist,Divorced,57650,1,Y,14,8,1,1,2,1,0,0
+27,No,Travel_Rarely,Sales,8,2,Marketing,1,2724,Female,3,Research Scientist,Divorced,45990,1,Y,15,8,1,1,3,1,0,0
+26,Yes,Travel_Rarely,Sales,4,3,Marketing,1,2725,Male,2,Manager,Single,24040,1,Y,12,8,0,1,6,1,0,1
+27,No,Travel_Frequently,Sales,24,3,Life Sciences,1,2726,Male,4,Healthcare Representative,Single,31720,1,Y,20,8,1,9,1,9,1,7
+30,No,Travel_Frequently,Research & Development,1,4,Medical,1,2727,Male,1,Research Scientist,Single,20330,1,Y,14,8,1,12,3,12,3,7
+41,Yes,Travel_Rarely,Sales,20,4,Marketing,1,2728,Male,2,Sales Executive,Married,102090,1,Y,13,8,1,23,2,22,15,8
+34,No,Non-Travel,Research & Development,7,2,Technical Degree,1,2729,Female,1,Research Scientist,Single,86200,0,Y,13,8,1,10,2,9,8,7
+37,No,Travel_Rarely,Research & Development,17,3,Life Sciences,1,2730,Female,3,Sales Executive,Married,20640,4,Y,16,8,0,8,3,1,0,0
+46,No,Travel_Frequently,Research & Development,20,3,Technical Degree,1,2731,Male,3,Sales Executive,Single,40350,4,Y,14,8,1,14,2,9,0,8
+35,No,Travel_Rarely,Research & Development,8,4,Medical,1,2732,Female,3,Research Scientist,Married,38380,1,Y,16,8,1,1,2,1,0,1
+48,Yes,Travel_Rarely,Research & Development,2,4,Technical Degree,1,2733,Female,1,Sales Executive,Single,45910,9,Y,16,8,0,23,6,1,0,0
+28,Yes,Travel_Rarely,Research & Development,10,1,Medical,1,2734,Male,1,Sales Executive,Single,25610,1,Y,22,8,1,2,3,2,2,2
+44,No,Travel_Rarely,Research & Development,1,1,Medical,1,2735,Female,3,Research Scientist,Divorced,15630,5,Y,12,8,2,9,3,4,1,3
+35,No,Non-Travel,Research & Development,5,4,Technical Degree,1,2736,Female,3,Manufacturing Director,Married,48980,2,Y,15,8,2,10,2,4,2,3
+26,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,2737,Female,3,Sales Executive,Married,47890,7,Y,20,8,1,5,2,2,0,0
+33,No,Travel_Frequently,Sales,29,4,Life Sciences,1,2738,Female,1,Human Resources,Single,31800,1,Y,14,8,1,15,2,15,8,12
+35,No,Travel_Frequently,Research & Development,15,3,Medical,1,2739,Male,3,Manufacturing Director,Married,65490,1,Y,20,8,0,9,3,9,1,8
+35,No,Travel_Rarely,Human Resources,3,2,Life Sciences,1,2740,Female,1,Laboratory Technician,Married,63880,3,Y,13,8,0,4,6,2,2,2
+31,No,Travel_Rarely,Sales,10,2,Life Sciences,1,2741,Female,2,Research Scientist,Divorced,112440,3,Y,12,8,1,10,3,7,1,7
+37,No,Travel_Rarely,Sales,4,3,Marketing,1,2742,Male,4,Human Resources,Divorced,160320,1,Y,13,8,0,7,2,7,0,7
+32,No,Travel_Rarely,Research & Development,21,3,Other,1,2743,Male,2,Sales Executive,Married,23620,1,Y,11,8,0,9,2,9,7,8
+38,No,Travel_Frequently,Research & Development,25,3,Medical,1,2744,Male,2,Manufacturing Director,Single,163280,1,Y,17,8,3,10,2,10,9,9
+50,No,Travel_Rarely,Sales,2,4,Marketing,1,2745,Female,4,Research Scientist,Divorced,83760,5,Y,14,8,3,29,2,27,13,8
+59,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,2746,Male,1,Laboratory Technician,Single,166060,7,Y,11,8,0,28,6,21,7,9
+36,No,Travel_Rarely,Sales,1,2,Marketing,1,2747,Female,2,Sales Executive,Divorced,86060,1,Y,14,8,2,17,3,17,12,8
+55,No,Travel_Rarely,Research & Development,7,3,Medical,1,2748,Male,3,Research Scientist,Divorced,22720,2,Y,17,8,1,21,2,5,0,2
+36,No,Travel_Frequently,Research & Development,3,3,Life Sciences,1,2749,Female,2,Laboratory Technician,Single,20180,1,Y,13,8,0,6,5,6,0,3
+45,No,Travel_Rarely,Research & Development,1,2,Medical,1,2750,Female,1,Sales Executive,Divorced,70830,2,Y,12,8,1,25,5,1,0,0
+35,No,Travel_Frequently,Human Resources,9,3,Other,1,2751,Female,2,Sales Representative,Married,40840,4,Y,13,8,1,5,3,3,1,2
+36,Yes,Travel_Rarely,Sales,7,2,Life Sciences,1,2752,Male,4,Laboratory Technician,Married,144110,0,Y,18,8,3,2,2,1,0,0
+59,No,Travel_Frequently,Research & Development,10,4,Life Sciences,1,2753,Male,3,Research Scientist,Single,23080,7,Y,19,8,1,20,4,4,1,3
+29,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,2754,Female,1,Sales Representative,Married,48410,0,Y,11,8,0,6,3,5,0,4
+31,No,Travel_Rarely,Research & Development,3,2,Medical,1,2755,Female,3,Sales Executive,Single,42850,1,Y,21,8,1,1,2,1,1,0
+32,No,Travel_Rarely,Sales,3,4,Life Sciences,1,2756,Male,2,Manufacturing Director,Married,97150,1,Y,15,8,1,10,1,10,0,9
+36,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2757,Male,2,Sales Representative,Married,43200,3,Y,17,8,0,5,2,1,0,0
+31,No,Travel_Rarely,Research & Development,27,3,Medical,1,2758,Female,2,Research Director,Single,21320,1,Y,18,8,0,11,3,11,1,8
+35,No,Travel_Rarely,Research & Development,2,4,Medical,1,2759,Male,2,Healthcare Representative,Single,101240,0,Y,14,8,1,16,2,15,2,8
+45,No,Travel_Rarely,Human Resources,14,3,Human Resources,1,2760,Female,1,Sales Executive,Married,54730,4,Y,13,8,0,17,3,0,0,0
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2761,Female,3,Sales Executive,Single,52070,4,Y,17,8,3,16,3,5,0,2
+46,No,Travel_Rarely,Research & Development,9,3,Medical,1,2762,Male,3,Manager,Divorced,164370,8,Y,15,8,1,16,0,4,0,2
+30,No,Travel_Rarely,Sales,18,3,Life Sciences,1,2763,Male,4,Human Resources,Married,22960,1,Y,18,8,1,10,2,10,3,0
+35,No,Travel_Rarely,Research & Development,20,4,Life Sciences,1,2764,Female,3,Human Resources,Single,40690,1,Y,13,8,0,6,5,6,0,4
+55,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2765,Female,2,Laboratory Technician,Married,74410,3,Y,12,8,1,24,4,1,1,0
+38,No,Non-Travel,Sales,11,1,Marketing,1,2766,Male,2,Laboratory Technician,Divorced,24300,7,Y,13,8,2,17,2,13,1,9
+34,No,Travel_Rarely,Research & Development,8,2,Medical,1,2767,Male,1,Research Scientist,Married,58780,1,Y,14,8,0,5,1,5,1,3
+56,No,Travel_Rarely,Human Resources,2,1,Medical,1,2768,Male,2,Sales Executive,Single,26440,4,Y,11,8,1,37,2,6,0,2
+23,No,Travel_Rarely,Research & Development,10,3,Medical,1,2769,Male,2,Laboratory Technician,Divorced,64390,3,Y,22,8,3,3,2,0,0,0
+51,No,Travel_Rarely,Research & Development,29,4,Life Sciences,1,2770,Female,5,Manufacturing Director,Married,24510,3,Y,17,8,0,10,2,4,0,3
+30,No,Travel_Rarely,Sales,8,2,Technical Degree,1,2771,Male,1,Sales Representative,Married,63920,1,Y,21,8,1,11,2,11,10,8
+46,Yes,Travel_Rarely,Sales,1,2,Medical,1,2772,Female,2,Research Scientist,Single,97140,1,Y,22,8,0,9,0,9,4,7
+40,No,Travel_Frequently,Research & Development,6,3,Medical,1,2773,Male,1,Healthcare Representative,Married,60770,1,Y,16,8,2,22,2,22,11,11
+51,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,2774,Female,5,Sales Representative,Single,24500,0,Y,12,8,1,11,2,10,1,0
+30,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,2775,Male,1,Manufacturing Director,Divorced,92500,1,Y,12,8,3,11,0,11,2,7
+46,No,Travel_Frequently,Research & Development,12,1,Medical,1,2776,Male,1,Laboratory Technician,Married,20740,2,Y,15,8,1,21,3,10,9,5
+32,No,Travel_Rarely,Sales,15,3,Marketing,1,2777,Male,1,Research Scientist,Single,101690,1,Y,14,8,0,12,6,11,5,7
+54,No,Travel_Rarely,Research & Development,25,1,Medical,1,2778,Female,1,Laboratory Technician,Married,48550,9,Y,25,8,1,16,2,4,0,3
+24,No,Travel_Rarely,Sales,6,2,Marketing,1,2779,Male,2,Research Scientist,Married,40870,0,Y,20,8,3,4,1,3,0,2
+28,No,Non-Travel,Sales,9,4,Medical,1,2780,Male,2,Laboratory Technician,Married,23670,1,Y,13,8,0,5,2,5,0,4
+58,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,2781,Male,2,Sales Executive,Single,29720,0,Y,14,8,0,38,2,37,1,8
+44,No,Non-Travel,Research & Development,23,2,Medical,1,2782,Female,1,Research Scientist,Married,195860,4,Y,16,8,0,17,3,3,1,2
+37,Yes,Travel_Rarely,Human Resources,9,3,Human Resources,1,2783,Male,2,Healthcare Representative,Divorced,54840,4,Y,17,8,0,7,4,3,0,2
+32,No,Travel_Rarely,Human Resources,12,2,Human Resources,1,2784,Female,1,Sales Representative,Single,20610,1,Y,15,8,1,1,2,1,0,0
+20,Yes,Travel_Frequently,Sales,4,4,Life Sciences,1,2785,Female,2,Healthcare Representative,Single,99240,1,Y,22,8,0,1,3,1,1,0
+34,No,Travel_Rarely,Research & Development,1,4,Other,1,2786,Male,4,Laboratory Technician,Single,41980,1,Y,22,8,1,16,2,16,2,10
+37,No,Non-Travel,Sales,24,2,Life Sciences,1,2787,Male,1,Research Scientist,Divorced,68150,5,Y,20,8,1,17,3,1,0,0
+59,No,Non-Travel,Research & Development,12,2,Life Sciences,1,2788,Male,2,Sales Executive,Married,47230,9,Y,14,8,0,30,0,3,2,2
+50,No,Travel_Frequently,Research & Development,3,4,Medical,1,2789,Male,4,Research Scientist,Married,61420,3,Y,13,8,2,28,3,8,0,7
+25,Yes,Travel_Rarely,Sales,10,1,Marketing,1,2790,Male,2,Research Director,Single,82370,1,Y,13,8,0,6,6,6,0,3
+25,No,Travel_Rarely,Research & Development,26,3,Technical Degree,1,2791,Male,1,Laboratory Technician,Married,88530,1,Y,22,8,1,2,3,2,2,1
+22,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,2792,Male,1,Sales Representative,Single,193310,1,Y,12,8,1,1,2,0,0,0
+51,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,2793,Female,1,Sales Executive,Single,20730,3,Y,14,8,1,23,4,13,12,8
+34,Yes,Travel_Frequently,Human Resources,4,4,Life Sciences,1,2794,Female,5,Sales Executive,Single,55620,1,Y,15,8,0,9,3,9,0,6
+54,No,Non-Travel,Research & Development,9,3,Life Sciences,1,2795,Male,1,Laboratory Technician,Single,196130,2,Y,17,8,0,23,5,5,4,4
+24,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,2796,Male,2,Laboratory Technician,Married,34070,0,Y,13,8,1,6,4,5,1,2
+34,No,Travel_Rarely,Sales,4,3,Marketing,1,2797,Female,2,Sales Representative,Divorced,50630,6,Y,12,8,1,12,2,1,0,0
+37,No,Travel_Rarely,Sales,6,1,Technical Degree,1,2798,Male,1,Laboratory Technician,Single,46390,2,Y,12,8,2,12,3,5,1,3
+34,No,Travel_Rarely,Sales,9,2,Medical,1,2799,Male,2,Healthcare Representative,Single,48760,2,Y,21,8,1,14,3,11,5,8
+36,No,Travel_Frequently,Human Resources,7,3,Medical,1,2800,Male,1,Research Scientist,Married,26900,0,Y,11,8,0,10,1,9,2,8
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,2801,Female,2,Manufacturing Director,Divorced,175670,5,Y,13,8,0,7,6,1,0,0
+43,No,Travel_Frequently,Research & Development,3,4,Life Sciences,1,2802,Male,1,Sales Executive,Married,24080,1,Y,12,8,1,25,3,25,4,12
+30,No,Travel_Frequently,Research & Development,10,3,Life Sciences,1,2803,Female,3,Healthcare Representative,Divorced,28140,1,Y,24,8,0,10,2,10,0,9
+33,No,Non-Travel,Sales,7,3,Life Sciences,1,2804,Male,2,Sales Executive,Married,112450,0,Y,21,8,0,8,3,7,0,7
+56,Yes,Travel_Rarely,Research & Development,15,3,Life Sciences,1,2805,Male,2,Laboratory Technician,Married,33120,9,Y,19,8,0,7,1,5,4,3
+51,No,Travel_Rarely,Research & Development,3,2,Other,1,2806,Female,2,Sales Representative,Single,190490,7,Y,14,8,1,23,2,20,15,15
+31,Yes,Travel_Rarely,Research & Development,2,4,Technical Degree,1,2807,Female,3,Sales Executive,Married,21410,4,Y,20,8,0,12,2,7,7,7
+26,No,Travel_Rarely,Sales,17,3,Medical,1,2808,Female,2,Manager,Married,57690,1,Y,19,8,0,5,4,5,4,3
+58,Yes,Travel_Rarely,Sales,2,2,Medical,1,2809,Female,1,Research Scientist,Married,43850,1,Y,13,8,1,40,2,40,15,6
+19,Yes,Travel_Rarely,Research & Development,5,2,Life Sciences,1,2810,Male,1,Manager,Single,53320,1,Y,23,8,1,0,2,0,0,0
+22,No,Travel_Rarely,Sales,29,4,Technical Degree,1,2811,Male,1,Sales Executive,Married,46630,0,Y,13,8,1,3,1,2,2,1
+49,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2812,Female,1,Sales Executive,Married,47240,1,Y,11,8,1,16,3,15,5,11
+43,No,Travel_Frequently,Sales,2,2,Life Sciences,1,2813,Male,1,Sales Executive,Single,32110,4,Y,13,8,0,18,2,3,1,2
+50,No,Travel_Frequently,Research & Development,19,4,Life Sciences,1,2814,Male,2,Sales Executive,Single,53770,4,Y,14,8,1,16,3,2,2,1
+31,Yes,Travel_Rarely,Research & Development,15,1,Medical,1,2815,Female,2,Sales Executive,Married,40660,3,Y,22,8,0,4,2,2,2,2
+41,No,Travel_Rarely,Research & Development,17,2,Other,1,2816,Male,1,Manufacturing Director,Divorced,52080,3,Y,11,8,3,12,2,9,0,7
+26,No,Travel_Rarely,Research & Development,17,4,Life Sciences,1,2817,Male,2,Sales Executive,Married,48770,1,Y,13,8,1,8,5,8,5,7
+36,No,Travel_Rarely,Human Resources,25,1,Human Resources,1,2818,Male,2,Research Scientist,Divorced,31170,6,Y,21,8,1,7,2,3,0,1
+51,Yes,Travel_Frequently,Research & Development,6,3,Life Sciences,1,2819,Female,1,Manager,Single,15690,2,Y,11,8,0,18,2,4,0,3
+39,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,2820,Female,1,Research Scientist,Married,196580,4,Y,13,8,1,17,3,15,5,9
+25,No,Travel_Rarely,Sales,29,1,Medical,1,2821,Female,3,Research Scientist,Married,30690,2,Y,14,8,1,6,3,2,2,2
+30,No,Travel_Rarely,Research & Development,21,1,Medical,1,2822,Male,2,Laboratory Technician,Married,104350,0,Y,11,8,0,12,5,11,4,7
+32,Yes,Travel_Rarely,Research & Development,2,4,Life Sciences,1,2823,Female,2,Research Director,Single,41480,7,Y,15,8,0,10,0,5,0,4
+45,No,Travel_Rarely,Research & Development,2,1,Technical Degree,1,2824,Female,2,Healthcare Representative,Single,57680,5,Y,23,8,1,9,4,6,0,3
+38,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,2825,Female,2,Research Director,Single,50420,3,Y,16,8,1,19,4,3,2,2
+30,No,Travel_Rarely,Sales,13,3,Marketing,1,2826,Female,2,Laboratory Technician,Single,57700,1,Y,16,8,1,5,2,5,0,4
+32,No,Travel_Frequently,Sales,2,3,Marketing,1,2827,Male,3,Laboratory Technician,Divorced,77560,0,Y,21,8,0,9,3,8,0,7
+30,No,Travel_Rarely,Research & Development,1,3,Medical,1,2828,Female,3,Sales Executive,Divorced,103060,5,Y,13,8,0,8,5,3,2,2
+30,No,Travel_Rarely,Sales,9,3,Medical,1,2829,Male,2,Research Scientist,Single,39360,0,Y,11,8,1,6,3,5,1,2
+41,No,Travel_Frequently,Sales,10,2,Medical,1,2830,Female,3,Manufacturing Director,Divorced,79450,4,Y,12,8,1,21,6,7,7,7
+41,No,Travel_Rarely,Research & Development,10,4,Medical,1,2831,Male,4,Research Scientist,Married,57430,2,Y,12,8,3,7,2,5,1,4
+19,No,Travel_Rarely,Research & Development,1,3,Other,1,2832,Female,5,Manufacturing Director,Single,152020,1,Y,18,8,3,1,2,1,0,0
+40,No,Travel_Frequently,Research & Development,26,4,Medical,1,2833,Male,2,Manufacturing Director,Divorced,54400,1,Y,12,8,1,20,2,20,2,13
+35,No,Travel_Rarely,Sales,8,1,Marketing,1,2834,Female,3,Laboratory Technician,Married,37600,1,Y,14,8,3,10,2,10,0,6
+53,No,Travel_Rarely,Sales,14,2,Life Sciences,1,2835,Female,5,Manufacturing Director,Married,35170,2,Y,12,8,1,13,1,7,4,5
+45,No,Travel_Rarely,Sales,1,4,Technical Degree,1,2836,Male,1,Research Scientist,Divorced,25800,8,Y,17,8,3,20,3,17,0,15
+32,No,Travel_Frequently,Sales,2,2,Life Sciences,1,2837,Female,1,Manufacturing Director,Single,21660,1,Y,19,8,1,9,4,9,3,7
+29,No,Non-Travel,Research & Development,10,4,Technical Degree,1,2838,Male,3,Healthcare Representative,Married,58690,1,Y,11,8,1,10,6,10,0,9
+51,No,Travel_Rarely,Research & Development,1,3,Other,1,2839,Female,3,Research Director,Married,80080,2,Y,15,8,1,10,4,1,0,0
+58,No,Travel_Rarely,Sales,3,3,Marketing,1,2840,Female,1,Research Scientist,Married,52060,4,Y,11,8,3,9,4,1,0,0
+40,No,Travel_Rarely,Research & Development,11,2,Technical Degree,1,2841,Male,4,Laboratory Technician,Married,52950,7,Y,18,8,0,15,4,12,2,11
+34,No,Travel_Frequently,Sales,24,4,Marketing,1,2842,Male,2,Manufacturing Director,Married,164130,6,Y,16,8,0,6,1,4,1,2
+22,No,Travel_Rarely,Research & Development,3,3,Medical,1,2843,Male,1,Laboratory Technician,Married,132690,1,Y,25,8,1,2,2,2,2,2
+27,No,Non-Travel,Research & Development,3,3,Medical,1,2844,Male,1,Healthcare Representative,Divorced,27830,6,Y,16,8,1,6,2,2,2,2
+28,No,Travel_Rarely,Sales,4,4,Life Sciences,1,2845,Male,2,Healthcare Representative,Married,54330,1,Y,13,8,1,5,4,5,0,2
+57,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,2846,Male,2,Manufacturing Director,Divorced,20130,3,Y,14,8,1,12,5,5,1,4
+27,No,Non-Travel,Research & Development,2,3,Life Sciences,1,2847,Male,1,Manufacturing Director,Divorced,139660,1,Y,19,8,0,1,1,1,0,1
+50,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,2848,Female,2,Manufacturing Director,Single,43740,3,Y,15,8,1,21,5,5,4,4
+41,No,Travel_Rarely,Sales,7,4,Marketing,1,2849,Male,4,Laboratory Technician,Divorced,68420,4,Y,12,8,1,13,3,9,1,8
+30,No,Travel_Rarely,Human Resources,1,4,Human Resources,1,2850,Female,1,Manager,Married,174260,2,Y,12,8,1,12,0,10,7,4
+38,No,Travel_Rarely,Sales,1,1,Medical,1,2851,Male,2,Laboratory Technician,Single,176030,4,Y,16,8,0,12,0,8,0,7
+32,No,Travel_Rarely,Research & Development,20,3,Medical,1,2852,Female,1,Manufacturing Director,Single,45810,3,Y,14,8,1,8,3,5,1,4
+27,No,Travel_Rarely,Research & Development,5,4,Medical,1,2853,Male,2,Healthcare Representative,Married,47350,0,Y,13,8,0,6,2,5,1,1
+19,Yes,Travel_Frequently,Research & Development,10,2,Life Sciences,1,2854,Male,2,Healthcare Representative,Single,41870,0,Y,22,8,1,1,4,0,0,0
+36,No,Travel_Frequently,Sales,25,3,Marketing,1,2855,Female,2,Research Director,Single,55050,4,Y,21,8,2,13,3,8,7,2
+30,No,Non-Travel,Sales,1,3,Medical,1,2856,Female,1,Sales Executive,Divorced,54700,1,Y,18,8,1,12,2,12,6,10
+45,No,Travel_Rarely,Research & Development,24,2,Medical,1,2857,Male,2,Sales Executive,Divorced,54760,4,Y,13,8,1,9,3,5,0,3
+56,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,2858,Male,4,Manager,Divorced,25870,4,Y,12,8,0,19,2,2,2,2
+33,No,Travel_Rarely,Research & Development,2,2,Medical,1,2859,Male,1,Sales Executive,Single,24400,0,Y,18,8,3,4,4,3,0,2
+19,Yes,Travel_Rarely,Research & Development,8,2,Life Sciences,1,2860,Male,2,Sales Executive,Single,159720,1,Y,21,8,0,1,2,1,1,0
+46,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,2861,Female,2,Laboratory Technician,Divorced,153790,1,Y,12,8,0,24,1,24,15,7
+38,No,Travel_Rarely,Sales,4,4,Life Sciences,1,2862,Male,1,Manufacturing Director,Single,70820,1,Y,14,8,0,2,3,2,2,1
+31,No,Travel_Rarely,Sales,2,5,Life Sciences,1,2863,Male,2,Sales Representative,Married,27280,8,Y,11,8,0,7,3,4,0,2
+34,No,Travel_Rarely,Sales,9,3,Marketing,1,2864,Female,2,Manager,Single,53680,2,Y,14,8,1,9,2,3,1,2
+41,Yes,Travel_Rarely,Research & Development,18,4,Life Sciences,1,2865,Male,5,Laboratory Technician,Single,53470,1,Y,24,8,1,4,1,4,0,2
+50,No,Travel_Rarely,Sales,19,4,Marketing,1,2866,Male,3,Sales Executive,Married,31950,2,Y,11,8,0,5,4,3,0,2
+53,No,Travel_Rarely,Sales,1,2,Life Sciences,1,2867,Male,1,Manager,Divorced,39890,1,Y,13,8,0,5,2,4,1,3
+33,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,2868,Male,1,Human Resources,Married,33060,1,Y,11,8,3,8,6,8,1,6
+40,No,Travel_Rarely,Research & Development,11,3,Life Sciences,1,2869,Female,2,Sales Executive,Married,70050,1,Y,20,8,2,21,2,20,9,9
+55,No,Travel_Rarely,Research & Development,6,1,Life Sciences,1,2870,Female,2,Laboratory Technician,Single,26550,8,Y,17,8,0,36,0,24,2,15
+34,No,Travel_Frequently,Human Resources,7,4,Other,1,2871,Female,1,Research Scientist,Married,13930,1,Y,11,8,2,10,4,10,1,9
+51,No,Travel_Rarely,Human Resources,4,2,Human Resources,1,2872,Male,2,Sales Representative,Single,25700,3,Y,18,8,0,21,2,7,1,0
+52,No,Travel_Rarely,Research & Development,2,4,Medical,1,2873,Female,2,Sales Representative,Married,35370,0,Y,11,8,1,34,3,33,11,9
+27,No,Travel_Rarely,Sales,15,3,Marketing,1,2874,Male,1,Research Scientist,Single,39860,1,Y,12,8,2,7,3,7,0,3
+35,Yes,Travel_Rarely,Research & Development,2,4,Life Sciences,1,2875,Female,2,Research Director,Married,108830,3,Y,12,8,0,8,3,1,0,1
+43,No,Non-Travel,Research & Development,6,2,Medical,1,2876,Male,1,Healthcare Representative,Divorced,20280,4,Y,20,8,1,7,2,5,2,2
+45,No,Non-Travel,Research & Development,9,2,Medical,1,2877,Female,1,Sales Executive,Married,95250,9,Y,19,8,0,22,3,20,11,8
+37,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,2878,Female,1,Research Scientist,Married,29290,1,Y,12,8,0,8,2,8,1,7
+35,No,Travel_Frequently,Research & Development,1,3,Other,1,2879,Male,2,Research Director,Single,22750,5,Y,13,8,0,10,2,6,1,2
+42,No,Non-Travel,Research & Development,1,1,Technical Degree,1,2880,Male,2,Sales Executive,Divorced,78790,2,Y,11,8,1,11,2,5,0,2
+38,No,Travel_Rarely,Sales,8,2,Marketing,1,2881,Male,5,Research Scientist,Married,49300,9,Y,14,8,0,14,0,1,0,0
+38,No,Travel_Rarely,Human Resources,25,1,Human Resources,1,2882,Female,1,Manufacturing Director,Married,78470,3,Y,14,8,1,9,3,7,1,7
+27,No,Travel_Frequently,Research & Development,13,4,Medical,1,2883,Male,1,Manager,Married,44010,5,Y,13,8,0,6,4,2,2,0
+49,No,Non-Travel,Research & Development,23,1,Other,1,2884,Female,2,Sales Executive,Divorced,92410,1,Y,19,8,1,7,5,7,1,7
+34,No,Travel_Frequently,Research & Development,7,2,Medical,1,2885,Male,4,Sales Representative,Divorced,29740,1,Y,23,8,0,5,2,5,2,0
+40,No,Travel_Rarely,Research & Development,23,3,Medical,1,2886,Female,1,Laboratory Technician,Married,45020,8,Y,12,8,2,15,0,7,3,7
+38,Yes,Travel_Rarely,Sales,6,4,Life Sciences,1,2887,Female,3,Research Scientist,Married,107480,7,Y,15,8,0,17,3,1,0,0
+29,Yes,Travel_Rarely,Sales,10,2,Life Sciences,1,2888,Female,2,Research Scientist,Married,15550,1,Y,19,8,2,10,2,10,1,9
+22,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2889,Female,4,Healthcare Representative,Divorced,129360,1,Y,11,8,2,4,3,4,2,2
+36,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,2890,Female,2,Laboratory Technician,Single,23050,1,Y,17,8,0,8,3,8,1,7
+40,No,Non-Travel,Research & Development,28,2,Life Sciences,1,2891,Male,1,Manufacturing Director,Married,167040,9,Y,22,8,0,5,2,3,0,2
+46,No,Travel_Rarely,Research & Development,25,1,Medical,1,2892,Male,5,Research Scientist,Divorced,34330,7,Y,18,8,0,17,3,4,0,3
+32,Yes,Travel_Rarely,Research & Development,5,3,Medical,1,2893,Male,1,Healthcare Representative,Married,34770,1,Y,11,8,0,14,2,14,9,8
+30,No,Non-Travel,Research & Development,17,4,Life Sciences,1,2894,Male,2,Healthcare Representative,Single,64300,1,Y,12,8,1,12,2,11,5,8
+27,No,Travel_Frequently,Research & Development,18,2,Medical,1,2895,Female,1,Laboratory Technician,Single,65160,1,Y,19,8,1,7,4,7,0,7
+51,No,Travel_Rarely,Research & Development,2,1,Medical,1,2896,Female,1,Manufacturing Director,Married,39070,5,Y,13,8,0,16,2,10,4,7
+30,Yes,Travel_Rarely,Research & Development,10,4,Life Sciences,1,2897,Female,2,Research Scientist,Single,55620,5,Y,13,8,0,8,3,5,0,4
+41,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2898,Male,2,Human Resources,Single,68830,3,Y,19,8,2,16,3,1,0,0
+30,Yes,Travel_Frequently,Sales,3,2,Medical,1,2899,Male,2,Healthcare Representative,Single,28620,5,Y,14,8,0,9,2,6,0,1
+29,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2900,Male,1,Sales Executive,Single,49780,0,Y,13,8,0,7,3,6,1,5
+45,No,Non-Travel,Research & Development,2,3,Medical,1,2901,Female,2,Research Scientist,Single,103680,6,Y,12,8,2,23,2,19,12,8
+54,No,Travel_Rarely,Sales,8,2,Marketing,1,2902,Female,2,Laboratory Technician,Married,61340,2,Y,19,8,0,16,2,6,0,5
+36,No,Travel_Rarely,Research & Development,16,4,Life Sciences,1,2903,Male,1,Healthcare Representative,Single,67350,8,Y,25,8,2,16,3,13,3,7
+33,No,Travel_Rarely,Sales,9,1,Other,1,2904,Female,3,Sales Executive,Married,32950,6,Y,22,8,2,7,2,3,1,1
+37,No,Travel_Frequently,Sales,2,4,Life Sciences,1,2905,Male,2,Laboratory Technician,Divorced,52380,1,Y,15,8,1,10,5,10,0,7
+38,No,Travel_Rarely,Research & Development,1,2,Medical,1,2906,Male,4,Laboratory Technician,Divorced,64720,0,Y,12,8,0,17,4,16,5,13
+31,No,Non-Travel,Sales,4,1,Medical,1,2907,Female,3,Research Scientist,Married,96100,0,Y,11,8,1,6,2,5,1,4
+59,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,2908,Female,3,Manager,Married,198330,3,Y,13,8,0,7,2,1,0,0
+37,No,Travel_Frequently,Sales,2,3,Marketing,1,2909,Female,2,Laboratory Technician,Divorced,97560,4,Y,19,8,0,13,2,9,5,8
+29,No,Travel_Frequently,Sales,15,4,Medical,1,2910,Female,1,Sales Executive,Married,49680,1,Y,19,8,3,11,4,11,4,1
+35,No,Travel_Frequently,Research & Development,19,3,Life Sciences,1,2911,Female,1,Sales Executive,Single,21450,1,Y,13,8,0,10,6,10,0,8
+29,Yes,Travel_Rarely,Research & Development,7,1,Life Sciences,1,2912,Female,1,Research Scientist,Single,21800,1,Y,21,8,0,4,2,4,0,1
+52,No,Travel_Rarely,Research & Development,1,2,Medical,1,2913,Female,4,Manager,Single,83460,7,Y,14,8,0,6,5,2,2,2
+42,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,2914,Female,2,Sales Executive,Married,34450,1,Y,11,8,2,22,2,22,11,15
+59,No,Travel_Rarely,Research & Development,4,4,Technical Degree,1,2915,Male,1,Healthcare Representative,Married,27600,8,Y,11,8,0,7,3,2,2,2
+50,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,2916,Male,2,Sales Executive,Divorced,62940,3,Y,23,8,1,32,2,7,0,6
+33,Yes,Travel_Rarely,Sales,11,4,Marketing,1,2917,Male,1,Research Scientist,Married,71400,5,Y,21,8,0,8,2,5,0,4
+43,No,Travel_Rarely,Sales,1,3,Marketing,1,2918,Female,2,Manufacturing Director,Married,29320,5,Y,24,8,0,22,3,17,1,9
+33,Yes,Travel_Rarely,Sales,1,3,Life Sciences,1,2919,Male,2,Manager,Married,51470,7,Y,11,8,0,13,2,9,1,7
+52,No,Non-Travel,Research & Development,2,3,Technical Degree,1,2920,Male,1,Sales Executive,Single,45070,1,Y,14,8,0,33,3,33,15,12
+32,No,Travel_Rarely,Human Resources,13,4,Life Sciences,1,2921,Female,3,Manufacturing Director,Married,85640,2,Y,16,8,1,6,2,4,1,2
+32,Yes,Travel_Rarely,Sales,23,1,Life Sciences,1,2922,Male,3,Healthcare Representative,Single,24680,0,Y,11,8,0,4,2,3,1,2
+39,No,Travel_Rarely,Sales,26,4,Life Sciences,1,2923,Male,2,Research Director,Divorced,81610,7,Y,12,8,1,7,2,3,1,2
+32,No,Non-Travel,Sales,2,4,Marketing,1,2924,Male,4,Research Scientist,Married,21090,0,Y,13,8,1,4,3,3,2,2
+41,No,Travel_Rarely,Sales,29,3,Life Sciences,1,2925,Female,2,Laboratory Technician,Divorced,52940,2,Y,15,8,0,17,3,1,0,0
+40,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2926,Male,1,Manufacturing Director,Divorced,27180,1,Y,14,8,1,9,4,9,4,7
+45,No,Travel_Rarely,Research & Development,18,1,Life Sciences,1,2927,Female,2,Sales Representative,Married,58110,0,Y,14,8,0,25,4,24,1,7
+31,No,Travel_Frequently,Research & Development,7,4,Medical,1,2928,Male,1,Research Scientist,Divorced,24370,9,Y,14,8,1,9,3,2,2,2
+33,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,2929,Female,1,Sales Executive,Married,27660,1,Y,12,8,1,2,2,2,0,2
+34,No,Travel_Rarely,Research & Development,26,3,Other,1,2930,Female,1,Sales Executive,Married,190380,6,Y,13,8,0,13,3,11,5,9
+37,No,Travel_Rarely,Research & Development,22,5,Medical,1,2931,Female,2,Manufacturing Director,Married,30550,2,Y,14,8,3,17,3,3,0,2
+45,No,Travel_Frequently,Sales,21,1,Marketing,1,2932,Male,3,Research Scientist,Married,22890,4,Y,13,8,0,9,3,3,0,2
+37,Yes,Travel_Frequently,Sales,2,3,Marketing,1,2933,Male,1,Laboratory Technician,Divorced,40010,6,Y,11,8,1,17,2,1,0,0
+39,No,Travel_Frequently,Research & Development,22,3,Medical,1,2934,Female,1,Manufacturing Director,Single,129650,0,Y,19,8,1,20,2,19,11,8
+29,No,Travel_Rarely,Sales,4,3,Other,1,2935,Female,2,Human Resources,Single,35390,1,Y,18,8,0,6,2,6,1,5
+42,No,Travel_Rarely,Research & Development,5,4,Medical,1,2936,Female,1,Research Scientist,Single,60290,3,Y,17,8,1,10,5,3,0,2
+29,No,Travel_Rarely,Research & Development,2,4,Medical,1,2937,Male,1,Laboratory Technician,Divorced,26790,2,Y,15,8,0,10,2,3,0,2
+25,No,Travel_Rarely,Research & Development,25,2,Life Sciences,1,2938,Male,2,Sales Executive,Married,37020,0,Y,20,8,0,5,4,4,1,2
+42,No,Travel_Rarely,Sales,18,2,Medical,1,2939,Male,1,Laboratory Technician,Divorced,23980,0,Y,14,8,1,10,2,9,7,8
+40,No,Travel_Rarely,Research & Development,28,3,Medical,1,2940,Male,2,Laboratory Technician,Divorced,54680,0,Y,12,8,0,22,6,21,3,9
+51,No,Travel_Rarely,Sales,6,2,Life Sciences,1,2941,Female,1,Healthcare Representative,Married,131160,1,Y,11,8,0,1,6,1,0,0
+31,Yes,Travel_Frequently,Research & Development,10,1,Life Sciences,1,2942,Female,1,Research Scientist,Single,41890,0,Y,23,8,1,6,3,5,1,4
+32,No,Travel_Frequently,Research & Development,17,4,Other,1,2943,Male,4,Sales Executive,Married,193280,1,Y,15,8,3,5,2,5,0,3
+38,No,Non-Travel,Research & Development,2,5,Life Sciences,1,2944,Male,3,Human Resources,Married,83210,3,Y,11,8,3,13,5,8,7,5
+32,No,Travel_Rarely,Research & Development,10,1,Medical,1,2945,Male,1,Sales Executive,Single,23420,4,Y,12,8,2,9,2,6,0,4
+46,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,2946,Female,4,Research Director,Married,40710,3,Y,13,8,0,28,5,7,7,7
+28,Yes,Travel_Rarely,Research & Development,11,2,Medical,1,2947,Male,2,Sales Executive,Single,58130,2,Y,20,8,1,5,2,0,0,0
+29,No,Travel_Rarely,Research & Development,18,3,Life Sciences,1,2948,Male,2,Sales Executive,Married,31430,2,Y,22,8,3,10,2,0,0,0
+31,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2949,Male,3,Laboratory Technician,Married,20440,0,Y,21,8,0,10,2,9,7,8
+25,No,Non-Travel,Research & Development,7,4,Medical,1,2950,Female,4,Laboratory Technician,Divorced,134640,1,Y,13,8,1,6,2,6,1,5
+45,No,Travel_Rarely,Research & Development,17,2,Medical,1,2951,Male,2,Laboratory Technician,Married,79910,0,Y,13,8,2,21,2,20,4,10
+36,No,Travel_Rarely,Research & Development,28,1,Life Sciences,1,2952,Male,1,Laboratory Technician,Married,33770,0,Y,12,8,2,16,2,15,10,11
+55,No,Travel_Rarely,Research & Development,14,4,Life Sciences,1,2953,Female,1,Sales Executive,Single,55380,0,Y,17,8,0,37,2,36,4,13
+47,Yes,Non-Travel,Research & Development,1,1,Medical,1,2954,Male,1,Research Scientist,Married,57620,1,Y,11,8,2,10,4,10,9,9
+28,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2955,Male,1,Manufacturing Director,Married,25920,1,Y,14,8,0,5,2,5,0,4
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2956,Male,2,Healthcare Representative,Married,53460,4,Y,11,8,0,7,2,5,0,1
+21,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,2957,Male,1,Laboratory Technician,Single,42130,1,Y,12,8,3,3,3,3,1,0
+37,No,Non-Travel,Research & Development,1,3,Medical,1,2958,Male,2,Sales Executive,Divorced,41270,2,Y,13,8,1,15,2,5,0,2
+35,No,Travel_Rarely,Sales,7,4,Life Sciences,1,2959,Male,1,Sales Representative,Divorced,24380,7,Y,16,8,0,10,5,7,6,2
+38,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,2960,Female,1,Manager,Divorced,68700,1,Y,11,8,1,8,5,8,7,7
+26,No,Travel_Frequently,Research & Development,1,4,Other,1,2961,Male,2,Laboratory Technician,Divorced,104470,1,Y,18,8,0,6,3,6,1,4
+50,No,Travel_Rarely,Sales,8,4,Life Sciences,1,2962,Male,1,Research Scientist,Divorced,96670,3,Y,23,8,0,28,2,10,1,6
+53,No,Travel_Rarely,Research & Development,11,4,Life Sciences,1,2963,Female,2,Research Scientist,Married,21480,3,Y,11,8,0,21,2,5,1,3
+42,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,2964,Male,1,Manufacturing Director,Married,89260,1,Y,14,8,0,20,4,20,11,6
+29,No,Travel_Frequently,Research & Development,16,4,Medical,1,2965,Male,1,Laboratory Technician,Single,65130,1,Y,11,8,1,10,2,10,0,9
+55,No,Travel_Rarely,Research & Development,1,4,Other,1,2966,Female,1,Research Scientist,Married,67990,3,Y,11,8,0,12,2,10,0,8
+26,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,2967,Female,1,Manager,Married,162910,1,Y,22,8,0,5,3,5,3,3
+37,No,Travel_Rarely,Sales,5,1,Marketing,1,2968,Male,1,Research Scientist,Single,27050,1,Y,11,8,0,17,2,17,5,7
+44,Yes,Travel_Frequently,Research & Development,1,2,Medical,1,2969,Male,2,Research Scientist,Divorced,103330,3,Y,14,8,1,19,2,1,0,0
+38,No,Travel_Rarely,Sales,2,3,Marketing,1,2970,Female,1,Manager,Divorced,44480,9,Y,12,8,0,10,3,2,1,2
+26,Yes,Travel_Rarely,Research & Development,4,3,Medical,1,2971,Male,3,Research Scientist,Divorced,68540,2,Y,11,8,0,5,5,3,0,2
+28,No,Travel_Rarely,Research & Development,7,3,Other,1,2972,Male,1,Human Resources,Single,96370,1,Y,13,8,0,5,6,5,0,2
+49,No,Travel_Frequently,Research & Development,1,1,Medical,1,2973,Female,2,Research Scientist,Single,35910,9,Y,13,8,0,22,2,3,1,2
+36,No,Travel_Rarely,Sales,5,3,Technical Degree,1,2974,Male,3,Sales Executive,Single,54050,4,Y,14,8,0,10,2,8,7,7
+31,No,Travel_Frequently,Research & Development,9,4,Medical,1,2975,Male,1,Sales Executive,Divorced,46840,1,Y,16,8,1,2,4,2,2,2
+26,Yes,Travel_Rarely,Research & Development,8,3,Medical,1,2976,Male,2,Manager,Single,157870,1,Y,12,8,2,8,5,8,7,4
+37,No,Travel_Frequently,Sales,9,1,Marketing,1,2977,Male,1,Laboratory Technician,Married,15140,1,Y,14,8,0,4,3,4,1,2
+42,No,Travel_Frequently,Sales,2,2,Marketing,1,2978,Male,3,Research Director,Married,29560,5,Y,13,8,0,23,2,20,4,8
+18,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,2979,Male,1,Sales Executive,Single,23350,1,Y,14,8,2,0,3,0,0,0
+35,No,Travel_Rarely,Sales,20,2,Life Sciences,1,2980,Male,1,Laboratory Technician,Married,51540,0,Y,19,8,0,12,2,11,6,9
+36,No,Travel_Frequently,Research & Development,8,3,Other,1,2981,Female,3,Sales Executive,Married,69620,4,Y,12,8,2,4,2,1,0,0
+51,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,2982,Male,2,Laboratory Technician,Divorced,56750,5,Y,13,8,0,13,2,4,1,2
+41,No,Travel_Rarely,Research & Development,29,1,Life Sciences,1,2983,Male,1,Laboratory Technician,Single,23790,1,Y,12,8,0,22,6,22,0,4
+18,No,Travel_Rarely,Sales,7,3,Life Sciences,1,2984,Male,1,Research Scientist,Single,38120,1,Y,15,8,0,0,3,0,0,0
+28,No,Travel_Rarely,Research & Development,9,3,Medical,1,2985,Male,1,Sales Representative,Single,46480,0,Y,23,8,2,9,2,8,0,7
+31,No,Travel_Rarely,Research & Development,8,1,Technical Degree,1,2986,Male,1,Manufacturing Director,Married,29360,4,Y,12,8,1,10,2,8,7,7
+39,No,Travel_Rarely,Sales,5,4,Marketing,1,2987,Female,2,Human Resources,Divorced,21050,0,Y,20,8,0,19,3,18,3,7
+36,No,Non-Travel,Research & Development,5,4,Life Sciences,1,2988,Male,1,Sales Executive,Married,85780,7,Y,21,8,0,11,4,9,0,8
+32,No,Travel_Rarely,Sales,2,3,Marketing,1,2989,Male,2,Laboratory Technician,Married,27060,1,Y,21,8,1,13,4,13,4,8
+38,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,2990,Female,3,Research Scientist,Married,63840,3,Y,19,8,2,19,4,10,0,1
+58,No,Non-Travel,Research & Development,2,3,Life Sciences,1,2991,Male,2,Manufacturing Director,Divorced,39680,2,Y,13,8,2,12,3,5,1,2
+31,No,Travel_Rarely,Research & Development,20,1,Technical Degree,1,2992,Female,3,Research Scientist,Married,99070,0,Y,13,8,1,6,3,5,0,3
+31,No,Travel_Rarely,Sales,7,4,Marketing,1,2993,Male,2,Sales Executive,Married,132250,3,Y,21,8,1,9,2,2,1,0
+45,No,Travel_Frequently,Research & Development,3,1,Medical,1,2994,Female,1,Sales Executive,Divorced,35400,1,Y,13,8,0,24,6,24,9,11
+31,No,Travel_Rarely,Sales,16,4,Marketing,1,2995,Female,2,Research Scientist,Divorced,28040,0,Y,19,8,2,3,0,2,2,2
+33,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,2996,Male,4,Research Director,Married,193920,6,Y,12,8,1,12,3,10,8,8
+39,No,Travel_Rarely,Sales,1,4,Life Sciences,1,2997,Male,1,Sales Executive,Married,196650,1,Y,22,8,1,21,6,21,11,10
+43,No,Travel_Frequently,Research & Development,7,4,Medical,1,2998,Male,4,Research Scientist,Single,24390,0,Y,15,8,0,9,2,8,1,7
+49,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,2999,Male,3,Manufacturing Director,Single,73140,7,Y,22,8,0,25,2,7,0,7
+52,Yes,Travel_Rarely,Research & Development,7,1,Life Sciences,1,3000,Female,2,Research Scientist,Married,47740,2,Y,18,8,1,11,2,8,7,7
+27,No,Travel_Rarely,Research & Development,15,4,Medical,1,3001,Male,3,Research Scientist,Single,39020,1,Y,22,8,0,4,2,4,1,2
+32,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3002,Male,3,Research Scientist,Married,26620,1,Y,11,8,1,13,6,13,11,9
+27,No,Travel_Rarely,Research & Development,13,2,Medical,1,3003,Female,4,Research Director,Single,28560,1,Y,12,8,2,5,5,5,0,4
+31,No,Travel_Rarely,Sales,24,3,Life Sciences,1,3004,Male,2,Healthcare Representative,Divorced,10810,4,Y,11,8,3,13,4,7,1,7
+32,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,3005,Male,2,Healthcare Representative,Single,24720,7,Y,13,8,0,10,2,7,0,7
+28,Yes,Travel_Rarely,Research & Development,9,4,Medical,1,3006,Male,1,Sales Executive,Married,56730,5,Y,14,8,1,5,4,3,2,2
+30,No,Travel_Rarely,Research & Development,13,3,Life Sciences,1,3007,Female,4,Research Director,Married,41970,1,Y,13,8,0,11,3,10,1,9
+31,No,Travel_Frequently,Research & Development,2,1,Life Sciences,1,3008,Female,1,Manager,Married,97130,1,Y,17,8,0,10,5,10,8,9
+39,No,Travel_Frequently,Research & Development,19,4,Medical,1,3009,Female,1,Research Scientist,Married,20620,1,Y,13,8,0,21,4,21,13,3
+39,Yes,Travel_Rarely,Research & Development,1,1,Medical,1,3010,Female,1,Laboratory Technician,Married,42840,4,Y,17,8,1,12,0,1,0,0
+33,No,Travel_Frequently,Sales,4,2,Life Sciences,1,3011,Male,4,Research Scientist,Single,47880,3,Y,11,8,1,9,0,7,0,1
+47,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,3012,Female,2,Healthcare Representative,Married,59060,4,Y,23,8,0,21,4,3,1,1
+43,No,Travel_Frequently,Research & Development,14,3,Medical,1,3013,Female,5,Research Director,Divorced,38860,1,Y,17,8,2,9,2,9,0,0
+27,No,Non-Travel,Research & Development,2,3,Life Sciences,1,3014,Male,1,Research Director,Married,168230,0,Y,17,8,0,6,3,5,1,4
+54,No,Travel_Frequently,Research & Development,1,4,Life Sciences,1,3015,Male,2,Research Scientist,Single,29330,3,Y,12,8,2,20,2,4,0,3
+43,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,3016,Female,2,Manager,Married,65000,8,Y,23,8,0,10,3,1,0,0
+45,No,Travel_Rarely,Sales,3,1,Marketing,1,3017,Female,1,Sales Executive,Married,171740,9,Y,14,8,1,12,6,10,9,8
+40,No,Travel_Rarely,Research & Development,2,4,Other,1,3018,Male,4,Research Scientist,Married,50330,2,Y,14,8,2,6,6,4,0,2
+29,Yes,Travel_Rarely,Research & Development,29,3,Medical,1,3019,Female,1,Research Scientist,Married,23070,1,Y,13,8,1,7,0,7,0,7
+29,No,Travel_Rarely,Human Resources,8,3,Medical,1,3020,Male,3,Sales Representative,Single,25870,0,Y,22,8,2,4,3,3,2,2
+30,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,3021,Male,2,Research Scientist,Divorced,55070,1,Y,12,8,2,10,2,10,1,2
+27,No,Travel_Rarely,Research & Development,11,2,Medical,1,3022,Male,1,Manager,Married,43930,1,Y,18,8,1,8,2,8,0,7
+37,No,Travel_Rarely,Sales,1,4,Life Sciences,1,3023,Male,2,Healthcare Representative,Divorced,133480,7,Y,14,8,0,8,4,6,0,4
+38,No,Travel_Rarely,Research & Development,28,4,Medical,1,3024,Male,1,Laboratory Technician,Divorced,65830,0,Y,12,8,0,12,1,11,2,9
+31,No,Travel_Rarely,Research & Development,6,3,Medical,1,3025,Female,3,Manager,Single,81030,1,Y,15,8,1,11,5,11,4,10
+29,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,3026,Male,3,Sales Executive,Divorced,39780,1,Y,11,8,0,7,0,7,1,7
+35,No,Travel_Rarely,Sales,16,2,Technical Degree,1,3027,Male,3,Manager,Single,25440,0,Y,13,8,1,17,3,16,0,13
+23,No,Travel_Rarely,Research & Development,20,4,Life Sciences,1,3028,Male,1,Manufacturing Director,Divorced,53990,1,Y,23,8,0,4,2,4,0,2
+41,No,Travel_Rarely,Research & Development,9,2,Life Sciences,1,3029,Female,1,Laboratory Technician,Single,54870,6,Y,19,8,2,8,0,5,1,2
+47,No,Travel_Frequently,Sales,1,3,Medical,1,3030,Female,2,Laboratory Technician,Single,68340,3,Y,16,8,1,5,2,0,0,0
+42,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,3031,Male,1,Manager,Single,10910,2,Y,22,8,0,16,0,1,0,0
+29,No,Non-Travel,Sales,22,4,Marketing,1,3032,Male,2,Human Resources,Married,57360,1,Y,22,8,0,4,1,4,0,2
+42,No,Travel_Rarely,Sales,7,4,Medical,1,3033,Male,3,Research Scientist,Divorced,22260,0,Y,12,8,1,4,3,3,1,0
+32,No,Travel_Rarely,Research & Development,2,3,Medical,1,3034,Male,2,Research Scientist,Married,57470,1,Y,13,8,0,8,0,8,0,7
+48,No,Travel_Rarely,Sales,13,4,Medical,1,3035,Male,4,Sales Executive,Married,98540,3,Y,16,8,1,15,2,0,0,0
+37,No,Travel_Rarely,Research & Development,8,5,Technical Degree,1,3036,Male,2,Manufacturing Director,Divorced,54670,4,Y,12,8,0,13,2,7,6,7
+30,No,Non-Travel,Sales,25,4,Other,1,3037,Male,1,Healthcare Representative,Married,53800,7,Y,21,8,1,4,0,2,2,2
+26,No,Travel_Rarely,Sales,28,3,Medical,1,3038,Female,5,Laboratory Technician,Married,51510,1,Y,15,8,3,8,3,8,7,7
+42,No,Travel_Rarely,Sales,2,2,Medical,1,3039,Female,1,Laboratory Technician,Single,21330,3,Y,13,8,2,14,2,1,0,0
+21,Yes,Travel_Frequently,Research & Development,9,3,Medical,1,3040,Female,4,Manufacturing Director,Single,178750,1,Y,12,8,0,3,5,3,1,2
+36,No,Non-Travel,Human Resources,28,3,Human Resources,1,3041,Male,2,Laboratory Technician,Single,24320,4,Y,22,8,0,7,4,1,0,0
+36,No,Travel_Frequently,Research & Development,6,3,Life Sciences,1,3042,Female,2,Research Scientist,Married,47710,4,Y,13,8,1,16,2,13,1,12
+57,No,Travel_Rarely,Research & Development,21,4,Life Sciences,1,3043,Male,5,Research Scientist,Married,191610,2,Y,18,8,0,15,2,3,1,2
+40,No,Travel_Rarely,Research & Development,8,3,Other,1,3044,Male,2,Sales Executive,Married,50870,3,Y,14,8,1,10,3,7,1,7
+21,No,Non-Travel,Research & Development,1,5,Life Sciences,1,3045,Female,2,Manager,Single,28630,1,Y,14,8,0,3,2,3,2,2
+33,Yes,Travel_Rarely,Human Resources,28,2,Human Resources,1,3046,Female,5,Manager,Single,55610,1,Y,21,8,1,1,3,1,0,0
+37,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,3047,Male,4,Research Scientist,Married,21440,6,Y,19,8,0,17,3,5,0,3
+46,No,Non-Travel,Sales,2,4,Marketing,1,3048,Female,2,Laboratory Technician,Married,30650,2,Y,11,8,0,7,3,1,0,0
+41,Yes,Travel_Frequently,Research & Development,16,1,Medical,1,3049,Female,1,Research Scientist,Single,28100,1,Y,11,8,0,8,3,8,7,7
+50,No,Travel_Rarely,Research & Development,9,3,Medical,1,3050,Female,3,Laboratory Technician,Single,98880,6,Y,15,8,0,20,2,4,1,3
+40,Yes,Travel_Rarely,Research & Development,8,3,Medical,1,3051,Female,1,Healthcare Representative,Married,86280,2,Y,20,8,0,8,2,6,1,0
+31,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3052,Male,4,Human Resources,Single,28670,0,Y,24,8,0,3,5,2,2,2
+21,Yes,Travel_Rarely,Human Resources,10,2,Human Resources,1,3053,Male,1,Laboratory Technician,Single,53730,1,Y,12,8,1,1,2,1,0,0
+29,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3054,Female,2,Research Director,Single,66670,9,Y,12,8,1,6,6,3,1,2
+35,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,3055,Female,3,Sales Executive,Single,50030,9,Y,15,8,0,10,2,1,0,0
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,3056,Male,1,Sales Executive,Divorced,23670,1,Y,12,8,1,5,2,5,0,4
+28,No,Travel_Rarely,Research & Development,2,2,Medical,1,3057,Male,3,Manager,Single,28580,1,Y,12,8,0,7,2,7,0,7
+49,No,Travel_Rarely,Sales,2,3,Technical Degree,1,3058,Male,2,Manufacturing Director,Single,52040,8,Y,14,8,1,26,3,5,0,0
+51,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,3059,Male,1,Sales Executive,Married,41050,4,Y,22,8,1,18,2,7,0,7
+36,No,Travel_Rarely,Sales,15,2,Life Sciences,1,3060,Male,1,Sales Executive,Married,96790,4,Y,12,8,0,6,1,2,2,2
+34,Yes,Non-Travel,Research & Development,7,3,Life Sciences,1,3061,Male,1,Sales Representative,Single,56170,8,Y,25,8,1,9,3,5,0,4
+55,No,Travel_Rarely,Sales,26,3,Marketing,1,3062,Male,1,Laboratory Technician,Single,104480,2,Y,13,8,0,30,3,5,1,2
+24,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3063,Female,5,Manager,Divorced,28970,1,Y,18,8,3,5,4,5,0,3
+30,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,3064,Female,2,Manager,Married,59680,NA,Y,13,8,0,1,3,1,0,0
+26,Yes,Travel_Frequently,Sales,14,3,Life Sciences,1,3065,Male,2,Manager,Single,75100,0,Y,18,8,3,7,3,6,0,4
+22,No,Travel_Rarely,Research & Development,16,5,Other,1,3066,Male,1,Research Scientist,Married,29910,1,Y,19,8,2,2,3,2,1,2
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,3067,Female,5,Healthcare Representative,Married,196360,1,Y,12,8,1,10,3,10,9,0
+30,Yes,Travel_Frequently,Sales,3,2,Marketing,1,3068,Male,3,Research Scientist,Single,11290,9,Y,19,8,0,3,2,1,0,0
+37,No,Travel_Rarely,Research & Development,10,1,Technical Degree,1,3069,Male,1,Sales Executive,Divorced,133410,1,Y,14,8,1,18,3,18,12,17
+40,No,Travel_Rarely,Research & Development,6,2,Medical,1,3070,Male,3,Research Scientist,Divorced,43320,7,Y,14,8,2,8,3,5,1,3
+42,No,Travel_Rarely,Research & Development,2,3,Medical,1,3071,Female,4,Manager,Divorced,110310,3,Y,12,8,1,8,2,5,1,2
+37,No,Travel_Rarely,Sales,9,1,Marketing,1,3072,Male,3,Sales Executive,Single,44400,2,Y,11,8,1,18,3,1,0,1
+43,No,Travel_Rarely,Sales,10,2,Life Sciences,1,3073,Female,1,Sales Executive,Divorced,46170,1,Y,11,8,0,25,2,25,3,9
+40,No,Travel_Rarely,Sales,6,2,Life Sciences,1,3074,Female,1,Laboratory Technician,Married,26470,6,Y,13,8,0,20,2,1,0,0
+54,No,Travel_Rarely,Human Resources,9,3,Life Sciences,1,3075,Female,2,Manufacturing Director,Married,63230,4,Y,23,8,1,24,2,4,1,2
+34,No,Non-Travel,Research & Development,28,3,Medical,1,3076,Male,1,Laboratory Technician,Married,56770,9,Y,20,8,1,6,3,3,1,2
+31,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,3077,Male,3,Sales Executive,Married,21870,1,Y,15,8,1,13,2,13,3,12
+43,No,Travel_Frequently,Sales,14,3,Life Sciences,1,3078,Female,1,Manufacturing Director,Married,37480,7,Y,14,8,2,8,3,3,1,2
+43,No,Travel_Rarely,Sales,27,4,Life Sciences,1,3079,Male,2,Sales Representative,Divorced,39770,4,Y,18,8,1,8,3,5,0,2
+25,No,Travel_Rarely,Human Resources,7,2,Human Resources,1,3080,Male,1,Manufacturing Director,Single,86330,1,Y,19,8,1,5,2,5,1,3
+37,No,Non-Travel,Research & Development,1,3,Medical,1,3081,Male,3,Laboratory Technician,Married,20080,3,Y,22,8,0,15,5,13,10,7
+31,No,Travel_Rarely,Research & Development,24,1,Medical,1,3082,Male,3,Laboratory Technician,Married,44400,1,Y,13,8,1,4,2,4,3,2
+39,No,Travel_Frequently,Research & Development,26,4,Technical Degree,1,3083,Female,1,Sales Executive,Divorced,30670,1,Y,20,8,1,21,5,21,1,6
+56,No,Travel_Frequently,Research & Development,20,4,Life Sciences,1,3084,Female,3,Sales Executive,Married,53210,9,Y,14,8,0,36,1,7,7,7
+30,No,Travel_Rarely,Sales,5,4,Medical,1,3085,Female,2,Manufacturing Director,Single,54100,0,Y,17,8,1,6,2,5,4,4
+41,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,3086,Female,3,Research Scientist,Married,27820,1,Y,14,8,0,10,2,10,0,7
+28,No,Travel_Rarely,Research & Development,7,3,Medical,1,3087,Male,3,Healthcare Representative,Divorced,119570,1,Y,13,8,0,10,2,10,1,8
+25,Yes,Travel_Rarely,Research & Development,5,2,Life Sciences,1,3088,Female,3,Laboratory Technician,Married,26600,5,Y,13,8,0,6,3,2,0,2
+52,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,3089,Female,2,Sales Representative,Married,33750,2,Y,21,8,0,28,2,5,0,4
+45,No,Travel_Rarely,Research & Development,2,3,Medical,1,3090,Female,1,Sales Executive,Married,50980,3,Y,14,8,1,8,4,2,0,2
+52,No,Travel_Rarely,Research & Development,12,3,Medical,1,3091,Male,2,Research Scientist,Married,48780,2,Y,11,8,1,31,3,5,1,4
+42,No,Travel_Frequently,Sales,10,3,Marketing,1,3092,Female,2,Healthcare Representative,Divorced,28370,2,Y,13,8,1,19,0,5,0,2
+30,No,Travel_Rarely,Sales,25,3,Marketing,1,3093,Male,1,Sales Executive,Single,24060,2,Y,20,8,1,11,5,5,0,2
+60,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,3094,Female,1,Manufacturing Director,Married,22690,5,Y,18,8,1,33,4,29,11,10
+46,No,Travel_Rarely,Sales,19,4,Marketing,1,3095,Female,1,Sales Executive,Divorced,41080,2,Y,14,8,0,19,5,10,0,8
+42,No,Travel_Frequently,Research & Development,18,4,Technical Degree,1,3096,Male,4,Sales Executive,Married,132060,0,Y,13,8,2,7,2,6,0,4
+24,Yes,Travel_Rarely,Research & Development,27,2,Medical,1,3097,Male,1,Research Scientist,Single,104220,1,Y,17,8,1,6,0,5,1,4
+34,Yes,Travel_Frequently,Research & Development,5,3,Medical,1,3098,Male,2,Research Scientist,Divorced,137440,0,Y,20,8,1,3,3,2,1,0
+38,No,Travel_Frequently,Sales,3,3,Marketing,1,3099,Female,2,Sales Executive,Married,49070,1,Y,11,8,1,1,3,1,0,0
+40,No,Travel_Rarely,Sales,26,4,Marketing,1,3100,Female,1,Sales Executive,Married,34820,0,Y,18,8,1,21,2,20,1,12
+26,No,Travel_Rarely,Research & Development,3,2,Medical,1,3101,Female,4,Healthcare Representative,Divorced,24360,1,Y,24,8,0,3,2,3,0,2
+30,No,Non-Travel,Research & Development,15,3,Medical,1,3102,Female,2,Sales Executive,Married,23800,4,Y,18,8,3,9,2,5,1,4
+29,No,Travel_Rarely,Research & Development,8,3,Medical,1,3103,Female,3,Manufacturing Director,Married,194310,1,Y,11,8,0,10,3,10,0,7
+29,Yes,Travel_Rarely,Research & Development,19,4,Life Sciences,1,3104,Male,3,Research Scientist,Married,17900,5,Y,16,8,1,6,4,2,1,1
+19,Yes,Travel_Rarely,Research & Development,4,3,Medical,1,3105,Male,1,Sales Executive,Single,76440,1,Y,15,8,2,1,2,1,0,0
+30,No,Non-Travel,Research & Development,2,4,Life Sciences,1,3106,Female,3,Research Scientist,Married,51310,0,Y,15,8,1,10,2,9,7,8
+57,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,3107,Male,4,Research Scientist,Divorced,63060,3,Y,12,8,1,32,3,1,0,0
+50,No,Travel_Rarely,Sales,10,4,Life Sciences,1,3108,Female,3,Manager,Married,47870,0,Y,12,8,0,28,3,27,15,7
+30,No,Non-Travel,Sales,10,2,Life Sciences,1,3109,Male,3,Laboratory Technician,Single,188800,0,Y,22,8,1,12,3,11,6,7
+60,No,Travel_Frequently,Research & Development,16,3,Life Sciences,1,3110,Female,4,Laboratory Technician,Married,23390,4,Y,20,8,0,22,4,18,13,11
+47,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,3111,Male,5,Manufacturing Director,Divorced,135700,5,Y,16,8,2,20,2,5,0,4
+46,No,Travel_Rarely,Sales,4,1,Technical Degree,1,3112,Male,1,Laboratory Technician,Married,67120,6,Y,21,8,1,26,3,3,0,1
+35,No,Travel_Rarely,Research & Development,15,2,Medical,1,3113,Female,2,Laboratory Technician,Single,54060,0,Y,12,8,1,6,2,5,4,3
+54,No,Travel_Rarely,Research & Development,2,4,Medical,1,3114,Male,2,Human Resources,Single,89380,7,Y,11,8,3,19,2,1,0,0
+34,No,Travel_Rarely,Sales,8,2,Life Sciences,1,3115,Male,1,Laboratory Technician,Divorced,24390,3,Y,11,8,2,14,2,7,5,7
+46,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3116,Male,1,Healthcare Representative,Married,88370,2,Y,18,8,0,15,3,3,1,2
+31,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,3117,Male,2,Research Director,Divorced,53430,1,Y,14,8,1,13,3,13,0,8
+33,Yes,Travel_Rarely,Research & Development,10,3,Life Sciences,1,3118,Female,4,Research Director,Married,67280,7,Y,22,8,0,15,2,7,7,7
+33,Yes,Travel_Rarely,Sales,5,4,Marketing,1,3119,Male,2,Research Director,Divorced,66520,7,Y,25,8,0,8,5,4,1,3
+30,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3120,Male,1,Sales Executive,Single,48500,0,Y,12,8,1,4,4,3,1,2
+35,No,Travel_Rarely,Research & Development,12,2,Medical,1,3121,Female,2,Sales Representative,Married,28090,4,Y,23,8,1,NA,2,8,0,0
+31,Yes,Travel_Frequently,Research & Development,22,2,Medical,1,3122,Female,2,Sales Executive,Married,56890,3,Y,15,8,2,12,2,1,0,0
+34,Yes,Travel_Frequently,Sales,17,1,Marketing,1,3123,Male,1,Research Director,Divorced,20010,9,Y,22,8,1,11,5,3,0,2
+42,No,Travel_Frequently,Research & Development,2,4,Medical,1,3124,Female,1,Research Scientist,Married,29770,4,Y,15,8,3,8,3,2,2,0
+36,No,Non-Travel,Research & Development,3,4,Medical,1,3125,Male,1,Research Scientist,Single,40250,1,Y,11,8,0,10,3,10,9,7
+22,Yes,Travel_Frequently,Research & Development,7,3,Medical,1,3126,Female,2,Laboratory Technician,Single,37850,5,Y,13,8,2,4,2,2,1,2
+48,No,Travel_Rarely,Research & Development,6,3,Medical,1,3127,Male,1,Laboratory Technician,Married,108540,2,Y,14,8,1,14,6,9,6,7
+55,No,Travel_Rarely,Research & Development,1,3,Medical,1,3128,Female,1,Sales Executive,Single,120310,3,Y,11,8,0,37,5,10,7,7
+41,No,Non-Travel,Research & Development,3,2,Life Sciences,1,3129,Female,2,Research Scientist,Single,99360,7,Y,17,8,1,16,2,14,1,10
+35,No,Travel_Rarely,Research & Development,22,3,Medical,1,3130,Female,1,Sales Representative,Married,29660,9,Y,18,8,0,15,2,11,6,9
+40,No,Travel_Rarely,Research & Development,15,3,Life Sciences,1,3131,Female,2,Laboratory Technician,Single,25710,7,Y,14,8,0,22,1,20,5,13
+39,No,Travel_Frequently,Research & Development,12,1,Medical,1,3132,Male,1,Research Scientist,Married,99910,1,Y,16,8,1,8,3,8,0,7
+31,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3133,Male,3,Research Director,Single,61420,4,Y,13,8,2,10,2,6,0,5
+42,No,Travel_Rarely,Research & Development,5,3,Medical,1,3134,Male,3,Sales Executive,Married,53900,1,Y,14,8,0,10,3,10,5,8
+45,No,Travel_Rarely,Research & Development,2,1,Medical,1,3135,Female,4,Sales Executive,Married,44040,0,Y,23,8,0,9,2,8,3,7
+26,Yes,Travel_Frequently,Research & Development,2,1,Life Sciences,1,3136,Female,2,Laboratory Technician,Divorced,59930,0,Y,12,8,0,8,3,7,1,0
+29,No,Travel_Rarely,Research & Development,5,3,Medical,1,3137,Male,1,Research Scientist,Divorced,51300,4,Y,11,8,0,8,3,3,1,2
+33,No,Travel_Rarely,Research & Development,16,3,Medical,1,3138,Female,1,Laboratory Technician,Divorced,20900,4,Y,16,8,0,10,2,6,0,5
+31,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,3139,Female,1,Sales Executive,Divorced,29090,9,Y,14,8,2,10,2,5,0,1
+18,Yes,Travel_Frequently,Research & Development,2,3,Technical Degree,1,3140,Male,1,Sales Executive,Single,34680,1,Y,18,8,2,0,4,0,0,0
+40,No,Non-Travel,Research & Development,1,4,Technical Degree,1,3141,Female,2,Laboratory Technician,Divorced,30680,3,Y,19,8,0,20,3,1,0,1
+41,No,Non-Travel,Research & Development,23,3,Life Sciences,1,3142,Male,2,Manufacturing Director,Single,26700,2,Y,15,8,2,10,2,8,0,7
+26,No,Travel_Rarely,Research & Development,9,4,Medical,1,3143,Male,3,Healthcare Representative,Divorced,26930,5,Y,17,8,3,8,3,0,0,0
+35,No,Travel_Rarely,Research & Development,16,4,Medical,1,3144,Male,2,Human Resources,Single,95260,1,Y,15,8,0,5,2,5,0,3
+34,No,Travel_Rarely,Research & Development,26,3,Medical,1,3145,Male,1,Laboratory Technician,Single,52370,1,Y,19,8,1,10,3,10,5,7
+26,Yes,Travel_Rarely,Sales,1,3,Marketing,1,3146,Female,2,Manufacturing Director,Single,24260,1,Y,22,8,0,1,3,1,0,0
+37,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,3147,Male,1,Sales Executive,Single,41930,4,Y,16,8,1,12,5,6,1,2
+46,No,Travel_Frequently,Research & Development,4,1,Medical,1,3148,Male,5,Human Resources,Married,29110,5,Y,13,8,0,28,3,2,1,2
+41,No,Travel_Rarely,Research & Development,24,1,Life Sciences,1,3149,Male,1,Research Director,Married,26610,7,Y,14,8,1,22,2,18,11,8
+37,No,Non-Travel,Research & Development,7,2,Medical,1,3150,Male,1,Sales Executive,Divorced,20280,1,Y,16,8,1,9,3,9,7,7
+52,No,Travel_Rarely,Sales,2,1,Medical,1,3151,Male,1,Laboratory Technician,Divorced,99800,3,Y,11,8,1,18,2,10,6,9
+32,Yes,Non-Travel,Research & Development,7,2,Life Sciences,1,3152,Female,2,Research Director,Married,32980,8,Y,22,8,0,6,4,4,1,2
+24,No,Travel_Frequently,Sales,22,3,Life Sciences,1,3153,Female,1,Healthcare Representative,Married,29350,0,Y,14,8,2,3,5,2,2,1
+38,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,3154,Female,1,Research Scientist,Married,154270,3,Y,16,8,1,18,2,1,0,0
+37,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,3155,Female,5,Research Scientist,Married,39440,6,Y,11,8,2,8,3,6,4,3
+49,No,Travel_Rarely,Sales,21,1,Life Sciences,1,3156,Male,1,Sales Executive,Divorced,40110,1,Y,18,8,2,31,2,31,0,9
+24,No,Travel_Rarely,Sales,1,3,Marketing,1,3157,Female,1,Sales Executive,Married,34070,1,Y,15,8,2,6,2,6,1,4
+26,No,Travel_Rarely,Research & Development,19,4,Technical Degree,1,3158,Female,4,Sales Executive,Married,119940,1,Y,14,8,1,6,6,5,1,4
+24,No,Travel_Rarely,Sales,7,3,Medical,1,3159,Female,1,Laboratory Technician,Married,12320,1,Y,12,8,0,1,4,1,0,0
+50,No,Travel_Frequently,Sales,2,2,Marketing,1,3160,Male,1,Sales Executive,Married,29600,1,Y,14,8,3,32,2,32,10,7
+25,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3161,Male,1,Research Scientist,Married,190940,1,Y,16,8,0,7,3,7,0,6
+24,Yes,Travel_Frequently,Research & Development,2,3,Medical,1,3162,Male,2,Research Scientist,Married,39190,1,Y,21,8,0,6,3,6,1,2
+30,Yes,Travel_Frequently,Research & Development,9,3,Other,1,3163,Male,2,Healthcare Representative,Married,68250,1,Y,14,8,0,1,2,1,0,0
+34,No,Travel_Rarely,Sales,6,2,Life Sciences,1,3164,Male,4,Research Director,Married,102480,1,Y,12,8,1,6,4,6,1,3
+31,Yes,Travel_Rarely,Research & Development,9,1,Medical,1,3165,Female,1,Sales Representative,Divorced,189470,2,Y,12,8,2,9,2,3,1,2
+35,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3166,Female,5,Sales Executive,Single,24960,4,Y,17,8,3,9,3,3,0,2
+31,No,Travel_Rarely,Sales,1,3,Marketing,1,3167,Female,2,Sales Executive,Divorced,64650,4,Y,17,8,0,13,3,7,5,7
+27,No,Travel_Rarely,Sales,22,4,Medical,1,3168,Male,1,Sales Representative,Divorced,22060,0,Y,14,8,1,6,4,5,0,3
+37,No,Travel_Rarely,Sales,9,4,Marketing,1,3169,Female,2,Laboratory Technician,Married,20860,4,Y,14,8,0,17,3,3,1,0
+20,No,Travel_Rarely,Research & Development,17,4,Medical,1,3170,Female,1,Sales Representative,Single,22930,1,Y,13,8,2,1,3,1,0,0
+42,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,3171,Female,2,Manufacturing Director,Married,26450,1,Y,15,8,0,10,5,10,2,2
+43,No,Travel_Rarely,Research & Development,10,5,Technical Degree,1,3172,Female,2,Sales Executive,Divorced,26830,4,Y,11,8,0,21,3,1,0,0
+38,No,Travel_Rarely,Human Resources,2,4,Medical,1,3173,Male,1,Human Resources,Single,20140,3,Y,17,8,1,8,5,0,0,0
+43,No,Travel_Frequently,Sales,4,3,Medical,1,3174,Female,2,Healthcare Representative,Divorced,34190,3,Y,11,8,1,10,5,8,4,7
+48,No,Travel_Rarely,Research & Development,8,1,Medical,1,3175,Male,2,Laboratory Technician,Married,53760,7,Y,13,8,1,21,3,3,0,2
+44,No,Travel_Rarely,Sales,29,4,Marketing,1,3176,Male,2,Sales Executive,Single,19510,4,Y,22,8,3,10,4,2,0,2
+34,No,Travel_Rarely,Research & Development,13,4,Life Sciences,1,3177,Female,1,Laboratory Technician,Divorced,23410,1,Y,20,8,2,8,3,8,0,6
+27,Yes,Travel_Rarely,Sales,27,3,Life Sciences,1,3178,Male,2,Research Scientist,Divorced,22930,0,Y,18,8,0,5,0,4,0,2
+21,No,Travel_Rarely,Sales,16,2,Life Sciences,1,3179,Male,3,Sales Executive,Single,87260,1,Y,11,8,1,3,2,3,1,2
+44,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,3180,Male,1,Laboratory Technician,Married,40110,4,Y,14,8,1,26,2,2,0,1
+22,No,Travel_Rarely,Research & Development,2,2,Medical,1,3181,Female,2,Laboratory Technician,Married,195450,0,Y,14,8,0,3,3,2,2,2
+33,No,Travel_Rarely,Sales,13,4,Marketing,1,3182,Female,2,Manufacturing Director,Divorced,45680,0,Y,18,8,1,6,2,5,1,2
+32,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,3183,Female,1,Healthcare Representative,Married,30220,1,Y,16,8,1,6,3,6,0,5
+30,No,Travel_Frequently,Research & Development,4,5,Technical Degree,1,3184,Male,3,Manager,Divorced,57720,1,Y,17,8,0,1,3,1,0,0
+53,No,Travel_Rarely,Research & Development,24,3,Other,1,3185,Female,3,Manager,Single,22690,7,Y,11,8,1,18,2,14,8,10
+34,No,Travel_Rarely,Research & Development,1,5,Medical,1,3186,Male,1,Research Scientist,Married,53810,1,Y,12,8,0,10,0,10,8,8
+45,Yes,Travel_Frequently,Research & Development,19,4,Life Sciences,1,3187,Male,3,Research Director,Married,34410,2,Y,13,8,1,5,5,1,0,0
+26,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,3188,Male,1,Manufacturing Director,Married,54540,1,Y,13,8,1,3,5,3,0,2
+37,No,Travel_Rarely,Research & Development,4,3,Medical,1,3189,Male,1,Manager,Married,98840,1,Y,14,8,0,10,3,10,7,8
+29,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3190,Female,1,Healthcare Representative,Married,41570,1,Y,17,8,3,6,2,6,1,2
+35,No,Travel_Rarely,Research & Development,10,5,Medical,1,3191,Female,4,Laboratory Technician,Single,134580,1,Y,11,8,0,17,3,17,11,8
+33,No,Travel_Frequently,Research & Development,8,3,Technical Degree,1,3192,Male,2,Laboratory Technician,Divorced,90690,3,Y,25,8,1,15,3,13,4,7
+54,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,3193,Female,2,Sales Executive,Married,40140,2,Y,19,8,1,16,4,9,7,1
+36,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,3194,Male,2,Research Scientist,Divorced,59150,2,Y,13,8,1,13,3,3,0,2
+27,No,Travel_Rarely,Sales,9,3,Marketing,1,3195,Male,5,Research Director,Single,59930,0,Y,14,8,1,5,3,4,1,1
+20,Yes,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3196,Male,5,Sales Representative,Single,61620,1,Y,12,8,3,1,2,1,1,1
+33,Yes,Travel_Frequently,Research & Development,15,4,Medical,1,3197,Female,1,Laboratory Technician,Single,24060,1,Y,11,8,0,10,3,10,9,7
+35,No,Non-Travel,Research & Development,2,1,Medical,1,3198,Male,1,Research Scientist,Married,187400,1,Y,19,8,1,1,2,1,0,0
+23,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3199,Male,1,Healthcare Representative,Married,76370,2,Y,11,8,1,5,3,3,0,2
+25,No,Travel_Rarely,Research & Development,11,3,Medical,1,3200,Male,2,Manufacturing Director,Married,100960,0,Y,11,8,1,4,3,3,1,2
+38,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,3201,Male,5,Research Scientist,Single,147560,0,Y,20,8,1,8,3,7,0,5
+29,No,Travel_Frequently,Sales,2,4,Life Sciences,1,3202,Male,4,Healthcare Representative,Divorced,64990,1,Y,18,8,3,10,3,10,2,8
+48,No,Travel_Rarely,Research & Development,16,3,Technical Degree,1,3203,Male,1,Sales Executive,Married,97240,3,Y,13,8,0,12,2,2,2,2
+27,No,Travel_Frequently,Sales,4,3,Technical Degree,1,3204,Male,5,Laboratory Technician,Divorced,21940,1,Y,12,8,0,6,5,6,0,4
+37,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,3205,Male,3,Manager,Single,33880,3,Y,11,8,0,4,2,1,0,0
+50,No,Travel_Rarely,Sales,5,3,Medical,1,3206,Male,1,Laboratory Technician,Married,54730,1,Y,19,8,1,20,2,20,3,8
+34,No,Travel_Rarely,Research & Development,18,1,Medical,1,3207,Male,1,Healthcare Representative,Single,27030,1,Y,21,8,1,9,2,8,7,7
+24,Yes,Travel_Rarely,Research & Development,17,2,Life Sciences,1,3208,Female,1,Healthcare Representative,Single,25010,9,Y,12,8,0,4,3,2,2,0
+39,No,Travel_Rarely,Research & Development,12,5,Medical,1,3209,Female,1,Sales Representative,Single,62200,1,Y,14,8,2,20,2,20,11,10
+32,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3210,Male,5,Research Scientist,Single,30380,1,Y,11,8,0,10,5,10,0,8
+50,Yes,Travel_Frequently,Research & Development,4,2,Medical,1,3211,Male,4,Sales Representative,Married,44240,3,Y,14,8,1,18,2,4,1,3
+38,No,Travel_Rarely,Research & Development,9,4,Life Sciences,1,3212,Male,1,Sales Executive,Single,43120,0,Y,12,8,1,10,2,9,1,8
+27,No,Travel_Rarely,Research & Development,10,3,Medical,1,3213,Male,5,Research Scientist,Married,132450,1,Y,23,8,1,9,3,9,0,7
+32,No,Travel_Rarely,Sales,1,3,Medical,1,3214,Male,2,Sales Executive,Single,136640,3,Y,14,8,0,10,6,7,7,7
+47,No,Travel_Rarely,Research & Development,2,3,Medical,1,3215,Female,5,Sales Executive,Single,50210,2,Y,17,8,0,20,3,7,1,7
+40,No,Travel_Frequently,Research & Development,3,4,Medical,1,3216,Female,3,Human Resources,Married,51260,5,Y,18,8,0,20,2,18,1,12
+53,No,Travel_Rarely,Research & Development,7,1,Life Sciences,1,3217,Male,2,Laboratory Technician,Married,28590,3,Y,18,8,1,32,2,5,1,3
+41,No,Travel_Rarely,Sales,6,3,Medical,1,3218,Male,1,Sales Executive,Divorced,102390,3,Y,24,8,3,23,3,21,12,6
+60,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,3219,Female,5,Laboratory Technician,Single,53290,8,Y,20,8,0,10,3,2,2,2
+27,No,Travel_Frequently,Research & Development,29,1,Life Sciences,1,3220,Male,2,Manufacturing Director,Divorced,43250,1,Y,14,8,0,9,2,9,1,7
+41,No,Travel_Rarely,Research & Development,3,3,Medical,1,3221,Male,1,Manufacturing Director,Married,72600,1,Y,16,8,0,22,2,22,2,10
+50,No,Travel_Rarely,Sales,9,3,Life Sciences,1,3222,Male,2,Research Scientist,Married,23220,7,Y,25,8,1,4,0,2,2,2
+28,Yes,Travel_Rarely,Sales,2,4,Life Sciences,1,3223,Male,3,Research Scientist,Single,20750,7,Y,18,8,3,10,0,7,3,7
+36,No,Non-Travel,Research & Development,10,4,Technical Degree,1,3224,Female,2,Research Scientist,Married,41520,9,Y,19,8,1,10,3,8,0,5
+38,No,Travel_Rarely,Research & Development,1,3,Medical,1,3225,Female,3,Manager,Single,96190,4,Y,13,8,1,10,2,1,0,0
+44,No,Non-Travel,Research & Development,8,2,Life Sciences,1,3226,Male,1,Research Scientist,Single,135030,2,Y,12,8,0,9,6,5,1,4
+47,No,Travel_Frequently,Research & Development,27,3,Life Sciences,1,3227,Male,1,Research Scientist,Divorced,54410,9,Y,22,8,1,28,6,22,11,13
+30,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,3228,Male,2,Sales Executive,Divorced,52090,7,Y,14,8,1,10,3,8,7,7
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,3229,Female,1,Sales Executive,Single,106730,1,Y,13,8,3,1,2,1,0,0
+42,Yes,Travel_Frequently,Research & Development,10,1,Life Sciences,1,3230,Female,1,Sales Executive,Divorced,50100,6,Y,21,8,3,7,3,2,2,2
+43,No,Travel_Frequently,Research & Development,26,1,Life Sciences,1,3231,Male,1,Laboratory Technician,Married,135490,3,Y,11,8,2,7,3,2,2,2
+34,No,Travel_Rarely,Research & Development,2,5,Technical Degree,1,3232,Male,2,Healthcare Representative,Single,49990,3,Y,12,8,2,10,2,5,4,3
+23,No,Travel_Rarely,Sales,13,3,Marketing,1,3233,Male,5,Sales Executive,Married,42210,1,Y,11,8,1,5,4,4,0,2
+39,No,Travel_Rarely,Sales,2,4,Marketing,1,3234,Female,4,Healthcare Representative,Married,138720,9,Y,12,8,3,12,3,8,3,6
+56,No,Travel_Rarely,Research & Development,2,4,Medical,1,3235,Male,1,Manager,Married,20420,7,Y,12,8,0,30,6,10,1,1
+40,No,Travel_Rarely,Sales,9,3,Marketing,1,3236,Male,2,Research Scientist,Single,20730,0,Y,14,8,0,5,3,4,2,3
+27,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,3237,Female,1,Laboratory Technician,Single,29560,8,Y,13,8,0,9,6,7,0,7
+29,No,Travel_Rarely,Sales,20,3,Marketing,1,3238,Female,2,Manager,Divorced,29260,1,Y,15,8,1,2,3,2,2,2
+53,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,3239,Female,3,Laboratory Technician,Single,48090,2,Y,18,8,0,19,2,2,2,2
+35,No,Non-Travel,Research & Development,5,1,Medical,1,3240,Male,1,Healthcare Representative,Divorced,51630,2,Y,18,8,2,16,4,1,0,0
+32,No,Travel_Frequently,Sales,4,4,Life Sciences,1,3241,Male,2,Sales Executive,Married,188440,1,Y,19,8,0,10,3,10,4,7
+38,No,Travel_Rarely,Sales,10,3,Medical,1,3242,Male,4,Laboratory Technician,Married,181720,6,Y,12,8,2,6,5,1,0,1
+34,No,Travel_Rarely,Research & Development,20,3,Medical,1,3243,Female,3,Laboratory Technician,Divorced,57440,3,Y,19,8,1,7,4,0,0,0
+52,No,Travel_Rarely,Sales,21,5,Technical Degree,1,3244,Male,3,Manager,Married,28890,1,Y,11,8,1,34,2,34,1,16
+33,Yes,Travel_Rarely,Research & Development,1,2,Medical,1,3245,Male,3,Laboratory Technician,Single,28710,1,Y,17,8,3,10,2,10,7,8
+25,No,Travel_Rarely,Research & Development,8,3,Life Sciences,1,3246,Male,2,Research Scientist,Single,74840,1,Y,15,8,0,6,3,6,1,4
+45,No,Travel_Rarely,Sales,2,3,Life Sciences,1,3247,Male,3,Healthcare Representative,Single,60740,0,Y,14,8,0,9,2,8,3,1
+23,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,3248,Female,2,Research Scientist,Single,173280,1,Y,17,8,1,2,2,2,0,2
+47,Yes,Travel_Frequently,Research & Development,4,3,Life Sciences,1,3249,Male,1,Research Director,Single,27740,4,Y,13,8,1,8,2,5,1,3
+34,No,Travel_Rarely,Research & Development,12,3,Technical Degree,1,3250,Male,1,Research Scientist,Single,45050,1,Y,12,8,0,6,3,6,1,4
+55,Yes,Travel_Rarely,Human Resources,7,3,Human Resources,1,3251,Male,4,Laboratory Technician,Married,74280,5,Y,12,8,0,24,2,5,1,4
+36,No,Non-Travel,Research & Development,7,2,Life Sciences,1,3252,Male,5,Sales Executive,Single,116310,1,Y,18,8,1,10,2,10,0,9
+52,No,Non-Travel,Research & Development,1,4,Life Sciences,1,3253,Male,5,Sales Executive,Married,97380,0,Y,18,8,2,5,2,4,1,2
+26,No,Travel_Frequently,Research & Development,2,2,Life Sciences,1,3254,Male,1,Manufacturing Director,Divorced,28350,3,Y,11,8,1,5,2,2,2,0
+29,No,Travel_Rarely,Research & Development,10,2,Medical,1,3255,Male,3,Manufacturing Director,Married,169590,4,Y,14,8,3,11,5,8,1,1
+26,Yes,Travel_Rarely,Research & Development,15,2,Life Sciences,1,3256,Male,2,Laboratory Technician,Single,26130,6,Y,19,8,1,6,2,4,1,2
+34,No,Travel_Rarely,Research & Development,14,4,Technical Degree,1,3257,Male,2,Manufacturing Director,Single,61460,2,Y,12,8,0,10,3,4,1,3
+54,No,Travel_Rarely,Research & Development,18,4,Medical,1,3258,Female,2,Laboratory Technician,Divorced,49630,9,Y,15,8,1,9,2,5,1,4
+27,No,Travel_Frequently,Research & Development,13,2,Life Sciences,1,3259,Female,4,Research Scientist,Married,195370,0,Y,12,8,0,5,5,4,1,1
+37,No,Travel_Rarely,Sales,2,4,Technical Degree,1,3260,Male,2,Manufacturing Director,Divorced,61720,0,Y,11,8,0,6,1,5,4,3
+38,No,Travel_Frequently,Sales,2,4,Life Sciences,1,3261,Female,2,Research Scientist,Single,23680,6,Y,11,8,1,17,3,15,4,12
+34,No,Travel_Rarely,Sales,2,3,Marketing,1,3262,Male,1,Sales Representative,Single,103120,1,Y,12,8,0,6,2,6,1,3
+35,No,Travel_Rarely,Research & Development,5,4,Medical,1,3263,Male,3,Manager,Married,16750,1,Y,16,8,0,3,6,3,0,2
+30,No,Travel_Rarely,Research & Development,20,3,Medical,1,3264,Male,1,Laboratory Technician,Married,25230,3,Y,13,8,1,7,2,2,0,2
+40,No,Travel_Frequently,Research & Development,10,4,Medical,1,3265,Male,2,Manufacturing Director,Married,65670,1,Y,13,8,1,8,3,8,3,7
+34,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,3266,Male,3,Healthcare Representative,Married,47390,5,Y,24,8,2,6,2,3,1,2
+42,No,Travel_Frequently,Research & Development,9,4,Medical,1,3267,Male,1,Manufacturing Director,Divorced,92080,1,Y,15,8,1,24,2,24,14,9
+23,Yes,Travel_Rarely,Sales,2,3,Medical,1,3268,Female,4,Manufacturing Director,Married,45590,1,Y,18,8,1,1,2,0,0,0
+24,No,Non-Travel,Sales,1,5,Marketing,1,3269,Female,1,Manufacturing Director,Divorced,81890,1,Y,14,8,1,1,3,1,0,0
+52,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,3270,Male,2,Manufacturing Director,Married,29420,8,Y,11,8,1,9,1,5,1,4
+50,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,3271,Male,2,Sales Executive,Married,49410,5,Y,11,8,1,30,3,4,0,3
+29,Yes,Travel_Rarely,Sales,2,4,Marketing,1,3272,Female,4,Research Scientist,Married,106500,1,Y,13,8,2,1,2,1,0,0
+33,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,3273,Male,4,Manufacturing Director,Married,59020,0,Y,12,8,1,14,2,13,3,7
+33,Yes,Travel_Rarely,Research & Development,23,5,Life Sciences,1,3274,Male,1,Human Resources,Single,86390,5,Y,16,8,2,6,3,3,0,2
+47,No,Travel_Rarely,Research & Development,6,4,Other,1,3275,Male,2,Manager,Married,63470,1,Y,14,8,0,26,2,26,3,0
+36,No,Travel_Rarely,Sales,6,3,Medical,1,3276,Female,2,Sales Executive,Married,42000,0,Y,22,8,0,10,3,9,0,5
+29,No,Travel_Rarely,Research & Development,10,3,Other,1,3277,Male,1,Research Scientist,Married,34520,1,Y,11,8,0,10,3,10,0,7
+58,Yes,Travel_Rarely,Research & Development,24,3,Other,1,3278,Female,2,Research Scientist,Single,43170,7,Y,17,8,0,40,2,31,13,8
+35,No,Travel_Rarely,Sales,10,4,Marketing,1,3279,Female,1,Research Scientist,Single,26320,3,Y,13,8,3,7,3,2,2,2
+42,No,Travel_Rarely,Sales,15,1,Marketing,1,3280,Male,2,Laboratory Technician,Married,46680,9,Y,18,8,2,8,2,4,0,2
+28,Yes,Travel_Rarely,Research & Development,19,4,Medical,1,3281,Female,2,Sales Executive,Single,32040,6,Y,16,8,1,5,4,2,2,1
+36,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3282,Male,2,Healthcare Representative,Married,27200,4,Y,14,8,1,8,3,5,0,4
+32,No,Travel_Rarely,Research & Development,3,1,Medical,1,3283,Male,2,Manufacturing Director,Married,171810,1,Y,14,8,0,14,2,14,6,8
+40,No,Travel_Frequently,Sales,9,3,Marketing,1,3284,Male,3,Manufacturing Director,Single,22380,6,Y,14,8,0,10,3,1,0,0
+30,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,3285,Male,2,Research Director,Single,14830,5,Y,13,8,0,12,3,0,0,0
+45,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,3286,Male,1,Research Director,Single,56050,1,Y,12,8,2,1,2,1,0,0
+42,No,Travel_Rarely,Research & Development,20,2,Medical,1,3287,Male,2,Sales Representative,Married,72950,1,Y,15,8,0,10,3,9,7,8
+38,No,Travel_Frequently,Sales,4,3,Medical,1,3288,Male,2,Research Scientist,Divorced,23060,2,Y,19,8,1,13,5,4,1,2
+34,No,Travel_Frequently,Research & Development,7,4,Life Sciences,1,3289,Male,3,Laboratory Technician,Single,23480,1,Y,14,8,1,6,3,5,1,3
+49,Yes,Travel_Rarely,Sales,7,2,Life Sciences,1,3290,Female,2,Healthcare Representative,Married,89980,1,Y,14,8,2,9,2,9,7,7
+55,Yes,Travel_Rarely,Human Resources,16,3,Technical Degree,1,3291,Male,4,Manufacturing Director,Single,43190,4,Y,11,8,0,12,3,9,7,3
+43,No,Travel_Rarely,Research & Development,25,2,Medical,1,3292,Male,2,Healthcare Representative,Married,61320,6,Y,13,8,0,22,3,4,1,0
+27,No,Travel_Rarely,Sales,2,4,Medical,1,3293,Male,2,Manager,Divorced,33460,1,Y,21,8,1,9,2,9,0,8
+35,No,Travel_Rarely,Research & Development,1,3,Medical,1,3294,Male,1,Research Director,Single,108550,3,Y,13,8,1,17,2,8,1,6
+28,No,Travel_Rarely,Sales,1,2,Technical Degree,1,3295,Female,1,Sales Executive,Married,22310,1,Y,12,8,0,8,3,8,7,5
+34,No,Travel_Rarely,Sales,2,5,Life Sciences,1,3296,Male,4,Research Scientist,Married,23230,0,Y,17,8,0,4,2,3,0,2
+26,Yes,Travel_Frequently,Research & Development,22,4,Other,1,3297,Female,1,Sales Executive,Married,20240,1,Y,23,8,0,8,2,8,1,7
+27,No,Non-Travel,Sales,1,3,Technical Degree,1,3298,Female,1,Sales Executive,Married,27130,1,Y,11,8,0,0,2,0,0,0
+51,No,Travel_Rarely,Sales,16,3,Medical,1,3299,Male,3,Research Scientist,Married,94390,2,Y,15,8,3,29,0,20,4,17
+44,No,Travel_Rarely,Sales,24,5,Medical,1,3300,Female,1,Sales Executive,Single,25660,9,Y,11,8,1,10,3,5,2,3
+25,No,Travel_Rarely,Research & Development,17,3,Medical,1,3301,Male,1,Laboratory Technician,Single,199260,7,Y,11,8,3,6,5,4,0,1
+33,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,3302,Male,3,Laboratory Technician,Divorced,24510,1,Y,13,8,1,9,3,9,0,8
+35,No,Travel_Rarely,Sales,6,4,Medical,1,3303,Female,2,Manager,Single,94190,1,Y,24,8,1,6,5,6,1,1
+36,No,Travel_Rarely,Sales,10,4,Marketing,1,3304,Male,3,Manager,Married,86860,1,Y,13,8,0,18,2,18,4,11
+32,No,Travel_Rarely,Research & Development,3,4,Medical,1,3305,Female,4,Sales Executive,Divorced,30380,2,Y,20,8,0,8,3,5,0,3
+30,No,Travel_Frequently,Research & Development,4,5,Medical,1,3306,Male,5,Sales Representative,Divorced,30580,9,Y,14,8,1,10,2,5,0,3
+53,No,Travel_Rarely,Sales,6,3,Marketing,1,3307,Male,4,Sales Executive,Married,23250,7,Y,18,8,1,35,1,5,0,4
+45,No,Travel_Rarely,Research & Development,1,5,Technical Degree,1,3308,Male,2,Healthcare Representative,Divorced,20880,4,Y,15,8,3,18,2,5,0,2
+32,No,Travel_Rarely,Sales,10,3,Marketing,1,3309,Female,1,Human Resources,Married,30720,5,Y,12,8,0,9,4,5,1,3
+52,No,Travel_Frequently,Research & Development,1,1,Life Sciences,1,3310,Male,2,Laboratory Technician,Married,50060,3,Y,16,8,1,31,2,9,0,0
+37,No,Travel_Rarely,Sales,24,2,Life Sciences,1,3311,Female,4,Laboratory Technician,Divorced,42570,4,Y,15,8,0,9,2,1,0,0
+28,No,Travel_Rarely,Research & Development,21,4,Life Sciences,1,3312,Female,1,Healthcare Representative,Divorced,25000,1,Y,16,8,2,6,3,5,0,4
+22,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,3313,Male,1,Sales Representative,Married,11020,6,Y,19,8,0,4,3,2,2,2
+44,No,Travel_Rarely,Research & Development,22,3,Medical,1,3314,Female,1,Laboratory Technician,Married,104530,2,Y,11,8,1,10,2,3,0,2
+42,No,Travel_Frequently,Sales,13,4,Life Sciences,1,3315,Female,2,Laboratory Technician,Single,22880,5,Y,16,8,1,8,4,2,2,2
+36,No,Travel_Rarely,Research & Development,14,3,Other,1,3316,Male,2,Research Scientist,Married,39290,0,Y,24,8,0,6,6,5,0,3
+25,No,Travel_Rarely,Sales,11,3,Life Sciences,1,3317,Female,1,Laboratory Technician,Married,23110,1,Y,11,8,1,5,2,5,0,3
+35,No,Travel_Rarely,Research & Development,9,2,Life Sciences,1,3318,Female,1,Healthcare Representative,Married,31400,1,Y,13,8,1,17,2,17,5,15
+35,Yes,Travel_Frequently,Sales,8,2,Marketing,1,3319,Female,1,Laboratory Technician,Divorced,36900,1,Y,13,8,1,10,2,10,7,8
+32,No,Non-Travel,Research & Development,21,3,Life Sciences,1,3320,Male,1,Sales Executive,Divorced,44500,0,Y,13,8,0,4,3,3,0,2
+25,No,Travel_Rarely,Sales,5,3,Marketing,1,3321,Female,4,Research Scientist,Married,27560,1,Y,12,8,2,5,2,5,0,3
+49,No,Travel_Rarely,Sales,9,3,Technical Degree,1,3322,Female,2,Sales Representative,Married,190330,2,Y,18,8,1,7,5,4,0,2
+24,No,Non-Travel,Research & Development,2,5,Technical Degree,1,3323,Male,2,Healthcare Representative,Married,187220,0,Y,22,8,1,6,3,5,3,4
+32,No,Travel_Frequently,Research & Development,12,5,Medical,1,3324,Male,1,Research Scientist,Married,95470,1,Y,13,8,1,10,3,10,5,3
+38,No,Travel_Rarely,Sales,22,2,Medical,1,3325,Male,1,Sales Executive,Married,137340,0,Y,13,8,0,3,3,2,1,2
+42,No,Travel_Rarely,Research & Development,18,1,Technical Degree,1,3326,Female,2,Research Scientist,Married,199990,2,Y,23,8,1,17,6,5,1,3
+31,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,3327,Female,3,Sales Executive,Married,22790,3,Y,12,8,1,8,3,6,0,2
+29,Yes,Travel_Rarely,Sales,3,3,Marketing,1,3328,Male,3,Laboratory Technician,Divorced,59160,6,Y,12,8,0,5,2,3,0,2
+53,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,3329,Male,1,Sales Representative,Married,20890,5,Y,16,8,0,28,2,2,2,2
+35,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3330,Male,3,Healthcare Representative,Married,167920,3,Y,12,8,1,16,3,13,4,8
+37,No,Travel_Frequently,Research & Development,13,4,Life Sciences,1,3331,Female,3,Human Resources,Married,35640,5,Y,11,8,0,10,1,5,0,0
+53,No,Travel_Rarely,Research & Development,1,1,Medical,1,3332,Male,1,Sales Executive,Single,44250,6,Y,22,8,1,33,2,12,3,8
+43,No,Travel_Frequently,Research & Development,1,3,Medical,1,3333,Male,1,Laboratory Technician,Married,52650,4,Y,11,8,1,12,4,5,2,2
+47,No,Travel_Rarely,Sales,15,4,Marketing,1,3334,Female,3,Research Director,Married,65530,0,Y,15,8,0,8,2,7,7,7
+37,No,Non-Travel,Research & Development,1,5,Medical,1,3335,Female,2,Research Scientist,Single,62610,1,Y,12,8,0,10,1,10,0,9
+50,No,Non-Travel,Research & Development,17,3,Medical,1,3336,Female,1,Laboratory Technician,Divorced,42980,1,Y,20,8,1,31,6,31,14,7
+39,No,Travel_Rarely,Research & Development,1,3,Other,1,3337,Female,3,Human Resources,Married,68040,8,Y,14,8,1,13,3,5,0,4
+33,No,Travel_Rarely,Sales,7,3,Life Sciences,1,3338,Male,2,Manufacturing Director,Divorced,38150,3,Y,11,8,1,7,3,4,0,3
+32,Yes,Travel_Rarely,Research & Development,9,1,Medical,1,3339,Female,1,Laboratory Technician,Single,27410,1,Y,15,8,1,1,5,1,0,1
+29,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,3340,Female,4,Healthcare Representative,Divorced,66730,6,Y,12,8,1,8,2,4,0,3
+44,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,3341,Male,2,Manufacturing Director,Married,76390,1,Y,14,8,0,8,6,8,7,1
+28,No,Travel_Rarely,Sales,24,5,Life Sciences,1,3342,Female,1,Research Scientist,Single,23280,1,Y,11,8,2,4,3,4,0,2
+58,Yes,Travel_Frequently,Sales,9,2,Technical Degree,1,3343,Male,1,Sales Executive,Divorced,21530,9,Y,11,8,0,3,3,1,0,0
+43,No,Travel_Rarely,Sales,7,4,Marketing,1,3344,Male,2,Sales Executive,Divorced,48760,4,Y,16,8,2,4,4,1,0,0
+20,Yes,Travel_Rarely,Research & Development,11,3,Medical,1,3345,Male,2,Sales Executive,Single,93960,1,Y,12,8,0,2,6,2,0,2
+21,Yes,Travel_Rarely,Research & Development,1,3,Medical,1,3346,Male,2,Sales Executive,Single,104000,1,Y,13,8,1,1,2,1,0,0
+36,No,Travel_Rarely,Research & Development,26,4,Medical,1,3347,Male,1,Laboratory Technician,Married,84740,0,Y,14,8,0,17,3,16,4,11
+47,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3348,Male,2,Manufacturing Director,Single,99810,1,Y,21,8,1,3,3,3,1,2
+22,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,3349,Female,1,Laboratory Technician,Married,124900,0,Y,13,8,0,4,3,3,0,2
+41,Yes,Travel_Rarely,Research & Development,23,3,Life Sciences,1,3350,Female,2,Sales Executive,Divorced,26570,4,Y,11,8,0,10,3,7,1,0
+28,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,3351,Female,3,Manager,Divorced,135910,5,Y,20,8,1,6,2,2,2,2
+39,Yes,Travel_Rarely,Research & Development,10,4,Life Sciences,1,3352,Female,4,Human Resources,Married,66960,7,Y,11,8,0,8,3,2,2,2
+27,No,Travel_Rarely,Research & Development,1,3,Medical,1,3353,Male,1,Research Scientist,Single,20580,1,Y,14,8,1,1,5,1,0,0
+34,No,Travel_Rarely,Research & Development,12,2,Technical Degree,1,3354,Male,2,Human Resources,Divorced,88650,1,Y,11,8,1,1,0,1,1,0
+42,No,Travel_Rarely,Sales,11,1,Technical Degree,1,3355,Male,2,Human Resources,Single,59400,7,Y,16,8,0,10,2,5,0,3
+33,No,Travel_Rarely,Sales,2,3,Marketing,1,3356,Female,1,Sales Executive,Single,59140,3,Y,16,8,1,6,4,3,0,2
+58,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,3357,Male,1,Research Scientist,Divorced,26220,2,Y,23,8,0,24,3,6,0,4
+31,No,Travel_Rarely,Sales,1,3,Life Sciences,1,3358,Female,1,Sales Representative,Married,121850,3,Y,14,8,0,13,2,7,5,2
+35,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,3359,Male,3,Healthcare Representative,Married,106090,1,Y,22,8,0,10,3,10,0,7
+49,No,Travel_Rarely,Research & Development,25,2,Life Sciences,1,3360,Female,2,Sales Executive,Married,43450,4,Y,15,8,0,29,3,26,1,7
+48,No,Travel_Rarely,Research & Development,1,4,Medical,1,3361,Male,1,Research Scientist,Married,21770,4,Y,18,8,0,13,4,0,0,0
+31,No,Non-Travel,Research & Development,1,2,Technical Degree,1,3362,Female,2,Sales Executive,Married,27930,1,Y,16,8,0,9,4,9,0,0
+36,No,Travel_Rarely,Human Resources,2,4,Technical Degree,1,3363,Male,1,Sales Executive,Single,79180,2,Y,12,8,2,8,3,6,0,1
+38,No,Travel_Rarely,Sales,6,3,Other,1,3364,Male,2,Sales Executive,Married,87890,1,Y,11,8,3,15,4,15,5,11
+32,No,Non-Travel,Sales,18,3,Marketing,1,3365,Male,1,Laboratory Technician,Married,23890,6,Y,12,8,1,5,4,3,0,2
+25,Yes,Travel_Rarely,Research & Development,1,2,Life Sciences,1,3366,Male,1,Sales Executive,Married,32120,1,Y,15,8,1,1,3,1,0,0
+40,No,Travel_Rarely,Research & Development,1,4,Medical,1,3367,Male,2,Research Scientist,Divorced,192320,2,Y,14,8,1,11,3,1,0,0
+26,No,Travel_Frequently,Sales,11,3,Marketing,1,3368,Male,2,Healthcare Representative,Single,22670,1,Y,19,8,3,7,2,7,0,7
+41,No,Travel_Rarely,Research & Development,1,4,Medical,1,3369,Male,1,Research Scientist,Single,195170,2,Y,13,8,0,20,5,18,2,17
+36,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,3370,Female,2,Healthcare Representative,Single,24360,4,Y,13,8,0,16,3,11,3,9
+19,Yes,Travel_Rarely,Research & Development,15,3,Life Sciences,1,3371,Male,2,Research Scientist,Single,160640,1,Y,15,8,1,1,3,1,0,0
+20,Yes,Travel_Rarely,Research & Development,29,3,Life Sciences,1,3372,Female,3,Laboratory Technician,Single,27070,1,Y,11,8,0,1,2,1,0,0
+31,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3373,Male,4,Research Director,Married,190680,0,Y,12,8,0,10,1,9,8,5
+40,No,Travel_Frequently,Sales,1,3,Marketing,1,3374,Male,1,Research Scientist,Divorced,39310,8,Y,19,8,0,3,2,1,0,0
+32,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,3375,Male,4,Laboratory Technician,Married,37300,1,Y,25,8,1,8,4,8,6,3
+36,Yes,Travel_Rarely,Research & Development,10,3,Medical,1,3376,Male,3,Sales Executive,Married,22320,1,Y,12,8,1,16,2,16,3,7
+33,No,Travel_Rarely,Research & Development,1,4,Medical,1,3377,Female,4,Manufacturing Director,Single,44650,0,Y,13,8,0,6,3,5,1,4
+37,Yes,Travel_Rarely,Sales,10,4,Marketing,1,3378,Female,3,Human Resources,Married,30720,5,Y,14,8,0,17,3,14,11,7
+45,No,Non-Travel,Research & Development,8,1,Life Sciences,1,3379,Male,2,Sales Executive,Married,33190,1,Y,12,8,1,9,3,9,0,8
+29,No,Travel_Frequently,Research & Development,29,1,Life Sciences,1,3380,Male,1,Sales Representative,Married,192020,1,Y,12,8,0,3,5,3,0,2
+35,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,3381,Male,3,Laboratory Technician,Married,136750,1,Y,15,8,3,5,5,5,1,0
+52,No,Travel_Rarely,Research & Development,5,4,Other,1,3382,Male,1,Laboratory Technician,Married,29110,2,Y,17,8,2,26,3,9,7,8
+58,Yes,Travel_Rarely,Sales,9,2,Medical,1,3383,Female,4,Sales Executive,Single,59570,4,Y,14,8,1,7,2,1,0,0
+53,No,Travel_Rarely,Research & Development,9,3,Technical Degree,1,3384,Male,1,Manager,Divorced,39200,6,Y,16,8,1,22,3,17,15,2
+30,No,Travel_Rarely,Sales,3,4,Marketing,1,3385,Male,1,Sales Executive,Divorced,64340,5,Y,14,8,1,10,3,8,7,7
+38,No,Non-Travel,Sales,4,3,Life Sciences,1,3386,Male,2,Research Director,Single,100480,1,Y,23,8,1,6,2,5,1,3
+35,No,Travel_Rarely,Sales,1,2,Life Sciences,1,3387,Female,2,Healthcare Representative,Divorced,109380,6,Y,14,8,2,12,2,10,0,8
+39,No,Travel_Rarely,Sales,1,1,Marketing,1,3388,Male,2,Research Scientist,Single,23400,0,Y,11,8,1,9,2,8,0,7
+40,Yes,Non-Travel,Research & Development,2,4,Life Sciences,1,3389,Male,1,Human Resources,Single,65450,4,Y,15,8,0,22,2,1,0,0
+47,No,Travel_Frequently,Research & Development,7,4,Life Sciences,1,3390,Male,3,Sales Executive,Divorced,69310,1,Y,11,8,0,20,3,19,2,7
+36,No,Non-Travel,Sales,28,1,Life Sciences,1,3391,Male,2,Research Scientist,Divorced,48980,4,Y,13,8,1,12,3,7,0,7
+31,Yes,Non-Travel,Research & Development,28,4,Medical,1,3392,Male,2,Research Scientist,Single,25930,0,Y,21,8,0,4,2,3,1,2
+33,No,Non-Travel,Sales,15,3,Other,1,3393,Male,4,Research Director,Single,194360,1,Y,19,8,2,10,4,10,6,0
+29,Yes,Travel_Rarely,Human Resources,3,5,Life Sciences,1,3394,Male,1,Sales Executive,Single,27230,6,Y,11,8,1,3,2,0,0,0
+33,No,Travel_Rarely,Research & Development,2,2,Technical Degree,1,3395,Male,2,Laboratory Technician,Single,34790,3,Y,12,8,0,5,3,3,0,2
+45,No,Travel_Rarely,Research & Development,26,1,Medical,1,3396,Female,3,Healthcare Representative,Divorced,27940,3,Y,19,8,1,8,2,5,0,2
+50,No,Travel_Rarely,Sales,10,1,Life Sciences,1,3397,Female,1,Manufacturing Director,Divorced,52490,9,Y,21,8,2,32,2,5,1,3
+33,No,Travel_Frequently,Sales,1,3,Marketing,1,3398,Male,2,Human Resources,Married,21760,1,Y,14,8,1,6,2,6,1,2
+41,No,Travel_Frequently,Sales,11,3,Other,1,3399,Male,1,Laboratory Technician,Divorced,168720,2,Y,15,8,1,21,2,18,0,11
+27,No,Travel_Rarely,Research & Development,20,4,Other,1,3400,Male,2,Manufacturing Director,Married,34850,9,Y,17,8,2,4,2,2,2,2
+45,No,Non-Travel,Sales,2,3,Medical,1,3401,Female,1,Sales Executive,Married,66440,1,Y,12,8,0,9,3,9,0,8
+47,No,Travel_Rarely,Sales,18,4,Medical,1,3402,Female,2,Research Scientist,Single,55820,1,Y,16,8,0,9,3,9,0,7
+30,Yes,Travel_Rarely,Sales,2,3,Life Sciences,1,3403,Male,2,Healthcare Representative,Married,40000,4,Y,12,8,0,7,5,5,0,1
+50,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,3404,Female,2,Sales Executive,Married,134960,3,Y,18,8,1,22,3,12,1,5
+38,No,Travel_Frequently,Research & Development,13,3,Technical Degree,1,3405,Male,1,Manufacturing Director,Married,32100,0,Y,17,8,2,3,5,2,0,2
+46,No,Travel_Rarely,Research & Development,28,3,Medical,1,3406,Female,3,Human Resources,Divorced,190450,6,Y,11,8,3,13,2,8,0,7
+24,No,Travel_Rarely,Sales,28,3,Life Sciences,1,3407,Female,1,Healthcare Representative,Divorced,118490,1,Y,16,8,1,5,3,4,3,2
+35,Yes,Travel_Rarely,Sales,24,3,Medical,1,3408,Male,3,Healthcare Representative,Divorced,20700,1,Y,13,8,3,5,1,4,0,2
+31,No,Travel_Frequently,Research & Development,5,2,Technical Degree,1,3409,Male,2,Sales Executive,Married,65020,1,Y,12,8,0,4,3,4,0,3
+18,No,Non-Travel,Sales,5,4,Other,1,3410,Male,2,Manager,Single,32300,1,Y,12,8,1,0,3,0,0,0
+54,No,Travel_Rarely,Sales,23,3,Medical,1,3411,Female,1,Laboratory Technician,Married,136030,8,Y,13,8,1,22,2,10,0,8
+35,No,Travel_Rarely,Research & Development,6,4,Medical,1,3412,Female,1,Manufacturing Director,Divorced,119960,1,Y,19,8,2,16,3,16,10,1
+30,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,3413,Female,5,Healthcare Representative,Married,56050,0,Y,12,8,1,9,0,8,1,7
+20,Yes,Travel_Rarely,Research & Development,2,2,Life Sciences,1,3414,Female,2,Research Scientist,Single,63970,1,Y,17,8,1,1,3,1,0,0
+30,Yes,Travel_Frequently,Research & Development,8,4,Medical,1,3415,Male,1,Sales Executive,Single,191440,0,Y,11,8,0,4,3,3,1,2
+26,No,Travel_Rarely,Sales,1,3,Marketing,1,3416,Female,2,Research Scientist,Married,175840,1,Y,20,8,0,8,2,8,1,3
+22,No,Travel_Rarely,Research & Development,8,3,Other,1,3417,Male,2,Sales Representative,Married,49070,1,Y,21,8,1,4,2,4,1,1
+48,No,Travel_Rarely,Human Resources,2,4,Medical,1,3418,Male,2,Sales Executive,Single,45540,2,Y,11,8,2,19,3,2,2,2
+48,No,Travel_Rarely,Sales,3,3,Medical,1,3419,Male,1,Research Director,Single,54150,7,Y,11,8,1,27,1,15,4,8
+41,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3420,Male,2,Research Scientist,Single,47410,6,Y,16,8,0,8,3,2,2,1
+39,No,Travel_Rarely,Sales,2,3,Life Sciences,1,3421,Male,3,Human Resources,Married,21150,1,Y,18,8,0,21,3,21,11,8
+27,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,3422,Male,2,Human Resources,Married,31610,0,Y,13,8,2,4,0,3,2,2
+35,No,Travel_Rarely,Sales,24,3,Medical,1,3423,Male,5,Sales Executive,Divorced,57450,1,Y,17,8,3,3,4,3,1,2
+42,No,Travel_Rarely,Research & Development,23,4,Other,1,3424,Male,1,Research Scientist,Married,23730,6,Y,14,8,1,21,3,1,0,0
+50,No,Travel_Rarely,Sales,27,3,Medical,1,3425,Male,2,Sales Executive,Married,33100,4,Y,22,8,1,8,3,1,0,0
+59,No,Travel_Rarely,Research & Development,16,4,Medical,1,3426,Female,5,Laboratory Technician,Single,186650,3,Y,12,8,0,30,3,5,4,3
+37,Yes,Travel_Rarely,Sales,15,3,Marketing,1,3427,Male,2,Laboratory Technician,Married,44850,5,Y,11,8,1,15,2,1,0,0
+55,No,Travel_Frequently,Research & Development,26,2,Life Sciences,1,3428,Female,2,Sales Executive,Married,27890,3,Y,13,8,1,17,2,8,6,7
+41,No,Non-Travel,Research & Development,19,1,Life Sciences,1,3429,Male,2,Research Scientist,Divorced,58280,1,Y,13,8,0,21,0,21,5,10
+38,No,Travel_Rarely,Research & Development,24,2,Other,1,3430,Female,1,Laboratory Technician,Single,23260,8,Y,14,8,0,19,3,1,0,0
+26,Yes,Non-Travel,Research & Development,21,1,Life Sciences,1,3431,Female,1,Manufacturing Director,Single,135250,8,Y,17,8,1,7,4,2,2,2
+52,Yes,Travel_Rarely,Research & Development,5,4,Medical,1,3432,Female,4,Human Resources,Married,14200,1,Y,13,8,1,33,2,32,6,9
+44,No,Travel_Rarely,Research & Development,16,3,Life Sciences,1,3433,Female,1,Healthcare Representative,Married,80200,3,Y,11,8,1,23,2,12,11,11
+50,No,Non-Travel,Human Resources,2,2,Life Sciences,1,3434,Male,1,Laboratory Technician,Married,36880,0,Y,11,8,0,19,3,18,0,13
+36,Yes,Travel_Rarely,Sales,2,4,Technical Degree,1,3435,Male,4,Sales Executive,Single,54820,1,Y,18,8,0,18,3,17,15,14
+39,No,Travel_Frequently,Sales,11,3,Marketing,1,3436,Male,1,Sales Executive,Single,160150,1,Y,11,8,0,21,3,21,2,8
+33,No,Non-Travel,Sales,9,2,Technical Degree,1,3437,Male,5,Sales Representative,Single,12000,0,Y,11,8,1,3,3,2,2,2
+45,No,Travel_Rarely,Research & Development,7,2,Other,1,3438,Male,1,Human Resources,Married,56610,3,Y,12,8,0,26,2,9,1,1
+32,No,Non-Travel,Research & Development,15,3,Medical,1,3439,Male,2,Manager,Single,69290,9,Y,20,8,0,10,6,8,7,7
+34,No,Travel_Rarely,Sales,6,4,Marketing,1,3440,Male,2,Research Director,Divorced,96130,0,Y,12,8,1,16,5,15,0,9
+59,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,3441,Male,2,Research Scientist,Married,56740,3,Y,12,8,0,14,6,6,0,4
+45,No,Travel_Rarely,Research & Development,16,1,Medical,1,3442,Male,2,Sales Executive,Single,54840,1,Y,20,8,3,6,6,6,0,4
+53,No,Travel_Frequently,Sales,8,2,Medical,1,3443,Male,2,Research Scientist,Married,120610,2,Y,20,8,1,30,2,15,6,12
+36,Yes,Travel_Rarely,Research & Development,7,2,Life Sciences,1,3444,Female,1,Research Scientist,Divorced,56600,7,Y,12,8,0,9,3,1,0,0
+26,Yes,Travel_Frequently,Sales,2,3,Life Sciences,1,3445,Male,2,Research Scientist,Married,48210,6,Y,14,8,2,6,2,3,1,2
+34,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,3446,Male,1,Sales Representative,Married,64100,1,Y,13,8,1,1,5,1,0,0
+28,No,Travel_Rarely,Research & Development,10,3,Other,1,3447,Male,2,Sales Representative,Married,52100,1,Y,15,8,0,1,1,1,0,0
+38,No,Travel_Frequently,Sales,9,4,Medical,1,3448,Male,2,Research Scientist,Married,26950,3,Y,14,8,1,8,4,2,2,2
+50,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,3449,Male,1,Sales Executive,Married,118780,2,Y,13,8,1,29,2,8,7,7
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3450,Male,1,Laboratory Technician,Single,170680,3,Y,23,8,0,8,6,4,0,1
+40,No,Travel_Rarely,Human Resources,2,3,Medical,1,3451,Male,5,Sales Executive,Married,24550,1,Y,15,8,1,8,2,7,7,5
+26,No,Travel_Frequently,Research & Development,3,3,Medical,1,3452,Male,2,Laboratory Technician,Divorced,139640,1,Y,11,8,2,5,1,5,1,3
+46,No,Travel_Rarely,Research & Development,2,1,Medical,1,3453,Female,3,Research Scientist,Divorced,49410,9,Y,13,8,2,23,2,2,2,2
+54,No,Travel_Rarely,Research & Development,5,3,Medical,1,3454,Female,2,Manufacturing Director,Married,24780,6,Y,11,8,0,13,0,9,7,0
+56,No,Travel_Frequently,Research & Development,1,2,Life Sciences,1,3455,Female,2,Manufacturing Director,Married,52280,2,Y,11,8,0,18,4,5,0,3
+36,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,3456,Female,2,Human Resources,Single,44780,0,Y,18,8,1,15,3,14,7,8
+55,No,Non-Travel,Research & Development,2,3,Medical,1,3457,Female,2,Manager,Single,75470,7,Y,16,8,0,31,2,9,6,2
+43,No,Travel_Rarely,Sales,25,2,Life Sciences,1,3458,Male,3,Research Scientist,Divorced,50550,5,Y,22,8,0,18,2,1,0,0
+20,Yes,Travel_Frequently,Sales,8,3,Marketing,1,3459,Male,3,Sales Executive,Single,34640,1,Y,20,8,0,2,3,2,0,2
+21,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3460,Male,1,Manager,Single,57750,1,Y,18,8,0,1,2,1,1,0
+46,No,Travel_Rarely,Sales,12,3,Marketing,1,3461,Female,3,Healthcare Representative,Divorced,89430,8,Y,12,8,1,19,6,16,1,7
+51,Yes,Travel_Rarely,Sales,23,3,Medical,1,3462,Female,2,Research Scientist,Married,192720,9,Y,20,8,0,18,2,10,2,7
+28,Yes,Non-Travel,Research & Development,19,4,Life Sciences,1,3463,Female,4,Laboratory Technician,Single,52380,1,Y,17,8,1,10,4,10,1,9
+26,No,Travel_Rarely,Research & Development,5,4,Medical,1,3464,Female,2,Sales Executive,Married,46820,1,Y,11,8,1,6,3,5,1,3
+30,No,Travel_Rarely,Research & Development,8,3,Medical,1,3465,Female,1,Sales Executive,Married,183000,0,Y,14,8,0,7,6,6,0,2
+41,No,Travel_Rarely,Sales,1,4,Life Sciences,1,3466,Female,1,Research Director,Married,52570,1,Y,14,8,0,10,2,10,0,8
+38,No,Travel_Rarely,Research & Development,5,3,Technical Degree,1,3467,Male,1,Sales Executive,Married,63490,0,Y,11,8,0,20,3,19,1,9
+40,No,Travel_Rarely,Sales,1,4,Marketing,1,3468,Male,1,Sales Executive,Married,48690,4,Y,12,8,0,14,2,11,11,1
+27,No,Non-Travel,Sales,11,3,Technical Degree,1,3469,Female,2,Laboratory Technician,Married,99850,1,Y,14,8,1,3,3,3,1,2
+55,No,Travel_Frequently,Research & Development,23,5,Life Sciences,1,3470,Male,3,Laboratory Technician,Married,36970,3,Y,13,8,1,23,1,3,1,2
+28,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3471,Male,2,Healthcare Representative,Single,74570,3,Y,11,8,2,10,1,8,1,7
+44,Yes,Travel_Rarely,Research & Development,18,4,Life Sciences,1,3472,Female,2,Sales Executive,Married,21190,9,Y,15,8,0,24,3,20,3,6
+33,No,Travel_Rarely,Sales,23,4,Marketing,1,3473,Female,4,Sales Executive,Divorced,39830,4,Y,12,8,0,9,3,3,1,2
+35,Yes,Travel_Rarely,Sales,7,4,Life Sciences,1,3474,Male,3,Sales Representative,Single,61180,0,Y,21,8,1,9,3,8,4,7
+33,Yes,Travel_Frequently,Research & Development,1,2,Life Sciences,1,3475,Female,1,Sales Executive,Single,62140,1,Y,19,8,2,14,3,13,3,8
+28,No,Travel_Rarely,Human Resources,1,1,Human Resources,1,3476,Male,2,Research Scientist,Divorced,63470,1,Y,15,8,1,4,2,4,2,2
+34,No,Travel_Frequently,Sales,29,4,Marketing,1,3477,Male,1,Research Scientist,Single,115100,0,Y,14,8,1,7,5,6,0,4
+37,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,3478,Male,4,Sales Executive,Divorced,71430,2,Y,21,8,0,8,6,1,0,0
+25,Yes,Travel_Rarely,Human Resources,25,4,Human Resources,1,3479,Female,2,Research Scientist,Married,82680,1,Y,12,8,0,7,3,7,5,6
+26,Yes,Travel_Rarely,Sales,8,2,Marketing,1,3480,Male,2,Sales Executive,Divorced,80950,1,Y,15,8,0,1,3,1,0,0
+33,Yes,Travel_Rarely,Research & Development,8,2,Life Sciences,1,3481,Male,4,Manufacturing Director,Single,29040,4,Y,13,8,0,5,2,2,2,2
+42,No,Travel_Rarely,Research & Development,11,1,Life Sciences,1,3482,Male,4,Research Scientist,Married,60320,0,Y,14,8,0,23,2,22,13,7
+28,Yes,Travel_Frequently,Research & Development,7,3,Life Sciences,1,3483,Male,2,Manager,Divorced,29760,1,Y,14,8,0,1,3,1,0,0
+50,Yes,Travel_Frequently,Research & Development,1,4,Medical,1,3484,Male,2,Research Scientist,Single,159920,3,Y,14,8,0,5,3,0,0,0
+33,No,Travel_Frequently,Sales,9,3,Medical,1,3485,Female,2,Research Scientist,Married,46490,0,Y,12,8,0,4,2,3,0,2
+34,No,Non-Travel,Sales,1,1,Marketing,1,3486,Female,2,Research Director,Married,26960,3,Y,23,8,0,6,3,0,0,0
+48,No,Non-Travel,Sales,2,1,Life Sciences,1,3487,Male,2,Sales Executive,Single,23700,2,Y,11,8,0,27,3,5,2,1
+45,No,Non-Travel,Research & Development,1,3,Medical,1,3488,Female,2,Human Resources,Married,125040,1,Y,12,8,1,15,2,15,4,12
+52,No,Travel_Rarely,Sales,1,3,Life Sciences,1,3489,Male,1,Sales Executive,Single,59740,7,Y,18,8,1,18,6,8,4,0
+38,No,Travel_Rarely,Research & Development,6,2,Medical,1,3490,Male,1,Research Scientist,Divorced,47360,0,Y,11,8,1,9,3,8,2,7
+29,No,Travel_Rarely,Research & Development,8,3,Medical,1,3491,Female,4,Research Scientist,Divorced,52960,4,Y,14,8,0,11,3,7,1,7
+28,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,3492,Female,4,Laboratory Technician,Divorced,67810,0,Y,15,8,1,10,2,9,1,7
+46,No,Travel_Rarely,Research & Development,6,4,Medical,1,3493,Male,3,Sales Executive,Married,21740,3,Y,11,8,1,23,3,12,4,9
+38,No,Travel_Rarely,Research & Development,7,4,Medical,1,3494,Male,1,Sales Executive,Single,66530,7,Y,20,8,1,10,2,1,0,0
+43,No,Travel_Frequently,Research & Development,5,3,Medical,1,3495,Female,2,Laboratory Technician,Married,96990,8,Y,19,8,1,18,3,8,0,1
+39,Yes,Travel_Frequently,Sales,1,3,Marketing,1,3496,Male,2,Healthcare Representative,Divorced,67550,7,Y,14,8,1,21,2,18,11,5
+40,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,3497,Male,1,Healthcare Representative,Single,22130,1,Y,17,8,0,21,4,20,4,9
+21,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3498,Female,1,Research Scientist,Single,26100,1,Y,11,8,1,2,3,2,2,2
+39,No,Non-Travel,Research & Development,6,3,Life Sciences,1,3499,Male,1,Laboratory Technician,Single,28510,9,Y,15,8,0,9,2,5,0,3
+36,No,Non-Travel,Research & Development,1,3,Medical,1,3500,Male,3,Sales Representative,Single,34520,2,Y,13,8,3,18,4,11,0,9
+31,No,Travel_Frequently,Research & Development,7,3,Life Sciences,1,3501,Male,1,Sales Executive,Married,52580,0,Y,14,8,3,3,5,2,2,2
+28,No,Travel_Rarely,Sales,2,4,Marketing,1,3502,Male,1,Sales Executive,Married,93550,0,Y,11,8,0,6,4,5,0,4
+35,No,Travel_Frequently,Research & Development,9,2,Other,1,3503,Female,1,Manufacturing Director,Divorced,104960,1,Y,13,8,1,5,2,5,0,2
+49,No,Travel_Rarely,Sales,2,2,Medical,1,3504,Female,1,Sales Executive,Married,63800,6,Y,23,8,1,22,1,9,2,3
+34,No,Travel_Frequently,Sales,9,1,Technical Degree,1,3505,Male,2,Sales Executive,Single,26570,2,Y,13,8,1,5,3,3,0,2
+29,No,Travel_Frequently,Research & Development,1,4,Medical,1,3506,Male,3,Research Scientist,Divorced,27160,0,Y,18,8,0,8,2,7,1,1
+42,No,Travel_Rarely,Sales,21,2,Life Sciences,1,3507,Female,1,Healthcare Representative,Single,22010,4,Y,12,8,1,16,3,1,0,0
+29,No,Travel_Rarely,Sales,4,2,Other,1,3508,Female,2,Healthcare Representative,Married,65400,1,Y,22,8,0,10,2,10,1,2
+38,No,Travel_Rarely,Research & Development,1,3,Medical,1,3509,Female,1,Human Resources,Married,38160,1,Y,13,8,2,7,2,7,5,0
+28,No,Travel_Frequently,Sales,6,4,Life Sciences,1,3510,Male,1,Manager,Divorced,52530,1,Y,15,8,0,3,2,3,0,2
+18,Yes,Non-Travel,Research & Development,2,4,Medical,1,3511,Male,3,Laboratory Technician,Single,109650,1,Y,18,8,0,0,5,0,0,0
+33,Yes,Travel_Rarely,Research & Development,3,2,Life Sciences,1,3512,Male,1,Sales Executive,Single,49360,0,Y,14,8,0,6,2,5,0,3
+41,No,Travel_Rarely,Research & Development,4,2,Medical,1,3513,Male,2,Research Scientist,Married,25430,3,Y,12,8,0,6,3,1,0,0
+31,Yes,Travel_Frequently,Sales,10,3,Technical Degree,1,3514,Female,1,Research Director,Married,53040,1,Y,17,8,0,2,3,2,2,2
+37,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,3515,Male,3,Manufacturing Director,Divorced,166590,7,Y,16,8,1,9,2,6,1,3
+27,No,Travel_Rarely,Research & Development,6,2,Medical,1,3516,Female,1,Healthcare Representative,Married,42600,1,Y,11,8,2,4,2,4,2,2
+34,No,Travel_Rarely,Sales,1,1,Marketing,1,3517,Female,2,Laboratory Technician,Married,24760,1,Y,19,8,0,6,2,6,1,3
+35,No,Travel_Rarely,Research & Development,6,3,Life Sciences,1,3518,Female,3,Laboratory Technician,Single,31020,1,Y,13,8,1,6,3,5,1,4
+29,Yes,Travel_Rarely,Research & Development,6,3,Life Sciences,1,3519,Male,1,Sales Executive,Married,22440,1,Y,12,8,3,11,5,11,3,10
+40,No,Travel_Frequently,Research & Development,2,4,Medical,1,3520,Male,4,Human Resources,Single,75960,9,Y,11,8,0,20,0,18,2,13
+42,Yes,Travel_Frequently,Sales,2,4,Life Sciences,1,3521,Male,1,Laboratory Technician,Single,22850,0,Y,16,8,0,22,3,21,13,14
+42,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,3522,Male,4,Laboratory Technician,Single,30340,7,Y,21,8,1,9,3,6,1,5
+35,No,Travel_Rarely,Research & Development,5,3,Medical,1,3523,Male,1,Healthcare Representative,Married,57150,6,Y,24,8,2,10,0,8,1,7
+24,No,Travel_Rarely,Sales,7,4,Life Sciences,1,3524,Female,1,Laboratory Technician,Single,25760,8,Y,17,8,3,6,3,4,1,2
+28,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,3525,Male,2,Sales Executive,Married,41970,1,Y,13,8,0,1,3,1,0,0
+26,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3526,Male,2,Sales Representative,Married,143360,1,Y,21,8,1,8,3,8,0,7
+30,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,3527,Female,1,Manufacturing Director,Married,34480,1,Y,11,8,0,10,3,10,1,4
+40,No,Travel_Frequently,Research & Development,26,4,Life Sciences,1,3528,Male,2,Research Scientist,Married,194060,3,Y,20,8,3,16,2,1,0,0
+35,No,Travel_Rarely,Research & Development,18,5,Medical,1,3529,Female,2,Research Scientist,Divorced,65380,2,Y,16,8,1,15,3,7,6,4
+34,No,Travel_Frequently,Research & Development,6,2,Life Sciences,1,3530,Male,1,Research Director,Single,43060,0,Y,11,8,0,14,2,13,4,9
+35,No,Travel_Frequently,Research & Development,3,3,Medical,1,3531,Female,2,Laboratory Technician,Married,22580,1,Y,11,8,1,2,2,2,2,2
+43,Yes,Travel_Rarely,Sales,5,3,Marketing,1,3532,Female,3,Research Scientist,Single,45220,8,Y,15,8,1,7,3,4,1,3
+32,No,Non-Travel,Research & Development,11,2,Other,1,3533,Female,2,Research Scientist,Divorced,44870,1,Y,11,8,0,1,5,1,0,0
+56,No,Travel_Rarely,Research & Development,3,2,Other,1,3534,Male,2,Healthcare Representative,Divorced,44490,NA,Y,15,8,0,28,3,5,4,2
+29,No,Travel_Rarely,Research & Development,26,1,Life Sciences,1,3535,Male,1,Laboratory Technician,Married,22180,1,Y,24,8,1,10,1,10,0,8
+19,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,3536,Male,2,Laboratory Technician,Single,191970,1,Y,12,8,0,1,2,1,0,0
+45,No,Travel_Rarely,Research & Development,22,3,Life Sciences,1,3537,Female,2,Sales Representative,Married,132120,4,Y,13,8,0,7,4,3,0,2
+37,No,Travel_Rarely,Research & Development,14,4,Life Sciences,1,3538,Male,3,Research Scientist,Married,65770,1,Y,13,8,0,14,1,14,3,11
+20,No,Travel_Rarely,Research & Development,6,3,Medical,1,3539,Male,5,Research Director,Single,83920,1,Y,17,8,0,2,5,2,1,2
+44,Yes,Travel_Rarely,Human Resources,6,2,Human Resources,1,3540,Male,3,Sales Executive,Single,45580,1,Y,13,8,1,6,2,6,0,2
+53,No,Travel_Rarely,Research & Development,6,4,Life Sciences,1,3541,Male,1,Research Director,Divorced,40310,3,Y,12,8,1,26,3,7,4,7
+29,No,Travel_Rarely,Research & Development,23,3,Medical,1,3542,Male,1,Sales Executive,Married,79690,0,Y,14,8,0,6,3,5,1,3
+22,Yes,Travel_Frequently,Research & Development,22,4,Medical,1,3543,Male,1,Sales Representative,Married,26540,0,Y,24,8,0,1,5,0,0,0
+46,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3544,Male,2,Research Scientist,Married,165550,8,Y,14,8,2,28,4,26,15,9
+44,No,Non-Travel,Research & Development,20,3,Life Sciences,1,3545,Male,1,Sales Representative,Single,45560,2,Y,13,8,0,6,4,0,0,0
+33,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,3546,Female,1,Manager,Married,60910,1,Y,15,8,0,5,6,5,1,4
+41,Yes,Non-Travel,Research & Development,12,3,Life Sciences,1,3547,Male,2,Sales Representative,Divorced,195660,6,Y,16,8,0,5,2,1,0,0
+30,No,Travel_Rarely,Sales,20,3,Marketing,1,3548,Male,3,Sales Executive,Divorced,48100,8,Y,18,8,0,8,3,4,0,3
+40,No,Travel_Frequently,Sales,9,3,Medical,1,3549,Male,1,Manufacturing Director,Married,45230,5,Y,16,8,1,5,5,0,0,0
+50,No,Travel_Frequently,Research & Development,25,4,Life Sciences,1,3550,Female,2,Healthcare Representative,Married,32020,2,Y,24,8,1,32,2,2,2,2
+28,No,Travel_Rarely,Research & Development,6,3,Technical Degree,1,3551,Male,2,Research Scientist,Married,23510,1,Y,16,8,0,6,4,6,3,3
+46,No,Travel_Rarely,Research & Development,8,4,Other,1,3552,Male,3,Manager,Married,17020,5,Y,21,8,0,25,2,4,0,3
+35,No,Travel_Rarely,Sales,4,4,Marketing,1,3553,Male,1,Laboratory Technician,Married,180410,3,Y,20,8,1,15,3,7,1,7
+24,Yes,Travel_Rarely,Human Resources,28,4,Human Resources,1,3554,Male,3,Manufacturing Director,Married,28860,1,Y,19,8,1,1,5,1,0,0
+33,No,Travel_Frequently,Research & Development,9,2,Medical,1,3555,Female,1,Sales Executive,Married,20970,1,Y,14,8,2,10,5,10,0,1
+36,No,Travel_Rarely,Research & Development,9,2,Medical,1,3556,Male,2,Sales Executive,Divorced,119350,1,Y,11,8,3,7,6,7,1,7
+30,No,Travel_Rarely,Sales,29,3,Marketing,1,3557,Male,1,Sales Executive,Divorced,25460,1,Y,14,8,1,10,2,10,8,9
+44,No,Travel_Rarely,Research & Development,3,4,Medical,1,3558,Male,2,Research Scientist,Single,25640,1,Y,12,8,3,20,3,20,13,17
+20,No,Travel_Rarely,Research & Development,18,4,Medical,1,3559,Male,1,Human Resources,Single,84120,1,Y,13,8,0,2,2,2,2,2
+46,No,Travel_Rarely,Sales,9,1,Medical,1,3560,Female,1,Sales Executive,Divorced,141180,2,Y,22,8,0,12,3,6,1,4
+42,No,Non-Travel,Research & Development,5,4,Medical,1,3561,Male,5,Sales Executive,Married,170460,7,Y,11,8,0,10,3,4,0,3
+60,No,Travel_Rarely,Sales,2,2,Life Sciences,1,3562,Male,2,Sales Executive,Divorced,25640,0,Y,14,8,1,12,3,11,1,9
+32,No,Travel_Frequently,Sales,10,3,Life Sciences,1,3563,Female,1,Sales Executive,Married,102660,1,Y,11,8,0,2,3,2,2,2
+32,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,3564,Female,2,Research Scientist,Single,50700,4,Y,12,8,1,10,6,8,0,7
+36,No,Travel_Rarely,Sales,3,2,Marketing,1,3565,Male,4,Healthcare Representative,Divorced,178610,2,Y,18,8,0,17,2,7,7,7
+33,No,Travel_Rarely,Sales,26,2,Marketing,1,3566,Male,1,Research Scientist,Married,42300,0,Y,12,8,0,15,0,14,4,10
+40,No,Travel_Rarely,Research & Development,1,3,Medical,1,3567,Female,2,Research Scientist,Divorced,37800,7,Y,12,8,0,7,2,5,1,3
+25,No,Travel_Rarely,Research & Development,6,2,Medical,1,3568,Female,1,Laboratory Technician,Single,27680,0,Y,22,8,1,5,0,4,1,1
+30,No,Travel_Rarely,Sales,9,3,Marketing,1,3569,Female,1,Research Scientist,Married,90710,0,Y,19,8,1,12,2,11,5,7
+42,No,Travel_Frequently,Human Resources,8,2,Medical,1,3570,Male,1,Sales Executive,Married,106480,3,Y,13,8,1,20,1,1,0,0
+35,No,Non-Travel,Research & Development,1,1,Life Sciences,1,3571,Male,2,Sales Executive,Married,136100,4,Y,22,8,2,16,4,13,4,12
+27,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,3572,Male,3,Manufacturing Director,Married,34080,1,Y,24,8,0,9,2,9,6,8
+54,No,Travel_Frequently,Research & Development,9,2,Medical,1,3573,Male,2,Sales Representative,Divorced,29830,7,Y,14,8,1,33,2,5,1,4
+44,No,Travel_Rarely,Human Resources,4,4,Life Sciences,1,3574,Male,5,Laboratory Technician,Married,76320,1,Y,21,8,0,10,3,10,7,7
+19,Yes,Non-Travel,Sales,2,2,Other,1,3575,Male,3,Healthcare Representative,Single,98240,1,Y,18,8,0,1,2,1,0,0
+29,No,Travel_Rarely,Research & Development,19,4,Life Sciences,1,3576,Male,1,Manufacturing Director,Divorced,99500,1,Y,20,8,0,3,3,3,1,2
+54,No,Travel_Rarely,Research & Development,9,4,Life Sciences,1,3577,Male,2,Sales Executive,Married,20930,3,Y,19,8,0,36,2,10,0,9
+31,No,Travel_Rarely,Research & Development,21,3,Life Sciences,1,3578,Male,2,Laboratory Technician,Married,99800,1,Y,12,8,0,6,1,6,0,1
+31,No,Travel_Rarely,Sales,24,1,Marketing,1,3579,Female,1,Sales Executive,Single,38940,1,Y,12,8,0,10,3,10,1,8
+59,No,Travel_Rarely,Research & Development,3,4,Technical Degree,1,3580,Male,1,Research Scientist,Single,40510,5,Y,16,8,3,13,3,6,0,5
+43,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,3581,Male,3,Laboratory Technician,Married,168350,3,Y,17,8,1,25,3,8,0,7
+49,No,Travel_Rarely,Sales,14,4,Life Sciences,1,3582,Male,2,Research Scientist,Married,62300,2,Y,14,8,0,23,2,1,0,0
+36,No,Travel_Frequently,Sales,5,2,Marketing,1,3583,Female,1,Laboratory Technician,Married,47170,1,Y,19,8,1,12,3,11,0,7
+48,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3584,Female,2,Laboratory Technician,Single,132370,5,Y,13,8,1,7,2,1,0,0
+27,No,Travel_Rarely,Research & Development,6,4,Life Sciences,1,3585,Male,2,Laboratory Technician,Divorced,37550,1,Y,19,8,0,5,2,5,0,3
+29,No,Travel_Rarely,Sales,17,4,Medical,1,3586,Male,1,Laboratory Technician,Divorced,65820,1,Y,19,8,1,6,3,6,1,0
+48,No,Travel_Rarely,Sales,1,1,Marketing,1,3587,Male,2,Manufacturing Director,Single,74060,6,Y,14,8,2,25,2,1,0,0
+29,No,Travel_Rarely,Research & Development,3,3,Technical Degree,1,3588,Female,2,Healthcare Representative,Divorced,48050,3,Y,16,8,1,9,2,7,1,7
+34,No,Travel_Rarely,Sales,9,4,Medical,1,3589,Female,2,Laboratory Technician,Married,27410,0,Y,15,8,1,2,3,1,0,0
+44,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,3590,Female,1,Laboratory Technician,Married,42620,7,Y,18,8,0,26,2,22,3,10
+33,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,3591,Female,2,Research Scientist,Divorced,161840,0,Y,13,8,1,10,2,9,0,8
+19,No,Travel_Rarely,Sales,2,4,Marketing,1,3592,Male,3,Laboratory Technician,Single,115570,1,Y,22,8,0,1,0,1,0,1
+23,No,Travel_Rarely,Sales,2,3,Medical,1,3593,Male,3,Laboratory Technician,Married,18780,1,Y,13,8,1,1,2,1,0,1
+25,Yes,Travel_Frequently,Research & Development,1,1,Life Sciences,1,3594,Male,1,Manufacturing Director,Single,109320,1,Y,11,8,1,1,3,1,1,0
+26,No,Travel_Rarely,Human Resources,9,3,Life Sciences,1,3595,Male,2,Research Scientist,Single,68110,1,Y,11,8,1,8,4,8,2,2
+45,Yes,Travel_Rarely,Human Resources,12,3,Human Resources,1,3596,Male,2,Laboratory Technician,Single,43060,2,Y,11,8,2,26,3,24,1,11
+55,No,Non-Travel,Research & Development,27,3,Life Sciences,1,3597,Female,2,Manager,Divorced,48590,1,Y,24,8,1,34,3,33,15,0
+21,Yes,Travel_Frequently,Research & Development,20,2,Medical,1,3598,Female,4,Research Scientist,Single,53370,1,Y,14,8,1,2,2,2,2,2
+46,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3599,Male,1,Manufacturing Director,Married,23400,2,Y,13,8,1,26,2,11,0,8
+34,No,Travel_Rarely,Sales,13,4,Medical,1,3600,Male,3,Sales Representative,Single,74910,0,Y,14,8,1,4,3,3,0,2
+51,No,Travel_Frequently,Research & Development,14,3,Life Sciences,1,3601,Male,2,Research Director,Divorced,105270,4,Y,14,8,0,31,3,29,11,10
+59,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,3602,Male,2,Research Scientist,Single,165950,6,Y,21,8,1,25,2,9,5,4
+34,No,Travel_Frequently,Sales,14,4,Medical,1,3603,Female,3,Research Scientist,Divorced,88340,4,Y,13,8,1,15,1,11,5,10
+28,No,Travel_Frequently,Research & Development,2,3,Other,1,3604,Female,1,Manager,Single,55770,0,Y,19,8,0,5,3,4,0,2
+44,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,3605,Male,2,Research Scientist,Divorced,47070,1,Y,17,8,0,26,4,25,14,13
+34,No,Travel_Frequently,Sales,1,3,Life Sciences,1,3606,Male,2,Sales Executive,Married,24000,4,Y,18,8,1,14,3,10,1,8
+35,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,3607,Male,4,Healthcare Representative,Married,98240,0,Y,19,8,0,4,2,3,2,2
+42,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,3608,Female,1,Manager,Married,64470,6,Y,13,8,0,18,3,1,0,0
+43,No,Travel_Rarely,Research & Development,7,2,Medical,1,3609,Female,1,Laboratory Technician,Single,195020,3,Y,18,8,2,23,3,21,15,17
+36,No,Travel_Rarely,Research & Development,2,4,Medical,1,3610,Male,1,Healthcare Representative,Single,27250,9,Y,21,8,1,18,4,16,5,12
+44,Yes,Travel_Rarely,Research & Development,21,4,Life Sciences,1,3611,Female,2,Laboratory Technician,Married,62720,1,Y,19,8,1,10,3,10,0,5
+28,No,Travel_Frequently,Research & Development,2,3,Life Sciences,1,3612,Female,2,Sales Representative,Married,21270,1,Y,14,8,0,2,3,2,2,2
+51,No,Travel_Frequently,Sales,21,4,Medical,1,3613,Male,2,Research Scientist,Single,182000,0,Y,17,8,0,8,3,7,7,7
+30,No,Non-Travel,Research & Development,2,4,Other,1,3614,Male,1,Research Scientist,Single,20960,7,Y,11,8,3,10,2,8,1,7
+29,Yes,Travel_Rarely,Research & Development,29,4,Technical Degree,1,3615,Female,1,Sales Representative,Divorced,28860,3,Y,13,8,0,10,4,7,7,7
+28,No,Travel_Rarely,Sales,1,4,Life Sciences,1,3616,Female,2,Sales Representative,Single,20330,2,Y,15,8,1,5,5,3,1,2
+25,No,Travel_Rarely,Research & Development,18,2,Life Sciences,1,3617,Male,1,Research Scientist,Single,36220,1,Y,25,8,0,2,0,2,2,1
+32,No,Travel_Rarely,Research & Development,10,4,Other,1,3618,Female,1,Sales Executive,Married,42330,1,Y,11,8,0,10,5,10,0,8
+45,No,Travel_Frequently,Research & Development,19,3,Medical,1,3619,Male,3,Laboratory Technician,Single,36810,3,Y,17,8,1,22,2,0,0,0
+39,No,Travel_Rarely,Sales,29,1,Marketing,1,3620,Female,1,Laboratory Technician,Divorced,54600,6,Y,13,8,2,21,3,19,15,2
+58,No,Travel_Rarely,Research & Development,27,3,Other,1,3621,Male,2,Laboratory Technician,Divorced,21870,1,Y,18,8,1,2,1,2,2,2
+32,Yes,Travel_Rarely,Research & Development,5,3,Technical Degree,1,3622,Female,1,Sales Executive,Married,96020,1,Y,13,8,1,10,3,10,1,1
+39,Yes,Travel_Rarely,Research & Development,18,2,Life Sciences,1,3623,Male,2,Laboratory Technician,Single,28360,0,Y,20,8,0,6,3,5,0,3
+30,No,Travel_Rarely,Sales,9,1,Marketing,1,3624,Male,4,Research Director,Married,40890,0,Y,18,8,0,10,2,9,6,7
+36,No,Travel_Rarely,Sales,1,3,Marketing,1,3625,Male,2,Sales Executive,Married,166270,3,Y,12,8,0,10,5,7,1,7
+46,No,Travel_Rarely,Sales,4,3,Medical,1,3626,Male,1,Research Scientist,Single,26190,6,Y,12,8,1,10,3,7,5,7
+28,No,Non-Travel,Research & Development,1,3,Medical,1,3627,Male,5,Sales Executive,Married,56790,0,Y,13,8,0,10,2,9,7,5
+50,No,Travel_Rarely,Research & Development,20,2,Medical,1,3628,Female,5,Laboratory Technician,Married,154020,4,Y,21,8,0,25,3,3,1,2
+40,Yes,Travel_Rarely,Sales,8,1,Other,1,3629,Male,1,Laboratory Technician,Single,59850,2,Y,13,8,3,9,1,5,1,0
+52,Yes,Travel_Rarely,Research & Development,3,2,Technical Degree,1,3630,Male,3,Laboratory Technician,Single,25790,9,Y,19,8,1,10,1,8,7,7
+30,No,Travel_Rarely,Research & Development,6,4,Medical,1,3631,Female,1,Sales Executive,Married,30410,1,Y,11,8,1,9,2,9,0,8
+39,No,Travel_Rarely,Research & Development,26,1,Medical,1,3632,Male,2,Healthcare Representative,Single,34470,0,Y,14,8,0,9,5,8,1,7
+31,No,Non-Travel,Research & Development,1,2,Medical,1,3633,Male,1,Sales Executive,Divorced,195130,1,Y,12,8,1,10,1,10,9,6
+41,No,Non-Travel,Sales,6,3,Life Sciences,1,3634,Female,1,Research Director,Single,27730,1,Y,11,8,0,19,3,19,11,9
+31,Yes,Travel_Frequently,Research & Development,3,1,Life Sciences,1,3635,Male,1,Sales Executive,Single,71040,1,Y,14,8,1,3,3,3,2,2
+44,Yes,Travel_Rarely,Sales,5,3,Life Sciences,1,3636,Male,1,Laboratory Technician,Married,63220,4,Y,11,8,1,10,2,3,1,2
+42,No,Non-Travel,Research & Development,4,3,Life Sciences,1,3637,Male,2,Laboratory Technician,Married,20830,0,Y,12,8,2,21,3,20,2,10
+55,No,Travel_Rarely,Sales,11,3,Technical Degree,1,3638,Male,2,Manufacturing Director,Married,83810,4,Y,15,8,1,23,3,19,9,11
+56,No,Travel_Rarely,Sales,3,2,Medical,1,3639,Female,3,Manufacturing Director,Single,26910,6,Y,16,8,1,36,6,7,7,7
+40,No,Non-Travel,Research & Development,1,1,Life Sciences,1,3640,Male,1,Laboratory Technician,Divorced,42860,9,Y,15,8,0,6,6,4,0,0
+34,No,Travel_Rarely,Research & Development,3,2,Technical Degree,1,3641,Male,2,Research Director,Divorced,26590,0,Y,24,8,3,10,2,9,1,6
+40,No,Travel_Rarely,Sales,4,3,Medical,1,3642,Male,2,Sales Executive,Single,94340,1,Y,13,8,1,9,3,9,8,8
+41,No,Travel_Frequently,Sales,1,4,Other,1,3643,Female,2,Healthcare Representative,Divorced,55610,0,Y,11,8,0,10,2,9,1,7
+35,No,Travel_Frequently,Sales,1,2,Technical Degree,1,3644,Male,2,Manager,Single,66460,1,Y,13,8,1,9,2,9,1,1
+51,No,Travel_Rarely,Sales,18,2,Life Sciences,1,3645,Male,4,Manufacturing Director,Divorced,77250,1,Y,13,8,1,33,2,33,0,10
+38,No,Travel_Rarely,Sales,2,4,Life Sciences,1,3646,Female,1,Research Scientist,Divorced,107250,3,Y,18,8,0,11,5,7,1,7
+34,No,Travel_Rarely,Sales,4,3,Life Sciences,1,3647,Male,2,Research Scientist,Single,88470,1,Y,16,8,0,10,3,10,9,6
+25,No,Travel_Rarely,Research & Development,6,2,Medical,1,3648,Female,4,Research Scientist,Married,20450,3,Y,19,8,0,7,3,3,1,2
+58,Yes,Travel_Rarely,Sales,1,4,Technical Degree,1,3649,Male,2,Sales Executive,Married,10090,7,Y,13,8,2,31,3,10,5,9
+40,No,Travel_Rarely,Research & Development,14,4,Medical,1,3650,Female,1,Research Scientist,Married,33480,3,Y,22,8,0,7,2,4,0,3
+36,No,Travel_Frequently,Sales,16,2,Life Sciences,1,3651,Male,1,Research Scientist,Married,12810,2,Y,11,8,0,17,2,15,6,13
+48,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,3652,Male,2,Research Scientist,Single,28190,1,Y,20,8,0,11,2,10,0,8
+27,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3653,Female,2,Laboratory Technician,Married,48510,8,Y,18,8,0,5,2,1,0,0
+51,No,Travel_Rarely,Research & Development,4,1,Medical,1,3654,Female,3,Manufacturing Director,Single,40280,3,Y,14,8,0,29,3,5,0,3
+18,No,Non-Travel,Research & Development,1,4,Medical,1,3655,Male,2,Sales Executive,Single,27200,1,Y,22,8,1,0,2,0,0,0
+35,No,Travel_Rarely,Research & Development,1,4,Other,1,3656,Female,2,Research Director,Married,81200,0,Y,13,8,0,10,2,9,0,0
+27,No,Travel_Frequently,Research & Development,26,4,Medical,1,3657,Female,1,Research Director,Single,46470,3,Y,17,8,0,8,3,6,0,0
+55,Yes,Travel_Rarely,Research & Development,19,3,Technical Degree,1,3658,Male,1,Human Resources,Single,46800,6,Y,14,8,3,24,0,19,3,8
+56,No,Travel_Rarely,Research & Development,24,4,Life Sciences,1,3659,Male,2,Laboratory Technician,Married,32210,4,Y,15,8,2,33,2,19,15,9
+34,No,Non-Travel,Sales,1,2,Life Sciences,1,3660,Male,2,Research Scientist,Divorced,86210,1,Y,17,8,1,5,1,5,0,0
+40,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,3661,Male,2,Sales Executive,Divorced,45770,5,Y,11,8,1,15,3,12,11,8
+34,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,3662,Male,1,Research Scientist,Married,45530,4,Y,18,8,1,10,2,8,7,7
+31,Yes,Travel_Frequently,Research & Development,2,2,Medical,1,3663,Female,2,Manufacturing Director,Single,53960,7,Y,17,8,1,3,2,1,0,0
+35,Yes,Travel_Frequently,Research & Development,1,2,Medical,1,3664,Male,1,Manufacturing Director,Married,67960,0,Y,13,8,0,5,2,4,3,2
+38,No,Travel_Frequently,Research & Development,7,3,Medical,1,3665,Female,2,Sales Representative,Divorced,76250,1,Y,15,8,0,4,2,4,0,3
+34,No,Travel_Rarely,Research & Development,10,4,Other,1,3666,Female,2,Laboratory Technician,Single,74120,1,Y,24,8,0,14,4,14,4,11
+28,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3667,Female,2,Healthcare Representative,Married,111590,1,Y,12,8,0,5,2,5,0,4
+31,Yes,Travel_Rarely,Research & Development,15,2,Life Sciences,1,3668,Male,2,Sales Executive,Married,49600,1,Y,15,8,0,10,3,10,6,7
+39,No,Travel_Rarely,Research & Development,17,4,Technical Degree,1,3669,Female,2,Healthcare Representative,Married,104750,3,Y,11,8,1,8,3,5,1,4
+51,No,Travel_Frequently,Research & Development,20,3,Medical,1,3670,Male,2,Sales Executive,Married,148140,2,Y,11,8,1,14,2,4,3,2
+41,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,3671,Male,4,Sales Executive,Divorced,191410,3,Y,12,8,1,12,2,6,3,3
+37,No,Travel_Rarely,Research & Development,2,2,Medical,1,3672,Female,1,Healthcare Representative,Married,54050,7,Y,15,8,0,8,3,6,1,3
+33,No,Travel_Frequently,Research & Development,2,3,Medical,1,3673,Female,1,Sales Executive,Married,87930,6,Y,17,8,0,8,2,5,1,2
+32,No,Travel_Rarely,Research & Development,1,4,Medical,1,3674,Male,5,Research Director,Married,191890,0,Y,12,8,1,4,3,3,1,2
+39,No,Non-Travel,Research & Development,29,2,Life Sciences,1,3675,Male,2,Sales Executive,Married,38750,3,Y,15,8,0,13,3,6,0,5
+25,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,3676,Male,1,Sales Executive,Married,22160,2,Y,13,8,3,6,2,3,1,2
+52,No,Travel_Frequently,Research & Development,2,1,Life Sciences,1,3677,Male,2,Sales Executive,Married,117130,2,Y,14,8,0,24,2,5,0,2
+43,No,Travel_Rarely,Research & Development,2,2,Medical,1,3678,Male,1,Laboratory Technician,Single,78610,1,Y,14,8,2,20,1,20,1,8
+27,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,3679,Male,1,Human Resources,Married,37080,1,Y,16,8,2,6,2,6,4,4
+27,Yes,Travel_Rarely,Research & Development,2,5,Life Sciences,1,3680,Female,1,Research Scientist,Single,137700,1,Y,18,8,1,8,3,8,7,7
+26,No,Travel_Rarely,Research & Development,2,2,Other,1,3681,Male,3,Laboratory Technician,Single,53040,0,Y,20,8,1,5,2,4,1,1
+42,No,Travel_Rarely,Sales,23,3,Marketing,1,3682,Female,3,Research Scientist,Married,26420,0,Y,13,8,1,21,3,20,0,9
+52,No,Travel_Rarely,Research & Development,5,2,Life Sciences,1,3683,Female,1,Healthcare Representative,Married,27590,9,Y,18,8,1,12,6,5,0,4
+37,No,Travel_Rarely,Research & Development,20,5,Life Sciences,1,3684,Male,2,Manager,Single,68040,4,Y,13,8,1,8,1,3,0,2
+35,No,Travel_Frequently,Research & Development,6,4,Medical,1,3685,Female,2,Research Director,Single,61420,2,Y,15,8,1,10,2,2,2,2
+25,No,Travel_Rarely,Research & Development,1,4,Medical,1,3686,Male,2,Sales Executive,Married,25000,4,Y,14,8,2,7,2,3,0,2
+26,No,Travel_Rarely,Research & Development,29,4,Life Sciences,1,3687,Male,1,Research Scientist,Single,63890,0,Y,22,8,0,8,2,7,0,7
+29,No,Travel_Rarely,Sales,9,3,Life Sciences,1,3688,Male,1,Laboratory Technician,Single,111030,1,Y,12,8,0,10,5,10,0,9
+49,Yes,Travel_Frequently,Sales,6,5,Medical,1,3689,Female,2,Healthcare Representative,Single,23420,3,Y,18,8,0,20,2,4,1,3
+29,Yes,Travel_Frequently,Sales,3,2,Marketing,1,3690,Female,2,Laboratory Technician,Single,68110,0,Y,15,8,1,9,2,8,7,7
+54,No,Travel_Rarely,Sales,1,3,Medical,1,3691,Female,2,Manager,Single,22970,6,Y,18,8,2,29,2,20,12,7
+58,No,Travel_Rarely,Sales,22,3,Life Sciences,1,3692,Female,2,Laboratory Technician,Married,24500,3,Y,12,8,1,32,2,9,1,5
+55,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,3693,Female,3,Research Scientist,Divorced,50930,2,Y,16,8,1,31,3,7,0,0
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,3694,Male,2,Sales Executive,Single,53090,3,Y,13,8,0,15,5,5,0,1
+31,Yes,Travel_Frequently,Sales,4,3,Life Sciences,1,3695,Male,2,Manager,Single,30570,1,Y,19,8,0,1,3,1,0,0
+30,No,Travel_Rarely,Sales,3,3,Life Sciences,1,3696,Male,3,Sales Executive,Divorced,51210,7,Y,13,8,0,8,4,3,0,2
+31,No,Travel_Rarely,Research & Development,1,3,Medical,1,3697,Male,1,Laboratory Technician,Single,168560,3,Y,12,8,1,9,3,3,1,0
+34,No,Travel_Frequently,Sales,2,1,Marketing,1,3698,Female,5,Manager,Divorced,26860,5,Y,11,8,0,10,3,4,1,3
+31,Yes,Travel_Rarely,Sales,20,3,Technical Degree,1,3699,Male,1,Research Scientist,Single,61800,1,Y,14,8,1,1,2,1,0,0
+27,No,Travel_Rarely,Human Resources,11,4,Medical,1,3700,Male,4,Sales Executive,Married,66320,0,Y,16,8,0,6,3,5,1,4
+36,No,Travel_Rarely,Sales,1,3,Marketing,1,3701,Male,2,Research Scientist,Single,35050,1,Y,12,8,2,10,2,10,1,8
+36,No,Travel_Rarely,Research & Development,24,3,Other,1,3702,Female,3,Research Director,Married,63970,4,Y,14,8,1,11,3,3,0,2
+47,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,3703,Female,2,Sales Executive,Married,62740,7,Y,14,8,2,17,0,6,1,2
+25,Yes,Travel_Rarely,Sales,16,4,Life Sciences,1,3704,Male,2,Research Scientist,Married,198590,3,Y,19,8,0,6,3,3,2,2
+37,No,Non-Travel,Sales,8,4,Medical,1,3705,Male,1,Healthcare Representative,Single,75870,0,Y,22,8,1,7,5,6,1,3
+56,No,Travel_Rarely,Research & Development,10,4,Other,1,3706,Male,2,Sales Representative,Married,42580,2,Y,16,8,0,5,2,3,1,0
+47,No,Travel_Rarely,Research & Development,3,2,Medical,1,3707,Male,2,Laboratory Technician,Married,43640,3,Y,11,8,1,26,3,20,5,6
+24,No,Travel_Rarely,Research & Development,5,1,Other,1,3708,Male,1,Manufacturing Director,Married,43350,1,Y,15,8,1,5,5,5,0,3
+32,No,Travel_Rarely,Sales,4,3,Marketing,1,3709,Male,1,Research Scientist,Married,53260,4,Y,14,8,1,7,2,4,0,3
+34,No,Travel_Rarely,Research & Development,9,2,Medical,1,3710,Male,1,Sales Executive,Married,32800,5,Y,13,8,0,7,3,5,0,2
+41,No,Travel_Rarely,Research & Development,26,3,Medical,1,3711,Female,3,Sales Executive,Married,54850,2,Y,17,8,2,7,2,4,0,3
+40,No,Non-Travel,Sales,3,2,Life Sciences,1,3712,Male,1,Sales Executive,Divorced,43420,3,Y,11,8,1,11,6,8,0,7
+31,No,Travel_Rarely,Research & Development,16,3,Medical,1,3713,Male,2,Human Resources,Divorced,27820,1,Y,19,8,1,13,5,13,9,9
+46,Yes,Travel_Rarely,Research & Development,18,1,Medical,1,3714,Male,1,Manufacturing Director,Divorced,59800,4,Y,11,8,1,28,2,7,4,3
+39,Yes,Non-Travel,Research & Development,2,4,Medical,1,3715,Male,2,Manufacturing Director,Single,43810,2,Y,15,8,2,11,1,1,0,0
+31,Yes,Travel_Frequently,Sales,2,3,Medical,1,3716,Male,2,Sales Executive,Single,25720,1,Y,13,8,3,10,3,10,4,7
+45,No,Travel_Rarely,Sales,10,2,Marketing,1,3717,Male,1,Sales Executive,Divorced,38330,2,Y,14,8,0,24,1,7,0,7
+31,No,Travel_Rarely,Research & Development,16,4,Life Sciences,1,3718,Male,3,Human Resources,Single,42440,9,Y,13,8,0,8,3,3,0,2
+31,Yes,Travel_Frequently,Research & Development,7,4,Life Sciences,1,3719,Male,1,Laboratory Technician,Married,65000,6,Y,23,8,1,7,5,2,2,2
+45,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,3720,Female,1,Research Scientist,Married,184300,4,Y,12,8,1,10,5,3,1,2
+48,No,Travel_Rarely,Research & Development,24,3,Technical Degree,1,3721,Male,2,Research Scientist,Divorced,16010,4,Y,12,8,0,15,3,2,2,2
+34,Yes,Travel_Rarely,Research & Development,7,4,Medical,1,3722,Male,2,Research Scientist,Married,26940,1,Y,16,8,1,2,3,2,2,2
+40,No,Non-Travel,Research & Development,25,4,Other,1,3723,Female,1,Sales Executive,Divorced,31490,2,Y,15,8,1,16,1,9,4,8
+28,No,Travel_Rarely,Research & Development,1,2,Technical Degree,1,3724,Female,1,Research Scientist,Single,176390,0,Y,13,8,1,6,0,5,1,3
+44,No,Non-Travel,Research & Development,5,3,Life Sciences,1,3725,Male,1,Laboratory Technician,Single,23190,3,Y,18,8,0,7,4,5,0,3
+53,No,Travel_Rarely,Research & Development,2,4,Technical Degree,1,3726,Male,2,Manager,Single,116910,4,Y,20,8,0,35,2,9,8,8
+49,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,3727,Male,3,Laboratory Technician,Married,53240,2,Y,19,8,0,20,2,3,1,2
+40,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,3728,Male,3,Laboratory Technician,Divorced,167520,2,Y,18,8,1,8,3,3,1,2
+44,No,Travel_Rarely,Research & Development,5,1,Other,1,3729,Male,3,Research Scientist,Single,52280,1,Y,13,8,0,6,2,5,1,3
+33,No,Travel_Frequently,Human Resources,10,3,Medical,1,3730,Female,2,Sales Executive,Married,27000,0,Y,14,8,3,5,2,4,0,3
+34,No,Travel_Rarely,Research & Development,10,4,Life Sciences,1,3731,Female,1,Sales Representative,Single,192460,3,Y,15,8,1,15,5,13,3,12
+30,No,Travel_Rarely,Sales,1,2,Technical Degree,1,3732,Male,1,Laboratory Technician,Married,25060,8,Y,22,8,0,4,3,2,2,2
+42,No,Travel_Frequently,Research & Development,8,4,Medical,1,3733,Female,1,Sales Executive,Single,60620,1,Y,22,8,2,12,2,12,5,8
+44,No,Travel_Frequently,Research & Development,5,3,Life Sciences,1,3734,Female,5,Manufacturing Director,Married,43820,7,Y,16,8,2,11,2,1,0,0
+30,No,Non-Travel,Research & Development,8,3,Life Sciences,1,3735,Male,1,Manufacturing Director,Divorced,21430,1,Y,17,8,1,1,2,1,0,0
+57,No,Travel_Rarely,Sales,2,1,Life Sciences,1,3736,Male,3,Research Scientist,Married,61620,0,Y,14,8,0,13,5,12,2,8
+49,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,3737,Female,2,Sales Executive,Divorced,50940,3,Y,15,8,0,29,5,8,0,7
+34,No,Travel_Frequently,Research & Development,2,4,Medical,1,3738,Female,2,Sales Representative,Divorced,68770,7,Y,20,8,0,16,3,14,6,9
+28,Yes,Travel_Frequently,Research & Development,2,3,Medical,1,3739,Male,1,Research Scientist,Married,22740,3,Y,20,8,1,5,5,3,1,2
+29,Yes,Travel_Frequently,Research & Development,28,3,Medical,1,3740,Female,5,Research Scientist,Single,44340,5,Y,17,8,3,7,1,5,0,0
+34,Yes,Travel_Rarely,Research & Development,7,1,Medical,1,3741,Male,1,Research Scientist,Single,62880,0,Y,15,8,1,16,2,15,10,10
+35,No,Travel_Rarely,Sales,7,4,Other,1,3742,Female,4,Healthcare Representative,Married,25530,1,Y,14,8,1,1,4,1,0,0
+24,Yes,Travel_Frequently,Sales,3,3,Life Sciences,1,3743,Male,2,Research Scientist,Single,76540,2,Y,17,8,1,4,3,0,0,0
+24,No,Non-Travel,Research & Development,10,3,Life Sciences,1,3744,Female,2,Manager,Married,51600,1,Y,17,8,1,1,3,1,0,0
+44,No,Travel_Frequently,Research & Development,5,2,Medical,1,3745,Female,2,Research Scientist,Single,171590,5,Y,22,8,1,16,1,2,2,2
+29,No,Travel_Rarely,Sales,10,2,Life Sciences,1,3746,Female,1,Sales Executive,Divorced,128080,1,Y,13,8,0,10,6,10,0,4
+30,No,Travel_Rarely,Research & Development,1,2,Life Sciences,1,3747,Male,3,Sales Executive,Divorced,102210,0,Y,19,8,1,6,2,5,1,3
+55,No,Travel_Rarely,Sales,20,3,Marketing,1,3748,Male,2,Research Scientist,Married,47790,0,Y,14,8,1,4,6,3,1,2
+33,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,3749,Male,2,Research Scientist,Married,37370,8,Y,22,8,2,8,2,5,0,2
+47,No,Travel_Rarely,Research & Development,8,4,Medical,1,3750,Female,2,Sales Representative,Married,23660,3,Y,17,8,0,11,5,5,1,2
+28,Yes,Travel_Frequently,Sales,1,3,Marketing,1,3751,Male,2,Laboratory Technician,Single,17060,7,Y,12,8,0,8,3,0,0,0
+28,No,Travel_Rarely,Sales,8,4,Marketing,1,3752,Male,1,Laboratory Technician,Divorced,163070,1,Y,16,8,0,1,3,1,0,0
+28,No,Travel_Frequently,Research & Development,9,3,Life Sciences,1,3753,Female,2,Sales Executive,Single,59330,0,Y,11,8,0,5,3,4,1,3
+49,No,Travel_Rarely,Research & Development,5,4,Life Sciences,1,3754,Female,1,Research Scientist,Married,34240,4,Y,11,8,0,10,3,3,1,2
+29,No,Travel_Frequently,Research & Development,8,1,Medical,1,3755,Male,1,Research Scientist,Married,40370,0,Y,14,8,0,4,2,3,0,2
+28,No,Travel_Rarely,Research & Development,5,1,Technical Degree,1,3756,Male,2,Laboratory Technician,Married,25590,1,Y,11,8,0,8,3,8,1,7
+33,No,Travel_Rarely,Research & Development,15,4,Life Sciences,1,3757,Female,1,Sales Executive,Single,62010,2,Y,15,8,3,14,2,0,0,0
+32,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,3758,Female,3,Laboratory Technician,Single,44030,2,Y,20,8,0,10,3,5,0,0
+54,No,Travel_Frequently,Sales,10,3,Life Sciences,1,3759,Female,4,Research Scientist,Divorced,37610,3,Y,12,8,0,26,3,14,1,12
+29,Yes,Travel_Rarely,Research & Development,5,3,Life Sciences,1,3760,Female,2,Research Scientist,Single,109340,6,Y,17,8,2,11,2,9,0,7
+44,No,Travel_Rarely,Sales,26,1,Marketing,1,3761,Male,1,Sales Representative,Married,107610,3,Y,11,8,1,24,5,20,14,17
+39,No,Travel_Rarely,Sales,6,1,Technical Degree,1,3762,Female,2,Laboratory Technician,Single,51750,4,Y,17,8,1,9,2,2,2,2
+46,No,Travel_Rarely,Research & Development,4,2,Life Sciences,1,3763,Male,3,Manufacturing Director,Married,138260,8,Y,11,8,0,23,1,13,5,1
+35,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,3764,Male,2,Research Scientist,Single,63340,1,Y,14,8,0,11,2,11,3,3
+23,No,Travel_Rarely,Research & Development,2,4,Medical,1,3765,Female,2,Manager,Single,49360,0,Y,19,8,1,5,2,4,1,2
+40,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,3766,Male,2,Research Director,Single,47750,3,Y,15,8,1,15,3,5,1,0
+34,No,Travel_Rarely,Human Resources,2,3,Human Resources,1,3767,Male,2,Manufacturing Director,Married,28180,1,Y,13,8,1,10,2,10,8,6
+31,Yes,Travel_Frequently,Research & Development,29,3,Life Sciences,1,3768,Female,2,Healthcare Representative,Single,25150,1,Y,14,8,0,7,3,7,7,7
+50,No,Travel_Frequently,Research & Development,6,3,Medical,1,3769,Male,1,Manager,Single,23420,1,Y,12,8,1,32,2,32,13,9
+34,No,Travel_Rarely,Sales,25,5,Marketing,1,3770,Female,1,Research Scientist,Married,41940,0,Y,17,8,2,12,3,11,5,7
+42,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3771,Female,1,Manufacturing Director,Married,106850,4,Y,11,8,3,4,2,1,0,0
+37,No,Travel_Rarely,Research & Development,2,2,Medical,1,3772,Male,1,Research Scientist,Married,20220,1,Y,12,8,0,10,1,10,3,7
+29,No,Travel_Rarely,Research & Development,1,3,Medical,1,3773,Female,1,Manager,Married,23140,3,Y,13,8,0,9,5,7,0,7
+33,No,Travel_Rarely,Research & Development,1,1,Life Sciences,1,3774,Male,1,Research Scientist,Single,42560,1,Y,13,8,3,5,1,5,0,2
+45,No,Travel_Rarely,Sales,3,3,Life Sciences,1,3775,Male,3,Laboratory Technician,Married,35800,4,Y,20,8,1,8,1,5,0,3
+42,No,Travel_Frequently,Human Resources,1,4,Technical Degree,1,3776,Male,2,Manufacturing Director,Married,31620,2,Y,17,8,2,24,1,20,13,9
+40,No,Travel_Rarely,Sales,10,1,Life Sciences,1,3777,Female,1,Manufacturing Director,Married,65240,0,Y,13,8,1,9,2,8,7,1
+33,No,Travel_Rarely,Research & Development,9,3,Medical,1,3778,Female,2,Manufacturing Director,Married,28990,1,Y,17,8,0,15,3,15,5,7
+40,No,Travel_Rarely,Sales,5,5,Life Sciences,1,3779,Male,1,Manufacturing Director,Single,52310,1,Y,12,8,2,21,4,21,7,7
+24,No,Travel_Rarely,Sales,10,2,Marketing,1,3780,Male,1,Manufacturing Director,Divorced,23560,0,Y,13,8,0,2,5,1,0,0
+40,No,Non-Travel,Research & Development,7,3,Medical,1,3781,Male,1,Research Scientist,Divorced,28000,3,Y,12,8,2,8,0,2,2,2
+45,No,Travel_Rarely,Research & Development,4,3,Medical,1,3782,Female,3,Laboratory Technician,Divorced,118360,1,Y,22,8,0,10,2,10,7,7
+35,No,Travel_Rarely,Research & Development,10,1,Life Sciences,1,3783,Male,1,Healthcare Representative,Married,109030,0,Y,11,8,0,6,3,5,4,2
+32,No,Travel_Rarely,Research & Development,22,4,Medical,1,3784,Male,1,Sales Executive,Married,29730,3,Y,22,8,0,12,0,7,2,5
+36,No,Travel_Rarely,Sales,9,3,Marketing,1,3785,Female,4,Research Scientist,Single,142750,3,Y,18,8,1,7,5,3,1,2
+48,No,Travel_Rarely,Research & Development,12,4,Medical,1,3786,Male,1,Laboratory Technician,Divorced,55620,8,Y,13,8,1,18,2,8,7,7
+29,No,Travel_Rarely,Research & Development,23,4,Life Sciences,1,3787,Female,2,Healthcare Representative,Married,45370,6,Y,18,8,1,5,5,1,0,0
+33,No,Travel_Rarely,Research & Development,9,1,Medical,1,3788,Male,1,Healthcare Representative,Married,76420,2,Y,20,8,1,8,2,2,2,2
+30,Yes,Travel_Rarely,Research & Development,1,3,Other,1,3789,Male,3,Sales Executive,Married,179240,1,Y,13,8,2,10,2,10,6,7
+38,No,Travel_Frequently,Sales,9,3,Marketing,1,3790,Male,1,Manufacturing Director,Married,52040,3,Y,13,8,1,10,2,6,1,2
+35,No,Travel_Rarely,Sales,7,2,Life Sciences,1,3791,Male,1,Sales Executive,Single,22770,1,Y,12,8,1,3,2,3,1,2
+30,No,Travel_Rarely,Research & Development,14,3,Technical Degree,1,3792,Male,5,Research Director,Married,27950,3,Y,13,8,0,9,4,4,1,3
+35,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,3793,Female,1,Research Scientist,Divorced,25320,1,Y,13,8,0,1,2,1,0,0
+53,Yes,Travel_Rarely,Research & Development,19,3,Life Sciences,1,3794,Male,2,Manager,Married,25590,0,Y,25,8,0,34,2,33,1,9
+38,Yes,Travel_Rarely,Research & Development,2,3,Medical,1,3795,Female,3,Sales Executive,Married,49080,4,Y,19,8,1,7,3,5,1,4
+32,No,Non-Travel,Research & Development,10,4,Life Sciences,1,3796,Female,5,Research Scientist,Married,23800,4,Y,13,8,0,9,5,6,1,2
+48,No,Travel_Rarely,Research & Development,2,5,Life Sciences,1,3797,Male,1,Sales Executive,Married,47650,8,Y,12,8,1,10,4,8,7,6
+34,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,3798,Male,2,Sales Executive,Single,20440,1,Y,11,8,0,1,2,1,0,0
+55,No,Travel_Rarely,Research & Development,11,1,Medical,1,3799,Female,1,Laboratory Technician,Married,26930,1,Y,18,8,0,36,6,36,2,13
+34,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,3800,Male,2,Research Scientist,Married,65860,9,Y,18,8,1,9,3,2,2,1
+26,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,3801,Male,1,Research Director,Married,32940,1,Y,11,8,0,1,6,1,0,0
+38,No,Travel_Rarely,Sales,14,2,Marketing,1,3802,Female,1,Sales Executive,Married,41710,0,Y,23,8,0,10,4,9,7,7
+38,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3803,Female,1,Manufacturing Director,Single,27780,2,Y,13,8,0,8,5,3,1,2
+36,No,Travel_Rarely,Human Resources,1,3,Human Resources,1,3804,Male,1,Research Scientist,Single,23770,6,Y,13,8,2,15,3,1,0,0
+29,No,Travel_Rarely,Research & Development,10,3,Life Sciences,1,3805,Male,1,Sales Representative,Single,24040,1,Y,17,8,0,10,3,10,1,5
+35,No,Travel_Rarely,Sales,12,2,Life Sciences,1,3806,Female,2,Sales Executive,Single,23180,3,Y,19,8,0,10,4,5,0,4
+39,No,Travel_Rarely,Sales,2,2,Medical,1,3807,Female,1,Sales Executive,Married,20080,2,Y,12,8,0,11,3,7,7,6
+29,No,Travel_Frequently,Research & Development,5,1,Medical,1,3808,Female,1,Research Scientist,Divorced,62440,1,Y,22,8,0,6,3,6,1,3
+50,No,Travel_Rarely,Research & Development,4,2,Medical,1,3809,Female,1,Laboratory Technician,Married,27990,4,Y,12,8,1,27,0,1,0,0
+23,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,3810,Female,3,Manager,Married,105520,2,Y,11,8,0,4,2,2,2,2
+36,No,Travel_Frequently,Sales,21,3,Life Sciences,1,3811,Male,2,Human Resources,Married,23290,3,Y,15,8,0,9,2,3,0,2
+42,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,3812,Female,5,Manager,Single,40140,8,Y,13,8,1,24,3,1,0,1
+35,No,Travel_Rarely,Sales,4,3,Medical,1,3813,Female,2,Laboratory Technician,Married,74030,1,Y,12,8,1,10,4,10,6,8
+34,No,Travel_Frequently,Research & Development,25,1,Life Sciences,1,3814,Female,1,Manager,Married,22590,1,Y,14,8,0,8,2,8,7,7
+40,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3815,Male,2,Laboratory Technician,Married,69320,1,Y,13,8,0,5,5,5,1,2
+43,No,Travel_Rarely,Research & Development,1,1,Other,1,3816,Male,1,Manager,Divorced,46780,5,Y,25,8,1,8,0,6,0,2
+35,No,Travel_Rarely,Sales,6,3,Marketing,1,3817,Female,3,Sales Representative,Married,135820,1,Y,17,8,1,1,3,1,0,1
+46,No,Travel_Rarely,Research & Development,12,4,Technical Degree,1,3818,Male,1,Laboratory Technician,Single,23320,1,Y,11,8,0,27,2,26,0,12
+28,Yes,Travel_Rarely,Human Resources,1,3,Medical,1,3819,Female,2,Laboratory Technician,Married,24130,1,Y,16,8,1,NA,2,1,0,0
+22,No,Non-Travel,Sales,17,2,Marketing,1,3820,Male,3,Sales Executive,Married,97050,1,Y,18,8,2,4,3,4,1,3
+50,No,Travel_Frequently,Research & Development,3,3,Other,1,3821,Male,2,Research Scientist,Married,42940,2,Y,20,8,0,32,2,30,12,13
+32,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,3822,Male,3,Research Scientist,Married,47210,3,Y,14,8,1,6,3,3,0,2
+44,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,3823,Male,3,Manager,Divorced,25190,0,Y,21,8,2,23,2,22,1,10
+30,No,Travel_Rarely,Research & Development,4,3,Medical,1,3824,Female,1,Research Director,Married,21210,1,Y,13,8,1,6,2,6,1,1
+45,No,Travel_Rarely,Sales,29,2,Technical Degree,1,3825,Female,2,Research Scientist,Single,29730,1,Y,12,8,0,10,2,10,1,4
+45,No,Non-Travel,Sales,2,4,Life Sciences,1,3826,Male,2,Manufacturing Director,Married,58550,1,Y,14,8,1,10,3,10,4,5
+31,No,Travel_Frequently,Research & Development,7,3,Medical,1,3827,Male,2,Research Scientist,Single,36170,7,Y,21,8,1,10,5,5,0,3
+36,No,Travel_Rarely,Research & Development,18,1,Medical,1,3828,Male,2,Manufacturing Director,Married,67250,9,Y,17,8,1,7,3,3,1,1
+34,No,Travel_Frequently,Sales,28,4,Marketing,1,3829,Male,5,Manufacturing Director,Divorced,103250,1,Y,11,8,1,9,3,9,7,2
+49,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3830,Male,3,Healthcare Representative,Married,69490,1,Y,14,8,1,10,2,9,1,4
+39,No,Travel_Rarely,Research & Development,6,2,Life Sciences,1,3831,Male,3,Research Scientist,Married,106090,2,Y,17,8,1,10,2,7,7,7
+27,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,3832,Male,4,Research Scientist,Divorced,44470,1,Y,13,8,0,7,4,7,0,7
+35,No,Travel_Rarely,Research & Development,2,3,Medical,1,3833,Female,2,Sales Executive,Married,21570,1,Y,25,8,0,16,1,16,1,10
+28,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,3834,Male,3,Manufacturing Director,Divorced,46010,0,Y,15,8,2,6,2,5,0,0
+21,No,Travel_Rarely,Research & Development,3,1,Life Sciences,1,3835,Female,1,Laboratory Technician,Single,170990,1,Y,14,8,1,3,2,2,2,2
+18,Yes,Travel_Frequently,Research & Development,3,5,Medical,1,3836,Male,1,Research Director,Single,24790,1,Y,12,8,1,0,2,0,0,0
+47,No,Travel_Rarely,Research & Development,25,4,Medical,1,3837,Male,2,Research Scientist,Married,148520,3,Y,19,8,3,27,3,5,1,0
+39,No,Travel_Rarely,Sales,2,4,Life Sciences,1,3838,Male,1,Laboratory Technician,Divorced,72640,0,Y,17,8,0,11,5,10,0,7
+40,No,Travel_Rarely,Research & Development,22,1,Life Sciences,1,3839,Male,1,Laboratory Technician,Married,56660,1,Y,14,8,1,18,2,18,14,12
+35,No,Non-Travel,Research & Development,29,3,Medical,1,3840,Female,2,Sales Executive,Married,78230,1,Y,13,8,1,15,3,14,2,9
+37,No,Travel_Rarely,Research & Development,29,4,Technical Degree,1,3841,Male,1,Laboratory Technician,Married,78800,3,Y,12,8,1,9,2,4,0,2
+39,No,Travel_Frequently,Research & Development,2,3,Technical Degree,1,3842,Female,2,Manager,Single,131940,0,Y,11,8,0,10,2,9,3,8
+45,No,Travel_Rarely,Research & Development,28,3,Life Sciences,1,3843,Female,2,Laboratory Technician,Divorced,50670,1,Y,11,8,2,10,3,10,3,9
+38,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,3844,Female,3,Sales Executive,Married,50790,3,Y,11,8,0,10,3,5,0,2
+35,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3845,Male,3,Healthcare Representative,Married,23210,9,Y,12,8,1,15,0,13,6,0
+37,No,Travel_Rarely,Research & Development,22,3,Life Sciences,1,3846,Female,2,Healthcare Representative,Married,174440,1,Y,14,8,0,8,4,8,7,7
+40,No,Travel_Rarely,Research & Development,8,3,Technical Degree,1,3847,Female,2,Healthcare Representative,Single,24040,6,Y,17,8,0,18,2,4,3,3
+44,No,Travel_Frequently,Sales,2,2,Marketing,1,3848,Male,1,Laboratory Technician,Married,34520,4,Y,11,8,1,14,2,10,0,2
+48,No,Travel_Frequently,Sales,10,4,Marketing,1,3849,Female,3,Manager,Married,22700,2,Y,14,8,3,23,2,2,2,2
+35,Yes,Travel_Rarely,Research & Development,9,3,Life Sciences,1,3850,Male,2,Manager,Divorced,173990,6,Y,12,8,0,7,3,2,2,2
+24,No,Travel_Frequently,Research & Development,15,3,Life Sciences,1,3851,Male,2,Research Scientist,Single,54880,1,Y,22,8,1,6,6,6,1,3
+27,No,Travel_Rarely,Sales,10,4,Life Sciences,1,3852,Male,3,Sales Executive,Married,194190,7,Y,14,8,1,5,2,3,0,2
+27,No,Travel_Frequently,Research & Development,7,3,Life Sciences,1,3853,Male,1,Research Scientist,Single,28110,2,Y,20,8,0,6,3,4,1,2
+40,Yes,Travel_Rarely,Sales,16,4,Marketing,1,3854,Male,1,Research Director,Single,36330,3,Y,16,8,2,10,0,4,0,3
+29,No,Travel_Rarely,Research & Development,20,1,Medical,1,3855,Female,2,Manager,Single,41630,9,Y,15,8,1,8,4,5,1,4
+36,No,Travel_Rarely,Research & Development,23,3,Life Sciences,1,3856,Female,3,Sales Executive,Married,21320,4,Y,20,8,0,9,1,3,0,2
+25,No,Travel_Frequently,Sales,5,1,Marketing,1,3857,Male,4,Manufacturing Director,Divorced,139730,1,Y,14,8,0,7,3,7,0,7
+39,No,Travel_Rarely,Sales,10,3,Marketing,1,3858,Female,2,Research Director,Married,26840,4,Y,12,8,0,7,2,5,1,0
+49,No,Travel_Rarely,Sales,4,2,Life Sciences,1,3859,Male,2,Research Director,Married,108450,3,Y,24,8,0,27,4,4,1,2
+50,No,Travel_Rarely,Research & Development,2,2,Medical,1,3860,Male,3,Sales Executive,Divorced,43770,5,Y,12,8,1,19,2,14,1,11
+20,No,Travel_Rarely,Research & Development,18,4,Medical,1,3861,Female,2,Sales Executive,Single,37430,1,Y,13,8,1,2,2,2,2,2
+34,No,Travel_Rarely,Research & Development,10,3,Medical,1,3862,Male,3,Laboratory Technician,Divorced,41480,1,Y,11,8,0,11,3,11,7,9
+36,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3863,Female,2,Healthcare Representative,Single,10510,2,Y,14,8,0,15,2,4,1,3
+49,No,Travel_Rarely,Human Resources,6,2,Life Sciences,1,3864,Female,2,Research Scientist,Married,107390,2,Y,11,8,3,30,3,15,2,12
+36,No,Non-Travel,Research & Development,8,4,Life Sciences,1,3865,Male,4,Laboratory Technician,Married,103880,0,Y,14,8,0,4,2,3,1,2
+36,No,Travel_Rarely,Research & Development,2,2,Medical,1,3866,Female,2,Healthcare Representative,Divorced,114160,6,Y,16,8,0,13,2,5,0,4
+54,No,Travel_Rarely,Sales,24,3,Marketing,1,3867,Male,1,Laboratory Technician,Married,26000,3,Y,14,8,0,36,5,10,4,7
+43,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,3868,Female,1,Research Scientist,Married,24220,1,Y,11,8,1,14,2,14,6,11
+35,Yes,Travel_Frequently,Research & Development,17,4,Medical,1,3869,Male,1,Research Director,Single,54720,3,Y,11,8,1,13,3,11,6,7
+38,No,Travel_Frequently,Research & Development,19,2,Life Sciences,1,3870,Male,2,Research Scientist,Married,24510,7,Y,12,8,1,19,3,13,2,9
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,3871,Male,2,Sales Representative,Divorced,42400,1,Y,14,8,0,10,2,10,0,9
+33,No,Travel_Rarely,Research & Development,7,3,Medical,1,3872,Male,5,Sales Executive,Divorced,109990,1,Y,18,8,3,6,3,6,0,4
+32,No,Travel_Rarely,Research & Development,5,4,Technical Degree,1,3873,Male,5,Research Scientist,Divorced,50030,0,Y,13,8,0,10,5,9,1,6
+31,No,Travel_Rarely,Research & Development,28,4,Technical Degree,1,3874,Female,2,Sales Executive,Married,127420,1,Y,11,8,0,10,4,10,0,2
+49,No,Travel_Rarely,Research & Development,2,4,Medical,1,3875,Male,1,Laboratory Technician,Divorced,42270,4,Y,18,8,0,17,3,2,2,2
+38,No,Travel_Frequently,Sales,29,2,Medical,1,3876,Female,1,Sales Executive,Single,39170,1,Y,15,8,3,4,2,4,3,3
+47,No,Travel_Rarely,Research & Development,1,4,Medical,1,3877,Male,3,Laboratory Technician,Divorced,183030,6,Y,22,8,1,29,2,3,1,2
+49,No,Travel_Rarely,Research & Development,21,3,Medical,1,3878,Male,2,Manufacturing Director,Single,23800,4,Y,13,8,0,23,3,8,0,0
+41,No,Travel_Rarely,Research & Development,24,4,Life Sciences,1,3879,Female,4,Manager,Single,137260,3,Y,12,8,0,21,6,2,0,2
+20,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,3880,Male,1,Sales Representative,Single,47770,1,Y,18,8,1,2,3,2,0,2
+33,No,Non-Travel,Research & Development,18,2,Medical,1,3881,Female,2,Healthcare Representative,Divorced,63850,1,Y,13,8,0,7,6,6,1,2
+36,No,Travel_Rarely,Research & Development,2,2,Technical Degree,1,3882,Male,3,Sales Executive,Married,199730,6,Y,12,8,0,10,2,3,0,2
+44,No,Travel_Rarely,Research & Development,9,3,Technical Degree,1,3883,Female,3,Healthcare Representative,Divorced,68610,4,Y,12,8,0,8,2,2,2,2
+23,Yes,Travel_Rarely,Human Resources,6,3,Life Sciences,1,3884,Female,3,Laboratory Technician,Single,49690,1,Y,12,8,0,5,3,5,1,2
+38,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,3885,Male,1,Sales Executive,Married,198450,7,Y,11,8,1,7,3,0,0,0
+53,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,3886,Male,4,Research Director,Married,133200,3,Y,11,8,0,11,2,4,1,2
+48,Yes,Travel_Frequently,Sales,10,2,Marketing,1,3887,Male,1,Healthcare Representative,Married,63470,2,Y,12,8,1,19,3,9,7,7
+32,Yes,Travel_Rarely,Sales,1,3,Life Sciences,1,3888,Male,2,Research Scientist,Single,27430,1,Y,19,8,1,1,2,1,0,0
+26,No,Non-Travel,Research & Development,18,2,Medical,1,3889,Male,1,Human Resources,Single,108800,1,Y,23,8,1,7,5,7,5,7
+55,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,3890,Male,5,Laboratory Technician,Divorced,23420,5,Y,11,8,2,8,2,4,1,2
+34,No,Travel_Rarely,Sales,28,3,Life Sciences,1,3891,Female,2,Research Scientist,Married,176500,1,Y,19,8,1,15,6,15,4,13
+60,No,Travel_Rarely,Sales,17,4,Medical,1,3892,Male,1,Manager,Divorced,40250,3,Y,13,8,1,19,5,1,0,0
+33,No,Travel_Rarely,Sales,3,3,Life Sciences,1,3893,Male,3,Manager,Married,97250,1,Y,11,8,0,14,0,14,2,13
+37,No,Travel_Frequently,Research & Development,13,3,Life Sciences,1,3894,Male,1,Laboratory Technician,Divorced,119040,1,Y,12,8,1,6,4,6,1,3
+34,No,Travel_Rarely,Research & Development,7,2,Life Sciences,1,3895,Male,1,Healthcare Representative,Married,21770,1,Y,13,8,0,10,5,10,8,7
+23,Yes,Travel_Rarely,Research & Development,12,2,Medical,1,3896,Male,2,Research Scientist,Divorced,75250,1,Y,14,8,2,3,2,3,0,2
+44,No,Travel_Rarely,Human Resources,1,3,Life Sciences,1,3897,Male,1,Research Scientist,Married,48340,1,Y,14,8,0,9,1,8,6,7
+35,No,Travel_Frequently,Research & Development,13,3,Life Sciences,1,3898,Male,3,Sales Executive,Single,20420,0,Y,16,8,0,6,2,5,1,4
+43,No,Travel_Rarely,Research & Development,25,4,Life Sciences,1,3899,Male,2,Sales Executive,Married,22200,1,Y,11,8,0,10,2,10,8,8
+24,No,Travel_Rarely,Research & Development,6,3,Life Sciences,1,3900,Male,3,Sales Executive,Married,10520,1,Y,13,8,0,5,3,5,0,4
+41,No,Travel_Rarely,Sales,6,4,Marketing,1,3901,Male,1,Research Scientist,Single,28210,1,Y,17,8,0,10,3,10,8,7
+29,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,3902,Male,2,Research Scientist,Married,192370,9,Y,11,8,1,9,2,5,1,2
+36,No,Travel_Rarely,Human Resources,1,4,Life Sciences,1,3903,Female,3,Research Scientist,Single,41070,3,Y,11,8,1,17,2,13,6,7
+45,No,Non-Travel,Sales,2,3,Life Sciences,1,3904,Female,2,Manufacturing Director,Married,83960,3,Y,15,8,2,25,3,23,14,4
+24,Yes,Travel_Rarely,Sales,6,2,Medical,1,3905,Female,2,Manager,Married,20070,1,Y,12,8,0,1,2,1,0,0
+47,Yes,Travel_Frequently,Research & Development,1,3,Medical,1,3906,Female,2,Sales Executive,Married,196270,7,Y,11,8,2,25,1,23,14,10
+26,No,Travel_Rarely,Research & Development,9,1,Medical,1,3907,Male,1,Sales Executive,Married,106860,1,Y,14,8,1,3,2,3,0,2
+45,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3908,Male,1,Research Director,Single,29420,1,Y,22,8,1,21,4,21,8,6
+32,No,Travel_Frequently,Sales,1,1,Marketing,1,3909,Male,2,Laboratory Technician,Married,88580,6,Y,16,8,1,10,2,5,1,3
+31,No,Travel_Rarely,Research & Development,14,2,Life Sciences,1,3910,Male,1,Sales Executive,Married,167560,1,Y,11,8,2,6,5,5,0,3
+41,No,Non-Travel,Sales,2,2,Medical,1,3911,Male,2,Research Scientist,Married,107980,NA,Y,14,8,2,10,5,3,1,2
+40,No,Travel_Rarely,Research & Development,22,2,Technical Degree,1,3912,Male,1,Healthcare Representative,Married,23230,2,Y,16,8,1,18,2,1,0,0
+24,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,3913,Female,1,Research Scientist,Divorced,14160,1,Y,15,8,1,6,3,6,1,2
+46,No,Travel_Rarely,Research & Development,6,3,Medical,1,3914,Male,4,Sales Executive,Single,46150,6,Y,12,8,0,19,3,10,0,9
+35,No,Travel_Rarely,Sales,8,4,Life Sciences,1,3915,Male,1,Laboratory Technician,Married,24610,2,Y,20,8,1,17,4,7,0,7
+30,No,Travel_Rarely,Sales,9,4,Marketing,1,3916,Male,1,Laboratory Technician,Married,87220,1,Y,17,8,1,10,3,10,0,8
+47,No,Non-Travel,Research & Development,3,2,Life Sciences,1,3917,Female,2,Sales Executive,Married,39550,7,Y,12,8,1,4,5,1,0,0
+46,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,3918,Female,3,Sales Executive,Divorced,99570,4,Y,20,8,0,13,1,10,0,3
+36,Yes,Travel_Rarely,Research & Development,1,3,Medical,1,3919,Male,2,Manufacturing Director,Divorced,33760,5,Y,20,8,0,16,3,2,2,2
+32,Yes,Travel_Rarely,Research & Development,26,3,Medical,1,3920,Female,2,Research Director,Single,88230,6,Y,13,8,2,10,3,0,0,0
+23,No,Travel_Rarely,Sales,6,4,Life Sciences,1,3921,Male,3,Manufacturing Director,Single,103220,1,Y,14,8,2,3,2,3,1,2
+31,No,Travel_Frequently,Sales,3,3,Marketing,1,3922,Male,2,Sales Executive,Single,46210,2,Y,18,8,1,9,3,5,1,4
+39,No,Non-Travel,Research & Development,3,3,Life Sciences,1,3923,Female,2,Manufacturing Director,Married,109760,1,Y,11,8,0,9,3,9,5,8
+32,No,Travel_Rarely,Research & Development,6,3,Technical Degree,1,3924,Male,1,Research Scientist,Married,36600,3,Y,11,8,2,10,0,4,0,2
+40,No,Travel_Rarely,Sales,6,3,Life Sciences,1,3925,Male,3,Manufacturing Director,Single,104820,1,Y,11,8,1,21,6,21,12,8
+45,No,Travel_Rarely,Research & Development,19,4,Medical,1,3926,Male,1,Sales Representative,Married,71190,4,Y,15,8,0,9,2,5,0,3
+30,No,Travel_Frequently,Sales,9,3,Life Sciences,1,3927,Male,1,Research Director,Single,95820,0,Y,12,8,1,10,2,9,0,7
+24,No,Travel_Frequently,Sales,3,4,Marketing,1,3928,Male,1,Sales Executive,Married,45080,0,Y,11,8,1,3,5,2,2,1
+30,Yes,Travel_Frequently,Research & Development,10,3,Life Sciences,1,3929,Female,1,Human Resources,Divorced,22070,6,Y,14,8,0,6,4,4,1,2
+31,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,3930,Male,3,Laboratory Technician,Married,77560,1,Y,15,8,2,6,3,5,0,2
+27,No,Travel_Rarely,Sales,3,3,Life Sciences,1,3931,Male,1,Manager,Single,66940,1,Y,13,8,1,6,2,6,1,4
+29,Yes,Travel_Rarely,Sales,4,3,Marketing,1,3932,Male,5,Research Scientist,Single,36910,1,Y,13,8,0,2,3,2,2,2
+29,No,Travel_Frequently,Research & Development,8,4,Life Sciences,1,3933,Female,1,Sales Executive,Single,23770,8,Y,21,8,1,10,2,3,0,2
+30,No,Travel_Rarely,Sales,7,3,Life Sciences,1,3934,Male,3,Sales Executive,Divorced,23130,2,Y,11,8,0,12,5,7,1,7
+34,No,Travel_Rarely,Research & Development,1,2,Medical,1,3935,Female,2,Healthcare Representative,Married,176650,0,Y,11,8,0,6,5,5,1,2
+33,No,Non-Travel,Research & Development,2,4,Medical,1,3936,Male,1,Sales Representative,Single,25960,8,Y,14,8,1,13,4,11,1,7
+49,No,Travel_Rarely,Sales,3,4,Marketing,1,3937,Male,1,Sales Executive,Single,47280,3,Y,11,8,1,8,4,5,0,4
+33,Yes,Travel_Rarely,Research & Development,10,3,Life Sciences,1,3938,Male,1,Sales Executive,Single,43020,2,Y,13,8,0,11,3,0,0,0
+38,No,Travel_Frequently,Research & Development,28,3,Medical,1,3939,Male,1,Healthcare Representative,Married,29790,4,Y,12,8,1,9,3,6,0,5
+31,Yes,Travel_Rarely,Human Resources,9,4,Human Resources,1,3940,Male,2,Laboratory Technician,Married,168850,2,Y,14,8,2,10,2,1,0,0
+29,No,Travel_Rarely,Research & Development,3,4,Other,1,3941,Female,2,Sales Representative,Divorced,55930,1,Y,13,8,1,1,3,1,0,0
+30,No,Travel_Rarely,Research & Development,2,1,Medical,1,3942,Male,1,Sales Representative,Married,104450,3,Y,18,8,1,10,3,7,1,7
+32,No,Non-Travel,Research & Development,10,4,Life Sciences,1,3943,Female,1,Laboratory Technician,Single,87400,2,Y,11,8,1,12,2,7,0,7
+38,No,Travel_Rarely,Research & Development,8,2,Technical Degree,1,3944,Female,1,Manufacturing Director,Married,25140,3,Y,11,8,0,15,2,1,1,0
+43,Yes,Travel_Frequently,Research & Development,1,4,Other,1,3945,Male,3,Sales Executive,Married,76550,9,Y,12,8,1,6,3,1,0,0
+42,No,Travel_Rarely,Human Resources,1,3,Other,1,3946,Female,1,Healthcare Representative,Divorced,174650,8,Y,13,8,1,7,3,5,0,4
+55,No,Travel_Rarely,Research & Development,3,2,Life Sciences,1,3947,Female,1,Sales Executive,Married,73510,8,Y,20,8,1,34,3,1,0,0
+33,No,Non-Travel,Research & Development,14,3,Other,1,3948,Male,1,Research Scientist,Divorced,108200,5,Y,12,8,0,11,2,9,1,7
+41,No,Travel_Rarely,Research & Development,5,3,Medical,1,3949,Male,1,Sales Representative,Divorced,121690,1,Y,19,8,0,5,2,5,0,4
+34,No,Non-Travel,Research & Development,7,4,Medical,1,3950,Female,1,Research Scientist,Divorced,196260,1,Y,21,8,0,15,5,15,0,7
+53,No,Non-Travel,Research & Development,10,4,Medical,1,3951,Male,2,Healthcare Representative,Married,20700,4,Y,13,8,2,27,2,3,0,2
+43,No,Travel_Rarely,Sales,16,2,Marketing,1,3952,Female,1,Laboratory Technician,Single,67820,0,Y,16,8,1,10,2,9,1,8
+34,No,Travel_Rarely,Sales,10,2,Life Sciences,1,3953,Female,5,Sales Executive,Single,77790,5,Y,12,8,1,6,2,2,2,2
+21,Yes,Travel_Rarely,Sales,1,2,Marketing,1,3954,Male,5,Healthcare Representative,Single,27910,1,Y,14,8,0,1,3,1,1,0
+38,No,Travel_Rarely,Research & Development,8,2,Life Sciences,1,3955,Female,2,Sales Executive,Married,32010,1,Y,11,8,1,5,3,5,0,4
+22,Yes,Travel_Rarely,Research & Development,1,3,Other,1,3956,Male,4,Research Scientist,Married,49680,1,Y,14,8,0,1,3,1,0,0
+31,No,Travel_Rarely,Research & Development,8,5,Life Sciences,1,3957,Male,5,Sales Executive,Married,131200,1,Y,12,8,2,13,6,12,5,7
+51,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3958,Female,1,Manager,Married,40330,2,Y,14,8,0,15,2,2,2,2
+37,No,Travel_Rarely,Research & Development,24,1,Life Sciences,1,3959,Male,2,Sales Executive,Married,32910,1,Y,16,8,3,5,2,5,0,3
+46,No,Travel_Rarely,Sales,3,4,Marketing,1,3960,Female,1,Sales Representative,Divorced,42720,7,Y,13,8,0,24,3,2,2,2
+36,No,Travel_Rarely,Research & Development,27,3,Technical Degree,1,3961,Female,4,Research Scientist,Married,50560,7,Y,12,8,0,15,2,12,5,7
+44,Yes,Travel_Frequently,Sales,10,4,Life Sciences,1,3962,Male,1,Research Scientist,Divorced,28440,1,Y,12,8,0,6,2,5,2,3
+37,No,Travel_Rarely,Research & Development,19,2,Technical Degree,1,3963,Male,2,Sales Executive,Divorced,27030,2,Y,14,8,0,19,2,10,4,7
+35,Yes,Travel_Rarely,Research & Development,15,4,Life Sciences,1,3964,Male,2,Research Scientist,Single,19040,1,Y,22,8,1,10,4,10,7,7
+33,No,Travel_Rarely,Research & Development,8,5,Medical,1,3965,Male,2,Laboratory Technician,Married,82240,6,Y,19,8,0,14,3,10,7,6
+28,No,Travel_Rarely,Sales,9,3,Medical,1,3966,Female,2,Sales Executive,Married,47660,1,Y,12,8,0,5,3,5,0,3
+39,No,Travel_Rarely,Sales,3,4,Marketing,1,3967,Female,2,Laboratory Technician,Single,26100,7,Y,12,8,0,9,2,4,2,2
+46,No,Non-Travel,Research & Development,9,2,Life Sciences,1,3968,Male,2,Manufacturing Director,Single,57310,8,Y,17,8,0,6,2,2,2,2
+40,No,Travel_Rarely,Research & Development,2,2,Medical,1,3969,Male,1,Research Director,Married,25390,4,Y,12,8,1,7,3,4,0,2
+42,No,Travel_Rarely,Research & Development,7,4,Other,1,3970,Female,2,Laboratory Technician,Married,57140,5,Y,11,8,0,10,2,0,0,0
+35,No,Non-Travel,Sales,10,1,Life Sciences,1,3971,Female,2,Research Director,Divorced,43230,2,Y,18,8,3,15,3,7,1,7
+38,No,Non-Travel,Sales,6,4,Marketing,1,3972,Male,3,Sales Executive,Divorced,73360,5,Y,11,8,0,13,3,11,3,8
+34,Yes,Travel_Frequently,Research & Development,2,1,Life Sciences,1,3973,Male,1,Manufacturing Director,Married,134990,4,Y,23,8,2,11,2,7,0,7
+37,Yes,Travel_Rarely,Research & Development,24,3,Life Sciences,1,3974,Male,1,Laboratory Technician,Single,137580,1,Y,11,8,1,10,5,10,0,8
+39,No,Travel_Frequently,Research & Development,2,1,Medical,1,3975,Male,2,Healthcare Representative,Divorced,51550,2,Y,18,8,1,7,3,2,2,2
+43,No,Non-Travel,Human Resources,8,5,Medical,1,3976,Female,3,Sales Executive,Single,22580,4,Y,18,8,0,7,2,3,1,2
+41,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,3977,Male,3,Research Scientist,Single,35970,3,Y,13,8,1,11,2,3,1,2
+41,No,Travel_Rarely,Research & Development,1,1,Technical Degree,1,3978,Male,3,Laboratory Technician,Divorced,25150,0,Y,18,8,0,23,2,22,13,5
+30,No,Travel_Rarely,Sales,26,3,Marketing,1,3979,Female,2,Manager,Single,44200,9,Y,11,8,0,9,3,7,0,2
+26,Yes,Travel_Rarely,Human Resources,2,1,Technical Degree,1,3980,Female,3,Sales Executive,Married,65780,0,Y,15,8,2,6,3,5,1,4
+46,Yes,Travel_Rarely,Research & Development,10,3,Medical,1,3981,Male,1,Sales Executive,Married,44220,4,Y,11,8,1,13,2,9,3,7
+40,No,Travel_Rarely,Sales,27,2,Medical,1,3982,Female,3,Sales Executive,Divorced,102740,4,Y,18,8,0,12,3,5,0,3
+34,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3983,Male,2,Laboratory Technician,Married,53430,1,Y,14,8,0,10,5,10,4,8
+58,No,Non-Travel,Research & Development,2,4,Medical,1,3984,Male,1,Laboratory Technician,Divorced,23760,4,Y,12,8,1,37,3,16,14,14
+35,No,Travel_Rarely,Research & Development,8,1,Technical Degree,1,3985,Female,3,Manufacturing Director,Married,53460,0,Y,14,8,0,6,3,5,0,3
+47,No,Travel_Rarely,Research & Development,19,5,Medical,1,3986,Female,2,Research Scientist,Divorced,28270,8,Y,14,8,1,28,3,22,14,10
+40,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,3987,Male,2,Manager,Divorced,199430,2,Y,13,8,1,15,3,7,7,7
+54,No,Travel_Rarely,Sales,27,4,Medical,1,3988,Male,1,Research Scientist,Married,31310,4,Y,14,8,0,14,3,7,1,7
+31,No,Travel_Frequently,Sales,8,4,Other,1,3989,Female,3,Manufacturing Director,Married,25520,2,Y,18,8,0,9,2,3,2,2
+28,No,Travel_Rarely,Sales,1,2,Life Sciences,1,3990,Male,3,Manager,Married,44770,1,Y,15,8,0,3,6,3,1,2
+38,No,Travel_Rarely,Research & Development,19,3,Medical,1,3991,Female,2,Manufacturing Director,Married,64740,2,Y,13,8,2,20,3,4,0,3
+26,No,Travel_Rarely,Sales,8,3,Marketing,1,3992,Female,1,Healthcare Representative,Single,30330,1,Y,12,8,0,5,2,5,1,2
+58,No,Travel_Frequently,Research & Development,10,4,Technical Degree,1,3993,Female,1,Sales Representative,Married,29360,2,Y,13,8,1,23,3,2,2,2
+18,No,Non-Travel,Research & Development,2,3,Life Sciences,1,3994,Male,3,Sales Representative,Single,186060,1,Y,24,8,2,0,4,0,0,0
+31,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,3995,Male,3,Laboratory Technician,Married,21680,0,Y,14,8,1,2,2,1,0,0
+29,Yes,Travel_Rarely,Research & Development,8,2,Medical,1,3996,Male,1,Manager,Divorced,28530,4,Y,14,8,1,4,5,2,2,0
+45,No,Non-Travel,Sales,1,4,Technical Degree,1,3997,Male,1,Research Scientist,Married,170480,4,Y,15,8,0,10,3,8,5,7
+36,No,Travel_Rarely,Sales,2,3,Technical Degree,1,3998,Female,5,Laboratory Technician,Married,22900,4,Y,11,8,0,15,5,1,0,0
+43,No,Travel_Frequently,Sales,8,3,Medical,1,3999,Male,1,Research Director,Married,36000,1,Y,23,8,0,7,2,7,7,7
+27,No,Travel_Frequently,Sales,8,4,Life Sciences,1,4000,Male,5,Research Scientist,Single,21070,0,Y,13,8,0,6,2,5,0,2
+29,No,Travel_Frequently,Research & Development,6,2,Medical,1,4001,Male,1,Human Resources,Married,41150,1,Y,11,8,0,11,1,11,3,10
+32,No,Travel_Frequently,Sales,9,4,Life Sciences,1,4002,Male,4,Sales Executive,Single,43270,8,Y,13,8,0,4,4,0,0,0
+42,No,Non-Travel,Research & Development,11,3,Medical,1,4003,Male,1,Manager,Married,178560,3,Y,18,8,0,10,2,6,3,3
+47,No,Travel_Rarely,Sales,2,2,Life Sciences,1,4004,Female,5,Manager,Single,31960,4,Y,14,8,1,7,3,2,2,0
+46,No,Travel_Rarely,Human Resources,1,3,Life Sciences,1,4005,Female,1,Laboratory Technician,Divorced,190810,3,Y,21,8,0,12,2,9,4,7
+28,No,Non-Travel,Research & Development,7,3,Life Sciences,1,4006,Male,1,Sales Executive,Divorced,89660,1,Y,16,8,1,3,3,3,2,2
+29,No,Travel_Rarely,Research & Development,16,3,Medical,1,4007,Female,1,Manufacturing Director,Divorced,22100,8,Y,11,8,1,11,4,7,1,6
+42,No,Travel_Rarely,Sales,2,4,Medical,1,4008,Female,2,Research Director,Single,45390,4,Y,17,8,1,8,5,0,0,0
+32,Yes,Travel_Rarely,Research & Development,1,1,Medical,1,4009,Male,2,Laboratory Technician,Single,27410,7,Y,11,8,0,7,3,2,2,2
+46,No,Travel_Rarely,Research & Development,23,1,Life Sciences,1,4010,Male,2,Laboratory Technician,Divorced,34910,2,Y,14,8,0,25,0,19,2,8
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,4011,Female,5,Research Scientist,Married,45410,1,Y,14,8,2,9,4,9,5,8
+29,No,Travel_Rarely,Research & Development,1,2,Medical,1,4012,Male,3,Sales Executive,Married,26780,1,Y,25,8,1,1,3,1,0,0
+43,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,4013,Male,1,Manufacturing Director,Married,73790,7,Y,13,8,2,21,3,16,6,14
+48,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,4014,Female,2,Manager,Married,62720,4,Y,14,8,0,29,3,22,12,9
+29,Yes,Travel_Frequently,Research & Development,13,2,Life Sciences,1,4015,Female,1,Laboratory Technician,Single,52200,1,Y,17,8,0,1,3,1,1,0
+46,Yes,Travel_Rarely,Research & Development,4,4,Medical,1,4016,Female,2,Sales Representative,Married,27430,5,Y,25,8,1,14,1,8,0,7
+27,No,Travel_Frequently,Research & Development,16,4,Medical,1,4017,Male,3,Healthcare Representative,Married,49980,0,Y,20,8,2,8,3,7,7,3
+39,No,Travel_Rarely,Research & Development,2,3,Technical Degree,1,4018,Male,3,Healthcare Representative,Divorced,102520,8,Y,13,8,1,7,3,2,2,2
+55,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,4019,Female,1,Human Resources,Married,27810,8,Y,13,8,1,19,2,5,0,4
+28,No,Travel_Rarely,Research & Development,29,2,Life Sciences,1,4020,Male,2,Laboratory Technician,Married,68520,1,Y,18,8,1,1,2,1,0,0
+30,Yes,Travel_Rarely,Sales,12,4,Life Sciences,1,4021,Female,2,Sales Executive,Single,49500,1,Y,12,8,2,1,3,1,0,0
+22,Yes,Travel_Rarely,Research & Development,16,2,Life Sciences,1,4022,Female,2,Laboratory Technician,Single,35790,1,Y,19,8,3,1,3,1,0,0
+36,No,Travel_Rarely,Research & Development,11,3,Life Sciences,1,4023,Male,1,Sales Executive,Married,131910,1,Y,14,8,1,10,2,10,1,7
+31,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,4024,Female,5,Manager,Divorced,103770,1,Y,14,8,0,10,2,10,0,2
+34,No,Travel_Rarely,Sales,14,2,Technical Degree,1,4025,Female,1,Sales Executive,Married,22350,2,Y,14,8,1,9,2,5,1,0
+29,No,Travel_Rarely,Research & Development,5,5,Life Sciences,1,4026,Female,1,Sales Executive,Single,105020,3,Y,12,8,0,11,4,3,1,2
+37,No,Travel_Rarely,Research & Development,7,2,Medical,1,4027,Male,1,Manufacturing Director,Married,20110,5,Y,13,8,0,16,4,5,0,4
+35,No,Travel_Rarely,Sales,2,1,Technical Degree,1,4028,Male,2,Laboratory Technician,Married,18590,0,Y,25,8,1,4,2,3,0,2
+45,No,Travel_Rarely,Research & Development,3,3,Medical,1,4029,Female,2,Sales Executive,Married,37600,0,Y,14,8,1,10,2,9,3,8
+36,No,Travel_Frequently,Research & Development,5,3,Medical,1,4030,Female,4,Manufacturing Director,Single,177790,1,Y,17,8,1,10,5,10,0,8
+40,No,Travel_Rarely,Research & Development,3,3,Other,1,4031,Male,1,Sales Executive,Divorced,68330,2,Y,13,8,0,22,3,19,11,16
+26,No,Travel_Rarely,Research & Development,26,2,Life Sciences,1,4032,Male,2,Human Resources,Married,68120,1,Y,13,8,0,1,2,1,1,0
+27,No,Travel_Rarely,Research & Development,4,3,Technical Degree,1,4033,Male,2,Manufacturing Director,Single,51710,0,Y,20,8,1,9,1,8,0,7
+48,No,Travel_Frequently,Research & Development,2,3,Life Sciences,1,4034,Male,2,Research Director,Divorced,197400,3,Y,14,8,0,24,2,22,4,7
+44,No,Travel_Rarely,Sales,1,2,Medical,1,4035,Male,4,Manager,Married,187110,2,Y,12,8,1,10,0,2,2,2
+34,Yes,Non-Travel,Research & Development,27,2,Life Sciences,1,4036,Female,1,Sales Representative,Married,36920,1,Y,12,8,1,5,5,5,3,0
+56,Yes,Travel_Rarely,Human Resources,1,2,Medical,1,4037,Female,5,Sales Executive,Single,25590,1,Y,21,8,0,5,3,4,1,0
+36,No,Travel_Rarely,Research & Development,13,3,Technical Degree,1,4038,Female,3,Healthcare Representative,Married,25170,2,Y,14,8,0,12,3,4,1,3
+41,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,4039,Female,1,Sales Executive,Married,66230,5,Y,18,8,0,14,3,5,1,4
+42,No,Travel_Rarely,Research & Development,7,3,Technical Degree,1,4040,Female,2,Sales Executive,Married,182650,9,Y,12,8,1,18,4,13,5,7
+31,No,Travel_Rarely,Sales,9,4,Life Sciences,1,4041,Female,1,Sales Executive,Divorced,161240,2,Y,23,8,1,8,2,5,1,4
+34,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,4042,Female,3,Laboratory Technician,Married,25850,3,Y,12,8,0,9,5,4,0,1
+31,No,Travel_Rarely,Sales,25,2,Life Sciences,1,4043,Female,3,Manufacturing Director,Divorced,182130,8,Y,21,8,2,4,3,2,2,2
+26,No,Travel_Frequently,Sales,16,2,Life Sciences,1,4044,Male,2,Healthcare Representative,Married,83800,0,Y,14,8,0,8,3,7,7,7
+45,No,Travel_Frequently,Research & Development,8,4,Life Sciences,1,4045,Female,2,Manager,Single,29940,4,Y,18,8,1,12,2,4,0,3
+33,No,Travel_Rarely,Sales,1,3,Life Sciences,1,4046,Female,5,Sales Executive,Single,12230,1,Y,13,8,1,10,3,10,0,9
+28,No,Travel_Frequently,Sales,8,3,Life Sciences,1,4047,Male,4,Research Scientist,Married,11180,1,Y,11,8,0,7,3,7,0,7
+29,Yes,Travel_Frequently,Human Resources,2,4,Human Resources,1,4048,Male,2,Sales Executive,Single,28750,1,Y,11,8,0,1,3,1,0,0
+39,No,Non-Travel,Research & Development,8,5,Medical,1,4049,Female,2,Sales Representative,Married,188240,6,Y,19,8,1,10,4,3,1,2
+27,No,Travel_Rarely,Sales,3,2,Technical Degree,1,4050,Male,2,Healthcare Representative,Married,135770,1,Y,12,8,1,6,2,5,1,2
+34,No,Travel_Frequently,Research & Development,9,4,Life Sciences,1,4051,Female,2,Manufacturing Director,Married,26250,1,Y,12,8,3,16,4,15,6,11
+28,Yes,Travel_Rarely,Research & Development,25,3,Technical Degree,1,4052,Male,1,Research Director,Single,187890,3,Y,16,8,1,6,4,2,2,2
+47,No,Non-Travel,Research & Development,1,4,Medical,1,4053,Male,1,Research Scientist,Married,45380,8,Y,11,8,0,16,3,8,1,7
+56,No,Travel_Rarely,Research & Development,4,3,Technical Degree,1,4054,Female,2,Sales Executive,Married,198470,4,Y,14,8,0,6,6,0,0,0
+39,No,Travel_Rarely,Research & Development,1,3,Other,1,4055,Female,1,Laboratory Technician,Married,105120,1,Y,12,8,1,10,2,10,7,9
+38,No,Travel_Frequently,Research & Development,4,2,Medical,1,4056,Female,1,Manager,Divorced,44440,1,Y,13,8,0,20,2,20,0,7
+58,No,Travel_Rarely,Sales,5,3,Marketing,1,4057,Male,5,Sales Representative,Married,21540,4,Y,21,8,1,29,3,1,0,0
+32,Yes,Travel_Frequently,Research & Development,9,3,Life Sciences,1,4058,Male,2,Laboratory Technician,Single,191900,3,Y,17,8,1,8,2,4,0,3
+38,No,Travel_Rarely,Research & Development,3,4,Life Sciences,1,4059,Female,1,Sales Representative,Divorced,44900,2,Y,21,8,1,10,1,5,0,3
+49,No,Travel_Frequently,Sales,11,4,Life Sciences,1,4060,Male,2,Research Scientist,Married,35060,3,Y,11,8,1,28,4,5,4,3
+42,No,Travel_Rarely,Sales,1,3,Life Sciences,1,4061,Female,1,Sales Executive,Divorced,23720,3,Y,12,8,1,14,3,0,0,0
+27,Yes,Travel_Frequently,Sales,8,1,Life Sciences,1,4062,Male,4,Laboratory Technician,Married,102310,1,Y,13,8,1,1,2,1,0,0
+35,No,Travel_Rarely,Research & Development,25,1,Medical,1,4063,Male,1,Sales Executive,Married,54100,0,Y,18,8,0,6,4,5,0,4
+28,No,Non-Travel,Research & Development,21,1,Medical,1,4064,Male,3,Research Scientist,Single,79780,1,Y,16,8,2,5,2,5,1,4
+31,No,Non-Travel,Sales,23,1,Medical,1,4065,Male,1,Sales Executive,Divorced,38670,1,Y,11,8,1,4,4,4,2,3
+36,No,Non-Travel,Research & Development,1,3,Life Sciences,1,4066,Male,2,Research Scientist,Married,28380,1,Y,19,8,2,5,5,5,0,2
+34,No,Travel_Rarely,Sales,2,3,Marketing,1,4067,Male,4,Healthcare Representative,Single,46950,1,Y,16,8,1,14,2,14,2,1
+34,No,Travel_Rarely,Research & Development,19,3,Technical Degree,1,4068,Female,1,Research Director,Divorced,33390,1,Y,16,8,0,9,2,8,1,1
+26,No,Travel_Rarely,Research & Development,2,2,Life Sciences,1,4069,Male,2,Research Scientist,Single,20800,0,Y,13,8,0,8,6,7,7,6
+29,No,Travel_Rarely,Research & Development,2,4,Other,1,4070,Male,2,Laboratory Technician,Married,20960,0,Y,22,8,0,6,2,5,0,2
+32,No,Non-Travel,Research & Development,3,1,Life Sciences,1,4071,Male,3,Manager,Divorced,62090,5,Y,17,8,1,9,5,5,1,2
+31,No,Travel_Frequently,Research & Development,25,5,Technical Degree,1,4072,Female,2,Human Resources,Married,180610,1,Y,14,8,1,10,2,10,8,7
+28,Yes,Travel_Rarely,Sales,7,5,Life Sciences,1,4073,Female,2,Sales Representative,Divorced,171230,5,Y,15,8,1,6,2,4,0,3
+38,No,Travel_Rarely,Research & Development,9,2,Technical Degree,1,4074,Male,3,Sales Representative,Single,23720,4,Y,12,8,0,20,3,1,0,0
+35,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,4075,Male,2,Sales Representative,Married,48830,1,Y,18,8,1,10,1,10,0,9
+27,No,Travel_Rarely,Sales,2,3,Life Sciences,1,4076,Female,1,Manager,Single,39040,1,Y,15,8,0,7,2,7,0,7
+32,No,Travel_Rarely,Research & Development,8,1,Medical,1,4077,Female,2,Research Scientist,Single,46270,8,Y,17,8,1,8,2,1,0,0
+31,Yes,Travel_Frequently,Research & Development,2,1,Other,1,4078,Male,3,Sales Executive,Married,70940,1,Y,14,8,1,10,2,10,0,8
+53,Yes,Travel_Rarely,Research & Development,18,3,Medical,1,4079,Male,1,Research Scientist,Single,34230,6,Y,15,8,1,15,4,2,2,2
+54,No,Travel_Rarely,Research & Development,14,3,Other,1,4080,Male,3,Research Scientist,Married,66740,3,Y,17,8,1,9,2,4,2,3
+33,No,Travel_Frequently,Research & Development,2,4,Medical,1,4081,Female,4,Sales Executive,Divorced,168800,1,Y,14,8,3,9,2,9,2,8
+43,No,Travel_Rarely,Research & Development,3,3,Medical,1,4082,Male,1,Research Scientist,Married,90940,1,Y,12,8,1,10,0,10,0,9
+38,No,Travel_Frequently,Research & Development,2,5,Medical,1,4083,Female,4,Sales Executive,Married,84460,0,Y,14,8,0,7,3,6,1,2
+55,No,Travel_Rarely,Sales,9,3,Marketing,1,4084,Male,2,Laboratory Technician,Married,119160,4,Y,15,8,1,35,3,10,1,4
+31,No,Travel_Rarely,Sales,6,3,Other,1,4085,Male,1,Manufacturing Director,Divorced,45340,1,Y,13,8,0,1,2,1,0,0
+39,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,4086,Male,2,Sales Executive,Single,98520,0,Y,12,8,1,21,5,20,11,10
+42,No,Non-Travel,Research & Development,10,4,Life Sciences,1,4087,Female,2,Research Scientist,Single,61510,1,Y,13,8,1,20,3,20,3,7
+31,No,Non-Travel,Research & Development,14,2,Life Sciences,1,4088,Male,2,Healthcare Representative,Married,23020,4,Y,14,8,0,13,3,11,4,8
+54,No,Travel_Rarely,Research & Development,1,3,Medical,1,4089,Female,2,Human Resources,Single,23620,6,Y,13,8,1,9,2,5,1,4
+24,No,Travel_Rarely,Research & Development,5,4,Other,1,4090,Male,1,Manufacturing Director,Single,178610,1,Y,11,8,2,4,5,4,1,2
+23,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,4091,Male,2,Research Scientist,Single,191870,1,Y,11,8,1,5,2,5,1,4
+40,No,Travel_Frequently,Research & Development,21,3,Medical,1,4092,Female,3,Research Scientist,Married,197170,1,Y,21,8,0,10,1,10,9,4
+40,No,Travel_Rarely,Research & Development,8,1,Medical,1,4093,Female,5,Research Scientist,Married,35440,3,Y,18,8,3,15,3,11,5,10
+25,No,Travel_Rarely,Sales,20,5,Medical,1,4094,Female,2,Laboratory Technician,Married,85000,4,Y,12,8,0,6,2,2,1,2
+30,No,Travel_Rarely,Human Resources,20,4,Life Sciences,1,4095,Male,2,Research Scientist,Married,46610,1,Y,11,8,0,12,3,12,1,7
+25,No,Travel_Rarely,Research & Development,7,2,Medical,1,4096,Male,5,Sales Executive,Divorced,41030,6,Y,15,8,1,7,2,2,0,2
+47,No,Travel_Rarely,Research & Development,1,4,Life Sciences,1,4097,Male,2,Sales Executive,Single,42490,2,Y,13,8,1,25,2,17,12,11
+33,No,Non-Travel,Research & Development,1,3,Life Sciences,1,4098,Male,2,Research Scientist,Divorced,140260,1,Y,12,8,0,1,4,1,0,0
+38,No,Travel_Rarely,Research & Development,19,3,Life Sciences,1,4099,Female,2,Sales Executive,Married,68930,0,Y,17,8,0,16,3,15,5,8
+31,No,Travel_Rarely,Research & Development,10,4,Medical,1,4100,Female,3,Sales Executive,Married,61250,0,Y,13,8,1,3,3,2,1,2
+38,No,Travel_Frequently,Research & Development,1,4,Other,1,4101,Male,2,Research Scientist,Married,36690,2,Y,19,8,0,10,2,8,7,7
+42,No,Travel_Rarely,Research & Development,6,3,Medical,1,4102,Male,2,Laboratory Technician,Divorced,100080,6,Y,19,8,1,9,3,4,1,2
+41,No,Travel_Rarely,Sales,2,2,Medical,1,4103,Male,1,Healthcare Representative,Married,23870,3,Y,17,8,1,12,1,5,1,0
+47,No,Non-Travel,Research & Development,21,2,Medical,1,4104,Male,1,Sales Executive,Married,46390,0,Y,11,8,1,14,2,13,5,12
+35,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,4105,Male,2,Healthcare Representative,Married,78980,7,Y,15,8,0,5,2,2,2,2
+22,No,Travel_Rarely,Human Resources,12,1,Human Resources,1,4106,Male,2,Sales Executive,Single,25340,0,Y,11,8,0,4,1,3,1,2
+35,No,Travel_Rarely,Research & Development,9,3,Medical,1,4107,Female,2,Sales Executive,Single,131420,1,Y,25,8,2,10,4,10,0,8
+33,No,Travel_Rarely,Sales,3,4,Medical,1,4108,Male,3,Healthcare Representative,Married,16110,0,Y,14,8,0,10,2,9,8,1
+32,No,Travel_Rarely,Research & Development,3,2,Technical Degree,1,4109,Male,3,Manufacturing Director,Single,53630,1,Y,13,8,0,6,4,6,4,1
+40,No,Travel_Rarely,Research & Development,1,4,Medical,1,4110,Male,2,Research Director,Married,50710,8,Y,17,8,1,8,3,1,0,0
+32,No,Travel_Rarely,Research & Development,1,2,Medical,1,4111,Male,3,Sales Executive,Married,136950,0,Y,13,8,0,3,3,2,2,2
+39,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,4112,Male,1,Sales Executive,Single,134020,7,Y,14,8,1,18,1,7,1,7
+38,No,Travel_Rarely,Sales,20,4,Medical,1,4113,Female,2,Research Director,Married,20290,3,Y,11,8,1,20,3,18,1,11
+32,No,Travel_Rarely,Research & Development,18,3,Life Sciences,1,4114,Male,2,Manager,Married,63770,1,Y,12,8,2,14,3,14,5,7
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,4115,Female,4,Sales Executive,Married,54290,1,Y,17,8,1,16,3,16,6,8
+25,No,Travel_Rarely,Research & Development,2,4,Medical,1,4116,Female,2,Manufacturing Director,Divorced,27850,0,Y,21,8,0,6,2,5,0,4
+52,No,Non-Travel,Research & Development,2,4,Other,1,4117,Male,1,Manager,Divorced,46140,2,Y,16,8,1,16,3,9,0,0
+44,No,Travel_Rarely,Research & Development,8,1,Life Sciences,1,4118,Female,1,Sales Representative,Single,26100,6,Y,15,8,0,6,2,4,1,2
+21,No,Travel_Rarely,Sales,10,5,Medical,1,4119,Male,3,Research Scientist,Single,66870,1,Y,19,8,3,2,0,2,1,2
+39,No,Non-Travel,Research & Development,3,4,Life Sciences,1,4120,Female,2,Research Director,Single,47240,2,Y,12,8,1,21,4,6,1,3
+23,Yes,Travel_Frequently,Research & Development,2,4,Life Sciences,1,4121,Female,2,Manufacturing Director,Married,61790,1,Y,11,8,0,1,3,1,1,0
+36,No,Travel_Rarely,Research & Development,24,3,Life Sciences,1,4122,Female,2,Laboratory Technician,Married,61200,0,Y,19,8,0,10,2,9,3,4
+36,No,Travel_Frequently,Research & Development,16,1,Medical,1,4123,Male,2,Sales Executive,Divorced,105960,7,Y,15,8,0,18,3,4,0,2
+56,No,Non-Travel,Research & Development,8,1,Life Sciences,1,4124,Male,1,Sales Executive,Divorced,54670,1,Y,20,8,0,13,6,13,1,9
+29,Yes,Travel_Rarely,Research & Development,9,4,Medical,1,4125,Male,2,Sales Representative,Married,29960,9,Y,25,8,0,4,4,2,2,2
+42,No,Travel_Rarely,Research & Development,17,1,Life Sciences,1,4126,Male,3,Research Scientist,Married,99980,5,Y,24,8,2,24,3,22,4,14
+56,Yes,Travel_Rarely,Sales,10,4,Other,1,4127,Male,2,Sales Executive,Married,40780,8,Y,24,8,1,14,3,10,9,8
+41,No,Travel_Rarely,Research & Development,13,4,Life Sciences,1,4128,Female,1,Healthcare Representative,Married,109200,0,Y,15,8,1,21,3,20,0,10
+34,No,Travel_Rarely,Sales,1,3,Medical,1,4129,Female,1,Laboratory Technician,Married,62320,1,Y,13,8,1,8,3,8,1,7
+36,No,Non-Travel,Sales,1,1,Medical,1,4130,Female,1,Human Resources,Divorced,132470,1,Y,14,8,0,15,3,15,11,11
+41,No,Travel_Rarely,Research & Development,1,5,Medical,1,4131,Male,1,Healthcare Representative,Divorced,40810,2,Y,13,8,0,14,3,5,0,4
+32,No,Travel_Rarely,Sales,9,4,Life Sciences,1,4132,Female,2,Research Scientist,Single,57690,1,Y,11,8,0,4,3,4,1,2
+35,No,Travel_Rarely,Research & Development,16,3,Medical,1,4133,Female,2,Healthcare Representative,Single,23940,1,Y,16,8,1,9,3,9,1,7
+38,No,Travel_Rarely,Research & Development,23,3,Medical,1,4134,Male,3,Sales Representative,Married,39040,1,Y,22,8,0,10,3,10,1,9
+50,Yes,Travel_Frequently,Sales,4,2,Life Sciences,1,4135,Female,2,Laboratory Technician,Divorced,167990,7,Y,14,8,1,12,2,6,0,1
+36,No,Travel_Rarely,Research & Development,22,4,Life Sciences,1,4136,Male,1,Healthcare Representative,Married,29500,4,Y,14,8,0,8,1,6,0,0
+45,No,Travel_Rarely,Sales,24,3,Life Sciences,1,4137,Male,1,Laboratory Technician,Single,36290,8,Y,16,8,1,8,2,5,0,1
+40,No,Travel_Rarely,Sales,10,4,Life Sciences,1,4138,Male,1,Research Scientist,Single,93620,2,Y,11,8,1,8,6,2,2,2
+35,No,Travel_Frequently,Sales,7,2,Life Sciences,1,4139,Male,2,Manufacturing Director,Married,32290,1,Y,25,8,0,10,2,10,0,2
+40,No,Travel_Rarely,Research & Development,17,4,Life Sciences,1,4140,Male,1,Manager,Married,35780,2,Y,14,8,1,20,2,5,0,2
+35,No,Travel_Rarely,Human Resources,14,1,Life Sciences,1,4141,Male,2,Research Scientist,Married,79880,1,Y,18,8,0,4,3,4,1,1
+29,No,Travel_Rarely,Research & Development,1,3,Medical,1,4142,Male,3,Sales Executive,Married,42840,4,Y,11,8,0,10,5,4,0,3
+29,No,Travel_Rarely,Research & Development,5,3,Medical,1,4143,Male,2,Sales Representative,Single,75530,1,Y,19,8,0,5,3,5,0,4
+50,Yes,Travel_Rarely,Research & Development,17,3,Medical,1,4144,Male,1,Research Scientist,Divorced,173280,4,Y,15,8,2,20,1,3,2,0
+39,No,Travel_Rarely,Sales,25,3,Medical,1,4145,Male,2,Sales Executive,Married,197010,0,Y,11,8,0,21,3,20,9,6
+31,No,Non-Travel,Research & Development,8,4,Life Sciences,1,4146,Female,4,Sales Executive,Single,147320,0,Y,12,8,0,10,3,9,1,7
+26,No,Travel_Rarely,Research & Development,11,4,Medical,1,4147,Male,2,Manager,Single,92780,0,Y,20,8,0,5,3,4,0,0
+36,No,Travel_Frequently,Research & Development,5,1,Technical Degree,1,4148,Male,1,Sales Executive,Married,13590,4,Y,12,8,0,17,2,5,0,3
+39,No,Travel_Rarely,Research & Development,2,1,Medical,1,4149,Female,1,Research Scientist,Married,47790,4,Y,14,8,2,9,3,7,1,7
+27,No,Travel_Rarely,Research & Development,8,2,Medical,1,4150,Male,1,Laboratory Technician,Married,164220,1,Y,20,8,1,6,3,6,0,3
+49,No,Travel_Frequently,Research & Development,6,1,Medical,1,4151,Male,3,Healthcare Representative,Married,29960,2,Y,18,8,1,17,2,9,0,8
+34,No,Travel_Rarely,Sales,4,3,Medical,1,4152,Female,1,Sales Executive,Married,12610,2,Y,14,8,1,6,6,4,1,2
+41,Yes,Travel_Rarely,Research & Development,7,2,Life Sciences,1,4153,Female,1,Research Scientist,Single,20990,8,Y,12,8,1,8,2,6,0,5
+49,No,Travel_Frequently,Sales,1,4,Life Sciences,1,4154,Female,2,Manufacturing Director,Married,58100,1,Y,21,8,1,10,2,10,1,7
+37,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,4155,Male,1,Sales Executive,Single,56470,6,Y,19,8,0,7,2,0,0,0
+33,No,Travel_Frequently,Research & Development,10,2,Medical,1,4156,Male,2,Research Scientist,Married,34200,1,Y,14,8,0,8,3,8,3,0
+27,No,Travel_Rarely,Sales,5,4,Medical,1,4157,Female,4,Manufacturing Director,Married,44000,9,Y,17,8,1,6,3,2,2,2
+32,No,Travel_Frequently,Research & Development,9,2,Medical,1,4158,Female,2,Research Scientist,Single,35000,0,Y,16,8,1,8,2,7,3,6
+59,No,Travel_Rarely,Sales,2,2,Marketing,1,4159,Female,5,Sales Representative,Married,20660,4,Y,12,8,1,12,3,1,0,0
+30,No,Travel_Rarely,Research & Development,11,4,Medical,1,4160,Male,2,Laboratory Technician,Divorced,171690,1,Y,17,8,2,1,2,1,0,0
+38,No,Travel_Frequently,Sales,18,4,Life Sciences,1,4161,Male,2,Healthcare Representative,Single,41620,0,Y,15,8,1,10,1,9,1,8
+36,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,4162,Male,1,Sales Executive,Married,92040,6,Y,23,8,1,17,2,7,7,7
+35,No,Travel_Rarely,Human Resources,3,4,Human Resources,1,4163,Male,2,Manager,Married,32940,0,Y,11,8,0,6,2,5,0,3
+29,No,Travel_Rarely,Sales,29,4,Life Sciences,1,4164,Male,2,Laboratory Technician,Single,21270,0,Y,11,8,1,10,3,9,0,8
+31,No,Travel_Rarely,Research & Development,2,2,Medical,1,4165,Male,2,Laboratory Technician,Divorced,39750,1,Y,15,8,1,5,3,5,4,3
+34,No,Travel_Rarely,Research & Development,28,3,Technical Degree,1,4166,Male,1,Laboratory Technician,Divorced,107930,0,Y,11,8,3,3,1,2,1,2
+28,Yes,Travel_Rarely,Research & Development,1,4,Life Sciences,1,4167,Male,5,Research Director,Single,100960,5,Y,13,8,0,6,2,4,0,3
+29,No,Travel_Rarely,Research & Development,16,2,Life Sciences,1,4168,Female,4,Laboratory Technician,Divorced,36460,1,Y,14,8,0,10,3,10,8,8
+32,No,Travel_Rarely,Human Resources,22,3,Human Resources,1,4169,Female,2,Research Director,Divorced,74460,0,Y,19,8,0,7,3,6,0,5
+22,No,Non-Travel,Research & Development,8,3,Life Sciences,1,4170,Female,3,Sales Executive,Divorced,108510,1,Y,16,8,1,1,2,1,0,0
+53,No,Travel_Rarely,Research & Development,11,3,Medical,1,4171,Male,2,Manager,Married,21090,2,Y,13,8,0,31,3,25,3,7
+38,No,Travel_Rarely,Research & Development,29,3,Life Sciences,1,4172,Female,1,Manufacturing Director,Single,37220,5,Y,14,8,0,6,0,3,1,2
+24,No,Non-Travel,Research & Development,1,5,Life Sciences,1,4173,Male,3,Research Scientist,Divorced,93800,0,Y,16,8,0,5,2,4,1,3
+36,Yes,Travel_Rarely,Research & Development,1,3,Life Sciences,1,4174,Male,1,Research Director,Single,54860,7,Y,12,8,1,10,2,5,0,3
+34,No,Travel_Rarely,Sales,24,3,Marketing,1,4175,Male,4,Research Scientist,Single,27420,0,Y,11,8,1,13,2,12,2,11
+21,No,Travel_Rarely,Sales,2,3,Life Sciences,1,4176,Male,2,Manufacturing Director,Single,137570,1,Y,12,8,1,0,3,0,0,0
+34,Yes,Travel_Rarely,Sales,15,2,Marketing,1,4177,Female,2,Research Scientist,Single,84630,2,Y,13,8,0,8,2,4,1,3
+53,No,Travel_Rarely,Sales,2,1,Life Sciences,1,4178,Male,5,Human Resources,Divorced,31620,4,Y,15,8,0,26,4,14,4,8
+32,Yes,Travel_Frequently,Research & Development,10,3,Medical,1,4179,Female,2,Manufacturing Director,Single,165980,1,Y,13,8,0,10,2,10,6,7
+42,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,4180,Male,2,Laboratory Technician,Married,66510,0,Y,20,8,0,10,5,9,4,2
+44,No,Travel_Rarely,Research & Development,3,1,Life Sciences,1,4181,Female,1,Manufacturing Director,Married,23450,3,Y,15,8,2,24,0,22,5,17
+46,No,Travel_Rarely,Sales,2,3,Life Sciences,1,4182,Female,1,Research Scientist,Single,34200,3,Y,13,8,2,22,3,2,2,1
+33,No,Travel_Rarely,Sales,3,3,Medical,1,4183,Male,1,Manufacturing Director,Single,43730,4,Y,14,8,0,7,3,1,0,0
+44,No,Travel_Rarely,Human Resources,26,3,Life Sciences,1,4184,Male,5,Healthcare Representative,Married,47590,2,Y,21,8,0,9,2,4,1,3
+30,No,Travel_Rarely,Research & Development,1,4,Technical Degree,1,4185,Female,1,Research Scientist,Single,53010,1,Y,16,8,1,10,3,10,1,8
+39,Yes,Travel_Rarely,Human Resources,1,4,Medical,1,4186,Male,1,Sales Executive,Married,36730,3,Y,14,8,1,19,3,1,0,0
+24,Yes,Travel_Rarely,Human Resources,2,5,Human Resources,1,4187,Male,3,Sales Executive,Married,47680,2,Y,11,8,1,6,2,2,2,0
+43,No,Travel_Rarely,Sales,9,5,Technical Degree,1,4188,Female,1,Research Director,Divorced,12740,1,Y,19,8,0,6,3,5,1,4
+50,Yes,Travel_Rarely,Research & Development,12,4,Medical,1,4189,Male,1,Research Director,Married,49000,1,Y,11,8,0,3,3,3,0,2
+35,No,Travel_Rarely,Sales,2,4,Marketing,1,4190,Male,3,Manufacturing Director,Married,104660,1,Y,13,8,0,2,1,2,2,2
+36,No,Travel_Rarely,Research & Development,25,1,Life Sciences,1,4191,Female,4,Sales Executive,Married,170070,9,Y,12,8,1,6,2,1,0,0
+33,No,Travel_Frequently,Sales,9,2,Marketing,1,4192,Male,4,Human Resources,Married,29090,2,Y,11,8,0,10,2,5,1,3
+35,No,Travel_Rarely,Research & Development,10,1,Medical,1,4193,Male,1,Research Scientist,Divorced,57650,1,Y,14,8,1,1,2,1,0,0
+27,No,Travel_Rarely,Sales,8,2,Marketing,1,4194,Female,3,Research Scientist,Divorced,45990,1,Y,15,8,1,1,3,1,0,0
+26,Yes,Travel_Rarely,Sales,4,3,Marketing,1,4195,Male,2,Manager,Single,24040,1,Y,12,8,0,1,6,1,0,1
+27,No,Travel_Frequently,Sales,24,3,Life Sciences,1,4196,Male,4,Healthcare Representative,Single,31720,1,Y,20,8,1,9,1,9,1,7
+30,No,Travel_Frequently,Research & Development,1,4,Medical,1,4197,Male,1,Research Scientist,Single,20330,1,Y,14,8,1,12,3,12,3,7
+41,Yes,Travel_Rarely,Sales,20,4,Marketing,1,4198,Male,2,Sales Executive,Married,102090,1,Y,13,8,1,23,2,22,15,8
+34,No,Non-Travel,Research & Development,7,2,Technical Degree,1,4199,Female,1,Research Scientist,Single,86200,0,Y,13,8,1,10,2,9,8,7
+37,No,Travel_Rarely,Research & Development,17,3,Life Sciences,1,4200,Female,3,Sales Executive,Married,20640,4,Y,16,8,0,8,3,1,0,0
+46,No,Travel_Frequently,Research & Development,20,3,Technical Degree,1,4201,Male,3,Sales Executive,Single,40350,4,Y,14,8,1,14,2,9,0,8
+35,No,Travel_Rarely,Research & Development,8,4,Medical,1,4202,Female,3,Research Scientist,Married,38380,1,Y,16,8,1,1,2,1,0,1
+48,Yes,Travel_Rarely,Research & Development,2,4,Technical Degree,1,4203,Female,1,Sales Executive,Single,45910,9,Y,16,8,0,23,6,1,0,0
+28,Yes,Travel_Rarely,Research & Development,10,1,Medical,1,4204,Male,1,Sales Executive,Single,25610,1,Y,22,8,1,2,3,2,2,2
+44,No,Travel_Rarely,Research & Development,1,1,Medical,1,4205,Female,3,Research Scientist,Divorced,15630,5,Y,12,8,2,9,3,4,1,3
+35,No,Non-Travel,Research & Development,5,4,Technical Degree,1,4206,Female,3,Manufacturing Director,Married,48980,2,Y,15,8,2,10,2,4,2,3
+26,No,Travel_Rarely,Research & Development,4,4,Life Sciences,1,4207,Female,3,Sales Executive,Married,47890,7,Y,20,8,1,5,2,2,0,0
+33,No,Travel_Frequently,Sales,29,4,Life Sciences,1,4208,Female,1,Human Resources,Single,31800,1,Y,14,8,1,15,2,15,8,12
+35,No,Travel_Frequently,Research & Development,15,3,Medical,1,4209,Male,3,Manufacturing Director,Married,65490,1,Y,20,8,0,9,3,9,1,8
+35,No,Travel_Rarely,Human Resources,3,2,Life Sciences,1,4210,Female,1,Laboratory Technician,Married,63880,3,Y,13,8,0,4,6,2,2,2
+31,No,Travel_Rarely,Sales,10,2,Life Sciences,1,4211,Female,2,Research Scientist,Divorced,112440,3,Y,12,8,1,10,3,7,1,7
+37,No,Travel_Rarely,Sales,4,3,Marketing,1,4212,Male,4,Human Resources,Divorced,160320,1,Y,13,8,0,7,2,7,0,7
+32,No,Travel_Rarely,Research & Development,21,3,Other,1,4213,Male,2,Sales Executive,Married,23620,1,Y,11,8,0,9,2,9,7,8
+38,No,Travel_Frequently,Research & Development,25,3,Medical,1,4214,Male,2,Manufacturing Director,Single,163280,1,Y,17,8,3,10,2,10,9,9
+50,No,Travel_Rarely,Sales,2,4,Marketing,1,4215,Female,4,Research Scientist,Divorced,83760,5,Y,14,8,3,29,2,27,13,8
+59,No,Travel_Rarely,Research & Development,1,3,Technical Degree,1,4216,Male,1,Laboratory Technician,Single,166060,7,Y,11,8,0,28,6,21,7,9
+36,No,Travel_Rarely,Sales,1,2,Marketing,1,4217,Female,2,Sales Executive,Divorced,86060,1,Y,14,8,2,17,3,17,12,8
+55,No,Travel_Rarely,Research & Development,7,3,Medical,1,4218,Male,3,Research Scientist,Divorced,22720,2,Y,17,8,1,21,2,5,0,2
+36,No,Travel_Frequently,Research & Development,3,3,Life Sciences,1,4219,Female,2,Laboratory Technician,Single,20180,1,Y,13,8,0,6,5,6,0,3
+45,No,Travel_Rarely,Research & Development,1,2,Medical,1,4220,Female,1,Sales Executive,Divorced,70830,2,Y,12,8,1,25,5,1,0,0
+35,No,Travel_Frequently,Human Resources,9,3,Other,1,4221,Female,2,Sales Representative,Married,40840,4,Y,13,8,1,5,3,3,1,2
+36,Yes,Travel_Rarely,Sales,7,2,Life Sciences,1,4222,Male,4,Laboratory Technician,Married,144110,0,Y,18,8,3,2,2,1,0,0
+59,No,Travel_Frequently,Research & Development,10,4,Life Sciences,1,4223,Male,3,Research Scientist,Single,23080,7,Y,19,8,1,20,4,4,1,3
+29,No,Travel_Rarely,Research & Development,28,4,Life Sciences,1,4224,Female,1,Sales Representative,Married,48410,0,Y,11,8,0,6,3,5,0,4
+31,No,Travel_Rarely,Research & Development,3,2,Medical,1,4225,Female,3,Sales Executive,Single,42850,1,Y,21,8,1,1,2,1,1,0
+32,No,Travel_Rarely,Sales,3,4,Life Sciences,1,4226,Male,2,Manufacturing Director,Married,97150,1,Y,15,8,1,10,1,10,0,9
+36,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,4227,Male,2,Sales Representative,Married,43200,NA,Y,17,8,0,5,2,1,0,0
+31,No,Travel_Rarely,Research & Development,27,3,Medical,1,4228,Female,2,Research Director,Single,21320,1,Y,18,8,0,11,3,11,1,8
+35,No,Travel_Rarely,Research & Development,2,4,Medical,1,4229,Male,2,Healthcare Representative,Single,101240,0,Y,14,8,1,16,2,15,2,8
+45,No,Travel_Rarely,Human Resources,14,3,Human Resources,1,4230,Female,1,Sales Executive,Married,54730,4,Y,13,8,0,17,3,0,0,0
+37,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,4231,Female,3,Sales Executive,Single,52070,4,Y,17,8,3,16,3,5,0,2
+46,No,Travel_Rarely,Research & Development,9,3,Medical,1,4232,Male,3,Manager,Divorced,164370,8,Y,15,8,1,16,0,4,0,2
+30,No,Travel_Rarely,Sales,18,3,Life Sciences,1,4233,Male,4,Human Resources,Married,22960,1,Y,18,8,1,10,2,10,3,0
+35,No,Travel_Rarely,Research & Development,20,4,Life Sciences,1,4234,Female,3,Human Resources,Single,40690,1,Y,13,8,0,6,5,6,0,4
+55,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,4235,Female,2,Laboratory Technician,Married,74410,3,Y,12,8,1,24,4,1,1,0
+38,No,Non-Travel,Sales,11,1,Marketing,1,4236,Male,2,Laboratory Technician,Divorced,24300,7,Y,13,8,2,17,2,13,1,9
+34,No,Travel_Rarely,Research & Development,8,2,Medical,1,4237,Male,1,Research Scientist,Married,58780,1,Y,14,8,0,5,1,5,1,3
+56,No,Travel_Rarely,Human Resources,2,1,Medical,1,4238,Male,2,Sales Executive,Single,26440,4,Y,11,8,1,37,2,6,0,2
+23,No,Travel_Rarely,Research & Development,10,3,Medical,1,4239,Male,2,Laboratory Technician,Divorced,64390,3,Y,22,8,3,3,2,0,0,0
+51,No,Travel_Rarely,Research & Development,29,4,Life Sciences,1,4240,Female,5,Manufacturing Director,Married,24510,3,Y,17,8,0,10,2,4,0,3
+30,No,Travel_Rarely,Sales,8,2,Technical Degree,1,4241,Male,1,Sales Representative,Married,63920,1,Y,21,8,1,11,2,11,10,8
+46,Yes,Travel_Rarely,Sales,1,2,Medical,1,4242,Female,2,Research Scientist,Single,97140,1,Y,22,8,0,9,0,9,4,7
+40,No,Travel_Frequently,Research & Development,6,3,Medical,1,4243,Male,1,Healthcare Representative,Married,60770,1,Y,16,8,2,22,2,22,11,11
+51,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,4244,Female,5,Sales Representative,Single,24500,0,Y,12,8,1,11,2,10,1,0
+30,No,Travel_Rarely,Research & Development,9,3,Life Sciences,1,4245,Male,1,Manufacturing Director,Divorced,92500,1,Y,12,8,3,11,0,11,2,7
+46,No,Travel_Frequently,Research & Development,12,1,Medical,1,4246,Male,1,Laboratory Technician,Married,20740,2,Y,15,8,1,21,3,10,9,5
+32,No,Travel_Rarely,Sales,15,3,Marketing,1,4247,Male,1,Research Scientist,Single,101690,1,Y,14,8,0,12,6,11,5,7
+54,No,Travel_Rarely,Research & Development,25,1,Medical,1,4248,Female,1,Laboratory Technician,Married,48550,9,Y,25,8,1,16,2,4,0,3
+24,No,Travel_Rarely,Sales,6,2,Marketing,1,4249,Male,2,Research Scientist,Married,40870,0,Y,20,8,3,4,1,3,0,2
+28,No,Non-Travel,Sales,9,4,Medical,1,4250,Male,2,Laboratory Technician,Married,23670,1,Y,13,8,0,5,2,5,0,4
+58,No,Travel_Rarely,Research & Development,8,4,Life Sciences,1,4251,Male,2,Sales Executive,Single,29720,0,Y,14,8,0,38,2,37,1,8
+44,No,Non-Travel,Research & Development,23,2,Medical,1,4252,Female,1,Research Scientist,Married,195860,4,Y,16,8,0,17,3,3,1,2
+37,Yes,Travel_Rarely,Human Resources,9,3,Human Resources,1,4253,Male,2,Healthcare Representative,Divorced,54840,4,Y,17,8,0,7,4,3,0,2
+32,No,Travel_Rarely,Human Resources,12,2,Human Resources,1,4254,Female,1,Sales Representative,Single,20610,1,Y,15,8,1,1,2,1,0,0
+20,Yes,Travel_Frequently,Sales,4,4,Life Sciences,1,4255,Female,2,Healthcare Representative,Single,99240,1,Y,22,8,0,1,3,1,1,0
+34,No,Travel_Rarely,Research & Development,1,4,Other,1,4256,Male,4,Laboratory Technician,Single,41980,1,Y,22,8,1,16,2,16,2,10
+37,No,Non-Travel,Sales,24,2,Life Sciences,1,4257,Male,1,Research Scientist,Divorced,68150,5,Y,20,8,1,17,3,1,0,0
+59,No,Non-Travel,Research & Development,12,2,Life Sciences,1,4258,Male,2,Sales Executive,Married,47230,9,Y,14,8,0,30,0,3,2,2
+50,No,Travel_Frequently,Research & Development,3,4,Medical,1,4259,Male,4,Research Scientist,Married,61420,3,Y,13,8,2,28,3,8,0,7
+25,Yes,Travel_Rarely,Sales,10,1,Marketing,1,4260,Male,2,Research Director,Single,82370,1,Y,13,8,0,6,6,6,0,3
+25,No,Travel_Rarely,Research & Development,26,3,Technical Degree,1,4261,Male,1,Laboratory Technician,Married,88530,1,Y,22,8,1,2,3,2,2,1
+22,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,4262,Male,1,Sales Representative,Single,193310,1,Y,12,8,1,1,2,0,0,0
+51,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,4263,Female,1,Sales Executive,Single,20730,3,Y,14,8,1,23,4,13,12,8
+34,Yes,Travel_Frequently,Human Resources,4,4,Life Sciences,1,4264,Female,5,Sales Executive,Single,55620,1,Y,15,8,0,9,3,9,0,6
+54,No,Non-Travel,Research & Development,9,3,Life Sciences,1,4265,Male,1,Laboratory Technician,Single,196130,2,Y,17,8,0,23,5,5,4,4
+24,No,Travel_Rarely,Research & Development,2,1,Life Sciences,1,4266,Male,2,Laboratory Technician,Married,34070,0,Y,13,8,1,6,4,5,1,2
+34,No,Travel_Rarely,Sales,4,3,Marketing,1,4267,Female,2,Sales Representative,Divorced,50630,6,Y,12,8,1,12,2,1,0,0
+37,No,Travel_Rarely,Sales,6,1,Technical Degree,1,4268,Male,1,Laboratory Technician,Single,46390,2,Y,12,8,2,12,3,5,1,3
+34,No,Travel_Rarely,Sales,9,2,Medical,1,4269,Male,2,Healthcare Representative,Single,48760,2,Y,21,8,1,14,3,11,5,8
+36,No,Travel_Frequently,Human Resources,7,3,Medical,1,4270,Male,1,Research Scientist,Married,26900,0,Y,11,8,0,10,1,9,2,8
+36,No,Travel_Rarely,Research & Development,1,3,Medical,1,4271,Female,2,Manufacturing Director,Divorced,175670,5,Y,13,8,0,7,6,1,0,0
+43,No,Travel_Frequently,Research & Development,3,4,Life Sciences,1,4272,Male,1,Sales Executive,Married,24080,1,Y,12,8,1,25,3,25,4,12
+30,No,Travel_Frequently,Research & Development,10,3,Life Sciences,1,4273,Female,3,Healthcare Representative,Divorced,28140,1,Y,24,8,0,10,2,10,0,9
+33,No,Non-Travel,Sales,7,3,Life Sciences,1,4274,Male,2,Sales Executive,Married,112450,0,Y,21,8,0,8,3,7,0,7
+56,Yes,Travel_Rarely,Research & Development,15,3,Life Sciences,1,4275,Male,2,Laboratory Technician,Married,33120,9,Y,19,8,0,7,1,5,4,3
+51,No,Travel_Rarely,Research & Development,3,2,Other,1,4276,Female,2,Sales Representative,Single,190490,7,Y,14,8,1,23,2,20,15,15
+31,Yes,Travel_Rarely,Research & Development,2,4,Technical Degree,1,4277,Female,3,Sales Executive,Married,21410,4,Y,20,8,0,12,2,7,7,7
+26,No,Travel_Rarely,Sales,17,3,Medical,1,4278,Female,2,Manager,Married,57690,1,Y,19,8,0,5,4,5,4,3
+58,Yes,Travel_Rarely,Sales,2,2,Medical,1,4279,Female,1,Research Scientist,Married,43850,1,Y,13,8,1,40,2,40,15,6
+19,Yes,Travel_Rarely,Research & Development,5,2,Life Sciences,1,4280,Male,1,Manager,Single,53320,1,Y,23,8,1,0,2,0,0,0
+22,No,Travel_Rarely,Sales,29,4,Technical Degree,1,4281,Male,1,Sales Executive,Married,46630,0,Y,13,8,1,3,1,2,2,1
+49,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,4282,Female,1,Sales Executive,Married,47240,1,Y,11,8,1,16,3,15,5,11
+43,No,Travel_Frequently,Sales,2,2,Life Sciences,1,4283,Male,1,Sales Executive,Single,32110,4,Y,13,8,0,18,2,3,1,2
+50,No,Travel_Frequently,Research & Development,19,4,Life Sciences,1,4284,Male,2,Sales Executive,Single,53770,4,Y,14,8,1,16,3,2,2,1
+31,Yes,Travel_Rarely,Research & Development,15,1,Medical,1,4285,Female,2,Sales Executive,Married,40660,3,Y,22,8,0,4,2,2,2,2
+41,No,Travel_Rarely,Research & Development,17,2,Other,1,4286,Male,1,Manufacturing Director,Divorced,52080,3,Y,11,8,3,12,2,9,0,7
+26,No,Travel_Rarely,Research & Development,17,4,Life Sciences,1,4287,Male,2,Sales Executive,Married,48770,1,Y,13,8,1,8,5,8,5,7
+36,No,Travel_Rarely,Human Resources,25,1,Human Resources,1,4288,Male,2,Research Scientist,Divorced,31170,6,Y,21,8,1,7,2,3,0,1
+51,Yes,Travel_Frequently,Research & Development,6,3,Life Sciences,1,4289,Female,1,Manager,Single,15690,2,Y,11,8,0,18,2,4,0,3
+39,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,4290,Female,1,Research Scientist,Married,196580,4,Y,13,8,1,17,3,15,5,9
+25,No,Travel_Rarely,Sales,29,1,Medical,1,4291,Female,3,Research Scientist,Married,30690,2,Y,14,8,1,6,3,2,2,2
+30,No,Travel_Rarely,Research & Development,21,1,Medical,1,4292,Male,2,Laboratory Technician,Married,104350,0,Y,11,8,0,12,5,11,4,7
+32,Yes,Travel_Rarely,Research & Development,2,4,Life Sciences,1,4293,Female,2,Research Director,Single,41480,7,Y,15,8,0,10,0,5,0,4
+45,No,Travel_Rarely,Research & Development,2,1,Technical Degree,1,4294,Female,2,Healthcare Representative,Single,57680,5,Y,23,8,1,9,4,6,0,3
+38,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,4295,Female,2,Research Director,Single,50420,3,Y,16,8,1,19,4,3,2,2
+30,No,Travel_Rarely,Sales,13,3,Marketing,1,4296,Female,2,Laboratory Technician,Single,57700,1,Y,16,8,1,5,2,5,0,4
+32,No,Travel_Frequently,Sales,2,3,Marketing,1,4297,Male,3,Laboratory Technician,Divorced,77560,0,Y,21,8,0,9,3,8,0,7
+30,No,Travel_Rarely,Research & Development,1,3,Medical,1,4298,Female,3,Sales Executive,Divorced,103060,5,Y,13,8,0,8,5,3,2,2
+30,No,Travel_Rarely,Sales,9,3,Medical,1,4299,Male,2,Research Scientist,Single,39360,0,Y,11,8,1,6,3,5,1,2
+41,No,Travel_Frequently,Sales,10,2,Medical,1,4300,Female,3,Manufacturing Director,Divorced,79450,4,Y,12,8,1,21,6,7,7,7
+41,No,Travel_Rarely,Research & Development,10,4,Medical,1,4301,Male,4,Research Scientist,Married,57430,2,Y,12,8,3,7,2,5,1,4
+19,No,Travel_Rarely,Research & Development,1,3,Other,1,4302,Female,5,Manufacturing Director,Single,152020,1,Y,18,8,3,1,2,1,0,0
+40,No,Travel_Frequently,Research & Development,26,4,Medical,1,4303,Male,2,Manufacturing Director,Divorced,54400,1,Y,12,8,1,20,2,20,2,13
+35,No,Travel_Rarely,Sales,8,1,Marketing,1,4304,Female,3,Laboratory Technician,Married,37600,1,Y,14,8,3,10,2,10,0,6
+53,No,Travel_Rarely,Sales,14,2,Life Sciences,1,4305,Female,5,Manufacturing Director,Married,35170,2,Y,12,8,1,13,1,7,4,5
+45,No,Travel_Rarely,Sales,1,4,Technical Degree,1,4306,Male,1,Research Scientist,Divorced,25800,8,Y,17,8,3,20,3,17,0,15
+32,No,Travel_Frequently,Sales,2,2,Life Sciences,1,4307,Female,1,Manufacturing Director,Single,21660,1,Y,19,8,1,9,4,9,3,7
+29,No,Non-Travel,Research & Development,10,4,Technical Degree,1,4308,Male,3,Healthcare Representative,Married,58690,1,Y,11,8,1,10,6,10,0,9
+51,No,Travel_Rarely,Research & Development,1,3,Other,1,4309,Female,3,Research Director,Married,80080,2,Y,15,8,1,10,4,1,0,0
+58,No,Travel_Rarely,Sales,3,3,Marketing,1,4310,Female,1,Research Scientist,Married,52060,4,Y,11,8,3,9,4,1,0,0
+40,No,Travel_Rarely,Research & Development,11,2,Technical Degree,1,4311,Male,4,Laboratory Technician,Married,52950,7,Y,18,8,0,15,4,12,2,11
+34,No,Travel_Frequently,Sales,24,4,Marketing,1,4312,Male,2,Manufacturing Director,Married,164130,6,Y,16,8,0,6,1,4,1,2
+22,No,Travel_Rarely,Research & Development,3,3,Medical,1,4313,Male,1,Laboratory Technician,Married,132690,1,Y,25,8,1,2,2,2,2,2
+27,No,Non-Travel,Research & Development,3,3,Medical,1,4314,Male,1,Healthcare Representative,Divorced,27830,6,Y,16,8,1,6,2,2,2,2
+28,No,Travel_Rarely,Sales,4,4,Life Sciences,1,4315,Male,2,Healthcare Representative,Married,54330,1,Y,13,8,1,5,4,5,0,2
+57,No,Travel_Rarely,Research & Development,3,3,Life Sciences,1,4316,Male,2,Manufacturing Director,Divorced,20130,3,Y,14,8,1,12,5,5,1,4
+27,No,Non-Travel,Research & Development,2,3,Life Sciences,1,4317,Male,1,Manufacturing Director,Divorced,139660,1,Y,19,8,0,1,1,1,0,1
+50,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,4318,Female,2,Manufacturing Director,Single,43740,3,Y,15,8,1,21,5,5,4,4
+41,No,Travel_Rarely,Sales,7,4,Marketing,1,4319,Male,4,Laboratory Technician,Divorced,68420,4,Y,12,8,1,13,3,9,1,8
+30,No,Travel_Rarely,Human Resources,1,4,Human Resources,1,4320,Female,1,Manager,Married,174260,2,Y,12,8,1,12,0,10,7,4
+38,No,Travel_Rarely,Sales,1,1,Medical,1,4321,Male,2,Laboratory Technician,Single,176030,4,Y,16,8,0,12,0,8,0,7
+32,No,Travel_Rarely,Research & Development,20,3,Medical,1,4322,Female,1,Manufacturing Director,Single,45810,3,Y,14,8,1,8,3,5,1,4
+27,No,Travel_Rarely,Research & Development,5,4,Medical,1,4323,Male,2,Healthcare Representative,Married,47350,0,Y,13,8,0,6,2,5,1,1
+19,Yes,Travel_Frequently,Research & Development,10,2,Life Sciences,1,4324,Male,2,Healthcare Representative,Single,41870,0,Y,22,8,1,1,4,0,0,0
+36,No,Travel_Frequently,Sales,25,3,Marketing,1,4325,Female,2,Research Director,Single,55050,4,Y,21,8,2,13,3,8,7,2
+30,No,Non-Travel,Sales,1,3,Medical,1,4326,Female,1,Sales Executive,Divorced,54700,1,Y,18,8,1,12,2,12,6,10
+45,No,Travel_Rarely,Research & Development,24,2,Medical,1,4327,Male,2,Sales Executive,Divorced,54760,4,Y,13,8,1,9,3,5,0,3
+56,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,4328,Male,4,Manager,Divorced,25870,4,Y,12,8,0,19,2,2,2,2
+33,No,Travel_Rarely,Research & Development,2,2,Medical,1,4329,Male,1,Sales Executive,Single,24400,0,Y,18,8,3,4,4,3,0,2
+19,Yes,Travel_Rarely,Research & Development,8,2,Life Sciences,1,4330,Male,2,Sales Executive,Single,159720,1,Y,21,8,0,1,2,1,1,0
+46,No,Travel_Rarely,Research & Development,10,3,Technical Degree,1,4331,Female,2,Laboratory Technician,Divorced,153790,1,Y,12,8,0,24,1,24,15,7
+38,No,Travel_Rarely,Sales,4,4,Life Sciences,1,4332,Male,1,Manufacturing Director,Single,70820,1,Y,14,8,0,2,3,2,2,1
+31,No,Travel_Rarely,Sales,2,5,Life Sciences,1,4333,Male,2,Sales Representative,Married,27280,8,Y,11,8,0,7,3,4,0,2
+34,No,Travel_Rarely,Sales,9,3,Marketing,1,4334,Female,2,Manager,Single,53680,2,Y,14,8,1,9,2,3,1,2
+41,Yes,Travel_Rarely,Research & Development,18,4,Life Sciences,1,4335,Male,5,Laboratory Technician,Single,53470,1,Y,24,8,1,4,1,4,0,2
+50,No,Travel_Rarely,Sales,19,4,Marketing,1,4336,Male,3,Sales Executive,Married,31950,2,Y,11,8,0,5,4,3,0,2
+53,No,Travel_Rarely,Sales,1,2,Life Sciences,1,4337,Male,1,Manager,Divorced,39890,1,Y,13,8,0,5,2,4,1,3
+33,No,Travel_Rarely,Research & Development,4,3,Life Sciences,1,4338,Male,1,Human Resources,Married,33060,1,Y,11,8,3,8,6,8,1,6
+40,No,Travel_Rarely,Research & Development,11,3,Life Sciences,1,4339,Female,2,Sales Executive,Married,70050,1,Y,20,8,2,21,2,20,9,9
+55,No,Travel_Rarely,Research & Development,6,1,Life Sciences,1,4340,Female,2,Laboratory Technician,Single,26550,8,Y,17,8,0,36,0,24,2,15
+34,No,Travel_Frequently,Human Resources,7,4,Other,1,4341,Female,1,Research Scientist,Married,13930,1,Y,11,8,2,10,4,10,1,9
+51,No,Travel_Rarely,Human Resources,4,2,Human Resources,1,4342,Male,2,Sales Representative,Single,25700,3,Y,18,8,0,21,2,7,1,0
+52,No,Travel_Rarely,Research & Development,2,4,Medical,1,4343,Female,2,Sales Representative,Married,35370,0,Y,11,8,1,34,3,33,11,9
+27,No,Travel_Rarely,Sales,15,3,Marketing,1,4344,Male,1,Research Scientist,Single,39860,1,Y,12,8,2,7,3,7,0,3
+35,Yes,Travel_Rarely,Research & Development,2,4,Life Sciences,1,4345,Female,2,Research Director,Married,108830,3,Y,12,8,0,8,3,1,0,1
+43,No,Non-Travel,Research & Development,6,2,Medical,1,4346,Male,1,Healthcare Representative,Divorced,20280,4,Y,20,8,1,7,2,5,2,2
+45,No,Non-Travel,Research & Development,9,2,Medical,1,4347,Female,1,Sales Executive,Married,95250,9,Y,19,8,0,22,3,20,11,8
+37,No,Travel_Rarely,Research & Development,7,3,Life Sciences,1,4348,Female,1,Research Scientist,Married,29290,1,Y,12,8,0,8,2,8,1,7
+35,No,Travel_Frequently,Research & Development,1,3,Other,1,4349,Male,2,Research Director,Single,22750,5,Y,13,8,0,10,2,6,1,2
+42,No,Non-Travel,Research & Development,1,1,Technical Degree,1,4350,Male,2,Sales Executive,Divorced,78790,2,Y,11,8,1,11,2,5,0,2
+38,No,Travel_Rarely,Sales,8,2,Marketing,1,4351,Male,5,Research Scientist,Married,49300,9,Y,14,8,0,14,0,1,0,0
+38,No,Travel_Rarely,Human Resources,25,1,Human Resources,1,4352,Female,1,Manufacturing Director,Married,78470,3,Y,14,8,1,9,3,7,1,7
+27,No,Travel_Frequently,Research & Development,13,4,Medical,1,4353,Male,1,Manager,Married,44010,5,Y,13,8,0,6,4,2,2,0
+49,No,Non-Travel,Research & Development,23,1,Other,1,4354,Female,2,Sales Executive,Divorced,92410,1,Y,19,8,1,7,5,7,1,7
+34,No,Travel_Frequently,Research & Development,7,2,Medical,1,4355,Male,4,Sales Representative,Divorced,29740,1,Y,23,8,0,5,2,5,2,0
+40,No,Travel_Rarely,Research & Development,23,3,Medical,1,4356,Female,1,Laboratory Technician,Married,45020,8,Y,12,8,2,15,0,7,3,7
+38,Yes,Travel_Rarely,Sales,6,4,Life Sciences,1,4357,Female,3,Research Scientist,Married,107480,7,Y,15,8,0,17,3,1,0,0
+29,Yes,Travel_Rarely,Sales,10,2,Life Sciences,1,4358,Female,2,Research Scientist,Married,15550,1,Y,19,8,2,10,2,10,1,9
+22,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,4359,Female,4,Healthcare Representative,Divorced,129360,1,Y,11,8,2,4,3,4,2,2
+36,No,Travel_Frequently,Research & Development,1,3,Life Sciences,1,4360,Female,2,Laboratory Technician,Single,23050,1,Y,17,8,0,8,3,8,1,7
+40,No,Non-Travel,Research & Development,28,2,Life Sciences,1,4361,Male,1,Manufacturing Director,Married,167040,9,Y,22,8,0,5,2,3,0,2
+46,No,Travel_Rarely,Research & Development,25,1,Medical,1,4362,Male,5,Research Scientist,Divorced,34330,7,Y,18,8,0,17,3,4,0,3
+32,Yes,Travel_Rarely,Research & Development,5,3,Medical,1,4363,Male,1,Healthcare Representative,Married,34770,1,Y,11,8,0,14,2,14,9,8
+30,No,Non-Travel,Research & Development,17,4,Life Sciences,1,4364,Male,2,Healthcare Representative,Single,64300,1,Y,12,8,1,12,2,11,5,8
+27,No,Travel_Frequently,Research & Development,18,2,Medical,1,4365,Female,1,Laboratory Technician,Single,65160,1,Y,19,8,1,7,4,7,0,7
+51,No,Travel_Rarely,Research & Development,2,1,Medical,1,4366,Female,1,Manufacturing Director,Married,39070,5,Y,13,8,0,16,2,10,4,7
+30,Yes,Travel_Rarely,Research & Development,10,4,Life Sciences,1,4367,Female,2,Research Scientist,Single,55620,5,Y,13,8,0,8,3,5,0,4
+41,No,Travel_Rarely,Research & Development,1,3,Life Sciences,1,4368,Male,2,Human Resources,Single,68830,3,Y,19,8,2,16,3,1,0,0
+30,Yes,Travel_Frequently,Sales,3,2,Medical,1,4369,Male,2,Healthcare Representative,Single,28620,5,Y,14,8,0,9,2,6,0,1
+29,Yes,Travel_Rarely,Research & Development,2,3,Life Sciences,1,4370,Male,1,Sales Executive,Single,49780,0,Y,13,8,0,7,3,6,1,5
+45,No,Non-Travel,Research & Development,2,3,Medical,1,4371,Female,2,Research Scientist,Single,103680,6,Y,12,8,2,23,2,19,12,8
+54,No,Travel_Rarely,Sales,8,2,Marketing,1,4372,Female,2,Laboratory Technician,Married,61340,2,Y,19,8,0,16,2,6,0,5
+36,No,Travel_Rarely,Research & Development,16,4,Life Sciences,1,4373,Male,1,Healthcare Representative,Single,67350,8,Y,25,8,2,16,3,13,3,7
+33,No,Travel_Rarely,Sales,9,1,Other,1,4374,Female,3,Sales Executive,Married,32950,6,Y,22,8,2,7,2,3,1,1
+37,No,Travel_Frequently,Sales,2,4,Life Sciences,1,4375,Male,2,Laboratory Technician,Divorced,52380,1,Y,15,8,1,10,5,10,0,7
+38,No,Travel_Rarely,Research & Development,1,2,Medical,1,4376,Male,4,Laboratory Technician,Divorced,64720,0,Y,12,8,0,17,4,16,5,13
+31,No,Non-Travel,Sales,4,1,Medical,1,4377,Female,3,Research Scientist,Married,96100,0,Y,11,8,1,6,2,5,1,4
+59,No,Travel_Rarely,Research & Development,5,3,Life Sciences,1,4378,Female,3,Manager,Married,198330,3,Y,13,8,0,7,2,1,0,0
+37,No,Travel_Frequently,Sales,2,3,Marketing,1,4379,Female,2,Laboratory Technician,Divorced,97560,4,Y,19,8,0,13,2,9,5,8
+29,No,Travel_Frequently,Sales,15,4,Medical,1,4380,Female,1,Sales Executive,Married,49680,1,Y,19,8,3,11,4,11,4,1
+35,No,Travel_Frequently,Research & Development,19,3,Life Sciences,1,4381,Female,1,Sales Executive,Single,21450,1,Y,13,8,0,10,6,10,0,8
+29,Yes,Travel_Rarely,Research & Development,7,1,Life Sciences,1,4382,Female,1,Research Scientist,Single,21800,1,Y,21,8,0,4,2,4,0,1
+52,No,Travel_Rarely,Research & Development,1,2,Medical,1,4383,Female,4,Manager,Single,83460,7,Y,14,8,0,6,5,2,2,2
+42,No,Travel_Rarely,Research & Development,7,4,Life Sciences,1,4384,Female,2,Sales Executive,Married,34450,1,Y,11,8,2,22,2,22,11,15
+59,No,Travel_Rarely,Research & Development,4,4,Technical Degree,1,4385,Male,1,Healthcare Representative,Married,27600,8,Y,11,8,0,7,3,2,2,2
+50,No,Travel_Rarely,Research & Development,11,2,Life Sciences,1,4386,Male,2,Sales Executive,Divorced,62940,3,Y,23,8,1,32,2,7,0,6
+33,Yes,Travel_Rarely,Sales,11,4,Marketing,1,4387,Male,1,Research Scientist,Married,71400,5,Y,21,8,0,8,2,5,0,4
+43,No,Travel_Rarely,Sales,1,3,Marketing,1,4388,Female,2,Manufacturing Director,Married,29320,5,Y,24,8,0,22,3,17,1,9
+33,Yes,Travel_Rarely,Sales,1,3,Life Sciences,1,4389,Male,2,Manager,Married,51470,7,Y,11,8,0,13,2,9,1,7
+52,No,Non-Travel,Research & Development,2,3,Technical Degree,1,4390,Male,1,Sales Executive,Single,45070,1,Y,14,8,0,33,3,33,15,12
+32,No,Travel_Rarely,Human Resources,13,4,Life Sciences,1,4391,Female,3,Manufacturing Director,Married,85640,2,Y,16,8,1,6,2,4,1,2
+32,Yes,Travel_Rarely,Sales,23,1,Life Sciences,1,4392,Male,3,Healthcare Representative,Single,24680,0,Y,11,8,0,4,2,3,1,2
+39,No,Travel_Rarely,Sales,26,4,Life Sciences,1,4393,Male,2,Research Director,Divorced,81610,7,Y,12,8,1,7,2,3,1,2
+32,No,Non-Travel,Sales,2,4,Marketing,1,4394,Male,4,Research Scientist,Married,21090,0,Y,13,8,1,4,3,3,2,2
+41,No,Travel_Rarely,Sales,29,3,Life Sciences,1,4395,Female,2,Laboratory Technician,Divorced,52940,2,Y,15,8,0,17,3,1,0,0
+40,No,Travel_Rarely,Research & Development,2,3,Life Sciences,1,4396,Male,1,Manufacturing Director,Divorced,27180,NA,Y,14,8,1,9,4,9,4,7
+45,No,Travel_Rarely,Research & Development,18,1,Life Sciences,1,4397,Female,2,Sales Representative,Married,58110,0,Y,14,8,0,25,4,24,1,7
+31,No,Travel_Frequently,Research & Development,7,4,Medical,1,4398,Male,1,Research Scientist,Divorced,24370,9,Y,14,8,1,9,3,2,2,2
+33,No,Travel_Rarely,Research & Development,2,4,Life Sciences,1,4399,Female,1,Sales Executive,Married,27660,1,Y,12,8,1,2,2,2,0,2
+34,No,Travel_Rarely,Research & Development,26,3,Other,1,4400,Female,1,Sales Executive,Married,190380,6,Y,13,8,0,13,3,11,5,9
+37,No,Travel_Rarely,Research & Development,22,5,Medical,1,4401,Female,2,Manufacturing Director,Married,30550,2,Y,14,8,3,17,3,3,0,2
+45,No,Travel_Frequently,Sales,21,1,Marketing,1,4402,Male,3,Research Scientist,Married,22890,4,Y,13,8,0,9,3,3,0,2
+37,Yes,Travel_Frequently,Sales,2,3,Marketing,1,4403,Male,1,Laboratory Technician,Divorced,40010,6,Y,11,8,1,17,2,1,0,0
+39,No,Travel_Frequently,Research & Development,22,3,Medical,1,4404,Female,1,Manufacturing Director,Single,129650,0,Y,19,8,1,20,2,19,11,8
+29,No,Travel_Rarely,Sales,4,3,Other,1,4405,Female,2,Human Resources,Single,35390,1,Y,18,8,0,6,2,6,1,5
+42,No,Travel_Rarely,Research & Development,5,4,Medical,1,4406,Female,1,Research Scientist,Single,60290,3,Y,17,8,1,10,5,3,0,2
+29,No,Travel_Rarely,Research & Development,2,4,Medical,1,4407,Male,1,Laboratory Technician,Divorced,26790,2,Y,15,8,0,10,2,3,0,2
+25,No,Travel_Rarely,Research & Development,25,2,Life Sciences,1,4408,Male,2,Sales Executive,Married,37020,0,Y,20,8,0,5,4,4,1,2
+42,No,Travel_Rarely,Sales,18,2,Medical,1,4409,Male,1,Laboratory Technician,Divorced,23980,0,Y,14,8,1,10,2,9,7,8
+40,No,Travel_Rarely,Research & Development,28,3,Medical,1,4410,Male,2,Laboratory Technician,Divorced,54680,0,Y,12,8,0,NA,6,21,3,9
diff --git a/购物评论 情感分类/离职分析/离职分析.ipynb b/购物评论 情感分类/离职分析/离职分析.ipynb
new file mode 100644
index 0000000..f028bc0
--- /dev/null
+++ b/购物评论 情感分类/离职分析/离职分析.ipynb	
@@ -0,0 +1,1434 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "ec02c3e8-f0a1-47c0-9575-ce45fcc3cfcd",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import sklearn\n",
+    "from sklearn.preprocessing import LabelEncoder"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "9f917b39-b70c-478e-8d34-5410d92881e2",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Attrition</th>\n",
+       "      <th>BusinessTravel</th>\n",
+       "      <th>Department</th>\n",
+       "      <th>DistanceFromHome</th>\n",
+       "      <th>Education</th>\n",
+       "      <th>EducationField</th>\n",
+       "      <th>EmployeeCount</th>\n",
+       "      <th>EmployeeID</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>...</th>\n",
+       "      <th>NumCompaniesWorked</th>\n",
+       "      <th>Over18</th>\n",
+       "      <th>PercentSalaryHike</th>\n",
+       "      <th>StandardHours</th>\n",
+       "      <th>StockOptionLevel</th>\n",
+       "      <th>TotalWorkingYears</th>\n",
+       "      <th>TrainingTimesLastYear</th>\n",
+       "      <th>YearsAtCompany</th>\n",
+       "      <th>YearsSinceLastPromotion</th>\n",
+       "      <th>YearsWithCurrManager</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>51</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Travel_Rarely</td>\n",
+       "      <td>Sales</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Life Sciences</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>31</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Travel_Frequently</td>\n",
+       "      <td>Research &amp; Development</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Life Sciences</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>23</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>32</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Travel_Frequently</td>\n",
+       "      <td>Research &amp; Development</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>15</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>38</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Non-Travel</td>\n",
+       "      <td>Research &amp; Development</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Life Sciences</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>32</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Travel_Rarely</td>\n",
+       "      <td>Research &amp; Development</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Medical</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Y</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Age Attrition     BusinessTravel              Department  DistanceFromHome  \\\n",
+       "0   51        No      Travel_Rarely                   Sales                 6   \n",
+       "1   31       Yes  Travel_Frequently  Research & Development                10   \n",
+       "2   32        No  Travel_Frequently  Research & Development                17   \n",
+       "3   38        No         Non-Travel  Research & Development                 2   \n",
+       "4   32        No      Travel_Rarely  Research & Development                10   \n",
+       "\n",
+       "   Education EducationField  EmployeeCount  EmployeeID  Gender  ...  \\\n",
+       "0          2  Life Sciences              1           1  Female  ...   \n",
+       "1          1  Life Sciences              1           2  Female  ...   \n",
+       "2          4          Other              1           3    Male  ...   \n",
+       "3          5  Life Sciences              1           4    Male  ...   \n",
+       "4          1        Medical              1           5    Male  ...   \n",
+       "\n",
+       "   NumCompaniesWorked Over18 PercentSalaryHike  StandardHours  \\\n",
+       "0                 1.0      Y                11              8   \n",
+       "1                 0.0      Y                23              8   \n",
+       "2                 1.0      Y                15              8   \n",
+       "3                 3.0      Y                11              8   \n",
+       "4                 4.0      Y                12              8   \n",
+       "\n",
+       "   StockOptionLevel TotalWorkingYears  TrainingTimesLastYear  YearsAtCompany  \\\n",
+       "0                 0               1.0                      6               1   \n",
+       "1                 1               6.0                      3               5   \n",
+       "2                 3               5.0                      2               5   \n",
+       "3                 3              13.0                      5               8   \n",
+       "4                 2               9.0                      2               6   \n",
+       "\n",
+       "   YearsSinceLastPromotion  YearsWithCurrManager  \n",
+       "0                        0                     0  \n",
+       "1                        1                     4  \n",
+       "2                        0                     3  \n",
+       "3                        7                     5  \n",
+       "4                        0                     4  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=pd.read_csv('quit_dataset.csv',encoding='gbk')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "a49d783b-6bfe-4110-96e1-1c9705f3b726",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4410 entries, 0 to 4409\n",
+      "Data columns (total 24 columns):\n",
+      " #   Column                   Non-Null Count  Dtype  \n",
+      "---  ------                   --------------  -----  \n",
+      " 0   Age                      4410 non-null   int64  \n",
+      " 1   Attrition                4410 non-null   object \n",
+      " 2   BusinessTravel           4410 non-null   object \n",
+      " 3   Department               4410 non-null   object \n",
+      " 4   DistanceFromHome         4410 non-null   int64  \n",
+      " 5   Education                4410 non-null   int64  \n",
+      " 6   EducationField           4410 non-null   object \n",
+      " 7   EmployeeCount            4410 non-null   int64  \n",
+      " 8   EmployeeID               4410 non-null   int64  \n",
+      " 9   Gender                   4410 non-null   object \n",
+      " 10  JobLevel                 4410 non-null   int64  \n",
+      " 11  JobRole                  4410 non-null   object \n",
+      " 12  MaritalStatus            4410 non-null   object \n",
+      " 13  MonthlyIncome            4410 non-null   int64  \n",
+      " 14  NumCompaniesWorked       4391 non-null   float64\n",
+      " 15  Over18                   4410 non-null   object \n",
+      " 16  PercentSalaryHike        4410 non-null   int64  \n",
+      " 17  StandardHours            4410 non-null   int64  \n",
+      " 18  StockOptionLevel         4410 non-null   int64  \n",
+      " 19  TotalWorkingYears        4401 non-null   float64\n",
+      " 20  TrainingTimesLastYear    4410 non-null   int64  \n",
+      " 21  YearsAtCompany           4410 non-null   int64  \n",
+      " 22  YearsSinceLastPromotion  4410 non-null   int64  \n",
+      " 23  YearsWithCurrManager     4410 non-null   int64  \n",
+      "dtypes: float64(2), int64(14), object(8)\n",
+      "memory usage: 827.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "48704013-b22a-4cf7-9bd3-ba7b13052b25",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "      <th>Department</th>\n",
+       "      <th>DistanceFromHome</th>\n",
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+       "      <th>EducationField</th>\n",
+       "      <th>EmployeeCount</th>\n",
+       "      <th>EmployeeID</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>...</th>\n",
+       "      <th>NumCompaniesWorked</th>\n",
+       "      <th>Over18</th>\n",
+       "      <th>PercentSalaryHike</th>\n",
+       "      <th>StandardHours</th>\n",
+       "      <th>StockOptionLevel</th>\n",
+       "      <th>TotalWorkingYears</th>\n",
+       "      <th>TrainingTimesLastYear</th>\n",
+       "      <th>YearsAtCompany</th>\n",
+       "      <th>YearsSinceLastPromotion</th>\n",
+       "      <th>YearsWithCurrManager</th>\n",
+       "    </tr>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>51</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
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+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>8</td>\n",
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+       "      <td>0.0</td>\n",
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+       "      <td>23</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>3</td>\n",
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+       "      <td>1</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>32</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>17</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>38</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>32</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Age  Attrition  BusinessTravel  Department  DistanceFromHome  Education  \\\n",
+       "0   51          0               2           2                 6          2   \n",
+       "1   31          1               1           1                10          1   \n",
+       "2   32          0               1           1                17          4   \n",
+       "3   38          0               0           1                 2          5   \n",
+       "4   32          0               2           1                10          1   \n",
+       "\n",
+       "   EducationField  EmployeeCount  EmployeeID  Gender  ...  NumCompaniesWorked  \\\n",
+       "0               1              1           1       0  ...                 1.0   \n",
+       "1               1              1           2       0  ...                 0.0   \n",
+       "2               4              1           3       1  ...                 1.0   \n",
+       "3               1              1           4       1  ...                 3.0   \n",
+       "4               3              1           5       1  ...                 4.0   \n",
+       "\n",
+       "   Over18  PercentSalaryHike  StandardHours  StockOptionLevel  \\\n",
+       "0       0                 11              8                 0   \n",
+       "1       0                 23              8                 1   \n",
+       "2       0                 15              8                 3   \n",
+       "3       0                 11              8                 3   \n",
+       "4       0                 12              8                 2   \n",
+       "\n",
+       "   TotalWorkingYears  TrainingTimesLastYear  YearsAtCompany  \\\n",
+       "0                1.0                      6               1   \n",
+       "1                6.0                      3               5   \n",
+       "2                5.0                      2               5   \n",
+       "3               13.0                      5               8   \n",
+       "4                9.0                      2               6   \n",
+       "\n",
+       "   YearsSinceLastPromotion  YearsWithCurrManager  \n",
+       "0                        0                     0  \n",
+       "1                        1                     4  \n",
+       "2                        0                     3  \n",
+       "3                        7                     5  \n",
+       "4                        0                     4  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#unique函数是去重\n",
+    "maps={}\n",
+    "for col in df:\n",
+    "    if df[col].dtype=='object':\n",
+    "        unique=df[col].unique()\n",
+    "        #将每一类编码\n",
+    "        le=LabelEncoder()\n",
+    "        le=le.fit(unique)\n",
+    "        #每列标签保存进字典\n",
+    "        maps[col]=le\n",
+    "        df[col]=le.transform(df[col])\n",
+    "        \n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "6be97f41-ac71-4b2f-826e-d38cb713afcb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 2000x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#使用热力图来绘制变量间相关性\n",
+    "plt.figure(figsize=(20,10))\n",
+    "sns.heatmap(df.corr(),annot=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "c9802dfd-2b50-4370-9eea-c80c48d80abb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Attrition</th>\n",
+       "      <th>BusinessTravel</th>\n",
+       "      <th>Department</th>\n",
+       "      <th>DistanceFromHome</th>\n",
+       "      <th>Education</th>\n",
+       "      <th>EducationField</th>\n",
+       "      <th>EmployeeCount</th>\n",
+       "      <th>EmployeeID</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>...</th>\n",
+       "      <th>NumCompaniesWorked</th>\n",
+       "      <th>Over18</th>\n",
+       "      <th>PercentSalaryHike</th>\n",
+       "      <th>StandardHours</th>\n",
+       "      <th>StockOptionLevel</th>\n",
+       "      <th>TotalWorkingYears</th>\n",
+       "      <th>TrainingTimesLastYear</th>\n",
+       "      <th>YearsAtCompany</th>\n",
+       "      <th>YearsSinceLastPromotion</th>\n",
+       "      <th>YearsWithCurrManager</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Age</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.159205</td>\n",
+       "      <td>0.024751</td>\n",
+       "      <td>-0.010846</td>\n",
+       "      <td>0.006963</td>\n",
+       "      <td>-0.035706</td>\n",
+       "      <td>0.043194</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.008649</td>\n",
+       "      <td>-0.039352</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.299243</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.033137</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.031753</td>\n",
+       "      <td>0.680661</td>\n",
+       "      <td>-0.027308</td>\n",
+       "      <td>0.311309</td>\n",
+       "      <td>0.216513</td>\n",
+       "      <td>0.202089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Attrition</th>\n",
+       "      <td>-0.159205</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000074</td>\n",
+       "      <td>-0.048206</td>\n",
+       "      <td>-0.009730</td>\n",
+       "      <td>-0.015111</td>\n",
+       "      <td>-0.057940</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.004729</td>\n",
+       "      <td>0.018125</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.042345</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.032533</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.006839</td>\n",
+       "      <td>-0.170338</td>\n",
+       "      <td>-0.049431</td>\n",
+       "      <td>-0.134392</td>\n",
+       "      <td>-0.033019</td>\n",
+       "      <td>-0.156199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BusinessTravel</th>\n",
+       "      <td>0.024751</td>\n",
+       "      <td>0.000074</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.010982</td>\n",
+       "      <td>0.024616</td>\n",
+       "      <td>0.002755</td>\n",
+       "      <td>-0.015462</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.002590</td>\n",
+       "      <td>-0.039243</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.022401</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.031054</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.003683</td>\n",
+       "      <td>0.033997</td>\n",
+       "      <td>-0.041888</td>\n",
+       "      <td>-0.014575</td>\n",
+       "      <td>-0.032591</td>\n",
+       "      <td>-0.022636</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Department</th>\n",
+       "      <td>-0.010846</td>\n",
+       "      <td>-0.048206</td>\n",
+       "      <td>-0.010982</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.012134</td>\n",
+       "      <td>-0.004597</td>\n",
+       "      <td>0.013720</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.003455</td>\n",
+       "      <td>0.003158</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.003954</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.007840</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.010512</td>\n",
+       "      <td>-0.019839</td>\n",
+       "      <td>0.012866</td>\n",
+       "      <td>0.010078</td>\n",
+       "      <td>0.014845</td>\n",
+       "      <td>0.018016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DistanceFromHome</th>\n",
+       "      <td>0.006963</td>\n",
+       "      <td>-0.009730</td>\n",
+       "      <td>0.024616</td>\n",
+       "      <td>0.012134</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.008638</td>\n",
+       "      <td>-0.024665</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.001097</td>\n",
+       "      <td>-0.044173</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.013843</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.038125</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.011169</td>\n",
+       "      <td>0.009374</td>\n",
+       "      <td>-0.009001</td>\n",
+       "      <td>0.031684</td>\n",
+       "      <td>0.002290</td>\n",
+       "      <td>0.021584</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Age  Attrition  BusinessTravel  Department  \\\n",
+       "Age               1.000000  -0.159205        0.024751   -0.010846   \n",
+       "Attrition        -0.159205   1.000000        0.000074   -0.048206   \n",
+       "BusinessTravel    0.024751   0.000074        1.000000   -0.010982   \n",
+       "Department       -0.010846  -0.048206       -0.010982    1.000000   \n",
+       "DistanceFromHome  0.006963  -0.009730        0.024616    0.012134   \n",
+       "\n",
+       "                  DistanceFromHome  Education  EducationField  EmployeeCount  \\\n",
+       "Age                       0.006963  -0.035706        0.043194            NaN   \n",
+       "Attrition                -0.009730  -0.015111       -0.057940            NaN   \n",
+       "BusinessTravel            0.024616   0.002755       -0.015462            NaN   \n",
+       "Department                0.012134  -0.004597        0.013720            NaN   \n",
+       "DistanceFromHome          1.000000  -0.008638       -0.024665            NaN   \n",
+       "\n",
+       "                  EmployeeID    Gender  ...  NumCompaniesWorked  Over18  \\\n",
+       "Age                 0.008649 -0.039352  ...            0.299243     NaN   \n",
+       "Attrition          -0.004729  0.018125  ...            0.042345     NaN   \n",
+       "BusinessTravel     -0.002590 -0.039243  ...            0.022401     NaN   \n",
+       "Department         -0.003455  0.003158  ...           -0.003954     NaN   \n",
+       "DistanceFromHome   -0.001097 -0.044173  ...           -0.013843     NaN   \n",
+       "\n",
+       "                  PercentSalaryHike  StandardHours  StockOptionLevel  \\\n",
+       "Age                       -0.033137            NaN         -0.031753   \n",
+       "Attrition                  0.032533            NaN         -0.006839   \n",
+       "BusinessTravel            -0.031054            NaN          0.003683   \n",
+       "Department                -0.007840            NaN          0.010512   \n",
+       "DistanceFromHome           0.038125            NaN          0.011169   \n",
+       "\n",
+       "                  TotalWorkingYears  TrainingTimesLastYear  YearsAtCompany  \\\n",
+       "Age                        0.680661              -0.027308        0.311309   \n",
+       "Attrition                 -0.170338              -0.049431       -0.134392   \n",
+       "BusinessTravel             0.033997              -0.041888       -0.014575   \n",
+       "Department                -0.019839               0.012866        0.010078   \n",
+       "DistanceFromHome           0.009374              -0.009001        0.031684   \n",
+       "\n",
+       "                  YearsSinceLastPromotion  YearsWithCurrManager  \n",
+       "Age                              0.216513              0.202089  \n",
+       "Attrition                       -0.033019             -0.156199  \n",
+       "BusinessTravel                  -0.032591             -0.022636  \n",
+       "Department                       0.014845              0.018016  \n",
+       "DistanceFromHome                 0.002290              0.021584  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr=df.corr()\n",
+    "corr.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "874290dc-cbd6-410a-9f8e-0066effa3aaf",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Attrition</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Attrition</th>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <td>0.162070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NumCompaniesWorked</th>\n",
+       "      <td>0.042345</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PercentSalaryHike</th>\n",
+       "      <td>0.032533</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>JobRole</th>\n",
+       "      <td>0.025809</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Gender</th>\n",
+       "      <td>0.018125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BusinessTravel</th>\n",
+       "      <td>0.000074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>StandardHours</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EmployeeCount</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Over18</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EmployeeID</th>\n",
+       "      <td>-0.004729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>StockOptionLevel</th>\n",
+       "      <td>-0.006839</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DistanceFromHome</th>\n",
+       "      <td>-0.009730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>JobLevel</th>\n",
+       "      <td>-0.010290</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Education</th>\n",
+       "      <td>-0.015111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MonthlyIncome</th>\n",
+       "      <td>-0.031176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YearsSinceLastPromotion</th>\n",
+       "      <td>-0.033019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Department</th>\n",
+       "      <td>-0.048206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TrainingTimesLastYear</th>\n",
+       "      <td>-0.049431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>EducationField</th>\n",
+       "      <td>-0.057940</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YearsAtCompany</th>\n",
+       "      <td>-0.134392</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>YearsWithCurrManager</th>\n",
+       "      <td>-0.156199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Age</th>\n",
+       "      <td>-0.159205</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TotalWorkingYears</th>\n",
+       "      <td>-0.170338</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         Attrition\n",
+       "Attrition                 1.000000\n",
+       "MaritalStatus             0.162070\n",
+       "NumCompaniesWorked        0.042345\n",
+       "PercentSalaryHike         0.032533\n",
+       "JobRole                   0.025809\n",
+       "Gender                    0.018125\n",
+       "BusinessTravel            0.000074\n",
+       "StandardHours             0.000000\n",
+       "EmployeeCount             0.000000\n",
+       "Over18                    0.000000\n",
+       "EmployeeID               -0.004729\n",
+       "StockOptionLevel         -0.006839\n",
+       "DistanceFromHome         -0.009730\n",
+       "JobLevel                 -0.010290\n",
+       "Education                -0.015111\n",
+       "MonthlyIncome            -0.031176\n",
+       "YearsSinceLastPromotion  -0.033019\n",
+       "Department               -0.048206\n",
+       "TrainingTimesLastYear    -0.049431\n",
+       "EducationField           -0.057940\n",
+       "YearsAtCompany           -0.134392\n",
+       "YearsWithCurrManager     -0.156199\n",
+       "Age                      -0.159205\n",
+       "TotalWorkingYears        -0.170338"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr=corr.fillna(0)\n",
+    "show=corr[['Attrition']].sort_values(by='Attrition',ascending=False)\n",
+    "show.head(100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "a99e457e-2ce4-4072-bcb3-dea3b119e16d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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55S9/mZNPPjndu3cvl++111757Gc/m4cffjgrVqxo1PgHHXRQvWPo2LFjPvShD9Ub/84778wxxxyTPfbYo95rr3///lm3bl35eVpv8ODB6dix42bH/uAHP5hDDz00d9xxR71ju+uuu3LSSSfVW6Nv//9XX301y5cvzzHHHNPgWt3U+8rbvb3PtWvX5m9/+1sOPPDAtGvXrsF+R40aVe9Moy9+8Ytp3rx57r///o2Oceedd6Znz57p0aNHvefuhBNOSJLy+9b6s8Z++tOfbvJ9GN5rXA4LAAAA2G723Xffeo/32GOPJClfs/6Pf/xjkuTMM8/caB/Lly8vt3unP/3pT/nQhz60yZta/+Uvf0mXLl2y++671ytff/mdv/zlL/XK999//4329c596+e//svDd2rTps1G+0qSRx55JOPHj8/s2bOzatWqevuWL1+etm3bbrL9O60/lg996EMb7OvRo0cefvjhemWtWrXa4IvhPfbYY7P3FNjYOC1btkz37t03eE4ba+nSpbn00kvzwx/+sHxD9fW2JBRqyKZ+vluiqc/FPvvss8FlivbYY4/87ne/2+Q4zZo1S+/evfPrX/86yd9DkGOOOSZ9+vTJunXr8thjj6Vz585ZunTpuw5BNve6bcjLL7+cVatWNbj2evbsmbq6urz44ovly1k1Zfz1c3j7+H/84x/zu9/9bqPBxjvXT1N+7qeddlouvPDCLFq0KHvvvXdmzZqVJUuW5LTTTqtX7957783Xv/71PPXUU/XupdHQZagaO/4bb7yRiRMnZsqUKVm0aFG9S7Y19Br4wAc+UO9x69ats9dee230HiLJ35+7Z599drPP3WmnnZbvfe97+fznP5+xY8emX79+OeWUU/LpT3+6XuAH7zVCEAAAAGC7eftZE2+3/ou99X9d/M1vfjOHHnpog3Xfeb+Cbe3tf4m9uX3r5//973+/3v0D1ttUOPOnP/0p/fr1S48ePXLllVema9euadmyZe6///5cddVV2+Uvrzf289lRPvOZz+TRRx/NV77ylRx66KFp3bp16urqMnDgwK32fGzq57s9bO41sSl9+vTJf/zHf+TNN9/Mr3/961x00UVp165dDj744Pz6178u3yvm3YYg72aOW0Njxq+rq8vHPvaxXHDBBQ3W/eAHP1jvcVN+7qeddlrGjRuXO++8M+ecc05+9KMfpW3bthk4cGC5zvr7sBx77LG54YYbstdee6VFixaZMmVKpk6dukGfjR3/S1/6UqZMmZJzzjknvXv3Ttu2bVNRUZEhQ4ZstddAXV1dPvKRj+TKK69scH/Xrl3Lc37ooYcyc+bM3HfffZk2bVruuOOOnHDCCfnlL3/5nnv/gPWEIAAAAMB7xvqbTbdp0yb9+/ffovaPP/541q5dW++SMG+333775Ve/+lVee+21emeDzJ8/v7x/S62ff6dOnZo8/3vuuSerV6/Oz372s3p/+d7QJbQ2doPjd1p/LAsWLNjg7JQFCxa8q2Pd2Dhvv/TRmjVr8vzzz2/Rz/LVV1/NjBkzcumll+aSSy4pl68/2+btNvV8NPa52pwtec631nOxMcccc0zWrFmTH/zgB1m0aFE57Dj22GPLIcgHP/jBchiyMVvrOXq7jh07Ztddd82CBQs22Dd//vxUVlaWv1zfGuMfcMABef3117fq87ve/vvvnyOOOCJ33HFHRo8enZ/85Cc5+eSTU1VVVa7z4x//OK1atcovfvGLeuVTpkx5V2PfddddOfPMM/Otb32rXPbmm29m2bJlDdb/4x//mOOPP778+PXXX89f//rXnHjiiRsd44ADDsj//M//pF+/fpv9WVRWVqZfv37p169frrzyylx22WW56KKLMnPmzG3y3MPW4DwlAAAA4D2jpqYmBxxwQCZNmpTXX399g/0vv/zyJtsPHjw4r7zySr797W9vsG/9X42feOKJWbdu3QZ1rrrqqlRUVOQTn/jEFs9/wIABadOmTS677LKsXbu2SfNf/1fU77zcTUNfou62224b/RL07Q4//PB06tQpkydPrnd5np///Od59tlnM2jQoM320Rj9+/dPy5Ytc+2119ab/80335zly5dv0TgNPR9JcvXVV29Qd7fddkuSBp+Txj5Xm9PYfrbFc7ExvXr1SosWLXLFFVekffv25UtLHXPMMXnsscfy4IMPNuoskN12222rXV5svWbNmuXjH/94fvrTn9a7FNPixYszderU9OnTp3x5uE39/BrrM5/5TGbPnp1f/OIXG+xbtmxZ3nrrrS3uO/n72SCPPfZYbrnllrzyyisbXAqrWbNmqaioyLp168plCxcuzN133/2uxm3WrNkGr4Hrrruu3jhvd9NNN9V777nxxhvz1ltvbfJ97TOf+UwWLVqU7373uxvse+ONN7Jy5cokf7883TutP2Pv7e8v8F7jTBAAAADgPaOysjLf+9738olPfCIf/vCHM3z48Oy9995ZtGhRZs6cmTZt2uSee+7ZaPszzjgjt912W8aMGZM5c+bkmGOOycqVK/OrX/0qZ511Vv7pn/4pJ510Uo4//vhcdNFFWbhwYT760Y/ml7/8ZX7605/mnHPOKZ/NsSXatGmTG2+8MZ/73OfyD//wDxkyZEg6duyYF154Iffdd1+OPvroBgOaJPn4xz+eli1b5qSTTsq//uu/5vXXX893v/vddOrUKX/961/r1a2pqcmNN96Yr3/96znwwAPTqVOnBu9Dsv4L8uHDh+e4447L6aefnsWLF+eaa65Jt27dcu65527xsb5dx44dM27cuFx66aUZOHBgPvWpT2XBggW54YYb8o//+I/1bvzdWG3atMmxxx6bb3zjG1m7dm323nvv/PKXv8zzzz+/Qd2ampokyUUXXZQhQ4akRYsWOemkk7LbbrulpqYmv/rVr3LllVemS5cu2X///dOrV68mz6ex/WyL52Jjdt1119TU1OSxxx7LSSedVP4r/mOPPTYrV67MypUrGxWC1NTU5I477siYMWPyj//4j2ndunVOOumkdz2/r3/965k+fXr69OmTs846K82bN893vvOdrF69Ot/4xjfK9Q499NA0a9YsV1xxRZYvX56qqqqccMIJ6dSpU6PH+spXvpKf/exn+eQnP5lhw4alpqYmK1euzNNPP5277rorCxcuTIcOHbb4WD7zmc/k/PPPz/nnn5/27dtvcNbDoEGDcuWVV2bgwIH57Gc/myVLluT666/PgQceuNn7u2zKJz/5yXz/+99P27Ztc9BBB2X27Nn51a9+lT333LPB+mvWrEm/fv3ymc98przu+vTpk0996lMbHeNzn/tcfvSjH+ULX/hCZs6cmaOPPjrr1q3L/Pnz86Mf/Si/+MUvcvjhh+erX/1qHnrooQwaNCj77bdflixZkhtuuCH77LNP+vTps8XHCNtcCQAAAGArOPvss0sb+6ph5syZpSSlO++8s175888/X0pSmjJlSr3y3/72t6VTTjmltOeee5aqqqpK++23X+kzn/lMacaMGZudx6pVq0oXXXRRaf/99y+1aNGiVF1dXfr0pz9d+tOf/lSu89prr5XOPffcUpcuXUotWrQofeADHyh985vfLNXV1dXrK0np7LPP3mCMKVOmlJKUnnjiiY0e74ABA0pt27YttWrVqnTAAQeUhg0bVvrNb35TrjN+/PgNnq+f/exnpUMOOaTUqlWrUrdu3UpXXHFF6ZZbbiklKT3//PPlerW1taVBgwaVdt9991KS0nHHHVceN0lp5syZ9fq94447Socddlipqqqq1L59+9LQoUNL//u//1uvzplnnlnabbfdNjiWhua5Md/+9rdLPXr0KLVo0aLUuXPn0he/+MXSq6++2mB/L7/88mb7+9///d/S//f//X+ldu3aldq2bVs69dRTSy+99FIpSWn8+PH16n7ta18r7b333qXKysp6z9f8+fNLxx57bGmXXXYpJSmdeeaZm51HQ8e8sX7Wr4W3/3wa+1wcd9xxpQ9/+MMbjH/mmWeW9ttvv80+P6VSqfSVr3yllKR0xRVX1Cs/8MADS0nqrftSqeE18vrrr5c++9nPltq1a1dKUh67qa/bhjz55JOlAQMGlFq3bl3addddS8cff3zp0Ucf3aDed7/73VL37t1LzZo1qze//fbbrzRo0KAN6h933HHldb/ea6+9Vho3blzpwAMPLLVs2bLUoUOH0lFHHVWaNGlSac2aNfXm/s1vfnOzc3+no48+upSk9PnPf77B/TfffHPpAx/4QKmqqqrUo0eP0pQpUxpcSxt7X1m/7+1r+9VXXy0NHz681KFDh1Lr1q1LAwYMKM2fP7+03377lddgqfR/6/DBBx8sjRo1qrTHHnuUWrduXRo6dGjpb3/7W70xGnru1qxZU7riiitKH/7wh0tVVVWlPfbYo1RTU1O69NJLS8uXLy+VSqXSjBkzSv/0T/9U6tKlS6lly5alLl26lE4//fTSH/7wh0Y+g7BjVJRK2+kORgAAAAAAANuRe4IAAAAAAACFJAQBAAAAAAAKSQgCAAAAAAAUkhAEAACgia6//vp069YtrVq1Sq9evTJnzpxN1r/zzjvTo0ePtGrVKh/5yEdy//3319tfKpVyySWXZK+99souu+yS/v37549//OO2PAQAANgpCEEAAACa4I477siYMWMyfvz4PPnkk/noRz+aAQMGZMmSJQ3Wf/TRR3P66adnxIgR+e1vf5uTTz45J598cn7/+9+X63zjG9/Itddem8mTJ+fxxx/PbrvtlgEDBuTNN9/cXocFAACFVFEqlUo7ehIAAADvF7169co//uM/5tvf/naSpK6uLl27ds2XvvSljB07doP6p512WlauXJl77723XHbkkUfm0EMPzeTJk1MqldKlS5ecd955Of/885Mky5cvT+fOnXPrrbdmyJAh2+fAAACggJrv6Ak0Rl1dXV566aXsvvvuqaio2NHTAQCAbapUKuW1115Lly5dUlnp5O33kjVr1mTu3LkZN25cuay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",
+      "text/plain": [
+       "<Figure size 2000x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 2000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#柱状图\n",
+    "#使用sort_values去求前5和后5的柱状图\n",
+    "# 绘制值最高的前5个\n",
+    "plt.figure(figsize=(20,8))\n",
+    "#1行2列第1个（布局）\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.bar(show.index[:5],show.Attrition[:5])\n",
+    "# 绘制值最低的前5个\n",
+    "#1行2列第2个（布局）\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.bar(show.index[-5:],show.Attrition[-5:])\n",
+    "plt.title(\"The correlation of attrition with other variables\")\n",
+    "plt.show()\n",
+    "#\n",
+    "last_index=len(show[show.Attrition<0])\n",
+    "show=show.iloc[1:11].append(show.iloc[-last_index:])\n",
+    "show=show.iloc[0:5].append(show.iloc[-5:])\n",
+    "index_name=[\"Over Time\",\"Marita Status\",\"Distance From Home\",\"Job Role\",\"Department\",\"Age\",\"Monthly Income\",\"Years In Current Role\",\"Job Level\",\"Total Working Years\"]\n",
+    "show.index=index_name\n",
+    "plt.figure(figsize=(20,8))\n",
+    "plt.bar(show.iloc[0:6].index,show.iloc[0:6].Attrition)\n",
+    "plt.bar(show.iloc[5:].index,show.iloc[5:].Attrition)\n",
+    "plt.title(\"The correlation of attrition with other variables\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "34436170-b877-45a7-a739-ba7c9f5827ba",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1        5\n",
+       "6        0\n",
+       "13      10\n",
+       "28       1\n",
+       "30       3\n",
+       "        ..\n",
+       "4381     4\n",
+       "4386     5\n",
+       "4388     9\n",
+       "4391     3\n",
+       "4402     1\n",
+       "Name: YearsAtCompany, Length: 711, dtype: int64"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#离职和非离职\n",
+    "quit_df=df[df['Attrition']==1]\n",
+    "not_quit_df=df[df['Attrition']==0]\n",
+    "quit_df['YearsAtCompany']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "d91a0eeb-afe6-4a24-9673-3da22f15c2a7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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9fbV8+XLl5ubqySefLPF66t69u5YuXWr9eXl7exe7rbKoXSr5OrOHPeN07dpVBQUFmjFjhk37q6++KovFoi5dulxVLdeSvT/vI0eOaPny5db32dnZWrBggcLCwhQQEFDq4z788MNKT0/X6tWri207deqULly4YH3v4uKiBx98UCtXrtTChQt14cKFYisAPvzwwzp8+LBmz55dbLyzZ89avy8PwPWJmSsATufjjz/W6dOndd9995W4/Y477rB+oXBMTIzCwsLk6uqqyZMnKysrS+7u7tbFClq2bKlZs2Zp4sSJCgkJkb+/f7EZpdIo7TgVK1bU5MmTFRsbq44dO6p3797KzMzUa6+9puDgYD3zzDN2H7skd955p3x9fdW/f38NHTpUFotFCxcuvKrb/AYOHKgZM2aoX79+2rx5swIDA7Vw4UJ5eXldVa0vvPCCFi5cqF27dqlx48bW9ubNm6t///566623rLc5bty4UfPnz1d0dPRV36ZXZNGiRbrpppt05513lrj9vvvu0+zZs/Xpp5/qgQceUMuWLZWSkqK4uDjdfvvt8vHx0b333qu6deuqatWqSk5OVqVKleTt7a3WrVvb/dyePePce++9uuuuu/TCCy9o//79at68ub744gt99NFHevrpp20Wryjv7P15169fX48++qg2bdqkGjVq6J133lFmZqbmzp1bbOylS5cWW8RFkvr376+RI0fq448/Vvfu3TVgwAC1bNlSubm5+vHHH/Xhhx9q//798vPzs+4TExOjN954QwkJCWratKnNLJskPfLII1qyZIkef/xxrVmzRm3btlVBQYF27typJUuWaPXq1QoPDzfpUwNQ7jhuoUIAuDL33nuv4eHhYeTm5l60z4ABA4yKFSsaJ06cMAzDMGbPnm3UqVPHcHV1tVk2PCMjw+jWrZtRqVIlQ5J1Sey/Lhv+dyUtxX6xcf6+FHuRlJQUo0WLFoa7u7tRrVo1o0+fPsahQ4ds+vTv39/w9vYudvyEhASjNP98r1+/3rjjjjsMT09Po2bNmsaoUaOsy0n/tZ6/L4n91+P/fcnxX3/91bjvvvsMLy8vw8/Pzxg2bJixatUqu5diL+lYkorVcf78eWPcuHFG7dq1jYoVKxpBQUHG6NGjbZaSN4w/lrTu1q1bsXH/vsz532VmZhoVKlQwHnnkkYv2OXPmjOHl5WX06NHDMAzDyMnJMf75z38aVatWNSTZfEYfffSRERoaalSoUMFm6fKLfcYXq/Fi45T0Mzl9+rTxzDPPGDVr1jQqVqxo1KtXz3jllVesS8oXkWQ8+eSTxY5fmuXAL7YU+9Vcnx06dDCaNWtm02bvz3v16tVGs2bNDHd3d6Nhw4bFllwv+vt3sVfRcumnT582Ro8ebYSEhBhubm6Gn5+fceeddxpTp0418vPzbcYsLCw0goKCSlwCv0h+fr4xefJko3Hjxoa7u7vh6+trtGzZ0hg3bpyRlZVlcx4sxQ5cXyyGUYZPKwMAAJTgtttuk7e3t9auXevoUgDANDxzBQAArqmcnBzt3LlToaGhji4FAEzFM1cAAOCayMzM1PLly7Vw4UKdPXtW/fr1c3RJAGAqZq4AAMA1sWPHDg0ZMkQnT57UggUL1LZtW0eXBACm4pkrAAAAADABM1cAAAAAYALCFQAAAACYgAUtSlBYWKgjR46oUqVKslgsji4HAAAAgIMYhqHTp0+rZs2acnG59NwU4aoER44cUVBQkKPLAAAAAFBOHDx4UDfffPMl+xCuSlCpUiVJf3yAlStXdnA1AAAAABwlOztbQUFB1oxwKYSrEhTdCli5cmXCFQAAAIBSPS7EghYAAAAAYALCFQAAAACYgHAFAAAAACbgmSsAAABc9woKCnT+/HlHl4FyqGLFinJ1dTVlLMIVAAAArluGYSgjI0OnTp1ydCkox6pWraqAgICr/o5bwhUAAACuW0XByt/fX15eXlf9yzOuL4Zh6MyZMzp27JgkKTAw8KrGI1wBAADgulRQUGANVjfddJOjy0E55enpKUk6duyY/P39r+oWQRa0AAAAwHWp6BkrLy8vB1eC8q7oGrna5/IIVwAAALiucSsgLsesa4RwBQAAAAAmIFwBAAAAN6BOnTrp6aefvmSfefPmqWrVqteknusBC1oAAADghmMZnnpNj2dM63xF+6Wnp6tdu3aKiorSp59+am0fO3asVqxYoa1bt9r0t1gsWr58uaKjoy879rJly1SxYkXr++DgYD399NM2gSsmJkZdu3a9otpvRMxcAQAAAOXUnDlz9NRTT+mbb77RkSNHTBkzPz9fklStWjVVqlTpkn09PT3l7+9vynFvBIQrAAAAoBzKyclRSkqKnnjiCXXr1k3z5s2T9MeteuPGjdO2bdtksVhksVg0b948BQcHS5J69Oghi8VifT927FiFhYXp7bffVu3ateXh4SHJ9rbATp066ddff9UzzzxjHbPoWH+/LXDWrFmqW7eu3Nzc1KBBAy1cuNBmu8Vi0dtvv60ePXrIy8tL9erV08cff1wmn1F5Q7gCAAAAyqElS5aoYcOGatCggfr27at33nlHhmEoJiZGw4cPV+PGjXX06FEdPXpUMTEx2rRpkyRp7ty5Onr0qPW9JO3Zs0dLly7VsmXLit1KKP1xi+DNN9+s8ePHW8csyfLlyzVs2DANHz5c//3vf/XYY48pNjZWa9assek3btw4Pfzww9q+fbu6du2qPn366LfffjPvwymnCFcAAABAOTRnzhz17dtXkhQVFaWsrCx9/fXX8vT0lI+PjypUqKCAgAAFBATI09NT1atXlyRVrVpVAQEB1vfSH7cCLliwQC1atFCzZs2KHatatWpydXVVpUqVrGOWZOrUqRowYIAGDx6s+vXrKy4uTg888ICmTp1q02/AgAHq3bu3QkJC9PLLLysnJ0cbN24066MptwhXAAAAQDmza9cubdy4Ub1795YkVahQQTExMZozZ84VjXfrrbfahK0rtWPHDrVt29amrW3bttqxY4dN218DnLe3typXrqxjx45d9fHLO1YLBAAAAMqZOXPm6MKFC6pZs6a1zTAMubu7a8aMGXaP5+3tbWZ5l/XXVQilP57DKiwsvKY1OAIzVwAAAEA5cuHCBS1YsEDTpk3T1q1bra9t27apZs2aev/99+Xm5qaCgoJi+1asWLHE9tK42Jh/1ahRI61fv96mbf369QoNDb2iY15vmLkCAAAAypFPPvlEv//+ux599FFVqVLFZlvPnj01Z84cPfPMM9q3b5+2bt2qm2++WZUqVZK7u7uCg4OVmpqqtm3byt3dXb6+vqU+bnBwsL755hv16tVL7u7u8vPzK9Zn5MiRevjhh9WiRQtFRERo5cqVWrZsmb766qurPu/rATNXAAAAQDkyZ84cRUREFAtW0h/h6vvvv1fjxo0VFRWlu+66S9WrV9f7778vSZo2bZq+/PJLBQUFqUWLFnYdd/z48dq/f7/q1q170eezoqOj9dprr2nq1Klq3Lix/v3vf2vu3Lnq1KmT3ed5PbIYhmE4uojyJjs7W1WqVFFWVpYqV67s6HIAAABwBc6dO6d9+/bZfLcTUJJLXSv2ZANmrgAAAADABOUiXM2cOVPBwcHy8PBQ69atS70G/uLFi2WxWBQdHW3TbhiG4uPjFRgYKE9PT0VERGj37t1lUDkAAAAA/MHh4SolJUVxcXFKSEjQli1b1Lx5c0VGRl52Hfz9+/drxIgRat++fbFtU6ZM0euvv67k5GRt2LBB3t7eioyM1Llz58rqNAAAAADc4BwerqZPn66BAwcqNjZWoaGhSk5OlpeXl955552L7lNQUKA+ffpo3LhxqlOnjs02wzCUlJSkMWPG6P7771ezZs20YMECHTlyRCtWrCjjswEAAABwo3LoUuz5+fnavHmzRo8ebW1zcXFRRESE0tPTL7rf+PHj5e/vr0cffVRr16612bZv3z5lZGQoIiLC2lalShW1bt1a6enp6tWrl/knAjghy/BUR5dgOmNaZ0eXAAAAbmAODVcnTpxQQUGBatSoYdNeo0YN7dy5s8R91q1bpzlz5mjr1q0lbs/IyLCO8fcxi7b9XV5envLy8qzvs7OzS3sKAAAAACCpHNwWaI/Tp0/rkUce0ezZs0v8UrMrlZiYqCpVqlhfQUFBpo0NAAAA4Mbg0JkrPz8/ubq6KjMz06Y9MzNTAQEBxfrv3btX+/fv17333mttKywslCRVqFBBu3btsu6XmZmpwMBAmzHDwsJKrGP06NGKi4uzvs/OziZgAQAAALCLQ2eu3Nzc1LJlS6Wm/vnsR2FhoVJTU9WmTZti/Rs2bKgff/xRW7dutb7uu+8+3XXXXdq6dauCgoJUu3ZtBQQE2IyZnZ2tDRs2lDimJLm7u6ty5co2LwAAAACwh0NnriQpLi5O/fv3V3h4uFq1aqWkpCTl5uYqNjZWktSvXz/VqlVLiYmJ8vDwUJMmTWz2r1q1qiTZtD/99NOaOHGi6tWrp9q1a+vFF19UzZo1i30fFgAAAADHGDt2rFasWHHRtRSkP75+qXbt2vrhhx8uehdaeeLwcBUTE6Pjx48rPj5eGRkZCgsL06pVq6wLUhw4cEAuLvZNsI0aNUq5ubkaNGiQTp06pXbt2mnVqlXy8PAoi1MAAACAk/ktqN41PV61g7vt6j9gwADNnz9fiYmJeu6556ztK1asUI8ePWQYhtklFnP27FnVqlVLLi4uOnz4sNzd3a3b0tLSdNddd+n333+3TnZIUqdOnRQWFqakpKTLjj9ixAg99dRT1vcDBgzQqVOnbL4+KSgoSEePHjV1vYWy5PBwJUlDhgzRkCFDStyWlpZ2yX3nzZtXrM1isWj8+PEaP368CdUBAAAA156Hh4cmT56sxx57TL6+vtf8+EuXLlXjxo1lGIZWrFihmJgYU8Y1DEMFBQXy8fGRj4/PJfu6urqWuBZDeeVUqwUCAAAAN4qIiAgFBAQoMTHxon2KApC7u7uCg4M1bdo0m+3BwcF6+eWX9X//93+qVKmSbrnlFr311lulOv6cOXPUt29f9e3bV3PmzLG279+/X3fddZckydfXVxaLRQMGDNCAAQP09ddf67XXXpPFYpHFYtH+/fuVlpYmi8Wizz//XC1btpS7u7vWrVunsWPHWm/1Gzt2rObPn6+PPvrIum9aWpr2798vi8Vic+vg119/rVatWsnd3V2BgYF67rnndOHCBev2Tp06aejQoRo1apSqVaumgIAAjR07tlTnfLUIVwAAAEA55OrqqpdffllvvPGGDh06VGz75s2b9fDDD6tXr1768ccfNXbsWL344ovF7uyaNm2awsPD9cMPP2jw4MF64okntGvXrksee+/evUpPT9fDDz+shx9+WGvXrtWvv/4q6Y9b9ZYuXSpJ2rVrl44eParXXntNr732mtq0aaOBAwfq6NGjOnr0qM0K3M8995wmTZqkHTt2qFmzZjbHGzFihB5++GFFRUVZ973zzjuL1XX48GF17dpVt99+u7Zt26ZZs2Zpzpw5mjhxok2/+fPny9vbWxs2bNCUKVM0fvx4ffnll5c8ZzMQrgAAAIByqkePHgoLC1NCQkKxbdOnT1fnzp314osvqn79+howYICGDBmiV155xaZf165dNXjwYIWEhOjZZ5+Vn5+f1qxZc8njvvPOO+rSpYt8fX1VrVo1RUZGau7cuZL+CH3VqlWTJPn7+ysgIMD6fbFubm7y8vJSQECAAgIC5Orqah1z/Pjxuvvuu1W3bl3r/kV8fHzk6ekpd3d3675ubm7F6nrzzTcVFBSkGTNmqGHDhoqOjta4ceM0bdo061c0SVKzZs2UkJCgevXqqV+/fgoPD7dZTbysEK4AAACAcmzy5MmaP3++duzYYdO+Y8cOtW3b1qatbdu22r17twoKCqxtf50lslgsCggI0LFjxyRJXbp0sT771LhxY0lSQUGB5s+fr759+1r369u3r+bNm2cTYOwVHh5+xfsW2bFjh9q0aSOLxWJta9u2rXJycmxm9/4+MxYYGGg957JULha0AAAAAFCyDh06KDIyUqNHj9aAAQPs3r9ixYo27y0WizUkvf322zp79qxNv9WrV+vw4cPFFrAoKChQamqq7r777is4C8nb2/uK9rsSlzrnskS4AgAAAMq5SZMmKSwsTA0aNLC2NWrUSOvXr7fpt379etWvX9/mdrxLqVWrVrG2OXPmqFevXnrhhRds2l966SXNmTNHd999t/WWvb/OkEmSm5tbsbbSKs2+jRo10tKlS2UYhnX2av369apUqZJuvvnmKzqumbgtEAAAACjnmjZtqj59+uj111+3tg0fPlypqamaMGGCfvnlF82fP18zZszQiBEjrvg4x48f18qVK9W/f381adLE5tWvXz+tWLFCv/32m2699VZZLBZ98sknOn78uHJyciT9sTrhhg0btH//fp04ccKu2aLg4GBt375du3bt0okTJ3T+/PlifQYPHqyDBw/qqaee0s6dO/XRRx8pISFBcXFxdn83bllg5goAAAA3HHu/1Lc8GD9+vFJSUqzvb7vtNi1ZskTx8fGaMGGCAgMDNX78+Cu6dbDIggUL5O3trc6dOxfb1rlzZ3l6eurdd9/V0KFDNW7cOD333HOKjY1Vv379NG/ePI0YMUL9+/dXaGiozp49q3379pX62AMHDlRaWprCw8OVk5OjNWvWKDg42KZPrVq19Nlnn2nkyJFq3ry5qlWrpkcffVRjxoy54nM2k8W4Fl/v7GSys7NVpUoVZWVlqXLlyo4uBygTluFlv2LOtWZMK/4fAgDAjevcuXPat2+fateuLQ8PD0eXg3LsUteKPdnA8XNnAAAAAHAdIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAIDrGuu34XLMukYIVwAAALguVaxYUZJ05swZB1eC8q7oGim6Zq4U33MFAACA65Krq6uqVq2qY8eOSZK8vLxksVgcXBXKE8MwdObMGR07dkxVq1aVq6vrVY1HuAIAAMB1KyAgQJKsAQsoSdWqVa3XytUgXAEAAOC6ZbFYFBgYKH9/f50/f97R5aAcqlix4lXPWBUhXAEAAOC65+rqatov0MDFsKAFAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJKji6ANyYfguq5+gSTFXt4G5HlwAAAAAHY+YKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwAQVHF0AAJjlt6B6ji7BVNUO7nZ0CQAAwA7MXAEAAACACZi5cgKW4amOLsF0Jx1dAAAAAGAyZq4AAAAAwASEKwAAAAAwQbkIVzNnzlRwcLA8PDzUunVrbdy48aJ9ly1bpvDwcFWtWlXe3t4KCwvTwoULbfoMGDBAFovF5hUVFVXWpwEAAADgBubwZ65SUlIUFxen5ORktW7dWklJSYqMjNSuXbvk7+9frH+1atX0wgsvqGHDhnJzc9Mnn3yi2NhY+fv7KzIy0tovKipKc+fOtb53d3e/JucDAAAA4Mbk8Jmr6dOna+DAgYqNjVVoaKiSk5Pl5eWld955p8T+nTp1Uo8ePdSoUSPVrVtXw4YNU7NmzbRu3Tqbfu7u7goICLC+fH19r8XpAAAAALhBOTRc5efna/PmzYqIiLC2ubi4KCIiQunp6Zfd3zAMpaamateuXerQoYPNtrS0NPn7+6tBgwZ64okndPLkxdeny8vLU3Z2ts0LAAAAAOzh0NsCT5w4oYKCAtWoUcOmvUaNGtq5c+dF98vKylKtWrWUl5cnV1dXvfnmm7r77rut26OiovTAAw+odu3a2rt3r55//nl16dJF6enpcnV1LTZeYmKixo0bZ96JAQAAALjhOPyZqytRqVIlbd26VTk5OUpNTVVcXJzq1KmjTp06SZJ69epl7du0aVM1a9ZMdevWVVpamjp37lxsvNGjRysuLs76Pjs7W0FBQWV+HgAAAACuHw4NV35+fnJ1dVVmZqZNe2ZmpgICAi66n4uLi0JCQiRJYWFh2rFjhxITE63h6u/q1KkjPz8/7dmzp8Rw5e7uzoIXAAAAAK6KQ5+5cnNzU8uWLZWammptKywsVGpqqtq0aVPqcQoLC5WXl3fR7YcOHdLJkycVGBh4VfUCAAAAwMU4/LbAuLg49e/fX+Hh4WrVqpWSkpKUm5ur2NhYSVK/fv1Uq1YtJSYmSvrj+ajw8HDVrVtXeXl5+uyzz7Rw4ULNmjVLkpSTk6Nx48apZ8+eCggI0N69ezVq1CiFhITYLNUOAAAAAGZyeLiKiYnR8ePHFR8fr4yMDIWFhWnVqlXWRS4OHDggF5c/J9hyc3M1ePBgHTp0SJ6enmrYsKHeffddxcTESJJcXV21fft2zZ8/X6dOnVLNmjV1zz33aMKECdz6BwAAAKDMWAzDMBxdRHmTnZ2tKlWqKCsrS5UrV3Z0ObIMT718Jydzcsnjji7BVNUO7nZ0CXbjuir/nPG6AgDgemNPNnD4lwgDAAAAwPWAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJigX4WrmzJkKDg6Wh4eHWrdurY0bN16077JlyxQeHq6qVavK29tbYWFhWrhwoU0fwzAUHx+vwMBAeXp6KiIiQrt37y7r0wAAAABwA3N4uEpJSVFcXJwSEhK0ZcsWNW/eXJGRkTp27FiJ/atVq6YXXnhB6enp2r59u2JjYxUbG6vVq1db+0yZMkWvv/66kpOTtWHDBnl7eysyMlLnzp27VqcFAAAA4Abj8HA1ffp0DRw4ULGxsQoNDVVycrK8vLz0zjvvlNi/U6dO6tGjhxo1aqS6detq2LBhatasmdatWyfpj1mrpKQkjRkzRvfff7+aNWumBQsW6MiRI1qxYsU1PDMAAAAANxKHhqv8/Hxt3rxZERER1jYXFxdFREQoPT39svsbhqHU1FTt2rVLHTp0kCTt27dPGRkZNmNWqVJFrVu3vuiYeXl5ys7OtnkBAAAAgD0cGq5OnDihgoIC1ahRw6a9Ro0aysjIuOh+WVlZ8vHxkZubm7p166Y33nhDd999tyRZ97NnzMTERFWpUsX6CgoKuprTAgAAAHADcvhtgVeiUqVK2rp1qzZt2qSXXnpJcXFxSktLu+LxRo8eraysLOvr4MGD5hULAAAA4IZQwZEH9/Pzk6urqzIzM23aMzMzFRAQcNH9XFxcFBISIkkKCwvTjh07lJiYqE6dOln3y8zMVGBgoM2YYWFhJY7n7u4ud3f3qzwbAAAAADcyh85cubm5qWXLlkpNTbW2FRYWKjU1VW3atCn1OIWFhcrLy5Mk1a5dWwEBATZjZmdna8OGDXaNCQAAAAD2cOjMlSTFxcWpf//+Cg8PV6tWrZSUlKTc3FzFxsZKkvr166datWopMTFR0h/PR4WHh6tu3brKy8vTZ599poULF2rWrFmSJIvFoqeffloTJ05UvXr1VLt2bb344ouqWbOmoqOjHXWaAAAAAK5zDg9XMTExOn78uOLj45WRkaGwsDCtWrXKuiDFgQMH5OLy5wRbbm6uBg8erEOHDsnT01MNGzbUu+++q5iYGGufUaNGKTc3V4MGDdKpU6fUrl07rVq1Sh4eHtf8/AAAAADcGCyGYRiOLqK8yc7OVpUqVZSVlaXKlSs7uhxZhqdevpOTObnkcUeXYKpqB3c7ugS7cV2Vf854XQEAcL2xJxs45WqBAAAAAFDeEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATHBV4ercuXNm1QEAAAAATs3ucFVYWKgJEyaoVq1a8vHx0f/+9z9J0osvvqg5c+aYXiAAAAAAOAO7w9XEiRM1b948TZkyRW5ubtb2Jk2a6O23376iImbOnKng4GB5eHiodevW2rhx40X7zp49W+3bt5evr698fX0VERFRrP+AAQNksVhsXlFRUVdUGwAAAACUht3hasGCBXrrrbfUp08fubq6WtubN2+unTt32l1ASkqK4uLilJCQoC1btqh58+aKjIzUsWPHSuyflpam3r17a82aNUpPT1dQUJDuueceHT582KZfVFSUjh49an29//77dtcGAAAAAKVld7g6fPiwQkJCirUXFhbq/Pnzdhcwffp0DRw4ULGxsQoNDVVycrK8vLz0zjvvlNh/0aJFGjx4sMLCwtSwYUO9/fbbKiwsVGpqqk0/d3d3BQQEWF++vr521wYAAAAApWV3uAoNDdXatWuLtX/44Ydq0aKFXWPl5+dr8+bNioiI+LMgFxdFREQoPT29VGOcOXNG58+fV7Vq1Wza09LS5O/vrwYNGuiJJ57QyZMnLzpGXl6esrOzbV4AAAAAYI8K9u4QHx+v/v376/DhwyosLNSyZcu0a9cuLViwQJ988oldY504cUIFBQWqUaOGTXuNGjVKfYvhs88+q5o1a9oEtKioKD3wwAOqXbu29u7dq+eff15dunRRenq6za2MRRITEzVu3Di7agcAAACAv7I7XN1///1auXKlxo8fL29vb8XHx+u2227TypUrdffdd5dFjRc1adIkLV68WGlpafLw8LC29+rVy/rnpk2bqlmzZqpbt67S0tLUuXPnYuOMHj1acXFx1vfZ2dkKCgoq2+IBAAAAXFfsDleS1L59e3355ZdXfXA/Pz+5uroqMzPTpj0zM1MBAQGX3Hfq1KmaNGmSvvrqKzVr1uySfevUqSM/Pz/t2bOnxHDl7u4ud3d3+08AAAAAAP6/q/oS4avl5uamli1b2ixGUbQ4RZs2bS6635QpUzRhwgStWrVK4eHhlz3OoUOHdPLkSQUGBppSNwAAAAD8nd0zV76+vrJYLMXaLRaLPDw8FBISogEDBig2NrZU48XFxal///4KDw9Xq1atlJSUpNzcXOv+/fr1U61atZSYmChJmjx5suLj4/Xee+8pODhYGRkZkiQfHx/5+PgoJydH48aNU8+ePRUQEKC9e/dq1KhRCgkJUWRkpL2nCwAAAAClckULWrz00kvq0qWLWrVqJUnauHGjVq1apSeffFL79u3TE088oQsXLmjgwIGXHS8mJkbHjx9XfHy8MjIyFBYWplWrVlkXuThw4IBcXP6cYJs1a5by8/P14IMP2oyTkJCgsWPHytXVVdu3b9f8+fN16tQp1axZU/fcc48mTJjArX8AAAAAyozd4WrdunWaOHGiHn/8cZv2f//73/riiy+0dOlSNWvWTK+//nqpwpUkDRkyREOGDClxW1pams37/fv3X3IsT09PrV69ulTHBQAAAACz2P3M1erVq22WPS/SuXNna6jp2rWr/ve//119dQAAAADgJOwOV9WqVdPKlSuLta9cudL6Rb65ubmqVKnS1VcHAAAAAE7C7tsCX3zxRT3xxBNas2aN9ZmrTZs26bPPPlNycrIk6csvv1THjh3NrRQAAAAAyjG7w9XAgQMVGhqqGTNmaNmyZZKkBg0a6Ouvv9add94pSRo+fLi5VQIAAABAOXdFXyLctm1btW3b1uxaAAAAAMBpXVG4KnLu3Dnl5+fbtFWuXPmqCgIAAAAAZ2T3ghZnzpzRkCFD5O/vL29vb/n6+tq8AAAAAOBGZHe4GjlypP7zn/9o1qxZcnd319tvv61x48apZs2aWrBgQVnUCAAAAADlnt23Ba5cuVILFixQp06dFBsbq/bt2yskJES33nqrFi1apD59+pRFnQAAAABQrtk9c/Xbb7+pTp06kv54vuq3336TJLVr107ffPONudUBAAAAgJOwO1zVqVNH+/btkyQ1bNhQS5YskfTHjFbVqlVNLQ4AAAAAnIXd4So2Nlbbtm2TJD333HOaOXOmPDw89Mwzz2jkyJGmFwgAAAAAzsDuZ66eeeYZ658jIiK0c+dObd68WSEhIWrWrJmpxQEAAACAs7B75mrBggXKy8uzvr/11lv1wAMPqGHDhqwWCAAAAOCGdUW3BWZlZRVrP336tGJjY00pCgAAAACcjd3hyjAMWSyWYu2HDh1SlSpVTCkKAAAAAJxNqZ+5atGihSwWiywWizp37qwKFf7ctaCgQPv27VNUVFSZFAkAAAAA5V2pw1V0dLQkaevWrYqMjJSPj491m5ubm4KDg9WzZ0/TCwQAAAAAZ1DqcJWQkCBJCg4OVkxMjDw8PMqsKAAAAABwNnYvxd6/f39JUn5+vo4dO6bCwkKb7bfccos5lQEAAACAE7E7XO3evVv/93//p2+//damvWihi4KCAtOKAwAAAABnYXe4GjBggCpUqKBPPvlEgYGBJa4cCAAAAAA3GrvD1datW7V582Y1bNiwLOoBAAAAAKdk9/dchYaG6sSJE2VRCwAAAAA4LbvD1eTJkzVq1CilpaXp5MmTys7OtnkBAAAAwI3I7tsCIyIiJEmdO3e2aWdBCwAAAAA3MrvD1Zo1a8qiDgAAAABwanaHq44dO5ZFHQAAAADg1Ox+5kqS1q5dq759++rOO+/U4cOHJUkLFy7UunXrTC0OAAAAAJyF3eFq6dKlioyMlKenp7Zs2aK8vDxJUlZWll5++WXTCwQAAAAAZ2B3uJo4caKSk5M1e/ZsVaxY0dretm1bbdmyxdTiAAAAAMBZ2B2udu3apQ4dOhRrr1Klik6dOmVGTQAAAADgdOwOVwEBAdqzZ0+x9nXr1qlOnTqmFAUAAAAAzsbucDVw4EANGzZMGzZskMVi0ZEjR7Ro0SKNGDFCTzzxRFnUCAAAAADlnt1LsT/33HMqLCxU586ddebMGXXo0EHu7u4aMWKEnnrqqbKoEQAAAADKPbvDlcVi0QsvvKCRI0dqz549ysnJUWhoqHx8fMqiPgAAAABwCnaHq6ysLBUUFKhatWoKDQ21tv/222+qUKGCKleubGqBAAAAAOAM7H7mqlevXlq8eHGx9iVLlqhXr16mFAUAAAAAzsbucLVhwwbdddddxdo7deqkDRs2mFIUAAAAADgbu8NVXl6eLly4UKz9/PnzOnv2rClFAQAAAICzsTtctWrVSm+99Vax9uTkZLVs2dKUogAAAADA2di9oMXEiRMVERGhbdu2qXPnzpKk1NRUbdq0SV988YXpBQIAAACAM7B75qpt27b67rvvFBQUpCVLlmjlypUKCQnR9u3b1b59+7KoEQAAAADKPbtmrs6fP6/HHntML774ohYtWlRWNQEAAACA07Fr5qpixYpaunRpWdUCAAAAAE7L7tsCo6OjtWLFijIoBQAAAACcl90LWtSrV0/jx4/X+vXr1bJlS3l7e9tsHzp0qGnFAQAAAICzsDtczZkzR1WrVtXmzZu1efNmm20Wi4VwBQAAAOCGZHe42rdvX1nUAQAAAABOze5nrork5+dr165dunDhgpn1AAAAAIBTsjtcnTlzRo8++qi8vLzUuHFjHThwQJL01FNPadKkSaYXCAAAAADOwO5wNXr0aG3btk1paWny8PCwtkdERCglJcXU4gAAAADAWdj9zNWKFSuUkpKiO+64QxaLxdreuHFj7d2719TiAAAAAMBZ2D1zdfz4cfn7+xdrz83NtQlbAAAAAHAjsTtchYeH69NPP7W+LwpUb7/9ttq0aWNeZQAAAADgROy+LfDll19Wly5d9PPPP+vChQt67bXX9PPPP+vbb7/V119/XRY1AgAAAEC5Z/fMVbt27bR161ZduHBBTZs21RdffCF/f3+lp6erZcuWZVEjAAAAAJR7ds9cSVLdunU1e/Zss2sBAAAAAKd1ReGqoKBAy5cv144dOyRJoaGhuv/++1WhwhUNBwAAAABOz+409NNPP+m+++5TRkaGGjRoIEmaPHmyqlevrpUrV6pJkyamFwkAAAAA5Z3dz1z961//UuPGjXXo0CFt2bJFW7Zs0cGDB9WsWTMNGjSoLGoEAAAAgHLP7pmrrVu36vvvv5evr6+1zdfXVy+99JJuv/12U4sDAAAAAGdh98xV/fr1lZmZWaz92LFjCgkJuaIiZs6cqeDgYHl4eKh169bauHHjRfvOnj1b7du3l6+vr3x9fRUREVGsv2EYio+PV2BgoDw9PRUREaHdu3dfUW0AAAAAUBp2h6vExEQNHTpUH374oQ4dOqRDhw7pww8/1NNPP63JkycrOzvb+iqNlJQUxcXFKSEhQVu2bFHz5s0VGRmpY8eOldg/LS1NvXv31po1a5Senq6goCDdc889Onz4sLXPlClT9Prrrys5OVkbNmyQt7e3IiMjde7cOXtPFwAAAABKxWIYhmHPDi4uf+Yxi8Ui6Y+Zor+/t1gsKigouOx4rVu31u23364ZM2ZIkgoLCxUUFKSnnnpKzz333GX3LygokK+vr2bMmKF+/frJMAzVrFlTw4cP14gRIyRJWVlZqlGjhubNm6devXpddszs7GxVqVJFWVlZqly58mX7lzXL8FRHl2C6k0sed3QJpqp20PlmRrmuyj9nvK4AALje2JMN7H7mas2aNVdc2N/l5+dr8+bNGj16tLXNxcVFERERSk9PL9UYZ86c0fnz51WtWjVJ0r59+5SRkaGIiAhrnypVqqh169ZKT08vMVzl5eUpLy/P+r60s24AAAAAUMTucNWxY0fTDn7ixAkVFBSoRo0aNu01atTQzp07SzXGs88+q5o1a1rDVEZGhnWMv49ZtO3vEhMTNW7cOHvLBwAAAAAru5+5Kk8mTZqkxYsXa/ny5fLw8LjicUaPHq2srCzr6+DBgyZWCQAAAOBGYPfMlZn8/Pzk6upabPXBzMxMBQQEXHLfqVOnatKkSfrqq6/UrFkza3vRfpmZmQoMDLQZMywsrMSx3N3d5e7ufoVnAQAAAAAOnrlyc3NTy5YtlZr654P1hYWFSk1NVZs2bS6635QpUzRhwgStWrVK4eHhNttq166tgIAAmzGzs7O1YcOGS44JAAAAAFfDoTNXkhQXF6f+/fsrPDxcrVq1UlJSknJzcxUbGytJ6tevn2rVqqXExERJ0uTJkxUfH6/33ntPwcHB1ueofHx85OPjI4vFoqeffloTJ05UvXr1VLt2bb344ouqWbOmoqOjHXWaAAAAAK5zVxSuLly4oLS0NO3du1f//Oc/ValSJR05ckSVK1eWj4+PXWPFxMTo+PHjio+PV0ZGhsLCwrRq1SrrghQHDhywWf591qxZys/P14MPPmgzTkJCgsaOHStJGjVqlHJzczVo0CCdOnVK7dq106pVq67quSwAAAAAuBS7v+fq119/VVRUlA4cOKC8vDz98ssvqlOnjoYNG6a8vDwlJyeXVa3XDN9zVfb4PiLH47oq/5zxugIA4HpjTzaw+5mrYcOGKTw8XL///rs8PT2t7T169LB5zgkAAAAAbiR23xa4du1affvtt3Jzc7NpDw4O1uHDh00rDAAAAACcid0zV4WFhSooKCjWfujQIVWqVMmUogAAAADA2dgdru655x4lJSVZ31ssFuXk5CghIUFdu3Y1szYAAAAAcBp23xY4bdo0RUZGKjQ0VOfOndM///lP7d69W35+fnr//ffLokYAAAAAKPfsDlc333yztm3bpsWLF2v79u3KycnRo48+qj59+tgscAEAAAAAN5Ir+p6rChUqqG/fvmbXAgAAAABOq1Th6uOPPy71gPfdd98VFwMAAAAAzqpU4So6OrpUg1kslhJXEgQAAACA612pwlVhYWFZ1wEAAAAATs3updgBAAAAAMVdUbhKTU1V9+7dVbduXdWtW1fdu3fXV199ZXZtAAAAAOA07A5Xb775pqKiolSpUiUNGzZMw4YNU+XKldW1a1fNnDmzLGoEAAAAgHLP7qXYX375Zb366qsaMmSItW3o0KFq27atXn75ZT355JOmFggAAAAAzsDumatTp04pKiqqWPs999yjrKwsU4oCAAAAAGdjd7i67777tHz58mLtH330kbp3725KUQAAAADgbOy+LTA0NFQvvfSS0tLS1KZNG0nSd999p/Xr12v48OF6/fXXrX2HDh1qXqUAAAAAUI7ZHa7mzJkjX19f/fzzz/r555+t7VWrVtWcOXOs7y0WC+EKAAAAwA3D7nC1b9++sqgDAAAAAJzaVX2JsGEYMgzDrFoAAAAAwGldUbhasGCBmjZtKk9PT3l6eqpZs2ZauHCh2bUBAAAAgNOw+7bA6dOn68UXX9SQIUPUtm1bSdK6dev0+OOP68SJE3rmmWdMLxIAAAAAyju7w9Ubb7yhWbNmqV+/fta2++67T40bN9bYsWMJVwAAAABuSHbfFnj06FHdeeedxdrvvPNOHT161JSiAAAAAMDZ2B2uQkJCtGTJkmLtKSkpqlevnilFAQAAAICzsfu2wHHjxikmJkbffPON9Zmr9evXKzU1tcTQBQAAAAA3Artnrnr27KkNGzbIz89PK1as0IoVK+Tn56eNGzeqR48eZVEjAAAAAJR7ds9cSVLLli317rvvml0LAAAAADitK/qeq71792rMmDH65z//qWPHjkmSPv/8c/3000+mFgcAAAAAzsLucPX111+radOm2rBhg5YuXaqcnBxJ0rZt25SQkGB6gQAAAADgDOwOV88995wmTpyoL7/8Um5ubtb2f/zjH/ruu+9MLQ4AAAAAnIXd4erHH38sceEKf39/nThxwpSiAAAAAMDZ2B2uqlatWuKXBf/www+qVauWKUUBAAAAgLOxO1z16tVLzz77rDIyMmSxWFRYWKj169drxIgR6tevX1nUCAAAAADlnt3h6uWXX1bDhg0VFBSknJwchYaGqkOHDrrzzjs1ZsyYsqgRAAAAAMo9u7/nys3NTbNnz1Z8fLx+/PFH5eTkqEWLFqpXr15Z1AcAAAAATqHU4aqwsFCvvPKKPv74Y+Xn56tz585KSEiQp6dnWdYHAAAAAE6h1LcFvvTSS3r++efl4+OjWrVq6bXXXtOTTz5ZlrUBAAAAgNModbhasGCB3nzzTa1evVorVqzQypUrtWjRIhUWFpZlfQAAAADgFEodrg4cOKCuXbta30dERMhisejIkSNlUhgAAAAAOJNSh6sLFy7Iw8PDpq1ixYo6f/686UUBAAAAgLMp9YIWhmFowIABcnd3t7adO3dOjz/+uLy9va1ty5YtM7dCAAAAAHACpQ5X/fv3L9bWt29fU4sBAAAAAGdV6nA1d+7csqwDAAAAAJxaqZ+5AgAAAABcHOEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABM4PBwNXPmTAUHB8vDw0OtW7fWxo0bL9r3p59+Us+ePRUcHCyLxaKkpKRifcaOHSuLxWLzatiwYRmeAQAAAAA4OFylpKQoLi5OCQkJ2rJli5o3b67IyEgdO3asxP5nzpxRnTp1NGnSJAUEBFx03MaNG+vo0aPW17p168rqFAAAAABAkoPD1fTp0zVw4EDFxsYqNDRUycnJ8vLy0jvvvFNi/9tvv12vvPKKevXqJXd394uOW6FCBQUEBFhffn5+ZXUKAAAAACBJquCoA+fn52vz5s0aPXq0tc3FxUURERFKT0+/qrF3796tmjVrysPDQ23atFFiYqJuueWWi/bPy8tTXl6e9X12dvZVHR8AcP34Laieo0swVbWDux1dAgBctxw2c3XixAkVFBSoRo0aNu01atRQRkbGFY/bunVrzZs3T6tWrdKsWbO0b98+tW/fXqdPn77oPomJiapSpYr1FRQUdMXHBwAAAHBjcviCFmbr0qWLHnroITVr1kyRkZH67LPPdOrUKS1ZsuSi+4wePVpZWVnW18GDB69hxQAAAACuBw67LdDPz0+urq7KzMy0ac/MzLzkYhX2qlq1qurXr689e/ZctI+7u/sln+ECAAAAgMtx2MyVm5ubWrZsqdTUVGtbYWGhUlNT1aZNG9OOk5OTo7179yowMNC0MQEAAADg7xw2cyVJcXFx6t+/v8LDw9WqVSslJSUpNzdXsbGxkqR+/fqpVq1aSkxMlPTHIhg///yz9c+HDx/W1q1b5ePjo5CQEEnSiBEjdO+99+rWW2/VkSNHlJCQIFdXV/Xu3dsxJwkAAADghuDQcBUTE6Pjx48rPj5eGRkZCgsL06pVq6yLXBw4cEAuLn9Orh05ckQtWrSwvp86daqmTp2qjh07Ki0tTZJ06NAh9e7dWydPnlT16tXVrl07fffdd6pevfo1PTcAAAAANxaHhitJGjJkiIYMGVLitqLAVCQ4OFiGYVxyvMWLF5tVGgAAAACU2nW3WiAAAAAAOALhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABNUcHQBAIDrh2V4qqNLMN1JRxcAAHAazFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACh4ermTNnKjg4WB4eHmrdurU2btx40b4//fSTevbsqeDgYFksFiUlJV31mAAAAABgBoeGq5SUFMXFxSkhIUFbtmxR8+bNFRkZqWPHjpXY/8yZM6pTp44mTZqkgIAAU8YEAAAAADM4NFxNnz5dAwcOVGxsrEJDQ5WcnCwvLy+98847Jfa//fbb9corr6hXr15yd3c3ZUwAAAAAMIPDwlV+fr42b96siIiIP4txcVFERITS09PLzZgAAAAAUBoVHHXgEydOqKCgQDVq1LBpr1Gjhnbu3HlNx8zLy1NeXp71fXZ29hUdHwAAAMCNy+ELWpQHiYmJqlKlivUVFBTk6JIAAAAAOBmHhSs/Pz+5uroqMzPTpj0zM/Oii1WU1ZijR49WVlaW9XXw4MErOj4AAACAG5fDwpWbm5tatmyp1NRUa1thYaFSU1PVpk2bazqmu7u7KleubPMCAAAAAHs47JkrSYqLi1P//v0VHh6uVq1aKSkpSbm5uYqNjZUk9evXT7Vq1VJiYqKkPxas+Pnnn61/Pnz4sLZu3SofHx+FhISUakwAAAAAKAsODVcxMTE6fvy44uPjlZGRobCwMK1atcq6IMWBAwfk4vLn5NqRI0fUokUL6/upU6dq6tSp6tixo9LS0ko1JgAAAACUBYeGK0kaMmSIhgwZUuK2osBUJDg4WIZhXNWYAAAAAFAWWC0QAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATVHB0AQAAADeS34LqOboE01U7uNvRJQDlAuEKAACUa5bhqY4uwVQnHV0AgDLDbYEAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYoF+Fq5syZCg4OloeHh1q3bq2NGzdesv8HH3yghg0bysPDQ02bNtVnn31ms33AgAGyWCw2r6ioqLI8BQAAAAA3OIeHq5SUFMXFxSkhIUFbtmxR8+bNFRkZqWPHjpXY/9tvv1Xv3r316KOP6ocfflB0dLSio6P13//+16ZfVFSUjh49an29//771+J0AAAAANygHB6upk+froEDByo2NlahoaFKTk6Wl5eX3nnnnRL7v/baa4qKitLIkSPVqFEjTZgwQbfddptmzJhh08/d3V0BAQHWl6+v77U4HQAAAAA3KIeGq/z8fG3evFkRERHWNhcXF0VERCg9Pb3EfdLT0236S1JkZGSx/mlpafL391eDBg30xBNP6OTJkxetIy8vT9nZ2TYvAAAAALCHQ8PViRMnVFBQoBo1ati016hRQxkZGSXuk5GRcdn+UVFRWrBggVJTUzV58mR9/fXX6tKliwoKCkocMzExUVWqVLG+goKCrvLMAAAAANxoKji6gLLQq1cv65+bNm2qZs2aqW7dukpLS1Pnzp2L9R89erTi4uKs77OzswlYAAAAAOzi0HDl5+cnV1dXZWZm2rRnZmYqICCgxH0CAgLs6i9JderUkZ+fn/bs2VNiuHJ3d5e7u/sVnAEAAADgeL8F1XN0CaardnC3o0uwm0NvC3Rzc1PLli2VmppqbSssLFRqaqratGlT4j5t2rSx6S9JX3755UX7S9KhQ4d08uRJBQYGmlM4AAAAAPyNw1cLjIuL0+zZszV//nzt2LFDTzzxhHJzcxUbGytJ6tevn0aPHm3tP2zYMK1atUrTpk3Tzp07NXbsWH3//fcaMmSIJCknJ0cjR47Ud999p/379ys1NVX333+/QkJCFBkZ6ZBzBAAAAHD9c/gzVzExMTp+/Lji4+OVkZGhsLAwrVq1yrpoxYEDB+Ti8mcGvPPOO/Xee+9pzJgxev7551WvXj2tWLFCTZo0kSS5urpq+/btmj9/vk6dOqWaNWvqnnvu0YQJE7j1DwAAAECZcXi4kqQhQ4ZYZ57+Li0trVjbQw89pIceeqjE/p6enlq9erWZ5QEAAADAZTn8tkAAAAAAuB4QrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEFRxdAAAAAHCtWYanOroEU510dAGQxMwVAAAAAJiCcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJykW4mjlzpoKDg+Xh4aHWrVtr48aNl+z/wQcfqGHDhvLw8FDTpk312Wef2Ww3DEPx8fEKDAyUp6enIiIitHv37rI8BQAAAAA3OIeHq5SUFMXFxSkhIUFbtmxR8+bNFRkZqWPHjpXY/9tvv1Xv3r316KOP6ocfflB0dLSio6P13//+19pnypQpev3115WcnKwNGzbI29tbkZGROnfu3LU6LQAAAAA3GIeHq+nTp2vgwIGKjY1VaGiokpOT5eXlpXfeeafE/q+99pqioqI0cuRINWrUSBMmTNBtt92mGTNmSPpj1iopKUljxozR/fffr2bNmmnBggU6cuSIVqxYcQ3PDAAAAMCNpIIjD56fn6/Nmzdr9OjR1jYXFxdFREQoPT29xH3S09MVFxdn0xYZGWkNTvv27VNGRoYiIiKs26tUqaLWrVsrPT1dvXr1KjZmXl6e8vLyrO+zsrIkSdnZ2Vd8bqbKy3V0BabLLix0dAmmqlBerhV7cF2Ve1xX5QPXVTlwnV1X19s1JXFdlQdcV2WnKBMYhnHZvg4NVydOnFBBQYFq1Khh016jRg3t3LmzxH0yMjJK7J+RkWHdXtR2sT5/l5iYqHHjxhVrDwoKKt2JwG61HV2A2apUcXQFENcVygbXFcx23V1TEtdVOcB1VfZOnz6tKpepyaHhqrwYPXq0zWxYYWGhfvvtN910002yWCwOrAxXIzs7W0FBQTp48KAqV67s6HJwneC6QlngukJZ4LpCWbgRryvDMHT69GnVrFnzsn0dGq78/Pzk6uqqzMxMm/bMzEwFBASUuE9AQMAl+xf9b2ZmpgIDA236hIWFlTimu7u73N3dbdqqVq1qz6mgHKtcufIN85cf1w7XFcoC1xXKAtcVysKNdl1dbsaqiEMXtHBzc1PLli2VmppqbSssLFRqaqratGlT4j5t2rSx6S9JX375pbV/7dq1FRAQYNMnOztbGzZsuOiYAAAAAHC1HH5bYFxcnPr376/w8HC1atVKSUlJys3NVWxsrCSpX79+qlWrlhITEyVJw4YNU8eOHTVt2jR169ZNixcv1vfff6+33npLkmSxWPT0009r4sSJqlevnmrXrq0XX3xRNWvWVHR0tKNOEwAAAMB1zuHhKiYmRsePH1d8fLwyMjIUFhamVatWWRekOHDggFxc/pxgu/POO/Xee+9pzJgxev7551WvXj2tWLFCTZo0sfYZNWqUcnNzNWjQIJ06dUrt2rXTqlWr5OHhcc3PD47j7u6uhISEYrd8AleD6wplgesKZYHrCmWB6+rSLEZp1hQEAAAAAFySw79EGAAAAACuB4QrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAoBRZWBVDenTt3TkeOHLG+598t4NojXAHAZeTk5MhisTi6DFxH8vPz9euvv+rYsWO6cOGCo8vBdeLxxx/XwIEDtXjxYp0+fdr671ZBQYGDK4MzS05OVlZWlqPLcBqEK1w3fv/9d2VmZjq6DFxHdu/erbFjx6pJkya655579O233zq6JFwHtm/frscee0z169dX165d9c033zi6JFwHfv/9d61du1aHDh3SrFmz9MILL+jLL7+UJO3bt48Qjyvy1VdfaejQocrPz3d0KU6DcIXrRs+ePTV48GB9++23Onv2rKPLwXVgwIAB+u677zRw4EC5u7srKipK69atc3RZcHL9+/dXQUGBli9frlq1aunFF1/U6dOndfz4ce3cudPR5cFJVa1aVb169VLz5s0VHR2t9PR0JSYmKjExUfXr11dycrKjS4QTeuyxxzRy5EhVr15dp0+f1saNGzV79mx9+umn+uWXXxxdXrlUwdEFAGZYtGiRNm3aJH9/f91zzz168sknFRsbq5CQEFWo8Odlnp+fLzc3NwdWCmfx1ltvKSMjQ6tXr5aPj48kqUuXLvroo4/Url07GYbBrYKwW3JysnJycpScnCwvLy+Fh4frgQce0IMPPqhffvlFNWvWVN++ffX4449zfcEuFotFffr00aBBg/Taa6/p7rvv1rx58/TGG2+oSpUqOn/+vI4eParAwEBHlwonkZSUpMLCQr300ksyDEODBg3St99+q6ysLFWpUkXh4eF69tln1apVK0eXWq4wc4XrwjfffKOBAwdq7969evXVV/Xvf/9bXbp00ezZs60P9xqGoYSEBK1du9bB1aK8MwxDy5cv15AhQ+Tj42O9naZXr15aunSpCgsLrb/4Ll++XAcPHnRkuXAShmFoyZIleuqpp+Tl5SVJWrlypX744Qf17NlTycnJql+/vqZOnar9+/c7tlg4pdDQUDVp0kTz589XkyZNNHHiRJ04cUL16tVTSkqKnnjiCW3dutXRZcIJFBYWatq0aapTp44kaerUqTpw4IBmzJihU6dO6c0339Qvv/yiESNGcLfQ3xCu4PQuXLig7t276/bbb5ckDRw4UL/99pu6d++uJ598UjExMVq1apWSk5M1bdo0NW/e3MEVo7w7c+aMqlSpory8PEmyzn5GREQoPz/femvgZ599ppiYGPn6+jqsVjiPM2fOqEePHmrdurW1bcyYMZo4caIGDRqkyMhIPf/88zIMQ0ePHnVgpXBGhYWFkqSoqCi9/vrrkqR//vOf6ty5s9avX68BAwbo7Nmzql+/viPLhJPIyclRr169lJeXpyZNmmjcuHF6/vnnde+990qSunXrptdff127du3SqVOnHFtsOWMxWKcT1wHDMHThwgVVrFjR5ta///3vfxo0aJDWrl2r8+fPa+zYsYqPj3dwtXAGBQUFOnXqlG666SabWwDvuecedenSRc8884waNWqkHj166OWXX3ZwtXAWf/+36vvvv1fr1q3l6uqqgoICHTt2TN26ddNLL72kLl26OLpcOKlBgwbJxcVF8+fP19dff229bevMmTPWWVPgcgzD0LZt2zRjxgydO3dOEyZMUO3atSX9EeZ//vln9e7dW7Nnz9Ydd9zh4GrLD8IVrkuFhYUqLCy0zjjExMRo+/bt2rFjh4Mrg7MqClhjxozR//73P3Xu3FmjR4/WsWPHHF0ariOvvvqqkpOTtWvXLkeXAie2YsUKxcTE6Mknn9T06dNlGIYMw5CLCzcswX75+fnasWOHGjVqZPPcelJSkmbPnq2ffvrJgdWVPyxogeuSi4uLXFxcVFhYqN27d+uDDz5QSkqKo8uCEyuauYqKitK9996rxYsXa8mSJQ6uCteL8+fP67vvvtPUqVOtt3QBVyo6OlrffPON9RZAi8XCAim4Ym5ubjaPVJw/f17ffvutJk2apJkzZzqwsvKJmStc97Zv3653331XU6ZMcXQpuA5kZ2frlltuUePGjbV+/XpHl4PrxJEjRzRkyBD5+/uzZDaAcu3w4cP617/+pRo1amjevHmOLqfcIVzhhlBYWMjtEDBNfn6+srOz5efn5+hScB0pKChQfn6+PD09HV0KAFzShQsXlJeXJ29vb0eXUu4QrgAAAADABPxf+QAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQDgupWWliaLxaJTp045upRLGjBggKKjox1dBgDgKhGuAABOxewg4iwBDABQ/hGuAAAAAMAEhCsAgNPKy8vT0KFD5e/vLw8PD7Vr106bNm0q1m/9+vVq1qyZPDw8dMcdd+i///2vXccYMWKEatWqJW9vb7Vu3VppaWmSpOzsbHl6eurzzz+32Wf58uWqVKmSzpw5I0k6ePCgHn74YVWtWlXVqlXT/fffr/3791/xeQMAyifCFQDAaY0aNUpLly7V/PnztWXLFoWEhCgyMlK//fabTb+RI0dq2rRp2rRpk6pXr657771X58+fL9UxhgwZovT0dC1evFjbt2/XQw89pKioKO3evVuVK1dW9+7d9d5779nss2jRIkVHR8vLy0vnz59XZGSkKlWqpLVr12r9+vXy8fFRVFSU8vPzTfssAACOR7gCADil3NxczZo1S6+88oq6dOmi0NBQzZ49W56enpozZ45N34SEBN19991q2rSp5s+fr8zMTC1fvvyyxzhw4IDmzp2rDz74QO3bt1fdunU1YsQItWvXTnPnzpUk9enTRytWrLDOUmVnZ+vTTz9Vnz59JEkpKSkqLCzU22+/raZNm6pRo0aaO3euDhw4YJ0BAwBcHyo4ugAAAK7E3r17df78ebVt29baVrFiRbVq1Uo7duyw6dumTRvrn6tVq6YGDRoU61OSH3/8UQUFBapfv75Ne15enm666SZJUteuXVWxYkV9/PHH6tWrl5YuXarKlSsrIiJCkrRt2zbt2bNHlSpVshnj3Llz2rt3r30nDQAo1whXAABcRE5OjlxdXbV582a5urrabPPx8ZEkubm56cEHH9R7772nXr166b333lNMTIwqVKhgHaNly5ZatGhRsfGrV69e9icBALhmCFcAAKdUt25dubm5af369br11lslSefPn9emTZv09NNP2/T97rvvdMstt0iSfv/9d/3yyy9q1KjRZY/RokULFRQU6NixY2rfvv1F+/Xp00d33323fvrpJ/3nP//RxIkTrdtuu+02paSkyN/fX5UrV76CMwUAOAvCFQDAKXl7e+uJJ57QyJEjVa1aNd1yyy2aMmWKzpw5o0cffdSm7/jx43XTTTepRo0aeuGFF+Tn51fsu7J+/PFHm1v3LBaLmjdvrj59+qhfv36aNm2aWrRooePHjys1NVXNmjVTt27dJEkdOnRQQECA+vTpo9q1a6t169bWcfr06aNXXnlF999/v8aPH6+bb75Zv/76q5YtW6ZRo0bp5ptvLrsPCQBwTRGuAABOpbCw0HrL3aRJk1RYWKhHHnlEp0+fVnh4uFavXi1fX1+bfSZNmqRhw4Zp9+7dCgsL08qVK+Xm5mbTp0OHDjbvXV1ddeHCBc2dO1cTJ07U8OHDdfjwYfn5+emOO+5Q9+7drX0tFot69+6tKVOmKD4+3mYcLy8vffPNN3r22Wf1wAMP6PTp06pVq5Y6d+7MTBYAXGcshmEYji4CAIDSioqKUkhIiGbMmOHoUgAAsMFS7AAAp/D777/rk08+UVpamnUlPgAAyhNuCwQAOIX/+7//06ZNmzR8+HDdf//9ji4HAIBiuC0QAAAAAEzAbYEAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABggv8HVIaVUQSTIygAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "quit_level=quit_df.JobLevel.value_counts().sort_index()\n",
+    "not_quit_level=not_quit_df.JobLevel.value_counts().sort_index()\n",
+    "quit_level/=sum(quit_level)\n",
+    "not_quit_level/=sum(not_quit_level)\n",
+    "index=quit_level.index\n",
+    "plt.figure(figsize=(10,8))\n",
+    "# 设置柱形图宽度\n",
+    "bar_width = 0.35\n",
+    "# 绘制离职原因柱状图\n",
+    "rects1 = plt.bar(index, quit_level.values, bar_width, color='#0072BC', label=\"Attrition\")\n",
+    "# 绘制未离职的柱状图\n",
+    "rects2 = plt.bar(index + bar_width, not_quit_level.values, bar_width, color='#ED1C24', label=\"Non-Attrition\")\n",
+    "# X轴标题\n",
+    "plt.xlabel('JobLevel')\n",
+    "plt.ylabel(\"People percentage\")\n",
+    "plt.xticks(index + bar_width, index,rotation=60)\n",
+    "plt.title(\"Attrition and Non-Attrition in JobLevel\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "41ac1708-0083-4dda-bdb1-1cf5034c0b20",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>YearsAtCompany</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4381</th>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4386</th>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4388</th>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4391</th>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4402</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>711 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      YearsAtCompany\n",
+       "1                  5\n",
+       "6                  0\n",
+       "13                10\n",
+       "28                 1\n",
+       "30                 3\n",
+       "...              ...\n",
+       "4381               4\n",
+       "4386               5\n",
+       "4388               9\n",
+       "4391               3\n",
+       "4402               1\n",
+       "\n",
+       "[711 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "quit_df[['YearsAtCompany']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "dc6428e9-2d56-4dfc-b796-3bbed6b8e1e2",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3648"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "quit_df['YearsAtCompany'].sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "3e8d8ce5-0b42-45aa-85f6-5b7bd359f35c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "27258"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "not_quit_df['YearsAtCompany'].sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "fbb41432-151c-49ee-b733-5d21685cde6e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "quit_level=quit_df.TotalWorkingYears.value_counts().sort_index()\n",
+    "not_quit_level=not_quit_df.TotalWorkingYears.value_counts().sort_index()\n",
+    "newdf=pd.DataFrame({ \"quit\":quit_level, \"not_quit\":not_quit_level})\n",
+    "#每个元素除以总数得到占比\n",
+    "newdf[\"quit\"]/=newdf.quit.sum()\n",
+    "newdf[\"not_quit\"]/=newdf.not_quit.sum()\n",
+    "#填充\n",
+    "newdf=newdf.fillna(0)\n",
+    "#index代表索引\n",
+    "index=newdf.index\n",
+    "plt.figure(figsize=(10,8))\n",
+    "#柱状图宽度\n",
+    "bar_width=0.35\n",
+    "#分别画离职和非离职的图\n",
+    "rects1=plt.bar(index,newdf.quit.values,bar_width,color='#0072BC',label=\"Attrition\")\n",
+    "rects2=plt.bar(index+bar_width,newdf.not_quit,bar_width,color='#ED1C24',label=\"Non-Attrition\")\n",
+    "#横坐标和纵坐标的含义\n",
+    "plt.xlabel('years')\n",
+    "plt.ylabel(\"People percentage\")\n",
+    "plt.xticks(index+bar_width,index,rotation=60)\n",
+    "plt.title(\"Attrition and Non-Attrition in TotalWorkingYears\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "b7173225-654f-4f2b-8079-41d43a78d942",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    2019\n",
+       "2    1410\n",
+       "0     981\n",
+       "Name: MaritalStatus, dtype: int64"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['MaritalStatus'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "f909e33f-3eda-4420-ae83-13575f805516",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#饼图，可以自动算百分比\n",
+    "quit_level=quit_df.MaritalStatus.value_counts().sort_index()\n",
+    "not_quit_level=not_quit_df.MaritalStatus.value_counts().sort_index()\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.subplot(1,2,1)\n",
+    "rects1=plt.pie(quit_level,autopct='%2.f %%',explode=[0.1,0,0],labels=quit_level.index)\n",
+    "plt.subplot(1,2,2)\n",
+    "rects2=plt.pie(not_quit_level,autopct='%2.f %%',explode=[0.1,0,0],labels=['1','2','0'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "84992b84-2417-4b60-9566-f9c82ae45108",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#饼图，可以自动算百分比\n",
+    "quit_level=quit_df.MaritalStatus.value_counts().sort_index()\n",
+    "not_quit_level=not_quit_df.MaritalStatus.value_counts().sort_index()\n",
+    "unique=df['MaritalStatus'].unique()\n",
+    "unique=maps['MaritalStatus'].inverse_transform(unique)\n",
+    "marital_dict=dict(zip(unique,[i for i in range(len(unique))]))\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.subplot(1,2,1)\n",
+    "quit_pie=pd.DataFrame(quit_df[\"MaritalStatus\"].value_counts())\n",
+    "quit_pie.index=quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
+    "quit_pie[\"MaritalStatus\"].plot(kind=\"pie\",autopct='%.1f%%',title=\"Attrition in differrent Marital Status\")\n",
+    "plt.subplot(1,2,2)\n",
+    "not_quit_pie=pd.DataFrame(not_quit_df[\"MaritalStatus\"].value_counts())\n",
+    "not_quit_pie.index=not_quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
+    "not_quit_pie[\"MaritalStatus\"].plot(kind=\"pie\",autopct='%.1f%%',title=\"Not-attrition in differrent Marital Status\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aca1ca6c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}