Age,Department,EnvironmentSatisfaction,JobRole,JobSatisfaction,MonthlyIncome,NumCompaniesWorked,OverTime,PercentSalaryHike,RelationshipSatisfaction,TrainingTimesLastYear,WorkLifeBalance,YearsSinceLastPromotion,YearsWithCurrManager,Attrition 41,Sales,2,Sales Executive,4,5993,8,True,11,1,0,1,0,5,True 49,Research & Development,3,Research Scientist,2,5130,1,False,23,4,3,3,1,7,False 37,Research & Development,4,Laboratory Technician,3,2090,6,True,15,2,3,3,0,0,True 33,Research & Development,4,Research Scientist,3,2909,1,True,11,3,3,3,3,0,False 27,Research & Development,1,Laboratory Technician,2,3468,9,False,12,4,3,3,2,2,False 32,Research & Development,4,Laboratory Technician,4,3068,0,False,13,3,2,2,3,6,False 59,Research & Development,3,Laboratory Technician,1,2670,4,True,20,1,3,2,0,0,False 30,Research & Development,4,Laboratory Technician,3,2693,1,False,22,2,2,3,0,0,False 38,Research & Development,4,Manufacturing Director,3,9526,0,False,21,2,2,3,1,8,False 36,Research & 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Development,2,Research Scientist,4,2293,2,True,16,1,2,2,2,0,True 43,Research & Development,4,Research Scientist,3,2645,1,False,12,4,3,2,1,4,False 50,Sales,1,Sales Representative,3,2683,1,True,14,3,2,3,0,2,True 35,Sales,4,Sales Representative,4,2014,1,False,13,1,3,3,2,2,False 36,Research & Development,2,Research Scientist,1,3419,9,True,14,4,3,4,0,0,False 33,Sales,3,Sales Executive,1,5376,2,False,19,1,3,3,1,3,False 35,Research & Development,3,Laboratory Technician,4,1951,1,False,12,3,3,3,0,0,False 27,Research & Development,4,Laboratory Technician,1,2341,1,False,13,4,6,3,0,0,False 26,Research & Development,1,Laboratory Technician,3,2293,1,False,12,3,2,2,0,1,True 27,Sales,4,Sales Executive,3,8726,1,False,15,4,0,3,1,7,False 30,Research & Development,3,Laboratory Technician,4,4011,1,False,23,4,2,3,3,7,False 41,Research & Development,2,Research Director,3,19545,1,False,12,4,0,3,15,8,True 34,Sales,2,Sales Executive,3,4568,0,False,20,3,2,3,8,7,False 37,Research & Development,2,Research Scientist,2,3022,4,False,21,1,1,3,0,0,False 46,Sales,1,Sales Executive,4,5772,4,True,21,3,4,3,0,8,False 35,Research & Development,4,Laboratory Technician,4,2269,1,False,19,4,2,3,0,1,False 48,Research & Development,1,Laboratory Technician,3,5381,9,True,13,4,2,3,0,0,True 28,Research & Development,3,Laboratory Technician,3,3441,1,True,13,3,3,2,2,2,True 44,Sales,2,Sales Executive,1,5454,5,True,21,3,2,2,1,3,False 35,Research & Development,3,Healthcare Representative,1,9884,2,True,13,3,3,3,2,3,False 26,Sales,3,Sales Executive,4,4157,7,True,19,3,2,2,0,0,False 33,Research & Development,1,Research Director,4,13458,1,True,12,3,1,3,8,12,False 35,Sales,2,Sales Executive,1,9069,1,False,22,4,3,2,1,8,False 35,Research & Development,3,Laboratory Technician,1,4014,3,True,15,3,3,3,2,2,False 31,Research & Development,4,Laboratory Technician,4,5915,3,False,22,4,3,2,1,7,False 37,Research & Development,1,Manufacturing Director,3,5993,1,False,18,3,2,4,0,7,False 32,Research & Development,1,Manufacturing 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Development,2,Research Scientist,2,6220,1,False,17,2,3,3,0,9,False 36,Research & Development,2,Laboratory Technician,4,3038,3,False,12,2,3,3,0,0,False 31,Research & Development,3,Manufacturing Director,4,4424,1,False,23,4,2,3,1,8,False 35,Sales,3,Sales Executive,1,4312,0,False,14,2,2,3,2,8,False 45,Research & Development,4,Research Director,1,13245,4,True,14,2,3,4,0,0,False 37,Research & Development,1,Research Director,3,13664,4,False,13,1,3,4,0,2,False 46,Human Resources,2,Human Resources,2,5021,8,True,22,4,2,3,0,2,False 30,Research & Development,4,Laboratory Technician,4,5126,1,True,12,3,1,2,3,0,False 35,Research & Development,2,Research Scientist,3,2859,1,False,18,1,3,3,0,4,False 55,Sales,1,Sales Executive,4,10239,3,False,14,4,4,3,1,0,False 38,Research & Development,2,Research Scientist,4,5329,7,True,12,4,3,3,1,9,False 34,Research & Development,1,Manufacturing Director,2,4325,1,False,15,3,2,3,1,3,False 56,Research & Development,4,Manufacturing 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Development,2,Laboratory Technician,2,2042,4,False,12,3,3,4,1,2,False 37,Human Resources,3,Human Resources,1,2073,4,True,22,4,3,3,0,2,True 32,Research & Development,4,Research Scientist,1,2956,1,False,13,4,2,3,0,0,False 20,Research & Development,4,Laboratory Technician,4,2926,1,True,18,2,5,3,1,0,True 34,Research & Development,1,Research Scientist,3,4809,1,False,14,3,3,3,2,10,False 37,Research & Development,3,Healthcare Representative,4,5163,5,False,14,4,2,4,0,0,False 59,Human Resources,3,Manager,4,18844,9,False,21,4,3,3,2,2,False 50,Research & Development,1,Research Director,2,18172,3,True,19,1,1,2,0,7,False 25,Sales,3,Sales Executive,3,5744,1,True,11,4,1,3,0,3,True 25,Research & Development,4,Research Scientist,4,2889,1,False,11,3,2,3,2,1,False 22,Research & Development,2,Laboratory Technician,4,2871,1,False,15,3,5,3,0,0,False 51,Research & Development,1,Healthcare Representative,1,7484,3,False,20,3,1,2,12,8,False 34,Research & Development,1,Laboratory Technician,3,6074,1,True,24,4,3,3,0,6,True 54,Human Resources,4,Manager,4,17328,2,True,12,3,3,3,4,4,False 24,Research & Development,2,Laboratory Technician,3,2774,0,False,12,3,2,3,1,2,False 34,Research & Development,3,Research Scientist,2,4505,6,False,15,3,3,3,0,0,False 37,Sales,3,Sales Executive,4,7428,2,False,12,1,3,3,1,3,False 34,Research & Development,3,Manager,1,11631,2,False,12,4,6,3,5,8,False 36,Sales,2,Sales Executive,4,9738,0,False,14,3,6,3,2,8,False 36,Research & Development,1,Laboratory Technician,4,2835,5,False,22,1,2,3,0,0,False 43,Sales,3,Manager,4,16959,1,True,12,4,3,4,4,12,False 30,Research & Development,1,Research Scientist,3,2613,1,False,25,3,2,2,0,9,False 33,Sales,3,Sales Executive,2,6146,0,False,13,1,2,4,0,7,False 56,Research & Development,2,Research Scientist,2,4963,9,True,18,1,2,3,4,3,True 51,Research & Development,1,Research Director,3,19537,7,False,13,3,5,3,15,15,False 31,Sales,2,Sales Executive,3,6172,4,True,18,2,3,2,7,7,True 26,Research & 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Executive,3,8639,2,False,18,4,3,3,2,2,False 30,Human Resources,3,Human Resources,4,6347,0,True,19,4,2,1,4,7,False 32,Research & Development,1,Laboratory Technician,1,4200,7,False,22,1,2,4,0,4,True 45,Research & Development,3,Research Scientist,4,3452,5,False,13,2,2,2,0,3,False 38,Research & Development,4,Research Scientist,3,4317,3,True,20,2,2,3,2,2,False 30,Research & Development,1,Research Scientist,3,2632,1,False,14,3,4,2,0,4,False 32,Sales,4,Sales Executive,4,4668,0,False,17,4,2,4,0,7,False 30,Research & Development,4,Research Scientist,1,3204,5,False,14,4,3,3,2,2,False 30,Research & Development,2,Laboratory Technician,4,2720,0,False,13,4,3,3,1,2,False 41,Research & Development,4,Manager,1,17181,4,False,13,2,2,2,7,7,False 41,Research & Development,3,Laboratory Technician,1,2238,2,False,21,4,2,3,1,4,False 19,Research & Development,2,Laboratory Technician,2,1483,1,False,14,4,3,3,0,0,False 40,Research & Development,2,Research Scientist,2,5605,1,False,11,1,2,3,2,13,False 35,Sales,3,Sales Executive,2,7295,1,False,13,1,3,3,0,6,False 53,Sales,2,Sales Representative,3,2306,2,True,20,4,3,1,4,5,False 45,Research & Development,2,Laboratory Technician,2,2348,8,False,18,3,2,1,0,15,False 32,Sales,2,Sales Executive,4,8998,1,False,14,4,2,3,3,7,False 29,Research & Development,4,Manufacturing Director,3,4319,1,False,13,1,1,3,0,9,False 51,Research & Development,2,Manufacturing Director,3,6132,2,False,17,3,2,3,0,0,False 58,Research & Development,2,Research Scientist,2,3346,4,True,20,2,3,2,0,0,False 40,Sales,3,Sales Executive,4,10855,7,False,11,1,2,2,2,11,False 34,Sales,3,Sales Representative,3,2231,6,False,18,4,3,3,1,2,False 22,Research & Development,3,Research Scientist,4,2323,1,False,24,1,6,3,2,2,False 27,Research & Development,4,Research Scientist,2,2024,6,False,18,4,1,1,2,2,False 28,Research & Development,3,Research Scientist,4,2713,1,False,11,3,2,1,0,2,False 57,Research & Development,3,Healthcare Representative,4,9439,3,True,16,2,2,1,1,4,False 27,Research & 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