diff --git a/Project/InitialProposal.Rmd b/Project/InitialProposal.Rmd
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--- /dev/null
+++ b/Project/InitialProposal.Rmd
@@ -0,0 +1,47 @@
+#Introduction
+Human capital continues to rank as the most important asset for a huge range of businesses. As the global war for talent heats up, employee retention is increasingly being recognised as one of the largest strategic challenges facing businesses today. The costs of employee churn go way beyond the direct (and substantial) costs of new recruitment: businesses that cannot retain their most talented staff lose valuable knowledge, damage customer relationships and ultimately fail.
+
+**Key business question: which employees will leave?**
+
+Our hypothesis is that there are certain key drivers predicting employee retention and we aim to analyze a deep trove of data from the IBM HR dataset to try and identify them. We plan to apply key concepts learned in class to build a model to predict which employees are most at risk of leaving the firm and which pain points can be managed to increase retention rates within the company on an organizational basis as well as on an individual basis.
+
+
+##Hypothesis
+We plan to use the IBM HR dataset. Our initial working hypothesis, based on our existing business knowledge, is that the following metrics are significant to the retention decision, for the following reasons:
+
+* `Distance from Home` - we hypothesize that the further away an employee lives, the more likely they are to leave
+* `Environment Satisfaction` - the higher EvironmentSatisfaction is, the lower the likelihood they will leave
+* `Job Satisfaction` - the higher JobSatisfaction is, the lower the likelihood they will leave
+* `NumCompaniesWorked` - the higher NumCompaniesWorks is, the higher the likelihood they will leave
+* `PercentSalaryHike` - the higher PercentSalaryHike is, adjusted for seniority, the lower the likelihood they will leave
+* `PerformanceRating` - the higher PercentSalaryHike is, the lower the likelihood they will leave
+* `RelationshipSatisfaction` - the higher RelationshipSatisfaction is, the lower the likelihood they will leave
+* `StandardHours` - the higher StandardHours is, the higher the likelihood they will leave
+* `Marital Status` - We predict that Married people are less likely to leave than unmarried people
+* `YearsAtCompany` - we predict that YearsAtCompany will have different effects on how likely an employee is likely to leave. We might bucket this into to different levels to try and isolate the effect
+* `YearsInCurrentRole` - we predict that YearsInCurrentRole will have different effects on how likely an employee is likely to leave. We might bucket this into to different levels to try and isolate the effect
+* `YearsWithCurrManager` - the higher YearsWithCurrManager is, the lower the likelihood they will leave
+
+ ```{r,echo=FALSE,results="hide"}
+pacman::p_load("corrplot") #Check, and if needed install the necessary packages
+datafile_name = "../Project/ibmdata.csv"
+ProjectData <- read.csv(datafile_name)
+```
+
+##Descriptive Statistics
+```{r, echo=FALSE}
+summary(ProjectData)
+```
+
+##Business solution process
+This data set has 35 columns, with some that are inevitably redundant and correlated to one another. We are going to first employ dimensionality reduction, followed by clustering based on some key factors, which we will combine with our business intuition. Finally we will generate prediction models using logistic regression, r carts and ctrees.
+
+##Correlation Matrix
+
+ ```{r,echo=FALSE,warning=FALSE}
+ProjectDataTemp <- ProjectData[, sapply(ProjectData, is.numeric)]
+M <- cor(ProjectDataTemp)
+corrplot(M, method = "circle")
+```
+
+We can see from the data correlation plot that two variables have 0 standard deviation, i.e. they have the same value for all employees: EmployeeCount and StandardHours. From the correlation matrix, it is clear that we can combine variables to generate factors and hence perform dimensionality reduction.
\ No newline at end of file
diff --git a/Project/ibmdata.csv b/Project/ibmdata.csv
new file mode 100644
index 00000000..b8531237
--- /dev/null
+++ b/Project/ibmdata.csv
@@ -0,0 +1,1471 @@
+Age,Attrition,BusinessTravel,DailyRate,Department,DistanceFromHome,Education,EducationField,EmployeeCount,EmployeeNumber,EnvironmentSatisfaction,Gender,HourlyRate,JobInvolvement,JobLevel,JobRole,JobSatisfaction,MaritalStatus,MonthlyIncome,MonthlyRate,NumCompaniesWorked,Over18,OverTime,PercentSalaryHike,PerformanceRating,RelationshipSatisfaction,StandardHours,StockOptionLevel,TotalWorkingYears,TrainingTimesLastYear,WorkLifeBalance,YearsAtCompany,YearsInCurrentRole,YearsSinceLastPromotion,YearsWithCurrManager
+41,Yes,Travel_Rarely,1102,Sales,1,2,Life Sciences,1,1,2,Female,94,3,2,Sales Executive,4,Single,5993,19479,8,Y,Yes,11,3,1,80,0,8,0,1,6,4,0,5
+49,No,Travel_Frequently,279,Research & Development,8,1,Life Sciences,1,2,3,Male,61,2,2,Research Scientist,2,Married,5130,24907,1,Y,No,23,4,4,80,1,10,3,3,10,7,1,7
+37,Yes,Travel_Rarely,1373,Research & Development,2,2,Other,1,4,4,Male,92,2,1,Laboratory Technician,3,Single,2090,2396,6,Y,Yes,15,3,2,80,0,7,3,3,0,0,0,0
+33,No,Travel_Frequently,1392,Research & Development,3,4,Life Sciences,1,5,4,Female,56,3,1,Research Scientist,3,Married,2909,23159,1,Y,Yes,11,3,3,80,0,8,3,3,8,7,3,0
+27,No,Travel_Rarely,591,Research & Development,2,1,Medical,1,7,1,Male,40,3,1,Laboratory Technician,2,Married,3468,16632,9,Y,No,12,3,4,80,1,6,3,3,2,2,2,2
+32,No,Travel_Frequently,1005,Research & Development,2,2,Life Sciences,1,8,4,Male,79,3,1,Laboratory Technician,4,Single,3068,11864,0,Y,No,13,3,3,80,0,8,2,2,7,7,3,6
+59,No,Travel_Rarely,1324,Research & Development,3,3,Medical,1,10,3,Female,81,4,1,Laboratory Technician,1,Married,2670,9964,4,Y,Yes,20,4,1,80,3,12,3,2,1,0,0,0
+30,No,Travel_Rarely,1358,Research & Development,24,1,Life Sciences,1,11,4,Male,67,3,1,Laboratory Technician,3,Divorced,2693,13335,1,Y,No,22,4,2,80,1,1,2,3,1,0,0,0
+38,No,Travel_Frequently,216,Research & Development,23,3,Life Sciences,1,12,4,Male,44,2,3,Manufacturing Director,3,Single,9526,8787,0,Y,No,21,4,2,80,0,10,2,3,9,7,1,8
+36,No,Travel_Rarely,1299,Research & Development,27,3,Medical,1,13,3,Male,94,3,2,Healthcare Representative,3,Married,5237,16577,6,Y,No,13,3,2,80,2,17,3,2,7,7,7,7
+35,No,Travel_Rarely,809,Research & Development,16,3,Medical,1,14,1,Male,84,4,1,Laboratory Technician,2,Married,2426,16479,0,Y,No,13,3,3,80,1,6,5,3,5,4,0,3
+29,No,Travel_Rarely,153,Research & Development,15,2,Life Sciences,1,15,4,Female,49,2,2,Laboratory Technician,3,Single,4193,12682,0,Y,Yes,12,3,4,80,0,10,3,3,9,5,0,8
+31,No,Travel_Rarely,670,Research & Development,26,1,Life Sciences,1,16,1,Male,31,3,1,Research Scientist,3,Divorced,2911,15170,1,Y,No,17,3,4,80,1,5,1,2,5,2,4,3
+34,No,Travel_Rarely,1346,Research & Development,19,2,Medical,1,18,2,Male,93,3,1,Laboratory Technician,4,Divorced,2661,8758,0,Y,No,11,3,3,80,1,3,2,3,2,2,1,2
+28,Yes,Travel_Rarely,103,Research & Development,24,3,Life Sciences,1,19,3,Male,50,2,1,Laboratory Technician,3,Single,2028,12947,5,Y,Yes,14,3,2,80,0,6,4,3,4,2,0,3
+29,No,Travel_Rarely,1389,Research & Development,21,4,Life Sciences,1,20,2,Female,51,4,3,Manufacturing Director,1,Divorced,9980,10195,1,Y,No,11,3,3,80,1,10,1,3,10,9,8,8
+32,No,Travel_Rarely,334,Research & Development,5,2,Life Sciences,1,21,1,Male,80,4,1,Research Scientist,2,Divorced,3298,15053,0,Y,Yes,12,3,4,80,2,7,5,2,6,2,0,5
+22,No,Non-Travel,1123,Research & Development,16,2,Medical,1,22,4,Male,96,4,1,Laboratory Technician,4,Divorced,2935,7324,1,Y,Yes,13,3,2,80,2,1,2,2,1,0,0,0
+53,No,Travel_Rarely,1219,Sales,2,4,Life Sciences,1,23,1,Female,78,2,4,Manager,4,Married,15427,22021,2,Y,No,16,3,3,80,0,31,3,3,25,8,3,7
+38,No,Travel_Rarely,371,Research & Development,2,3,Life Sciences,1,24,4,Male,45,3,1,Research Scientist,4,Single,3944,4306,5,Y,Yes,11,3,3,80,0,6,3,3,3,2,1,2
+24,No,Non-Travel,673,Research & Development,11,2,Other,1,26,1,Female,96,4,2,Manufacturing Director,3,Divorced,4011,8232,0,Y,No,18,3,4,80,1,5,5,2,4,2,1,3
+36,Yes,Travel_Rarely,1218,Sales,9,4,Life Sciences,1,27,3,Male,82,2,1,Sales Representative,1,Single,3407,6986,7,Y,No,23,4,2,80,0,10,4,3,5,3,0,3
+34,No,Travel_Rarely,419,Research & Development,7,4,Life Sciences,1,28,1,Female,53,3,3,Research Director,2,Single,11994,21293,0,Y,No,11,3,3,80,0,13,4,3,12,6,2,11
+21,No,Travel_Rarely,391,Research & Development,15,2,Life Sciences,1,30,3,Male,96,3,1,Research Scientist,4,Single,1232,19281,1,Y,No,14,3,4,80,0,0,6,3,0,0,0,0
+34,Yes,Travel_Rarely,699,Research & Development,6,1,Medical,1,31,2,Male,83,3,1,Research Scientist,1,Single,2960,17102,2,Y,No,11,3,3,80,0,8,2,3,4,2,1,3
+53,No,Travel_Rarely,1282,Research & Development,5,3,Other,1,32,3,Female,58,3,5,Manager,3,Divorced,19094,10735,4,Y,No,11,3,4,80,1,26,3,2,14,13,4,8
+32,Yes,Travel_Frequently,1125,Research & Development,16,1,Life Sciences,1,33,2,Female,72,1,1,Research Scientist,1,Single,3919,4681,1,Y,Yes,22,4,2,80,0,10,5,3,10,2,6,7
+42,No,Travel_Rarely,691,Sales,8,4,Marketing,1,35,3,Male,48,3,2,Sales Executive,2,Married,6825,21173,0,Y,No,11,3,4,80,1,10,2,3,9,7,4,2
+44,No,Travel_Rarely,477,Research & Development,7,4,Medical,1,36,1,Female,42,2,3,Healthcare Representative,4,Married,10248,2094,3,Y,No,14,3,4,80,1,24,4,3,22,6,5,17
+46,No,Travel_Rarely,705,Sales,2,4,Marketing,1,38,2,Female,83,3,5,Manager,1,Single,18947,22822,3,Y,No,12,3,4,80,0,22,2,2,2,2,2,1
+33,No,Travel_Rarely,924,Research & Development,2,3,Medical,1,39,3,Male,78,3,1,Laboratory Technician,4,Single,2496,6670,4,Y,No,11,3,4,80,0,7,3,3,1,1,0,0
+44,No,Travel_Rarely,1459,Research & Development,10,4,Other,1,40,4,Male,41,3,2,Healthcare Representative,4,Married,6465,19121,2,Y,Yes,13,3,4,80,0,9,5,4,4,2,1,3
+30,No,Travel_Rarely,125,Research & Development,9,2,Medical,1,41,4,Male,83,2,1,Laboratory Technician,3,Single,2206,16117,1,Y,No,13,3,1,80,0,10,5,3,10,0,1,8
+39,Yes,Travel_Rarely,895,Sales,5,3,Technical Degree,1,42,4,Male,56,3,2,Sales Representative,4,Married,2086,3335,3,Y,No,14,3,3,80,1,19,6,4,1,0,0,0
+24,Yes,Travel_Rarely,813,Research & Development,1,3,Medical,1,45,2,Male,61,3,1,Research Scientist,4,Married,2293,3020,2,Y,Yes,16,3,1,80,1,6,2,2,2,0,2,0
+43,No,Travel_Rarely,1273,Research & Development,2,2,Medical,1,46,4,Female,72,4,1,Research Scientist,3,Divorced,2645,21923,1,Y,No,12,3,4,80,2,6,3,2,5,3,1,4
+50,Yes,Travel_Rarely,869,Sales,3,2,Marketing,1,47,1,Male,86,2,1,Sales Representative,3,Married,2683,3810,1,Y,Yes,14,3,3,80,0,3,2,3,3,2,0,2
+35,No,Travel_Rarely,890,Sales,2,3,Marketing,1,49,4,Female,97,3,1,Sales Representative,4,Married,2014,9687,1,Y,No,13,3,1,80,0,2,3,3,2,2,2,2
+36,No,Travel_Rarely,852,Research & Development,5,4,Life Sciences,1,51,2,Female,82,2,1,Research Scientist,1,Married,3419,13072,9,Y,Yes,14,3,4,80,1,6,3,4,1,1,0,0
+33,No,Travel_Frequently,1141,Sales,1,3,Life Sciences,1,52,3,Female,42,4,2,Sales Executive,1,Married,5376,3193,2,Y,No,19,3,1,80,2,10,3,3,5,3,1,3
+35,No,Travel_Rarely,464,Research & Development,4,2,Other,1,53,3,Male,75,3,1,Laboratory Technician,4,Divorced,1951,10910,1,Y,No,12,3,3,80,1,1,3,3,1,0,0,0
+27,No,Travel_Rarely,1240,Research & Development,2,4,Life Sciences,1,54,4,Female,33,3,1,Laboratory Technician,1,Divorced,2341,19715,1,Y,No,13,3,4,80,1,1,6,3,1,0,0,0
+26,Yes,Travel_Rarely,1357,Research & Development,25,3,Life Sciences,1,55,1,Male,48,1,1,Laboratory Technician,3,Single,2293,10558,1,Y,No,12,3,3,80,0,1,2,2,1,0,0,1
+27,No,Travel_Frequently,994,Sales,8,3,Life Sciences,1,56,4,Male,37,3,3,Sales Executive,3,Single,8726,2975,1,Y,No,15,3,4,80,0,9,0,3,9,8,1,7
+30,No,Travel_Frequently,721,Research & Development,1,2,Medical,1,57,3,Female,58,3,2,Laboratory Technician,4,Single,4011,10781,1,Y,No,23,4,4,80,0,12,2,3,12,8,3,7
+41,Yes,Travel_Rarely,1360,Research & Development,12,3,Technical Degree,1,58,2,Female,49,3,5,Research Director,3,Married,19545,16280,1,Y,No,12,3,4,80,0,23,0,3,22,15,15,8
+34,No,Non-Travel,1065,Sales,23,4,Marketing,1,60,2,Male,72,3,2,Sales Executive,3,Single,4568,10034,0,Y,No,20,4,3,80,0,10,2,3,9,5,8,7
+37,No,Travel_Rarely,408,Research & Development,19,2,Life Sciences,1,61,2,Male,73,3,1,Research Scientist,2,Married,3022,10227,4,Y,No,21,4,1,80,0,8,1,3,1,0,0,0
+46,No,Travel_Frequently,1211,Sales,5,4,Marketing,1,62,1,Male,98,3,2,Sales Executive,4,Single,5772,20445,4,Y,Yes,21,4,3,80,0,14,4,3,9,6,0,8
+35,No,Travel_Rarely,1229,Research & Development,8,1,Life Sciences,1,63,4,Male,36,4,1,Laboratory Technician,4,Married,2269,4892,1,Y,No,19,3,4,80,0,1,2,3,1,0,0,1
+48,Yes,Travel_Rarely,626,Research & Development,1,2,Life Sciences,1,64,1,Male,98,2,3,Laboratory Technician,3,Single,5381,19294,9,Y,Yes,13,3,4,80,0,23,2,3,1,0,0,0
+28,Yes,Travel_Rarely,1434,Research & Development,5,4,Technical Degree,1,65,3,Male,50,3,1,Laboratory Technician,3,Single,3441,11179,1,Y,Yes,13,3,3,80,0,2,3,2,2,2,2,2
+44,No,Travel_Rarely,1488,Sales,1,5,Marketing,1,68,2,Female,75,3,2,Sales Executive,1,Divorced,5454,4009,5,Y,Yes,21,4,3,80,1,9,2,2,4,3,1,3
+35,No,Non-Travel,1097,Research & Development,11,2,Medical,1,70,3,Male,79,2,3,Healthcare Representative,1,Married,9884,8302,2,Y,Yes,13,3,3,80,1,10,3,3,4,0,2,3
+26,No,Travel_Rarely,1443,Sales,23,3,Marketing,1,72,3,Female,47,2,2,Sales Executive,4,Married,4157,21436,7,Y,Yes,19,3,3,80,1,5,2,2,2,2,0,0
+33,No,Travel_Frequently,515,Research & Development,1,2,Life Sciences,1,73,1,Female,98,3,3,Research Director,4,Single,13458,15146,1,Y,Yes,12,3,3,80,0,15,1,3,15,14,8,12
+35,No,Travel_Frequently,853,Sales,18,5,Life Sciences,1,74,2,Male,71,3,3,Sales Executive,1,Married,9069,11031,1,Y,No,22,4,4,80,1,9,3,2,9,8,1,8
+35,No,Travel_Rarely,1142,Research & Development,23,4,Medical,1,75,3,Female,30,3,1,Laboratory Technician,1,Married,4014,16002,3,Y,Yes,15,3,3,80,1,4,3,3,2,2,2,2
+31,No,Travel_Rarely,655,Research & Development,7,4,Life Sciences,1,76,4,Male,48,3,2,Laboratory Technician,4,Divorced,5915,9528,3,Y,No,22,4,4,80,1,10,3,2,7,7,1,7
+37,No,Travel_Rarely,1115,Research & Development,1,4,Life Sciences,1,77,1,Male,51,2,2,Manufacturing Director,3,Divorced,5993,2689,1,Y,No,18,3,3,80,1,7,2,4,7,5,0,7
+32,No,Travel_Rarely,427,Research & Development,1,3,Medical,1,78,1,Male,33,3,2,Manufacturing Director,4,Married,6162,10877,1,Y,Yes,22,4,2,80,1,9,3,3,9,8,7,8
+38,No,Travel_Frequently,653,Research & Development,29,5,Life Sciences,1,79,4,Female,50,3,2,Laboratory Technician,4,Single,2406,5456,1,Y,No,11,3,4,80,0,10,2,3,10,3,9,9
+50,No,Travel_Rarely,989,Research & Development,7,2,Medical,1,80,2,Female,43,2,5,Research Director,3,Divorced,18740,16701,5,Y,Yes,12,3,4,80,1,29,2,2,27,3,13,8
+59,No,Travel_Rarely,1435,Sales,25,3,Life Sciences,1,81,1,Female,99,3,3,Sales Executive,1,Single,7637,2354,7,Y,No,11,3,4,80,0,28,3,2,21,16,7,9
+36,No,Travel_Rarely,1223,Research & Development,8,3,Technical Degree,1,83,3,Female,59,3,3,Healthcare Representative,3,Divorced,10096,8202,1,Y,No,13,3,2,80,3,17,2,3,17,14,12,8
+55,No,Travel_Rarely,836,Research & Development,8,3,Medical,1,84,4,Female,33,3,4,Manager,3,Divorced,14756,19730,2,Y,Yes,14,3,3,80,3,21,2,3,5,0,0,2
+36,No,Travel_Frequently,1195,Research & Development,11,3,Life Sciences,1,85,2,Male,95,2,2,Manufacturing Director,2,Single,6499,22656,1,Y,No,13,3,3,80,0,6,3,3,6,5,0,3
+45,No,Travel_Rarely,1339,Research & Development,7,3,Life Sciences,1,86,2,Male,59,3,3,Research Scientist,1,Divorced,9724,18787,2,Y,No,17,3,3,80,1,25,2,3,1,0,0,0
+35,No,Travel_Frequently,664,Research & Development,1,3,Medical,1,88,2,Male,79,3,1,Research Scientist,1,Married,2194,5868,4,Y,No,13,3,4,80,1,5,2,2,3,2,1,2
+36,Yes,Travel_Rarely,318,Research & Development,9,3,Medical,1,90,4,Male,79,2,1,Research Scientist,3,Married,3388,21777,0,Y,Yes,17,3,1,80,1,2,0,2,1,0,0,0
+59,No,Travel_Frequently,1225,Sales,1,1,Life Sciences,1,91,1,Female,57,2,2,Sales Executive,3,Single,5473,24668,7,Y,No,11,3,4,80,0,20,2,2,4,3,1,3
+29,No,Travel_Rarely,1328,Research & Development,2,3,Life Sciences,1,94,3,Male,76,3,1,Research Scientist,2,Married,2703,4956,0,Y,No,23,4,4,80,1,6,3,3,5,4,0,4
+31,No,Travel_Rarely,1082,Research & Development,1,4,Medical,1,95,3,Male,87,3,1,Research Scientist,2,Single,2501,18775,1,Y,No,17,3,2,80,0,1,4,3,1,1,1,0
+32,No,Travel_Rarely,548,Research & Development,1,3,Life Sciences,1,96,2,Male,66,3,2,Research Scientist,2,Married,6220,7346,1,Y,No,17,3,2,80,2,10,3,3,10,4,0,9
+36,No,Travel_Rarely,132,Research & Development,6,3,Life Sciences,1,97,2,Female,55,4,1,Laboratory Technician,4,Married,3038,22002,3,Y,No,12,3,2,80,0,5,3,3,1,0,0,0
+31,No,Travel_Rarely,746,Research & Development,8,4,Life Sciences,1,98,3,Female,61,3,2,Manufacturing Director,4,Single,4424,20682,1,Y,No,23,4,4,80,0,11,2,3,11,7,1,8
+35,No,Travel_Rarely,776,Sales,1,4,Marketing,1,100,3,Male,32,2,2,Sales Executive,1,Single,4312,23016,0,Y,No,14,3,2,80,0,16,2,3,15,13,2,8
+45,No,Travel_Rarely,193,Research & Development,6,4,Other,1,101,4,Male,52,3,3,Research Director,1,Married,13245,15067,4,Y,Yes,14,3,2,80,0,17,3,4,0,0,0,0
+37,No,Travel_Rarely,397,Research & Development,7,4,Medical,1,102,1,Male,30,3,3,Research Director,3,Single,13664,25258,4,Y,No,13,3,1,80,0,16,3,4,5,2,0,2
+46,No,Travel_Rarely,945,Human Resources,5,2,Medical,1,103,2,Male,80,3,2,Human Resources,2,Divorced,5021,10425,8,Y,Yes,22,4,4,80,1,16,2,3,4,2,0,2
+30,No,Travel_Rarely,852,Research & Development,1,1,Life Sciences,1,104,4,Male,55,2,2,Laboratory Technician,4,Married,5126,15998,1,Y,Yes,12,3,3,80,2,10,1,2,10,8,3,0
+35,No,Travel_Rarely,1214,Research & Development,1,3,Medical,1,105,2,Male,30,2,1,Research Scientist,3,Single,2859,26278,1,Y,No,18,3,1,80,0,6,3,3,6,4,0,4
+55,No,Travel_Rarely,111,Sales,1,2,Life Sciences,1,106,1,Male,70,3,3,Sales Executive,4,Married,10239,18092,3,Y,No,14,3,4,80,1,24,4,3,1,0,1,0
+38,No,Non-Travel,573,Research & Development,6,3,Medical,1,107,2,Female,79,1,2,Research Scientist,4,Divorced,5329,15717,7,Y,Yes,12,3,4,80,3,17,3,3,13,11,1,9
+34,No,Travel_Rarely,1153,Research & Development,1,2,Medical,1,110,1,Male,94,3,2,Manufacturing Director,2,Married,4325,17736,1,Y,No,15,3,3,80,0,5,2,3,5,2,1,3
+56,No,Travel_Rarely,1400,Research & Development,7,3,Life Sciences,1,112,4,Male,49,1,3,Manufacturing Director,4,Single,7260,21698,4,Y,No,11,3,1,80,0,37,3,2,6,4,0,2
+23,No,Travel_Rarely,541,Sales,2,1,Technical Degree,1,113,3,Male,62,3,1,Sales Representative,1,Divorced,2322,9518,3,Y,No,13,3,3,80,1,3,3,3,0,0,0,0
+51,No,Travel_Rarely,432,Research & Development,9,4,Life Sciences,1,116,4,Male,96,3,1,Laboratory Technician,4,Married,2075,18725,3,Y,No,23,4,2,80,2,10,4,3,4,2,0,3
+30,No,Travel_Rarely,288,Research & Development,2,3,Life Sciences,1,117,3,Male,99,2,2,Healthcare Representative,4,Married,4152,15830,1,Y,No,19,3,1,80,3,11,3,3,11,10,10,8
+46,Yes,Travel_Rarely,669,Sales,9,2,Medical,1,118,3,Male,64,2,3,Sales Executive,4,Single,9619,13596,1,Y,No,16,3,4,80,0,9,3,3,9,8,4,7
+40,No,Travel_Frequently,530,Research & Development,1,4,Life Sciences,1,119,3,Male,78,2,4,Healthcare Representative,2,Married,13503,14115,1,Y,No,22,4,4,80,1,22,3,2,22,3,11,11
+51,No,Travel_Rarely,632,Sales,21,4,Marketing,1,120,3,Male,71,3,2,Sales Executive,4,Single,5441,8423,0,Y,Yes,22,4,4,80,0,11,2,1,10,7,1,0
+30,No,Travel_Rarely,1334,Sales,4,2,Medical,1,121,3,Female,63,2,2,Sales Executive,2,Divorced,5209,19760,1,Y,Yes,12,3,2,80,3,11,4,2,11,8,2,7
+46,No,Travel_Frequently,638,Research & Development,1,3,Medical,1,124,3,Male,40,2,3,Healthcare Representative,1,Married,10673,3142,2,Y,Yes,13,3,3,80,1,21,5,2,10,9,9,5
+32,No,Travel_Rarely,1093,Sales,6,4,Medical,1,125,2,Male,87,3,2,Sales Executive,3,Single,5010,24301,1,Y,No,16,3,1,80,0,12,0,3,11,8,5,7
+54,No,Travel_Rarely,1217,Research & Development,2,4,Technical Degree,1,126,1,Female,60,3,3,Research Director,3,Married,13549,24001,9,Y,No,12,3,1,80,1,16,5,1,4,3,0,3
+24,No,Travel_Rarely,1353,Sales,3,2,Other,1,128,1,Female,33,3,2,Sales Executive,3,Married,4999,17519,0,Y,No,21,4,1,80,1,4,2,2,3,2,0,2
+28,No,Non-Travel,120,Sales,4,3,Medical,1,129,2,Male,43,3,2,Sales Executive,3,Married,4221,8863,1,Y,No,15,3,2,80,0,5,3,4,5,4,0,4
+58,No,Travel_Rarely,682,Sales,10,4,Medical,1,131,4,Male,37,3,4,Sales Executive,3,Single,13872,24409,0,Y,No,13,3,3,80,0,38,1,2,37,10,1,8
+44,No,Non-Travel,489,Research & Development,23,3,Medical,1,132,2,Male,67,3,2,Laboratory Technician,2,Married,2042,25043,4,Y,No,12,3,3,80,1,17,3,4,3,2,1,2
+37,Yes,Travel_Rarely,807,Human Resources,6,4,Human Resources,1,133,3,Male,63,3,1,Human Resources,1,Divorced,2073,23648,4,Y,Yes,22,4,4,80,0,7,3,3,3,2,0,2
+32,No,Travel_Rarely,827,Research & Development,1,1,Life Sciences,1,134,4,Male,71,3,1,Research Scientist,1,Single,2956,15178,1,Y,No,13,3,4,80,0,1,2,3,1,0,0,0
+20,Yes,Travel_Frequently,871,Research & Development,6,3,Life Sciences,1,137,4,Female,66,2,1,Laboratory Technician,4,Single,2926,19783,1,Y,Yes,18,3,2,80,0,1,5,3,1,0,1,0
+34,No,Travel_Rarely,665,Research & Development,6,4,Other,1,138,1,Female,41,3,2,Research Scientist,3,Single,4809,12482,1,Y,No,14,3,3,80,0,16,3,3,16,13,2,10
+37,No,Non-Travel,1040,Research & Development,2,2,Life Sciences,1,139,3,Male,100,2,2,Healthcare Representative,4,Divorced,5163,15850,5,Y,No,14,3,4,80,1,17,2,4,1,0,0,0
+59,No,Non-Travel,1420,Human Resources,2,4,Human Resources,1,140,3,Female,32,2,5,Manager,4,Married,18844,21922,9,Y,No,21,4,4,80,1,30,3,3,3,2,2,2
+50,No,Travel_Frequently,1115,Research & Development,1,3,Life Sciences,1,141,1,Female,73,3,5,Research Director,2,Married,18172,9755,3,Y,Yes,19,3,1,80,0,28,1,2,8,3,0,7
+25,Yes,Travel_Rarely,240,Sales,5,3,Marketing,1,142,3,Male,46,2,2,Sales Executive,3,Single,5744,26959,1,Y,Yes,11,3,4,80,0,6,1,3,6,4,0,3
+25,No,Travel_Rarely,1280,Research & Development,7,1,Medical,1,143,4,Male,64,2,1,Research Scientist,4,Married,2889,26897,1,Y,No,11,3,3,80,2,2,2,3,2,2,2,1
+22,No,Travel_Rarely,534,Research & Development,15,3,Medical,1,144,2,Female,59,3,1,Laboratory Technician,4,Single,2871,23785,1,Y,No,15,3,3,80,0,1,5,3,0,0,0,0
+51,No,Travel_Frequently,1456,Research & Development,1,4,Medical,1,145,1,Female,30,2,3,Healthcare Representative,1,Single,7484,25796,3,Y,No,20,4,3,80,0,23,1,2,13,12,12,8
+34,Yes,Travel_Frequently,658,Research & Development,7,3,Life Sciences,1,147,1,Male,66,1,2,Laboratory Technician,3,Single,6074,22887,1,Y,Yes,24,4,4,80,0,9,3,3,9,7,0,6
+54,No,Non-Travel,142,Human Resources,26,3,Human Resources,1,148,4,Female,30,4,4,Manager,4,Single,17328,13871,2,Y,Yes,12,3,3,80,0,23,3,3,5,3,4,4
+24,No,Travel_Rarely,1127,Research & Development,18,1,Life Sciences,1,150,2,Male,52,3,1,Laboratory Technician,3,Married,2774,13257,0,Y,No,12,3,3,80,1,6,2,3,5,3,1,2
+34,No,Travel_Rarely,1031,Research & Development,6,4,Life Sciences,1,151,3,Female,45,2,2,Research Scientist,2,Divorced,4505,15000,6,Y,No,15,3,3,80,1,12,3,3,1,0,0,0
+37,No,Travel_Rarely,1189,Sales,3,3,Life Sciences,1,152,3,Male,87,3,3,Sales Executive,4,Single,7428,14506,2,Y,No,12,3,1,80,0,12,3,3,5,3,1,3
+34,No,Travel_Rarely,1354,Research & Development,5,3,Medical,1,153,3,Female,45,2,3,Manager,1,Single,11631,5615,2,Y,No,12,3,4,80,0,14,6,3,11,10,5,8
+36,No,Travel_Frequently,1467,Sales,11,2,Technical Degree,1,154,2,Female,92,3,3,Sales Executive,4,Married,9738,22952,0,Y,No,14,3,3,80,1,10,6,3,9,7,2,8
+36,No,Travel_Rarely,922,Research & Development,3,2,Life Sciences,1,155,1,Female,39,3,1,Laboratory Technician,4,Divorced,2835,2561,5,Y,No,22,4,1,80,1,7,2,3,1,0,0,0
+43,No,Travel_Frequently,394,Sales,26,2,Life Sciences,1,158,3,Male,92,3,4,Manager,4,Married,16959,19494,1,Y,Yes,12,3,4,80,2,25,3,4,25,12,4,12
+30,No,Travel_Frequently,1312,Research & Development,23,3,Life Sciences,1,159,1,Male,96,1,1,Research Scientist,3,Divorced,2613,22310,1,Y,No,25,4,3,80,3,10,2,2,10,7,0,9
+33,No,Non-Travel,750,Sales,22,2,Marketing,1,160,3,Male,95,3,2,Sales Executive,2,Married,6146,15480,0,Y,No,13,3,1,80,1,8,2,4,7,7,0,7
+56,Yes,Travel_Rarely,441,Research & Development,14,4,Life Sciences,1,161,2,Female,72,3,1,Research Scientist,2,Married,4963,4510,9,Y,Yes,18,3,1,80,3,7,2,3,5,4,4,3
+51,No,Travel_Rarely,684,Research & Development,6,3,Life Sciences,1,162,1,Male,51,3,5,Research Director,3,Single,19537,6462,7,Y,No,13,3,3,80,0,23,5,3,20,18,15,15
+31,Yes,Travel_Rarely,249,Sales,6,4,Life Sciences,1,163,2,Male,76,1,2,Sales Executive,3,Married,6172,20739,4,Y,Yes,18,3,2,80,0,12,3,2,7,7,7,7
+26,No,Travel_Rarely,841,Research & Development,6,3,Other,1,164,3,Female,46,2,1,Research Scientist,2,Married,2368,23300,1,Y,No,19,3,3,80,0,5,3,2,5,4,4,3
+58,Yes,Travel_Rarely,147,Research & Development,23,4,Medical,1,165,4,Female,94,3,3,Healthcare Representative,4,Married,10312,3465,1,Y,No,12,3,4,80,1,40,3,2,40,10,15,6
+19,Yes,Travel_Rarely,528,Sales,22,1,Marketing,1,167,4,Male,50,3,1,Sales Representative,3,Single,1675,26820,1,Y,Yes,19,3,4,80,0,0,2,2,0,0,0,0
+22,No,Travel_Rarely,594,Research & Development,2,1,Technical Degree,1,169,3,Male,100,3,1,Laboratory Technician,4,Married,2523,19299,0,Y,No,14,3,3,80,1,3,2,3,2,1,2,1
+49,No,Travel_Rarely,470,Research & Development,20,4,Medical,1,170,3,Female,96,3,2,Manufacturing Director,1,Married,6567,5549,1,Y,No,14,3,3,80,0,16,2,2,15,11,5,11
+43,No,Travel_Frequently,957,Research & Development,28,3,Medical,1,171,2,Female,72,4,1,Research Scientist,3,Single,4739,16090,4,Y,No,12,3,4,80,0,18,2,3,3,2,1,2
+50,No,Travel_Frequently,809,Sales,12,3,Marketing,1,174,3,Female,77,3,3,Sales Executive,4,Single,9208,6645,4,Y,No,11,3,4,80,0,16,3,3,2,2,2,1
+31,Yes,Travel_Rarely,542,Sales,20,3,Life Sciences,1,175,2,Female,71,1,2,Sales Executive,3,Married,4559,24788,3,Y,Yes,11,3,3,80,1,4,2,3,2,2,2,2
+41,No,Travel_Rarely,802,Sales,9,1,Life Sciences,1,176,3,Male,96,3,3,Sales Executive,3,Divorced,8189,21196,3,Y,Yes,13,3,3,80,1,12,2,3,9,7,0,7
+26,No,Travel_Rarely,1355,Human Resources,25,1,Life Sciences,1,177,3,Female,61,3,1,Human Resources,3,Married,2942,8916,1,Y,No,23,4,4,80,1,8,3,3,8,7,5,7
+36,No,Travel_Rarely,216,Research & Development,6,2,Medical,1,178,2,Male,84,3,2,Manufacturing Director,2,Divorced,4941,2819,6,Y,No,20,4,4,80,2,7,0,3,3,2,0,1
+51,Yes,Travel_Frequently,1150,Research & Development,8,4,Life Sciences,1,179,1,Male,53,1,3,Manufacturing Director,4,Single,10650,25150,2,Y,No,15,3,4,80,0,18,2,3,4,2,0,3
+39,No,Travel_Rarely,1329,Sales,4,4,Life Sciences,1,182,4,Female,47,2,2,Sales Executive,3,Married,5902,14590,4,Y,No,14,3,3,80,1,17,1,4,15,11,5,9
+25,No,Travel_Rarely,959,Sales,28,3,Life Sciences,1,183,1,Male,41,2,2,Sales Executive,3,Married,8639,24835,2,Y,No,18,3,4,80,0,6,3,3,2,2,2,2
+30,No,Travel_Rarely,1240,Human Resources,9,3,Human Resources,1,184,3,Male,48,3,2,Human Resources,4,Married,6347,13982,0,Y,Yes,19,3,4,80,0,12,2,1,11,9,4,7
+32,Yes,Travel_Rarely,1033,Research & Development,9,3,Medical,1,190,1,Female,41,3,1,Laboratory Technician,1,Single,4200,10224,7,Y,No,22,4,1,80,0,10,2,4,5,4,0,4
+45,No,Travel_Rarely,1316,Research & Development,29,3,Medical,1,192,3,Male,83,3,1,Research Scientist,4,Single,3452,9752,5,Y,No,13,3,2,80,0,9,2,2,6,5,0,3
+38,No,Travel_Rarely,364,Research & Development,3,5,Technical Degree,1,193,4,Female,32,3,2,Research Scientist,3,Single,4317,2302,3,Y,Yes,20,4,2,80,0,19,2,3,3,2,2,2
+30,No,Travel_Rarely,438,Research & Development,18,3,Life Sciences,1,194,1,Female,75,3,1,Research Scientist,3,Single,2632,23910,1,Y,No,14,3,3,80,0,5,4,2,5,4,0,4
+32,No,Travel_Frequently,689,Sales,9,2,Medical,1,195,4,Male,35,1,2,Sales Executive,4,Divorced,4668,22812,0,Y,No,17,3,4,80,3,9,2,4,8,7,0,7
+30,No,Travel_Rarely,201,Research & Development,5,3,Technical Degree,1,197,4,Female,84,3,1,Research Scientist,1,Divorced,3204,10415,5,Y,No,14,3,4,80,1,8,3,3,3,2,2,2
+30,No,Travel_Rarely,1427,Research & Development,2,1,Medical,1,198,2,Male,35,2,1,Laboratory Technician,4,Single,2720,11162,0,Y,No,13,3,4,80,0,6,3,3,5,3,1,2
+41,No,Travel_Frequently,857,Research & Development,10,3,Life Sciences,1,199,4,Male,91,2,4,Manager,1,Divorced,17181,12888,4,Y,No,13,3,2,80,1,21,2,2,7,6,7,7
+41,No,Travel_Rarely,933,Research & Development,9,4,Life Sciences,1,200,3,Male,94,3,1,Laboratory Technician,1,Married,2238,6961,2,Y,No,21,4,4,80,1,7,2,3,5,0,1,4
+19,No,Travel_Rarely,1181,Research & Development,3,1,Medical,1,201,2,Female,79,3,1,Laboratory Technician,2,Single,1483,16102,1,Y,No,14,3,4,80,0,1,3,3,1,0,0,0
+40,No,Travel_Frequently,1395,Research & Development,26,3,Medical,1,202,2,Female,54,3,2,Research Scientist,2,Divorced,5605,8504,1,Y,No,11,3,1,80,1,20,2,3,20,7,2,13
+35,No,Travel_Rarely,662,Sales,1,5,Marketing,1,204,3,Male,94,3,3,Sales Executive,2,Married,7295,11439,1,Y,No,13,3,1,80,2,10,3,3,10,8,0,6
+53,No,Travel_Rarely,1436,Sales,6,2,Marketing,1,205,2,Male,34,3,2,Sales Representative,3,Married,2306,16047,2,Y,Yes,20,4,4,80,1,13,3,1,7,7,4,5
+45,No,Travel_Rarely,194,Research & Development,9,3,Life Sciences,1,206,2,Male,60,3,2,Laboratory Technician,2,Divorced,2348,10901,8,Y,No,18,3,3,80,1,20,2,1,17,9,0,15
+32,No,Travel_Frequently,967,Sales,8,3,Marketing,1,207,2,Female,43,3,3,Sales Executive,4,Single,8998,15589,1,Y,No,14,3,4,80,0,9,2,3,9,8,3,7
+29,No,Non-Travel,1496,Research & Development,1,1,Technical Degree,1,208,4,Male,41,3,2,Manufacturing Director,3,Married,4319,26283,1,Y,No,13,3,1,80,1,10,1,3,10,7,0,9
+51,No,Travel_Rarely,1169,Research & Development,7,4,Medical,1,211,2,Male,34,2,2,Manufacturing Director,3,Married,6132,13983,2,Y,No,17,3,3,80,0,10,2,3,1,0,0,0
+58,No,Travel_Rarely,1145,Research & Development,9,3,Medical,1,214,2,Female,75,2,1,Research Scientist,2,Married,3346,11873,4,Y,Yes,20,4,2,80,1,9,3,2,1,0,0,0
+40,No,Travel_Rarely,630,Sales,4,4,Marketing,1,215,3,Male,67,2,3,Sales Executive,4,Married,10855,8552,7,Y,No,11,3,1,80,1,15,2,2,12,11,2,11
+34,No,Travel_Frequently,303,Sales,2,4,Marketing,1,216,3,Female,75,3,1,Sales Representative,3,Married,2231,11314,6,Y,No,18,3,4,80,1,6,3,3,4,3,1,2
+22,No,Travel_Rarely,1256,Research & Development,19,1,Medical,1,217,3,Male,80,3,1,Research Scientist,4,Married,2323,11992,1,Y,No,24,4,1,80,2,2,6,3,2,2,2,2
+27,No,Non-Travel,691,Research & Development,9,3,Medical,1,218,4,Male,57,3,1,Research Scientist,2,Divorced,2024,5970,6,Y,No,18,3,4,80,1,6,1,1,2,2,2,2
+28,No,Travel_Rarely,440,Research & Development,21,3,Medical,1,221,3,Male,42,3,1,Research Scientist,4,Married,2713,6672,1,Y,No,11,3,3,80,1,5,2,1,5,2,0,2
+57,No,Travel_Rarely,334,Research & Development,24,2,Life Sciences,1,223,3,Male,83,4,3,Healthcare Representative,4,Divorced,9439,23402,3,Y,Yes,16,3,2,80,1,12,2,1,5,3,1,4
+27,No,Non-Travel,1450,Research & Development,3,3,Medical,1,224,3,Male,79,2,1,Research Scientist,3,Divorced,2566,25326,1,Y,Yes,15,3,4,80,1,1,2,2,1,1,0,1
+50,No,Travel_Rarely,1452,Research & Development,11,3,Life Sciences,1,226,3,Female,53,3,5,Manager,2,Single,19926,17053,3,Y,No,15,3,2,80,0,21,5,3,5,4,4,4
+41,No,Travel_Rarely,465,Research & Development,14,3,Life Sciences,1,227,1,Male,56,3,1,Research Scientist,3,Divorced,2451,4609,4,Y,No,12,3,1,80,1,13,2,3,9,8,1,8
+30,No,Travel_Rarely,1339,Sales,5,3,Life Sciences,1,228,2,Female,41,3,3,Sales Executive,4,Married,9419,8053,2,Y,No,12,3,3,80,1,12,2,3,10,9,7,4
+38,No,Travel_Rarely,702,Sales,1,4,Life Sciences,1,230,1,Female,59,2,2,Sales Executive,4,Single,8686,12930,4,Y,No,22,4,3,80,0,12,2,4,8,3,0,7
+32,No,Travel_Rarely,120,Research & Development,6,5,Life Sciences,1,231,3,Male,43,3,1,Research Scientist,3,Single,3038,12430,3,Y,No,20,4,1,80,0,8,2,3,5,4,1,4
+27,No,Travel_Rarely,1157,Research & Development,17,3,Technical Degree,1,233,3,Male,51,3,1,Research Scientist,2,Married,3058,13364,0,Y,Yes,16,3,4,80,1,6,3,2,5,2,1,1
+19,Yes,Travel_Frequently,602,Sales,1,1,Technical Degree,1,235,3,Female,100,1,1,Sales Representative,1,Single,2325,20989,0,Y,No,21,4,1,80,0,1,5,4,0,0,0,0
+36,No,Travel_Frequently,1480,Research & Development,3,2,Medical,1,238,4,Male,30,3,1,Laboratory Technician,2,Single,2088,15062,4,Y,No,12,3,3,80,0,13,3,2,8,7,7,2
+30,No,Non-Travel,111,Research & Development,9,3,Medical,1,239,3,Male,66,3,2,Laboratory Technician,1,Divorced,3072,11012,1,Y,No,11,3,3,80,2,12,4,3,12,9,6,10
+45,No,Travel_Rarely,1268,Sales,4,2,Life Sciences,1,240,3,Female,30,3,2,Sales Executive,1,Divorced,5006,6319,4,Y,Yes,11,3,1,80,1,9,3,4,5,4,0,3
+56,No,Travel_Rarely,713,Research & Development,8,3,Life Sciences,1,241,3,Female,67,3,1,Research Scientist,1,Divorced,4257,13939,4,Y,Yes,18,3,3,80,1,19,3,3,2,2,2,2
+33,No,Travel_Rarely,134,Research & Development,2,3,Life Sciences,1,242,3,Male,90,3,1,Research Scientist,4,Single,2500,10515,0,Y,No,14,3,1,80,0,4,2,4,3,1,0,2
+19,Yes,Travel_Rarely,303,Research & Development,2,3,Life Sciences,1,243,2,Male,47,2,1,Laboratory Technician,4,Single,1102,9241,1,Y,No,22,4,3,80,0,1,3,2,1,0,1,0
+46,No,Travel_Rarely,526,Sales,1,2,Marketing,1,244,2,Female,92,3,3,Sales Executive,1,Divorced,10453,2137,1,Y,No,25,4,3,80,3,24,2,3,24,13,15,7
+38,No,Travel_Rarely,1380,Research & Development,9,2,Life Sciences,1,245,3,Female,75,3,1,Laboratory Technician,4,Single,2288,6319,1,Y,No,12,3,3,80,0,2,3,3,2,2,2,1
+31,No,Travel_Rarely,140,Research & Development,12,1,Medical,1,246,3,Female,95,3,1,Research Scientist,4,Married,3929,6984,8,Y,Yes,23,4,3,80,1,7,0,3,4,2,0,2
+34,No,Travel_Rarely,629,Research & Development,27,2,Medical,1,247,4,Female,95,3,1,Research Scientist,2,Single,2311,5711,2,Y,No,15,3,4,80,0,9,3,3,3,2,1,2
+41,Yes,Travel_Rarely,1356,Sales,20,2,Marketing,1,248,2,Female,70,3,1,Sales Representative,2,Single,3140,21728,1,Y,Yes,22,4,4,80,0,4,5,2,4,3,0,2
+50,No,Travel_Rarely,328,Research & Development,1,3,Medical,1,249,3,Male,86,2,1,Laboratory Technician,3,Married,3690,3425,2,Y,No,15,3,4,80,1,5,2,2,3,2,0,2
+53,No,Travel_Rarely,1084,Research & Development,13,2,Medical,1,250,4,Female,57,4,2,Manufacturing Director,1,Divorced,4450,26250,1,Y,No,11,3,3,80,2,5,3,3,4,2,1,3
+33,No,Travel_Rarely,931,Research & Development,14,3,Medical,1,252,4,Female,72,3,1,Research Scientist,2,Married,2756,4673,1,Y,No,13,3,4,80,1,8,5,3,8,7,1,6
+40,No,Travel_Rarely,989,Research & Development,4,1,Medical,1,253,4,Female,46,3,5,Manager,3,Married,19033,6499,1,Y,No,14,3,2,80,1,21,2,3,20,8,9,9
+55,No,Travel_Rarely,692,Research & Development,14,4,Medical,1,254,3,Male,61,4,5,Research Director,2,Single,18722,13339,8,Y,No,11,3,4,80,0,36,3,3,24,15,2,15
+34,No,Travel_Frequently,1069,Research & Development,2,1,Life Sciences,1,256,4,Male,45,2,2,Manufacturing Director,3,Married,9547,14074,1,Y,No,17,3,3,80,0,10,2,2,10,9,1,9
+51,No,Travel_Rarely,313,Research & Development,3,3,Medical,1,258,4,Female,98,3,4,Healthcare Representative,2,Single,13734,7192,3,Y,No,18,3,3,80,0,21,6,3,7,7,1,0
+52,No,Travel_Rarely,699,Research & Development,1,4,Life Sciences,1,259,3,Male,65,2,5,Manager,3,Married,19999,5678,0,Y,No,14,3,1,80,1,34,5,3,33,18,11,9
+27,No,Travel_Rarely,894,Research & Development,9,3,Medical,1,260,4,Female,99,3,1,Research Scientist,2,Single,2279,11781,1,Y,No,16,3,4,80,0,7,2,2,7,7,0,3
+35,Yes,Travel_Rarely,556,Research & Development,23,2,Life Sciences,1,261,2,Male,50,2,2,Manufacturing Director,3,Married,5916,15497,3,Y,Yes,13,3,1,80,0,8,1,3,1,0,0,1
+43,No,Non-Travel,1344,Research & Development,7,3,Medical,1,262,4,Male,37,4,1,Research Scientist,4,Divorced,2089,5228,4,Y,No,14,3,4,80,3,7,3,4,5,4,2,2
+45,No,Non-Travel,1195,Research & Development,2,2,Medical,1,264,1,Male,65,2,4,Manager,4,Married,16792,20462,9,Y,No,23,4,4,80,1,22,1,3,20,8,11,8
+37,No,Travel_Rarely,290,Research & Development,21,3,Life Sciences,1,267,2,Male,65,4,1,Research Scientist,1,Married,3564,22977,1,Y,Yes,12,3,1,80,1,8,3,2,8,7,1,7
+35,No,Travel_Frequently,138,Research & Development,2,3,Medical,1,269,2,Female,37,3,2,Laboratory Technician,2,Single,4425,15986,5,Y,No,11,3,4,80,0,10,5,3,6,2,1,2
+42,No,Non-Travel,926,Research & Development,21,2,Medical,1,270,3,Female,36,3,2,Manufacturing Director,3,Divorced,5265,16439,2,Y,No,16,3,2,80,1,11,5,3,5,3,0,2
+38,No,Travel_Rarely,1261,Research & Development,2,4,Life Sciences,1,271,4,Male,88,3,2,Manufacturing Director,3,Married,6553,7259,9,Y,No,14,3,2,80,0,14,3,3,1,0,0,0
+38,No,Travel_Rarely,1084,Research & Development,29,3,Technical Degree,1,273,4,Male,54,3,2,Manufacturing Director,4,Married,6261,4185,3,Y,No,18,3,1,80,1,9,3,1,7,7,1,7
+27,No,Travel_Frequently,472,Research & Development,1,1,Technical Degree,1,274,3,Male,60,2,2,Manufacturing Director,1,Married,4298,9679,5,Y,No,19,3,3,80,1,6,1,3,2,2,2,0
+49,No,Non-Travel,1002,Research & Development,18,4,Life Sciences,1,275,4,Male,92,3,2,Manufacturing Director,4,Divorced,6804,23793,1,Y,Yes,15,3,1,80,2,7,0,3,7,7,1,7
+34,No,Travel_Frequently,878,Research & Development,10,4,Medical,1,277,4,Male,43,3,1,Research Scientist,3,Divorced,3815,5972,1,Y,Yes,17,3,4,80,1,5,4,4,5,3,2,0
+40,No,Travel_Rarely,905,Research & Development,19,2,Medical,1,281,3,Male,99,3,2,Laboratory Technician,4,Married,2741,16523,8,Y,Yes,15,3,3,80,1,15,2,4,7,2,3,7
+38,Yes,Travel_Rarely,1180,Research & Development,29,1,Medical,1,282,2,Male,70,3,2,Healthcare Representative,1,Married,6673,11354,7,Y,Yes,19,3,2,80,0,17,2,3,1,0,0,0
+29,Yes,Travel_Rarely,121,Sales,27,3,Marketing,1,283,2,Female,35,3,3,Sales Executive,4,Married,7639,24525,1,Y,No,22,4,4,80,3,10,3,2,10,4,1,9
+22,No,Travel_Rarely,1136,Research & Development,5,3,Life Sciences,1,284,4,Male,60,4,1,Research Scientist,2,Divorced,2328,12392,1,Y,Yes,16,3,1,80,1,4,2,2,4,2,2,2
+36,No,Travel_Frequently,635,Research & Development,18,1,Medical,1,286,2,Female,73,3,1,Laboratory Technician,4,Single,2153,7703,1,Y,No,13,3,1,80,0,8,2,3,8,1,1,7
+40,No,Non-Travel,1151,Research & Development,9,5,Life Sciences,1,287,4,Male,63,2,2,Healthcare Representative,4,Married,4876,14242,9,Y,No,14,3,4,80,1,5,5,1,3,2,0,2
+46,No,Travel_Rarely,644,Research & Development,1,4,Medical,1,288,4,Male,97,3,3,Healthcare Representative,1,Divorced,9396,12368,7,Y,No,16,3,3,80,1,17,3,3,4,2,0,3
+32,Yes,Travel_Rarely,1045,Sales,4,4,Medical,1,291,4,Male,32,1,3,Sales Executive,4,Married,10400,25812,1,Y,No,11,3,3,80,0,14,2,2,14,8,9,8
+30,No,Non-Travel,829,Research & Development,1,1,Life Sciences,1,292,3,Male,88,2,3,Manufacturing Director,3,Single,8474,20925,1,Y,No,22,4,3,80,0,12,2,3,11,8,5,8
+27,No,Travel_Frequently,1242,Sales,20,3,Life Sciences,1,293,4,Female,90,3,2,Sales Executive,3,Single,9981,12916,1,Y,No,14,3,4,80,0,7,2,3,7,7,0,7
+51,No,Travel_Rarely,1469,Research & Development,8,4,Life Sciences,1,296,2,Male,81,2,3,Research Director,2,Married,12490,15736,5,Y,No,16,3,4,80,2,16,5,1,10,9,4,7
+30,Yes,Travel_Rarely,1005,Research & Development,3,3,Technical Degree,1,297,4,Female,88,3,1,Research Scientist,1,Single,2657,8556,5,Y,Yes,11,3,3,80,0,8,5,3,5,2,0,4
+41,No,Travel_Rarely,896,Sales,6,3,Life Sciences,1,298,4,Female,75,3,3,Manager,4,Single,13591,14674,3,Y,Yes,18,3,3,80,0,16,3,3,1,0,0,0
+30,Yes,Travel_Frequently,334,Sales,26,4,Marketing,1,299,3,Female,52,2,2,Sales Executive,1,Single,6696,22967,5,Y,No,15,3,3,80,0,9,5,2,6,3,0,1
+29,Yes,Travel_Rarely,992,Research & Development,1,3,Technical Degree,1,300,3,Male,85,3,1,Research Scientist,3,Single,2058,19757,0,Y,No,14,3,4,80,0,7,1,2,6,2,1,5
+45,No,Non-Travel,1052,Sales,6,3,Medical,1,302,4,Female,57,2,3,Sales Executive,4,Single,8865,16840,6,Y,No,12,3,4,80,0,23,2,3,19,7,12,8
+54,No,Travel_Rarely,1147,Sales,3,3,Marketing,1,303,4,Female,52,3,2,Sales Executive,1,Married,5940,17011,2,Y,No,14,3,4,80,1,16,4,3,6,2,0,5
+36,No,Travel_Rarely,1396,Research & Development,5,2,Life Sciences,1,304,4,Male,62,3,2,Laboratory Technician,2,Single,5914,9945,8,Y,No,16,3,4,80,0,16,3,4,13,11,3,7
+33,No,Travel_Rarely,147,Research & Development,4,4,Medical,1,305,3,Female,47,2,1,Research Scientist,2,Married,2622,13248,6,Y,No,21,4,4,80,0,7,3,3,3,2,1,1
+37,No,Travel_Frequently,663,Research & Development,11,3,Other,1,306,2,Male,47,3,3,Research Director,4,Divorced,12185,10056,1,Y,Yes,14,3,3,80,3,10,1,3,10,8,0,7
+38,No,Travel_Rarely,119,Sales,3,3,Life Sciences,1,307,1,Male,76,3,3,Sales Executive,3,Divorced,10609,9647,0,Y,No,12,3,3,80,2,17,6,2,16,10,5,13
+31,No,Non-Travel,979,Research & Development,1,4,Medical,1,308,3,Male,90,1,2,Manufacturing Director,3,Married,4345,4381,0,Y,No,12,3,4,80,1,6,2,3,5,4,1,4
+59,No,Travel_Rarely,142,Research & Development,3,3,Life Sciences,1,309,3,Male,70,2,1,Research Scientist,4,Married,2177,8456,3,Y,No,17,3,1,80,1,7,6,3,1,0,0,0
+37,No,Travel_Frequently,319,Sales,4,4,Marketing,1,311,1,Male,41,3,1,Sales Representative,4,Divorced,2793,2539,4,Y,No,17,3,3,80,1,13,2,3,9,8,5,8
+29,No,Travel_Frequently,1413,Sales,1,1,Medical,1,312,2,Female,42,3,3,Sales Executive,4,Married,7918,6599,1,Y,No,14,3,4,80,1,11,5,3,11,10,4,1
+35,No,Travel_Frequently,944,Sales,1,3,Marketing,1,314,3,Female,92,3,3,Sales Executive,3,Single,8789,9096,1,Y,No,14,3,1,80,0,10,3,4,10,7,0,8
+29,Yes,Travel_Rarely,896,Research & Development,18,1,Medical,1,315,3,Male,86,2,1,Research Scientist,4,Single,2389,14961,1,Y,Yes,13,3,3,80,0,4,3,2,4,3,0,1
+52,No,Travel_Rarely,1323,Research & Development,2,3,Life Sciences,1,316,3,Female,89,2,1,Laboratory Technician,4,Single,3212,3300,7,Y,No,15,3,2,80,0,6,3,2,2,2,2,2
+42,No,Travel_Rarely,532,Research & Development,4,2,Technical Degree,1,319,3,Male,58,3,5,Manager,4,Married,19232,4933,1,Y,No,11,3,4,80,0,22,3,3,22,17,11,15
+59,No,Travel_Rarely,818,Human Resources,6,2,Medical,1,321,2,Male,52,3,1,Human Resources,3,Married,2267,25657,8,Y,No,17,3,4,80,0,7,2,2,2,2,2,2
+50,No,Travel_Rarely,854,Sales,1,4,Medical,1,323,4,Female,68,3,5,Manager,4,Divorced,19517,24118,3,Y,No,11,3,3,80,1,32,3,2,7,0,0,6
+33,Yes,Travel_Rarely,813,Research & Development,14,3,Medical,1,325,3,Male,58,3,1,Laboratory Technician,4,Married,2436,22149,5,Y,Yes,13,3,3,80,1,8,2,1,5,4,0,4
+43,No,Travel_Rarely,1034,Sales,16,3,Marketing,1,327,4,Female,80,3,4,Manager,4,Married,16064,7744,5,Y,Yes,22,4,3,80,1,22,3,3,17,13,1,9
+33,Yes,Travel_Rarely,465,Research & Development,2,2,Life Sciences,1,328,1,Female,39,3,1,Laboratory Technician,1,Married,2707,21509,7,Y,No,20,4,1,80,0,13,3,4,9,7,1,7
+52,No,Non-Travel,771,Sales,2,4,Life Sciences,1,329,1,Male,79,2,5,Manager,3,Single,19068,21030,1,Y,Yes,18,3,4,80,0,33,2,4,33,7,15,12
+32,No,Travel_Rarely,1401,Sales,4,2,Life Sciences,1,330,3,Female,56,3,1,Sales Representative,2,Married,3931,20990,2,Y,No,11,3,1,80,1,6,5,3,4,3,1,2
+32,Yes,Travel_Rarely,515,Research & Development,1,3,Life Sciences,1,331,4,Male,62,2,1,Laboratory Technician,3,Single,3730,9571,0,Y,Yes,14,3,4,80,0,4,2,1,3,2,1,2
+39,No,Travel_Rarely,1431,Research & Development,1,4,Medical,1,332,3,Female,96,3,1,Laboratory Technician,3,Divorced,2232,15417,7,Y,No,14,3,3,80,3,7,1,3,3,2,1,2
+32,No,Non-Travel,976,Sales,26,4,Marketing,1,333,3,Male,100,3,2,Sales Executive,4,Married,4465,12069,0,Y,No,18,3,1,80,0,4,2,3,3,2,2,2
+41,No,Travel_Rarely,1411,Research & Development,19,2,Life Sciences,1,334,3,Male,36,3,2,Research Scientist,1,Divorced,3072,19877,2,Y,No,16,3,1,80,2,17,2,2,1,0,0,0
+40,No,Travel_Rarely,1300,Research & Development,24,2,Technical Degree,1,335,1,Male,62,3,2,Research Scientist,4,Divorced,3319,24447,1,Y,No,17,3,1,80,2,9,3,3,9,8,4,7
+45,No,Travel_Rarely,252,Research & Development,1,3,Other,1,336,3,Male,70,4,5,Manager,4,Married,19202,15970,0,Y,No,11,3,3,80,1,25,2,3,24,0,1,7
+31,No,Travel_Frequently,1327,Research & Development,3,4,Medical,1,337,2,Male,73,3,3,Research Director,3,Divorced,13675,13523,9,Y,No,12,3,1,80,1,9,3,3,2,2,2,2
+33,No,Travel_Rarely,832,Research & Development,5,4,Life Sciences,1,338,3,Female,63,2,1,Research Scientist,4,Married,2911,14776,1,Y,No,13,3,3,80,1,2,2,2,2,2,0,2
+34,No,Travel_Rarely,470,Research & Development,2,4,Life Sciences,1,339,4,Male,84,2,2,Manufacturing Director,1,Married,5957,23687,6,Y,No,13,3,2,80,1,13,3,3,11,9,5,9
+37,No,Travel_Rarely,1017,Research & Development,1,2,Medical,1,340,3,Female,83,2,1,Research Scientist,1,Married,3920,18697,2,Y,No,14,3,1,80,1,17,2,2,3,1,0,2
+45,No,Travel_Frequently,1199,Research & Development,7,4,Life Sciences,1,341,1,Male,77,4,2,Manufacturing Director,3,Married,6434,5118,4,Y,No,17,3,4,80,1,9,1,3,3,2,0,2
+37,Yes,Travel_Frequently,504,Research & Development,10,3,Medical,1,342,1,Male,61,3,3,Manufacturing Director,3,Divorced,10048,22573,6,Y,No,11,3,2,80,2,17,5,3,1,0,0,0
+39,No,Travel_Frequently,505,Research & Development,2,4,Technical Degree,1,343,3,Female,64,3,3,Healthcare Representative,3,Single,10938,6420,0,Y,No,25,4,4,80,0,20,1,3,19,6,11,8
+29,No,Travel_Rarely,665,Research & Development,15,3,Life Sciences,1,346,3,Male,60,3,1,Research Scientist,4,Single,2340,22673,1,Y,No,19,3,1,80,0,6,1,3,6,5,1,5
+42,No,Travel_Rarely,916,Research & Development,17,2,Life Sciences,1,347,4,Female,82,4,2,Research Scientist,1,Single,6545,23016,3,Y,Yes,13,3,3,80,0,10,1,3,3,2,0,2
+29,No,Travel_Rarely,1247,Sales,20,2,Marketing,1,349,4,Male,45,3,2,Sales Executive,4,Divorced,6931,10732,2,Y,No,14,3,4,80,1,10,2,3,3,2,0,2
+25,No,Travel_Rarely,685,Research & Development,1,3,Life Sciences,1,350,1,Female,62,3,2,Manufacturing Director,3,Married,4898,7505,0,Y,No,12,3,4,80,2,5,3,3,4,2,1,2
+42,No,Travel_Rarely,269,Research & Development,2,3,Medical,1,351,4,Female,56,2,1,Laboratory Technician,1,Divorced,2593,8007,0,Y,Yes,11,3,3,80,1,10,4,3,9,6,7,8
+40,No,Travel_Rarely,1416,Research & Development,2,2,Medical,1,352,1,Male,49,3,5,Research Director,3,Divorced,19436,5949,0,Y,No,19,3,4,80,1,22,5,3,21,7,3,9
+51,No,Travel_Rarely,833,Research & Development,1,3,Life Sciences,1,353,3,Male,96,3,1,Research Scientist,4,Married,2723,23231,1,Y,No,11,3,2,80,0,1,0,2,1,0,0,0
+31,Yes,Travel_Frequently,307,Research & Development,29,2,Medical,1,355,3,Male,71,2,1,Laboratory Technician,2,Single,3479,11652,0,Y,No,11,3,2,80,0,6,2,4,5,4,1,4
+32,No,Travel_Frequently,1311,Research & Development,7,3,Life Sciences,1,359,2,Male,100,4,1,Laboratory Technician,2,Married,2794,26062,1,Y,No,20,4,3,80,0,5,3,1,5,1,0,3
+38,No,Non-Travel,1327,Sales,2,2,Life Sciences,1,361,4,Male,39,2,2,Sales Executive,4,Married,5249,19682,3,Y,No,18,3,4,80,1,13,0,3,8,7,7,5
+32,No,Travel_Rarely,128,Research & Development,2,1,Technical Degree,1,362,4,Male,84,2,2,Laboratory Technician,1,Single,2176,19737,4,Y,No,13,3,4,80,0,9,5,3,6,2,0,4
+46,No,Travel_Rarely,488,Sales,2,3,Technical Degree,1,363,3,Female,75,1,4,Manager,2,Married,16872,14977,3,Y,Yes,12,3,2,80,1,28,2,2,7,7,7,7
+28,Yes,Travel_Rarely,529,Research & Development,2,4,Life Sciences,1,364,1,Male,79,3,1,Laboratory Technician,3,Single,3485,14935,2,Y,No,11,3,3,80,0,5,5,1,0,0,0,0
+29,No,Travel_Rarely,1210,Sales,2,3,Medical,1,366,1,Male,78,2,2,Sales Executive,2,Married,6644,3687,2,Y,No,19,3,2,80,2,10,2,3,0,0,0,0
+31,No,Travel_Rarely,1463,Research & Development,23,3,Medical,1,367,2,Male,64,2,2,Healthcare Representative,4,Married,5582,14408,0,Y,No,21,4,2,80,1,10,2,3,9,0,7,8
+25,No,Non-Travel,675,Research & Development,5,2,Life Sciences,1,369,2,Male,85,4,2,Healthcare Representative,1,Divorced,4000,18384,1,Y,No,12,3,4,80,2,6,2,3,6,3,1,5
+45,No,Travel_Rarely,1385,Research & Development,20,2,Medical,1,372,3,Male,79,3,4,Healthcare Representative,4,Married,13496,7501,0,Y,Yes,14,3,2,80,0,21,2,3,20,7,4,10
+36,No,Travel_Rarely,1403,Research & Development,6,3,Life Sciences,1,373,4,Male,47,3,1,Laboratory Technician,4,Married,3210,20251,0,Y,No,11,3,3,80,1,16,4,3,15,13,10,11
+55,No,Travel_Rarely,452,Research & Development,1,3,Medical,1,374,4,Male,81,3,5,Manager,1,Single,19045,18938,0,Y,Yes,14,3,3,80,0,37,2,3,36,10,4,13
+47,Yes,Non-Travel,666,Research & Development,29,4,Life Sciences,1,376,1,Male,88,3,3,Manager,2,Married,11849,10268,1,Y,Yes,12,3,4,80,1,10,2,2,10,7,9,9
+28,No,Travel_Rarely,1158,Research & Development,9,3,Medical,1,377,4,Male,94,3,1,Research Scientist,4,Married,2070,2613,1,Y,No,23,4,4,80,1,5,3,2,5,2,0,4
+37,No,Travel_Rarely,228,Sales,6,4,Medical,1,378,3,Male,98,3,2,Sales Executive,4,Married,6502,22825,4,Y,No,14,3,2,80,1,7,5,4,5,4,0,1
+21,No,Travel_Rarely,996,Research & Development,3,2,Medical,1,379,4,Male,100,2,1,Research Scientist,3,Single,3230,10531,1,Y,No,17,3,1,80,0,3,4,4,3,2,1,0
+37,No,Non-Travel,728,Research & Development,1,4,Medical,1,380,1,Female,80,3,3,Research Director,4,Divorced,13603,11677,2,Y,Yes,18,3,1,80,2,15,2,3,5,2,0,2
+35,No,Travel_Rarely,1315,Research & Development,22,3,Life Sciences,1,381,2,Female,71,4,3,Manager,2,Divorced,11996,19100,7,Y,No,18,3,2,80,1,10,6,2,7,7,6,2
+38,No,Travel_Rarely,322,Sales,7,2,Medical,1,382,1,Female,44,4,2,Sales Executive,1,Divorced,5605,19191,1,Y,Yes,24,4,3,80,1,8,3,3,8,0,7,7
+26,No,Travel_Frequently,1479,Research & Development,1,3,Life Sciences,1,384,3,Female,84,3,2,Manufacturing Director,2,Divorced,6397,26767,1,Y,No,20,4,1,80,1,6,6,1,6,5,1,4
+50,No,Travel_Rarely,797,Research & Development,4,1,Life Sciences,1,385,1,Male,96,3,5,Research Director,2,Divorced,19144,15815,3,Y,No,14,3,1,80,2,28,4,2,10,4,1,6
+53,No,Travel_Rarely,1070,Research & Development,3,4,Medical,1,386,3,Male,45,3,4,Research Director,3,Married,17584,21016,3,Y,Yes,16,3,4,80,3,21,5,2,5,3,1,3
+42,No,Travel_Rarely,635,Sales,1,1,Life Sciences,1,387,2,Male,99,3,2,Sales Executive,3,Married,4907,24532,1,Y,No,25,4,3,80,0,20,3,3,20,16,11,6
+29,No,Travel_Frequently,442,Sales,2,2,Life Sciences,1,388,2,Male,44,3,2,Sales Executive,4,Single,4554,20260,1,Y,No,18,3,1,80,0,10,3,2,10,7,0,9
+55,No,Travel_Rarely,147,Research & Development,20,2,Technical Degree,1,389,2,Male,37,3,2,Laboratory Technician,4,Married,5415,15972,3,Y,Yes,19,3,4,80,1,12,4,3,10,7,0,8
+26,No,Travel_Frequently,496,Research & Development,11,2,Medical,1,390,1,Male,60,3,2,Healthcare Representative,1,Married,4741,22722,1,Y,Yes,13,3,3,80,1,5,3,3,5,3,3,3
+37,No,Travel_Rarely,1372,Research & Development,1,3,Life Sciences,1,391,4,Female,42,3,1,Research Scientist,4,Single,2115,15881,1,Y,No,12,3,2,80,0,17,3,3,17,12,5,7
+44,Yes,Travel_Frequently,920,Research & Development,24,3,Life Sciences,1,392,4,Male,43,3,1,Laboratory Technician,3,Divorced,3161,19920,3,Y,Yes,22,4,4,80,1,19,0,1,1,0,0,0
+38,No,Travel_Rarely,688,Research & Development,23,4,Life Sciences,1,393,4,Male,82,3,2,Healthcare Representative,4,Divorced,5745,18899,9,Y,No,14,3,2,80,1,10,2,3,2,2,1,2
+26,Yes,Travel_Rarely,1449,Research & Development,16,4,Medical,1,394,1,Male,45,3,1,Laboratory Technician,2,Divorced,2373,14180,2,Y,Yes,13,3,4,80,1,5,2,3,3,2,0,2
+28,No,Travel_Rarely,1117,Research & Development,8,2,Life Sciences,1,395,4,Female,66,3,1,Research Scientist,4,Single,3310,4488,1,Y,No,21,4,4,80,0,5,3,3,5,3,0,2
+49,No,Travel_Frequently,636,Research & Development,10,4,Life Sciences,1,396,3,Female,35,3,5,Research Director,1,Single,18665,25594,9,Y,Yes,11,3,4,80,0,22,4,3,3,2,1,2
+36,No,Travel_Rarely,506,Research & Development,3,3,Technical Degree,1,397,3,Male,30,3,2,Research Scientist,2,Single,4485,26285,4,Y,No,12,3,4,80,0,10,2,3,8,0,7,7
+31,No,Travel_Frequently,444,Sales,5,3,Marketing,1,399,4,Female,84,3,1,Sales Representative,2,Divorced,2789,3909,1,Y,No,11,3,3,80,1,2,5,2,2,2,2,2
+26,Yes,Travel_Rarely,950,Sales,4,4,Marketing,1,401,4,Male,48,2,2,Sales Executive,4,Single,5828,8450,1,Y,Yes,12,3,2,80,0,8,0,3,8,7,7,4
+37,No,Travel_Frequently,889,Research & Development,9,3,Medical,1,403,2,Male,53,3,1,Research Scientist,4,Married,2326,11411,1,Y,Yes,12,3,3,80,3,4,3,2,4,2,1,2
+42,No,Travel_Frequently,555,Sales,26,3,Marketing,1,404,3,Female,77,3,4,Sales Executive,2,Married,13525,14864,5,Y,No,14,3,4,80,1,23,2,4,20,4,4,8
+18,Yes,Travel_Rarely,230,Research & Development,3,3,Life Sciences,1,405,3,Male,54,3,1,Laboratory Technician,3,Single,1420,25233,1,Y,No,13,3,3,80,0,0,2,3,0,0,0,0
+35,No,Travel_Rarely,1232,Sales,16,3,Marketing,1,406,3,Male,96,3,3,Sales Executive,2,Married,8020,5100,0,Y,No,15,3,3,80,2,12,3,2,11,9,6,9
+36,No,Travel_Frequently,566,Research & Development,18,4,Life Sciences,1,407,3,Male,81,4,1,Laboratory Technician,4,Married,3688,7122,4,Y,No,18,3,4,80,2,4,2,3,1,0,0,0
+51,No,Travel_Rarely,1302,Research & Development,2,3,Medical,1,408,4,Male,84,1,2,Manufacturing Director,2,Divorced,5482,16321,5,Y,No,18,3,4,80,1,13,3,3,4,1,1,2
+41,No,Travel_Rarely,334,Sales,2,4,Life Sciences,1,410,4,Male,88,3,4,Manager,2,Single,16015,15896,1,Y,No,19,3,2,80,0,22,2,3,22,10,0,4
+18,No,Travel_Rarely,812,Sales,10,3,Medical,1,411,4,Female,69,2,1,Sales Representative,3,Single,1200,9724,1,Y,No,12,3,1,80,0,0,2,3,0,0,0,0
+28,No,Travel_Rarely,1476,Research & Development,16,2,Medical,1,412,2,Male,68,4,2,Healthcare Representative,1,Single,5661,4824,0,Y,No,19,3,3,80,0,9,2,3,8,3,0,7
+31,No,Travel_Rarely,218,Sales,7,3,Technical Degree,1,416,2,Male,100,4,2,Sales Executive,4,Married,6929,12241,4,Y,No,11,3,2,80,1,10,3,2,8,7,7,7
+39,No,Travel_Rarely,1132,Research & Development,1,3,Medical,1,417,3,Male,48,4,3,Healthcare Representative,4,Divorced,9613,10942,0,Y,No,17,3,1,80,3,19,5,2,18,10,3,7
+36,No,Non-Travel,1105,Research & Development,24,4,Life Sciences,1,419,2,Female,47,3,2,Laboratory Technician,2,Married,5674,6927,7,Y,No,15,3,3,80,1,11,3,3,9,8,0,8
+32,No,Travel_Rarely,906,Sales,7,3,Life Sciences,1,420,4,Male,91,2,2,Sales Executive,3,Married,5484,16985,1,Y,No,14,3,3,80,1,13,3,2,13,8,4,8
+38,No,Travel_Rarely,849,Research & Development,25,2,Life Sciences,1,421,1,Female,81,2,3,Research Director,2,Married,12061,26707,3,Y,No,17,3,3,80,1,19,2,3,10,8,0,1
+58,No,Non-Travel,390,Research & Development,1,4,Life Sciences,1,422,4,Male,32,1,2,Healthcare Representative,3,Divorced,5660,17056,2,Y,Yes,13,3,4,80,1,12,2,3,5,3,1,2
+31,No,Travel_Rarely,691,Research & Development,5,4,Technical Degree,1,423,3,Male,86,3,1,Research Scientist,4,Married,4821,10077,0,Y,Yes,12,3,3,80,1,6,4,3,5,2,0,3
+31,No,Travel_Rarely,106,Human Resources,2,3,Human Resources,1,424,1,Male,62,2,2,Human Resources,1,Married,6410,17822,3,Y,No,12,3,4,80,0,9,1,3,2,2,1,0
+45,No,Travel_Frequently,1249,Research & Development,7,3,Life Sciences,1,425,1,Male,97,3,3,Laboratory Technician,1,Divorced,5210,20308,1,Y,No,18,3,1,80,1,24,2,3,24,9,9,11
+31,No,Travel_Rarely,192,Research & Development,2,4,Life Sciences,1,426,3,Male,32,3,1,Research Scientist,4,Divorced,2695,7747,0,Y,Yes,18,3,2,80,1,3,2,1,2,2,2,2
+33,No,Travel_Frequently,553,Research & Development,5,4,Life Sciences,1,428,4,Female,74,3,3,Manager,2,Married,11878,23364,6,Y,No,11,3,2,80,2,12,2,3,10,6,8,8
+39,No,Travel_Rarely,117,Research & Development,10,1,Medical,1,429,3,Male,99,3,4,Manager,1,Married,17068,5355,1,Y,Yes,14,3,4,80,0,21,3,3,21,9,11,10
+43,No,Travel_Frequently,185,Research & Development,10,4,Life Sciences,1,430,3,Female,33,3,1,Laboratory Technician,4,Single,2455,10675,0,Y,No,19,3,1,80,0,9,5,3,8,7,1,7
+49,No,Travel_Rarely,1091,Research & Development,1,2,Technical Degree,1,431,3,Female,90,2,4,Healthcare Representative,3,Single,13964,17810,7,Y,Yes,12,3,4,80,0,25,2,3,7,1,0,7
+52,Yes,Travel_Rarely,723,Research & Development,8,4,Medical,1,433,3,Male,85,2,2,Research Scientist,2,Married,4941,17747,2,Y,No,15,3,1,80,0,11,3,2,8,2,7,7
+27,No,Travel_Rarely,1220,Research & Development,5,3,Life Sciences,1,434,3,Female,85,3,1,Research Scientist,2,Single,2478,20938,1,Y,Yes,12,3,2,80,0,4,2,2,4,3,1,2
+32,No,Travel_Rarely,588,Sales,8,2,Technical Degree,1,436,3,Female,65,2,2,Sales Executive,2,Married,5228,24624,1,Y,Yes,11,3,4,80,0,13,2,3,13,12,11,9
+27,No,Travel_Rarely,1377,Sales,2,3,Life Sciences,1,437,4,Male,74,3,2,Sales Executive,3,Single,4478,5242,1,Y,Yes,11,3,1,80,0,5,3,3,5,4,0,4
+31,No,Travel_Rarely,691,Sales,7,3,Marketing,1,438,4,Male,73,3,2,Sales Executive,4,Divorced,7547,7143,4,Y,No,12,3,4,80,3,13,3,3,7,7,1,7
+32,No,Travel_Rarely,1018,Research & Development,2,4,Medical,1,439,1,Female,74,4,2,Research Scientist,4,Single,5055,10557,7,Y,No,16,3,3,80,0,10,0,2,7,7,0,7
+28,Yes,Travel_Rarely,1157,Research & Development,2,4,Medical,1,440,1,Male,84,1,1,Research Scientist,4,Married,3464,24737,5,Y,Yes,13,3,4,80,0,5,4,2,3,2,2,2
+30,No,Travel_Rarely,1275,Research & Development,28,2,Medical,1,441,4,Female,64,3,2,Research Scientist,4,Married,5775,11934,1,Y,No,13,3,4,80,2,11,2,3,10,8,1,9
+31,No,Travel_Frequently,798,Research & Development,7,2,Life Sciences,1,442,3,Female,48,2,3,Manufacturing Director,3,Married,8943,14034,1,Y,No,24,4,1,80,1,10,2,3,10,9,8,9
+39,No,Travel_Frequently,672,Research & Development,7,2,Medical,1,444,3,Male,54,2,5,Manager,4,Married,19272,21141,1,Y,No,15,3,1,80,1,21,2,3,21,9,13,3
+39,Yes,Travel_Rarely,1162,Sales,3,2,Medical,1,445,4,Female,41,3,2,Sales Executive,3,Married,5238,17778,4,Y,Yes,18,3,1,80,0,12,3,2,1,0,0,0
+33,No,Travel_Frequently,508,Sales,10,3,Marketing,1,446,2,Male,46,2,2,Sales Executive,4,Single,4682,4317,3,Y,No,14,3,3,80,0,9,6,2,7,7,0,1
+47,No,Travel_Rarely,1482,Research & Development,5,5,Life Sciences,1,447,4,Male,42,3,5,Research Director,3,Married,18300,16375,4,Y,No,11,3,2,80,1,21,2,3,3,2,1,1
+43,No,Travel_Frequently,559,Research & Development,10,4,Life Sciences,1,448,3,Female,82,2,2,Laboratory Technician,3,Divorced,5257,6227,1,Y,No,11,3,2,80,1,9,3,4,9,7,0,0
+27,No,Non-Travel,210,Sales,1,1,Marketing,1,449,3,Male,73,3,2,Sales Executive,2,Married,6349,22107,0,Y,Yes,13,3,4,80,1,6,0,3,5,4,1,4
+54,No,Travel_Frequently,928,Research & Development,20,4,Life Sciences,1,450,4,Female,31,3,2,Research Scientist,3,Single,4869,16885,3,Y,No,12,3,4,80,0,20,4,2,4,3,0,3
+43,No,Travel_Rarely,1001,Research & Development,7,3,Life Sciences,1,451,3,Female,43,3,3,Healthcare Representative,1,Married,9985,9262,8,Y,No,16,3,1,80,1,10,1,2,1,0,0,0
+45,No,Travel_Rarely,549,Research & Development,8,4,Other,1,452,4,Male,75,3,2,Research Scientist,4,Married,3697,9278,9,Y,No,14,3,1,80,2,12,3,3,10,9,9,8
+40,No,Travel_Rarely,1124,Sales,1,2,Medical,1,453,2,Male,57,1,2,Sales Executive,4,Married,7457,13273,2,Y,Yes,22,4,3,80,3,6,2,2,4,3,0,2
+29,Yes,Travel_Rarely,318,Research & Development,8,4,Other,1,454,2,Male,77,1,1,Laboratory Technician,1,Married,2119,4759,1,Y,Yes,11,3,4,80,0,7,4,2,7,7,0,7
+29,No,Travel_Rarely,738,Research & Development,9,5,Other,1,455,2,Male,30,2,1,Laboratory Technician,4,Single,3983,7621,0,Y,No,17,3,3,80,0,4,2,3,3,2,2,2
+30,No,Travel_Rarely,570,Sales,5,3,Marketing,1,456,4,Female,30,2,2,Sales Executive,3,Divorced,6118,5431,1,Y,No,13,3,3,80,3,10,2,3,10,9,1,2
+27,No,Travel_Rarely,1130,Sales,8,4,Marketing,1,458,2,Female,56,3,2,Sales Executive,2,Married,6214,3415,1,Y,No,18,3,1,80,1,8,3,3,8,7,0,7
+37,No,Travel_Rarely,1192,Research & Development,5,2,Medical,1,460,4,Male,61,3,2,Manufacturing Director,4,Divorced,6347,23177,7,Y,No,16,3,3,80,2,8,2,2,6,2,0,4
+38,No,Travel_Rarely,343,Research & Development,15,2,Life Sciences,1,461,3,Male,92,2,3,Research Director,4,Divorced,11510,15682,0,Y,Yes,14,3,2,80,1,12,3,3,11,10,2,9
+31,No,Travel_Rarely,1232,Research & Development,7,4,Medical,1,462,3,Female,39,3,3,Manufacturing Director,4,Single,7143,25713,1,Y,Yes,14,3,3,80,0,11,2,2,11,9,4,10
+29,No,Travel_Rarely,144,Sales,10,1,Marketing,1,463,4,Female,39,2,2,Sales Executive,2,Divorced,8268,11866,1,Y,Yes,14,3,1,80,2,7,2,3,7,7,1,7
+35,No,Travel_Rarely,1296,Research & Development,5,4,Technical Degree,1,464,3,Male,62,3,3,Manufacturing Director,2,Single,8095,18264,0,Y,No,13,3,4,80,0,17,5,3,16,6,0,13
+23,No,Travel_Rarely,1309,Research & Development,26,1,Life Sciences,1,465,3,Male,83,3,1,Research Scientist,4,Divorced,2904,16092,1,Y,No,12,3,3,80,2,4,2,2,4,2,0,2
+41,No,Travel_Rarely,483,Research & Development,6,3,Medical,1,466,4,Male,95,2,2,Manufacturing Director,2,Single,6032,10110,6,Y,Yes,15,3,4,80,0,8,3,3,5,4,1,2
+47,No,Travel_Frequently,1309,Sales,4,1,Medical,1,467,2,Male,99,3,2,Sales Representative,3,Single,2976,25751,3,Y,No,19,3,1,80,0,5,3,3,0,0,0,0
+42,No,Travel_Rarely,810,Research & Development,23,5,Life Sciences,1,468,1,Female,44,3,4,Research Director,4,Single,15992,15901,2,Y,No,14,3,2,80,0,16,2,3,1,0,0,0
+29,No,Non-Travel,746,Sales,2,3,Life Sciences,1,469,4,Male,61,3,2,Sales Executive,3,Married,4649,16928,1,Y,No,14,3,1,80,1,4,3,2,4,3,0,2
+42,No,Travel_Rarely,544,Human Resources,2,1,Technical Degree,1,470,3,Male,52,3,1,Human Resources,3,Divorced,2696,24017,0,Y,Yes,11,3,3,80,1,4,5,3,3,2,1,0
+32,No,Travel_Rarely,1062,Research & Development,2,3,Medical,1,471,3,Female,75,3,1,Laboratory Technician,2,Married,2370,3956,1,Y,No,13,3,3,80,1,8,4,3,8,0,0,7
+48,No,Travel_Rarely,530,Sales,29,1,Medical,1,473,1,Female,91,3,3,Manager,3,Married,12504,23978,3,Y,No,21,4,2,80,1,15,3,1,0,0,0,0
+37,No,Travel_Rarely,1319,Research & Development,6,3,Medical,1,474,3,Male,51,4,2,Research Scientist,1,Divorced,5974,17001,4,Y,Yes,13,3,1,80,2,13,2,3,7,7,6,7
+30,No,Non-Travel,641,Sales,25,2,Technical Degree,1,475,4,Female,85,3,2,Sales Executive,3,Married,4736,6069,7,Y,Yes,12,3,2,80,1,4,2,4,2,2,2,2
+26,No,Travel_Rarely,933,Sales,1,3,Life Sciences,1,476,3,Male,57,3,2,Sales Executive,3,Married,5296,20156,1,Y,No,17,3,2,80,1,8,3,3,8,7,7,7
+42,No,Travel_Rarely,1332,Research & Development,2,4,Other,1,477,1,Male,98,2,2,Healthcare Representative,4,Single,6781,17078,3,Y,No,23,4,2,80,0,14,6,3,1,0,0,0
+21,Yes,Travel_Frequently,756,Sales,1,1,Technical Degree,1,478,1,Female,99,2,1,Sales Representative,2,Single,2174,9150,1,Y,Yes,11,3,3,80,0,3,3,3,3,2,1,2
+36,No,Non-Travel,845,Sales,1,5,Medical,1,479,4,Female,45,3,2,Sales Executive,4,Single,6653,15276,4,Y,No,15,3,2,80,0,7,6,3,1,0,0,0
+36,No,Travel_Frequently,541,Sales,3,4,Medical,1,481,1,Male,48,2,3,Sales Executive,4,Married,9699,7246,4,Y,No,11,3,1,80,1,16,2,3,13,9,1,12
+57,No,Travel_Rarely,593,Research & Development,1,4,Medical,1,482,4,Male,88,3,2,Healthcare Representative,3,Married,6755,2967,2,Y,No,11,3,3,80,0,15,2,3,3,2,1,2
+40,No,Travel_Rarely,1171,Research & Development,10,4,Life Sciences,1,483,4,Female,46,4,1,Laboratory Technician,3,Married,2213,22495,3,Y,Yes,13,3,3,80,1,10,3,3,7,7,1,7
+21,No,Non-Travel,895,Sales,9,2,Medical,1,484,1,Male,39,3,1,Sales Representative,4,Single,2610,2851,1,Y,No,24,4,3,80,0,3,3,2,3,2,2,2
+33,Yes,Travel_Rarely,350,Sales,5,3,Marketing,1,485,4,Female,34,3,1,Sales Representative,3,Single,2851,9150,1,Y,Yes,13,3,2,80,0,1,2,3,1,0,0,0
+37,No,Travel_Rarely,921,Research & Development,10,3,Medical,1,486,3,Female,98,3,1,Laboratory Technician,1,Married,3452,17663,6,Y,No,20,4,2,80,1,17,3,3,5,4,0,3
+46,No,Non-Travel,1144,Research & Development,7,4,Medical,1,487,3,Female,30,3,2,Manufacturing Director,3,Married,5258,16044,2,Y,No,14,3,3,80,0,7,2,4,1,0,0,0
+41,Yes,Travel_Frequently,143,Sales,4,3,Marketing,1,488,1,Male,56,3,2,Sales Executive,2,Single,9355,9558,1,Y,No,18,3,3,80,0,8,5,3,8,7,7,7
+50,No,Travel_Rarely,1046,Research & Development,10,3,Technical Degree,1,491,4,Male,100,2,3,Healthcare Representative,4,Single,10496,2755,6,Y,No,15,3,4,80,0,20,2,3,4,3,1,3
+40,Yes,Travel_Rarely,575,Sales,22,2,Marketing,1,492,3,Male,68,2,2,Sales Executive,3,Married,6380,6110,2,Y,Yes,12,3,1,80,2,8,6,3,6,4,1,0
+31,No,Travel_Rarely,408,Research & Development,9,4,Life Sciences,1,493,3,Male,42,2,1,Research Scientist,2,Single,2657,7551,0,Y,Yes,16,3,4,80,0,3,5,3,2,2,2,2
+21,Yes,Travel_Rarely,156,Sales,12,3,Life Sciences,1,494,3,Female,90,4,1,Sales Representative,2,Single,2716,25422,1,Y,No,15,3,4,80,0,1,0,3,1,0,0,0
+29,No,Travel_Rarely,1283,Research & Development,23,3,Life Sciences,1,495,4,Male,54,3,1,Research Scientist,4,Single,2201,18168,9,Y,No,16,3,4,80,0,6,4,3,3,2,1,2
+35,No,Travel_Rarely,755,Research & Development,9,4,Life Sciences,1,496,3,Male,97,2,2,Healthcare Representative,2,Single,6540,19394,9,Y,No,19,3,3,80,0,10,5,3,1,1,0,0
+27,No,Travel_Rarely,1469,Research & Development,1,2,Medical,1,497,4,Male,82,3,1,Laboratory Technician,2,Divorced,3816,17881,1,Y,No,11,3,2,80,1,5,2,3,5,2,0,4
+28,No,Travel_Rarely,304,Sales,9,4,Life Sciences,1,498,2,Male,92,3,2,Sales Executive,4,Single,5253,20750,1,Y,No,16,3,4,80,0,7,1,3,7,5,0,7
+49,No,Travel_Rarely,1261,Research & Development,7,3,Other,1,499,2,Male,31,2,3,Healthcare Representative,3,Single,10965,12066,8,Y,No,24,4,3,80,0,26,2,3,5,2,0,0
+51,No,Travel_Rarely,1178,Sales,14,2,Life Sciences,1,500,3,Female,87,3,2,Sales Executive,4,Married,4936,14862,4,Y,No,11,3,3,80,1,18,2,2,7,7,0,7
+36,No,Travel_Rarely,329,Research & Development,2,3,Life Sciences,1,501,4,Female,96,3,1,Research Scientist,3,Married,2543,11868,4,Y,No,13,3,2,80,1,6,3,3,2,2,2,2
+34,Yes,Non-Travel,1362,Sales,19,3,Marketing,1,502,1,Male,67,4,2,Sales Executive,4,Single,5304,4652,8,Y,Yes,13,3,2,80,0,9,3,2,5,2,0,4
+55,No,Travel_Rarely,1311,Research & Development,2,3,Life Sciences,1,505,3,Female,97,3,4,Manager,4,Single,16659,23258,2,Y,Yes,13,3,3,80,0,30,2,3,5,4,1,2
+24,No,Travel_Rarely,1371,Sales,10,4,Marketing,1,507,4,Female,77,3,2,Sales Executive,3,Divorced,4260,5915,1,Y,Yes,12,3,4,80,1,5,2,4,5,2,0,3
+30,No,Travel_Rarely,202,Sales,2,1,Technical Degree,1,508,3,Male,72,3,1,Sales Representative,2,Married,2476,17434,1,Y,No,18,3,1,80,1,1,3,3,1,0,0,0
+26,Yes,Travel_Frequently,575,Research & Development,3,1,Technical Degree,1,510,3,Male,73,3,1,Research Scientist,1,Single,3102,6582,0,Y,No,22,4,3,80,0,7,2,3,6,4,0,4
+22,No,Travel_Rarely,253,Research & Development,11,3,Medical,1,511,1,Female,43,3,1,Research Scientist,2,Married,2244,24440,1,Y,No,13,3,4,80,1,2,1,3,2,1,1,2
+36,No,Travel_Rarely,164,Sales,2,2,Medical,1,513,2,Male,61,2,3,Sales Executive,3,Married,7596,3809,1,Y,No,13,3,2,80,2,10,2,3,10,9,9,0
+30,Yes,Travel_Frequently,464,Research & Development,4,3,Technical Degree,1,514,3,Male,40,3,1,Research Scientist,4,Single,2285,3427,9,Y,Yes,23,4,3,80,0,3,4,3,1,0,0,0
+37,No,Travel_Rarely,1107,Research & Development,14,3,Life Sciences,1,515,4,Female,95,3,1,Laboratory Technician,1,Divorced,3034,26914,1,Y,No,12,3,3,80,1,18,2,2,18,7,12,17
+40,No,Travel_Rarely,759,Sales,2,2,Marketing,1,516,4,Female,46,3,2,Sales Executive,2,Divorced,5715,22553,7,Y,No,12,3,3,80,2,8,5,3,5,4,1,3
+42,No,Travel_Rarely,201,Research & Development,1,4,Life Sciences,1,517,2,Female,95,3,1,Laboratory Technician,1,Divorced,2576,20490,3,Y,No,16,3,2,80,1,8,5,3,5,2,1,2
+37,No,Travel_Rarely,1305,Research & Development,10,4,Life Sciences,1,518,3,Male,49,3,2,Manufacturing Director,2,Single,4197,21123,2,Y,Yes,12,3,4,80,0,18,2,2,1,0,0,1
+43,No,Travel_Rarely,982,Research & Development,12,3,Life Sciences,1,520,1,Male,59,2,4,Research Director,2,Divorced,14336,4345,1,Y,No,11,3,3,80,1,25,3,3,25,10,3,9
+40,No,Travel_Rarely,555,Research & Development,2,3,Medical,1,521,2,Female,78,2,2,Laboratory Technician,3,Married,3448,13436,6,Y,No,22,4,2,80,1,20,3,3,1,0,0,0
+54,No,Travel_Rarely,821,Research & Development,5,2,Medical,1,522,1,Male,86,3,5,Research Director,1,Married,19406,8509,4,Y,No,11,3,3,80,1,24,4,2,4,2,1,2
+34,No,Non-Travel,1381,Sales,4,4,Marketing,1,523,3,Female,72,3,2,Sales Executive,3,Married,6538,12740,9,Y,No,15,3,1,80,1,6,3,3,3,2,1,2
+31,No,Travel_Rarely,480,Research & Development,7,2,Medical,1,524,2,Female,31,3,2,Manufacturing Director,1,Married,4306,4156,1,Y,No,12,3,2,80,1,13,5,1,13,10,3,12
+43,No,Travel_Frequently,313,Research & Development,21,3,Medical,1,525,4,Male,61,3,1,Laboratory Technician,4,Married,2258,15238,7,Y,No,20,4,1,80,1,8,1,3,3,2,1,2
+43,No,Travel_Rarely,1473,Research & Development,8,4,Other,1,526,3,Female,74,3,2,Healthcare Representative,3,Divorced,4522,2227,4,Y,Yes,14,3,4,80,0,8,3,3,5,2,0,2
+25,No,Travel_Rarely,891,Sales,4,2,Life Sciences,1,527,2,Female,99,2,2,Sales Executive,4,Single,4487,12090,1,Y,Yes,11,3,2,80,0,5,3,3,5,4,1,3
+37,No,Non-Travel,1063,Research & Development,25,5,Medical,1,529,2,Female,72,3,2,Research Scientist,3,Married,4449,23866,3,Y,Yes,15,3,1,80,2,15,2,3,13,11,10,7
+31,No,Travel_Rarely,329,Research & Development,1,2,Life Sciences,1,530,4,Male,98,2,1,Laboratory Technician,1,Married,2218,16193,1,Y,No,12,3,3,80,1,4,3,3,4,2,3,2
+39,No,Travel_Frequently,1218,Research & Development,1,1,Life Sciences,1,531,2,Male,52,3,5,Manager,3,Divorced,19197,8213,1,Y,Yes,14,3,3,80,1,21,3,3,21,8,1,6
+56,No,Travel_Frequently,906,Sales,6,3,Life Sciences,1,532,3,Female,86,4,4,Sales Executive,1,Married,13212,18256,9,Y,No,11,3,4,80,3,36,0,2,7,7,7,7
+30,No,Travel_Rarely,1082,Sales,12,3,Technical Degree,1,533,2,Female,83,3,2,Sales Executive,3,Single,6577,19558,0,Y,No,11,3,2,80,0,6,6,3,5,4,4,4
+41,No,Travel_Rarely,645,Sales,1,3,Marketing,1,534,2,Male,49,4,3,Sales Executive,1,Married,8392,19566,1,Y,No,16,3,3,80,1,10,2,3,10,7,0,7
+28,No,Travel_Rarely,1300,Research & Development,17,2,Medical,1,536,3,Male,79,3,2,Laboratory Technician,1,Divorced,4558,13535,1,Y,No,12,3,4,80,1,10,2,3,10,0,1,8
+25,Yes,Travel_Rarely,688,Research & Development,3,3,Medical,1,538,1,Male,91,3,1,Laboratory Technician,1,Married,4031,9396,5,Y,No,13,3,3,80,1,6,5,3,2,2,0,2
+52,No,Travel_Rarely,319,Research & Development,3,3,Medical,1,543,4,Male,39,2,3,Manufacturing Director,3,Married,7969,19609,2,Y,Yes,14,3,3,80,0,28,4,3,5,4,0,4
+45,No,Travel_Rarely,192,Research & Development,10,2,Life Sciences,1,544,1,Male,69,3,1,Research Scientist,4,Married,2654,9655,3,Y,No,21,4,4,80,2,8,3,2,2,2,0,2
+52,No,Travel_Rarely,1490,Research & Development,4,2,Life Sciences,1,546,4,Female,30,3,4,Manager,4,Married,16555,10310,2,Y,No,13,3,4,80,0,31,2,1,5,2,1,4
+42,No,Travel_Frequently,532,Research & Development,29,2,Life Sciences,1,547,1,Female,92,3,2,Research Scientist,3,Divorced,4556,12932,2,Y,No,11,3,2,80,1,19,3,3,5,4,0,2
+30,No,Travel_Rarely,317,Research & Development,2,3,Life Sciences,1,548,3,Female,43,1,2,Manufacturing Director,4,Single,6091,24793,2,Y,No,20,4,3,80,0,11,2,3,5,4,0,2
+60,No,Travel_Rarely,422,Research & Development,7,3,Life Sciences,1,549,1,Female,41,3,5,Manager,1,Married,19566,3854,5,Y,No,11,3,4,80,0,33,5,1,29,8,11,10
+46,No,Travel_Rarely,1485,Research & Development,18,3,Medical,1,550,3,Female,87,3,2,Manufacturing Director,3,Divorced,4810,26314,2,Y,No,14,3,3,80,1,19,5,2,10,7,0,8
+42,No,Travel_Frequently,1368,Research & Development,28,4,Technical Degree,1,551,4,Female,88,2,2,Healthcare Representative,4,Married,4523,4386,0,Y,No,11,3,4,80,3,7,4,4,6,5,0,4
+24,Yes,Travel_Rarely,1448,Sales,1,1,Technical Degree,1,554,1,Female,62,3,1,Sales Representative,2,Single,3202,21972,1,Y,Yes,16,3,2,80,0,6,4,3,5,3,1,4
+34,Yes,Travel_Frequently,296,Sales,6,2,Marketing,1,555,4,Female,33,1,1,Sales Representative,3,Divorced,2351,12253,0,Y,No,16,3,4,80,1,3,3,2,2,2,1,0
+38,No,Travel_Frequently,1490,Research & Development,2,2,Life Sciences,1,556,4,Male,42,3,1,Laboratory Technician,4,Married,1702,12106,1,Y,Yes,23,4,3,80,1,1,3,3,1,0,0,0
+40,No,Travel_Rarely,1398,Sales,2,4,Life Sciences,1,558,3,Female,79,3,5,Manager,3,Married,18041,13022,0,Y,No,14,3,4,80,0,21,2,3,20,15,1,12
+26,No,Travel_Rarely,1349,Research & Development,23,3,Life Sciences,1,560,1,Female,90,3,1,Research Scientist,4,Divorced,2886,3032,1,Y,No,22,4,2,80,2,3,3,1,3,2,0,2
+30,No,Non-Travel,1400,Research & Development,3,3,Life Sciences,1,562,3,Male,53,3,1,Laboratory Technician,4,Married,2097,16734,4,Y,No,15,3,3,80,1,9,3,1,5,3,1,4
+29,No,Travel_Rarely,986,Research & Development,3,4,Medical,1,564,2,Male,93,2,3,Research Director,3,Married,11935,21526,1,Y,No,18,3,3,80,0,10,2,3,10,2,0,7
+29,Yes,Travel_Rarely,408,Research & Development,25,5,Technical Degree,1,565,3,Female,71,2,1,Research Scientist,2,Married,2546,18300,5,Y,No,16,3,2,80,0,6,2,4,2,2,1,1
+19,Yes,Travel_Rarely,489,Human Resources,2,2,Technical Degree,1,566,1,Male,52,2,1,Human Resources,4,Single,2564,18437,1,Y,No,12,3,3,80,0,1,3,4,1,0,0,0
+30,No,Non-Travel,1398,Sales,22,4,Other,1,567,3,Female,69,3,3,Sales Executive,1,Married,8412,2890,0,Y,No,11,3,3,80,0,10,3,3,9,8,7,8
+57,No,Travel_Rarely,210,Sales,29,3,Marketing,1,568,1,Male,56,2,4,Manager,4,Divorced,14118,22102,3,Y,No,12,3,3,80,1,32,3,2,1,0,0,0
+50,No,Travel_Rarely,1099,Research & Development,29,4,Life Sciences,1,569,2,Male,88,2,4,Manager,3,Married,17046,9314,0,Y,No,15,3,2,80,1,28,2,3,27,10,15,7
+30,No,Non-Travel,1116,Research & Development,2,3,Medical,1,571,3,Female,49,3,1,Laboratory Technician,4,Single,2564,7181,0,Y,No,14,3,3,80,0,12,2,2,11,7,6,7
+60,No,Travel_Frequently,1499,Sales,28,3,Marketing,1,573,3,Female,80,2,3,Sales Executive,1,Married,10266,2845,4,Y,No,19,3,4,80,0,22,5,4,18,13,13,11
+47,No,Travel_Rarely,983,Research & Development,2,2,Medical,1,574,1,Female,65,3,2,Manufacturing Director,4,Divorced,5070,7389,5,Y,No,13,3,3,80,3,20,2,3,5,0,0,4
+46,No,Travel_Rarely,1009,Research & Development,2,3,Life Sciences,1,575,1,Male,51,3,4,Research Director,3,Married,17861,2288,6,Y,No,13,3,3,80,0,26,2,1,3,2,0,1
+35,No,Travel_Rarely,144,Research & Development,22,3,Life Sciences,1,577,4,Male,46,1,1,Laboratory Technician,3,Single,4230,19225,0,Y,No,15,3,3,80,0,6,2,3,5,4,4,3
+54,No,Travel_Rarely,548,Research & Development,8,4,Life Sciences,1,578,3,Female,42,3,2,Laboratory Technician,3,Single,3780,23428,7,Y,No,11,3,3,80,0,19,3,3,1,0,0,0
+34,No,Travel_Rarely,1303,Research & Development,2,4,Life Sciences,1,579,4,Male,62,2,1,Research Scientist,3,Divorced,2768,8416,3,Y,No,12,3,3,80,1,14,3,3,7,3,5,7
+46,No,Travel_Rarely,1125,Sales,10,3,Marketing,1,580,3,Female,94,2,3,Sales Executive,4,Married,9071,11563,2,Y,Yes,19,3,3,80,1,15,3,3,3,2,1,2
+31,No,Travel_Rarely,1274,Research & Development,9,1,Life Sciences,1,581,3,Male,33,3,3,Manufacturing Director,2,Divorced,10648,14394,1,Y,No,25,4,4,80,1,13,6,4,13,8,0,8
+33,Yes,Travel_Rarely,1277,Research & Development,15,1,Medical,1,582,2,Male,56,3,3,Manager,3,Married,13610,24619,7,Y,Yes,12,3,4,80,0,15,2,4,7,6,7,7
+33,Yes,Travel_Rarely,587,Research & Development,10,1,Medical,1,584,1,Male,38,1,1,Laboratory Technician,4,Divorced,3408,6705,7,Y,No,13,3,1,80,3,8,2,3,4,3,1,3
+30,No,Travel_Rarely,413,Sales,7,1,Marketing,1,585,4,Male,57,3,1,Sales Representative,2,Single,2983,18398,0,Y,No,14,3,1,80,0,4,3,3,3,2,1,2
+35,No,Travel_Rarely,1276,Research & Development,16,3,Life Sciences,1,586,4,Male,72,3,3,Healthcare Representative,3,Married,7632,14295,4,Y,Yes,12,3,3,80,0,10,2,3,8,7,0,0
+31,Yes,Travel_Frequently,534,Research & Development,20,3,Life Sciences,1,587,1,Male,66,3,3,Healthcare Representative,3,Married,9824,22908,3,Y,No,12,3,1,80,0,12,2,3,1,0,0,0
+34,Yes,Travel_Frequently,988,Human Resources,23,3,Human Resources,1,590,2,Female,43,3,3,Human Resources,1,Divorced,9950,11533,9,Y,Yes,15,3,3,80,3,11,2,3,3,2,0,2
+42,No,Travel_Frequently,1474,Research & Development,5,2,Other,1,591,2,Male,97,3,1,Laboratory Technician,3,Married,2093,9260,4,Y,No,17,3,4,80,1,8,4,3,2,2,2,0
+36,No,Non-Travel,635,Sales,10,4,Medical,1,592,2,Male,32,3,3,Sales Executive,4,Single,9980,15318,1,Y,No,14,3,4,80,0,10,3,2,10,3,9,7
+22,Yes,Travel_Frequently,1368,Research & Development,4,1,Technical Degree,1,593,3,Male,99,2,1,Laboratory Technician,3,Single,3894,9129,5,Y,No,16,3,3,80,0,4,3,3,2,2,1,2
+48,No,Travel_Rarely,163,Sales,2,5,Marketing,1,595,2,Female,37,3,2,Sales Executive,4,Married,4051,19658,2,Y,No,14,3,1,80,1,14,2,3,9,7,6,7
+55,No,Travel_Rarely,1117,Sales,18,5,Life Sciences,1,597,1,Female,83,3,4,Manager,2,Single,16835,9873,3,Y,No,23,4,4,80,0,37,2,3,10,9,7,7
+41,No,Non-Travel,267,Sales,10,2,Life Sciences,1,599,4,Male,56,3,2,Sales Executive,4,Single,6230,13430,7,Y,No,14,3,4,80,0,16,3,3,14,3,1,10
+35,No,Travel_Rarely,619,Sales,1,3,Marketing,1,600,2,Male,85,3,2,Sales Executive,3,Married,4717,18659,9,Y,No,11,3,3,80,0,15,2,3,11,9,6,9
+40,No,Travel_Rarely,302,Research & Development,6,3,Life Sciences,1,601,2,Female,75,3,4,Manufacturing Director,3,Single,13237,20364,7,Y,No,15,3,3,80,0,22,3,3,20,6,5,13
+39,No,Travel_Frequently,443,Research & Development,8,1,Life Sciences,1,602,3,Female,48,3,1,Laboratory Technician,3,Married,3755,17872,1,Y,No,11,3,1,80,1,8,3,3,8,3,0,7
+31,No,Travel_Rarely,828,Sales,2,1,Life Sciences,1,604,2,Male,77,3,2,Sales Executive,4,Single,6582,8346,4,Y,Yes,13,3,3,80,0,10,2,4,6,5,0,5
+42,No,Travel_Rarely,319,Research & Development,24,3,Medical,1,605,4,Male,56,3,3,Manufacturing Director,1,Married,7406,6950,1,Y,Yes,21,4,4,80,1,10,5,2,10,9,5,8
+45,No,Travel_Rarely,561,Sales,2,3,Other,1,606,4,Male,61,3,2,Sales Executive,2,Married,4805,16177,0,Y,No,19,3,2,80,1,9,3,4,8,7,3,7
+26,Yes,Travel_Frequently,426,Human Resources,17,4,Life Sciences,1,608,2,Female,58,3,1,Human Resources,3,Divorced,2741,22808,0,Y,Yes,11,3,2,80,1,8,2,2,7,7,1,0
+29,No,Travel_Rarely,232,Research & Development,19,3,Technical Degree,1,611,4,Male,34,3,2,Manufacturing Director,4,Divorced,4262,22645,4,Y,No,12,3,2,80,2,8,2,4,3,2,1,2
+33,No,Travel_Rarely,922,Research & Development,1,5,Medical,1,612,1,Female,95,4,4,Research Director,3,Divorced,16184,22578,4,Y,No,19,3,3,80,1,10,2,3,6,1,0,5
+31,No,Travel_Rarely,688,Sales,7,3,Life Sciences,1,613,3,Male,44,2,3,Manager,4,Divorced,11557,25291,9,Y,No,21,4,3,80,1,10,3,2,5,4,0,1
+18,Yes,Travel_Frequently,1306,Sales,5,3,Marketing,1,614,2,Male,69,3,1,Sales Representative,2,Single,1878,8059,1,Y,Yes,14,3,4,80,0,0,3,3,0,0,0,0
+40,No,Non-Travel,1094,Sales,28,3,Other,1,615,3,Male,58,1,3,Sales Executive,1,Divorced,10932,11373,3,Y,No,15,3,3,80,1,20,2,3,1,0,0,1
+41,No,Non-Travel,509,Research & Development,2,4,Other,1,616,1,Female,62,2,2,Healthcare Representative,3,Single,6811,2112,2,Y,Yes,17,3,1,80,0,10,3,3,8,7,0,7
+26,No,Travel_Rarely,775,Sales,29,2,Medical,1,618,1,Male,45,3,2,Sales Executive,3,Divorced,4306,4267,5,Y,No,12,3,1,80,2,8,5,3,0,0,0,0
+35,No,Travel_Rarely,195,Sales,1,3,Medical,1,620,1,Female,80,3,2,Sales Executive,3,Single,4859,6698,1,Y,No,16,3,4,80,0,5,3,3,5,4,0,3
+34,No,Travel_Rarely,258,Sales,21,4,Life Sciences,1,621,4,Male,74,4,2,Sales Executive,4,Single,5337,19921,1,Y,No,12,3,4,80,0,10,3,3,10,7,5,7
+26,Yes,Travel_Rarely,471,Research & Development,24,3,Technical Degree,1,622,3,Male,66,1,1,Laboratory Technician,4,Single,2340,23213,1,Y,Yes,18,3,2,80,0,1,3,1,1,0,0,0
+37,No,Travel_Rarely,799,Research & Development,1,3,Technical Degree,1,623,2,Female,59,3,3,Manufacturing Director,4,Single,7491,23848,4,Y,No,17,3,4,80,0,12,3,4,6,5,1,2
+46,No,Travel_Frequently,1034,Research & Development,18,1,Medical,1,624,1,Female,86,3,3,Healthcare Representative,3,Married,10527,8984,5,Y,No,11,3,4,80,0,28,3,2,2,2,1,2
+41,No,Travel_Rarely,1276,Sales,2,5,Life Sciences,1,625,2,Female,91,3,4,Manager,1,Married,16595,5626,7,Y,No,16,3,2,80,1,22,2,3,18,16,11,8
+37,No,Non-Travel,142,Sales,9,4,Medical,1,626,1,Male,69,3,3,Sales Executive,2,Divorced,8834,24666,1,Y,No,13,3,4,80,1,9,6,3,9,5,7,7
+52,No,Travel_Rarely,956,Research & Development,6,2,Technical Degree,1,630,4,Male,78,3,2,Research Scientist,1,Divorced,5577,22087,3,Y,Yes,12,3,2,80,2,18,3,3,10,9,6,9
+32,Yes,Non-Travel,1474,Sales,11,4,Other,1,631,4,Male,60,4,2,Sales Executive,3,Married,4707,23914,8,Y,No,12,3,4,80,0,6,2,3,4,2,1,2
+24,No,Travel_Frequently,535,Sales,24,3,Medical,1,632,4,Male,38,3,1,Sales Representative,4,Married,2400,5530,0,Y,No,13,3,3,80,2,3,3,3,2,2,2,1
+38,No,Travel_Rarely,1495,Research & Development,10,3,Medical,1,634,3,Female,76,3,2,Healthcare Representative,3,Married,9824,22174,3,Y,No,19,3,3,80,1,18,4,3,1,0,0,0
+37,No,Travel_Rarely,446,Research & Development,1,4,Life Sciences,1,635,2,Female,65,3,2,Manufacturing Director,2,Married,6447,15701,6,Y,No,12,3,2,80,1,8,2,2,6,5,4,3
+49,No,Travel_Rarely,1245,Research & Development,18,4,Life Sciences,1,638,4,Male,58,2,5,Research Director,3,Divorced,19502,2125,1,Y,Yes,17,3,3,80,1,31,5,3,31,9,0,9
+24,No,Travel_Rarely,691,Research & Development,23,3,Medical,1,639,2,Male,89,4,1,Research Scientist,4,Married,2725,21630,1,Y,Yes,11,3,2,80,2,6,3,3,6,5,1,4
+26,No,Travel_Rarely,703,Sales,28,2,Marketing,1,641,1,Male,66,3,2,Sales Executive,2,Married,6272,7428,1,Y,No,20,4,4,80,2,6,5,4,5,3,1,4
+24,No,Travel_Rarely,823,Research & Development,17,2,Other,1,643,4,Male,94,2,1,Laboratory Technician,2,Married,2127,9100,1,Y,No,21,4,4,80,1,1,2,3,1,0,0,0
+50,No,Travel_Frequently,1246,Human Resources,3,3,Medical,1,644,1,Male,99,3,5,Manager,2,Married,18200,7999,1,Y,No,11,3,3,80,1,32,2,3,32,5,10,7
+25,No,Travel_Rarely,622,Sales,13,1,Medical,1,645,2,Male,40,3,1,Sales Representative,3,Married,2096,26376,1,Y,No,11,3,3,80,0,7,1,3,7,4,0,6
+24,Yes,Travel_Frequently,1287,Research & Development,7,3,Life Sciences,1,647,1,Female,55,3,1,Laboratory Technician,3,Married,2886,14168,1,Y,Yes,16,3,4,80,1,6,4,3,6,3,1,2
+30,Yes,Travel_Frequently,448,Sales,12,4,Life Sciences,1,648,2,Male,74,2,1,Sales Representative,1,Married,2033,14470,1,Y,No,18,3,3,80,1,1,2,4,1,0,0,0
+34,No,Travel_Rarely,254,Research & Development,1,2,Life Sciences,1,649,2,Male,83,2,1,Research Scientist,4,Married,3622,22794,1,Y,Yes,13,3,4,80,1,6,3,3,6,5,1,3
+31,Yes,Travel_Rarely,1365,Sales,13,4,Medical,1,650,2,Male,46,3,2,Sales Executive,1,Divorced,4233,11512,2,Y,No,17,3,3,80,0,9,2,1,3,1,1,2
+35,No,Travel_Rarely,538,Research & Development,25,2,Other,1,652,1,Male,54,2,2,Laboratory Technician,4,Single,3681,14004,4,Y,No,14,3,4,80,0,9,3,3,3,2,0,2
+31,No,Travel_Rarely,525,Sales,6,4,Medical,1,653,1,Male,66,4,2,Sales Executive,4,Divorced,5460,6219,4,Y,No,22,4,4,80,2,13,4,4,7,7,5,7
+27,No,Travel_Rarely,798,Research & Development,6,4,Medical,1,655,1,Female,66,2,1,Research Scientist,3,Divorced,2187,5013,0,Y,No,12,3,3,80,2,6,5,2,5,3,0,3
+37,No,Travel_Rarely,558,Sales,2,3,Marketing,1,656,4,Male,75,3,2,Sales Executive,3,Married,9602,3010,4,Y,Yes,11,3,3,80,1,17,3,2,3,0,1,0
+20,No,Travel_Rarely,959,Research & Development,1,3,Life Sciences,1,657,4,Female,83,2,1,Research Scientist,2,Single,2836,11757,1,Y,No,13,3,4,80,0,1,0,4,1,0,0,0
+42,No,Travel_Rarely,622,Research & Development,2,4,Life Sciences,1,659,3,Female,81,3,2,Healthcare Representative,4,Married,4089,5718,1,Y,No,13,3,2,80,2,10,4,3,10,2,2,2
+43,No,Travel_Rarely,782,Research & Development,6,4,Other,1,661,2,Male,50,2,4,Research Director,4,Divorced,16627,2671,4,Y,Yes,14,3,3,80,1,21,3,2,1,0,0,0
+38,No,Travel_Rarely,362,Research & Development,1,1,Life Sciences,1,662,3,Female,43,3,1,Research Scientist,1,Single,2619,14561,3,Y,No,17,3,4,80,0,8,3,2,0,0,0,0
+43,No,Travel_Frequently,1001,Research & Development,9,5,Medical,1,663,4,Male,72,3,2,Laboratory Technician,3,Divorced,5679,19627,3,Y,Yes,13,3,2,80,1,10,3,3,8,7,4,7
+48,No,Travel_Rarely,1236,Research & Development,1,4,Life Sciences,1,664,4,Female,40,2,4,Manager,1,Married,15402,17997,7,Y,No,11,3,1,80,1,21,3,1,3,2,0,2
+44,No,Travel_Rarely,1112,Human Resources,1,4,Life Sciences,1,665,1,Female,50,2,2,Human Resources,3,Single,5985,26894,4,Y,No,11,3,2,80,0,10,1,4,2,2,0,2
+34,No,Travel_Rarely,204,Sales,14,3,Technical Degree,1,666,3,Female,31,3,1,Sales Representative,3,Divorced,2579,2912,1,Y,Yes,18,3,4,80,2,8,3,3,8,2,0,6
+27,Yes,Travel_Rarely,1420,Sales,2,1,Marketing,1,667,3,Male,85,3,1,Sales Representative,1,Divorced,3041,16346,0,Y,No,11,3,2,80,1,5,3,3,4,3,0,2
+21,No,Travel_Rarely,1343,Sales,22,1,Technical Degree,1,669,3,Male,49,3,1,Sales Representative,3,Single,3447,24444,1,Y,No,11,3,3,80,0,3,2,3,3,2,1,2
+44,No,Travel_Rarely,1315,Research & Development,3,4,Other,1,671,4,Male,35,3,5,Manager,4,Married,19513,9358,4,Y,Yes,12,3,1,80,1,26,2,4,2,2,0,1
+22,No,Travel_Rarely,604,Research & Development,6,1,Medical,1,675,1,Male,69,3,1,Research Scientist,3,Married,2773,12145,0,Y,No,20,4,4,80,0,3,3,3,2,2,2,2
+33,No,Travel_Rarely,1216,Sales,8,4,Marketing,1,677,3,Male,39,3,2,Sales Executive,3,Divorced,7104,20431,0,Y,No,12,3,4,80,0,6,3,3,5,0,1,2
+32,No,Travel_Rarely,646,Research & Development,9,4,Life Sciences,1,679,1,Female,92,3,2,Research Scientist,4,Married,6322,18089,1,Y,Yes,12,3,4,80,1,6,2,2,6,4,0,5
+30,No,Travel_Frequently,160,Research & Development,3,3,Medical,1,680,3,Female,71,3,1,Research Scientist,3,Divorced,2083,22653,1,Y,No,20,4,3,80,1,1,2,3,1,0,0,0
+53,No,Travel_Rarely,238,Sales,1,1,Medical,1,682,4,Female,34,3,2,Sales Executive,1,Single,8381,7507,7,Y,No,20,4,4,80,0,18,2,4,14,7,8,10
+34,No,Travel_Rarely,1397,Research & Development,1,5,Life Sciences,1,683,2,Male,42,3,1,Research Scientist,4,Married,2691,7660,1,Y,No,12,3,4,80,1,10,4,2,10,9,8,8
+45,Yes,Travel_Frequently,306,Sales,26,4,Life Sciences,1,684,1,Female,100,3,2,Sales Executive,1,Married,4286,5630,2,Y,No,14,3,4,80,2,5,4,3,1,1,0,0
+26,No,Travel_Rarely,991,Research & Development,6,3,Life Sciences,1,686,3,Female,71,3,1,Laboratory Technician,4,Married,2659,17759,1,Y,Yes,13,3,3,80,1,3,2,3,3,2,0,2
+37,No,Travel_Rarely,482,Research & Development,3,3,Other,1,689,3,Male,36,3,3,Manufacturing Director,3,Married,9434,9606,1,Y,No,15,3,3,80,1,10,2,3,10,7,7,8
+29,No,Travel_Rarely,1176,Sales,3,2,Medical,1,690,2,Female,62,3,2,Sales Executive,3,Married,5561,3487,1,Y,No,14,3,1,80,1,6,5,2,6,0,1,2
+35,No,Travel_Rarely,1017,Research & Development,6,4,Life Sciences,1,691,2,Male,82,1,2,Research Scientist,4,Single,6646,19368,1,Y,No,13,3,2,80,0,17,3,3,17,11,11,8
+33,No,Travel_Frequently,1296,Research & Development,6,3,Life Sciences,1,692,3,Male,30,3,2,Healthcare Representative,4,Divorced,7725,5335,3,Y,No,23,4,3,80,1,15,2,1,13,11,4,7
+54,No,Travel_Rarely,397,Human Resources,19,4,Medical,1,698,3,Male,88,3,3,Human Resources,2,Married,10725,6729,2,Y,No,15,3,3,80,1,16,1,4,9,7,7,1
+36,No,Travel_Rarely,913,Research & Development,9,2,Medical,1,699,2,Male,48,2,2,Manufacturing Director,2,Divorced,8847,13934,2,Y,Yes,11,3,3,80,1,13,2,3,3,2,0,2
+27,No,Travel_Rarely,1115,Research & Development,3,4,Medical,1,700,1,Male,54,2,1,Research Scientist,4,Single,2045,15174,0,Y,No,13,3,4,80,0,5,0,3,4,2,1,1
+20,Yes,Travel_Rarely,1362,Research & Development,10,1,Medical,1,701,4,Male,32,3,1,Research Scientist,3,Single,1009,26999,1,Y,Yes,11,3,4,80,0,1,5,3,1,0,1,1
+33,Yes,Travel_Frequently,1076,Research & Development,3,3,Life Sciences,1,702,1,Male,70,3,1,Research Scientist,1,Single,3348,3164,1,Y,Yes,11,3,1,80,0,10,3,3,10,8,9,7
+35,No,Non-Travel,727,Research & Development,3,3,Life Sciences,1,704,3,Male,41,2,1,Laboratory Technician,3,Married,1281,16900,1,Y,No,18,3,3,80,2,1,3,3,1,0,0,0
+23,No,Travel_Rarely,885,Research & Development,4,3,Medical,1,705,1,Male,58,4,1,Research Scientist,1,Married,2819,8544,2,Y,No,16,3,1,80,1,5,3,4,3,2,0,2
+25,No,Travel_Rarely,810,Sales,8,3,Life Sciences,1,707,4,Male,57,4,2,Sales Executive,2,Married,4851,15678,0,Y,No,22,4,3,80,1,4,4,3,3,2,1,2
+38,No,Travel_Rarely,243,Sales,7,4,Marketing,1,709,4,Female,46,2,2,Sales Executive,4,Single,4028,7791,0,Y,No,20,4,1,80,0,8,2,3,7,7,0,5
+29,No,Travel_Frequently,806,Research & Development,1,4,Life Sciences,1,710,2,Male,76,1,1,Research Scientist,4,Divorced,2720,18959,1,Y,No,18,3,4,80,1,10,5,3,10,7,2,8
+48,No,Travel_Rarely,817,Sales,2,1,Marketing,1,712,2,Male,56,4,2,Sales Executive,2,Married,8120,18597,3,Y,No,12,3,4,80,0,12,3,3,2,2,2,2
+27,No,Travel_Frequently,1410,Sales,3,1,Medical,1,714,4,Female,71,4,2,Sales Executive,4,Divorced,4647,16673,1,Y,Yes,20,4,2,80,2,6,3,3,6,5,0,4
+37,No,Travel_Rarely,1225,Research & Development,10,2,Life Sciences,1,715,4,Male,80,4,1,Research Scientist,4,Single,4680,15232,3,Y,No,17,3,1,80,0,4,2,3,1,0,0,0
+50,No,Travel_Rarely,1207,Research & Development,28,1,Medical,1,716,4,Male,74,4,1,Laboratory Technician,3,Married,3221,3297,1,Y,Yes,11,3,3,80,3,20,3,3,20,8,3,8
+34,No,Travel_Rarely,1442,Research & Development,9,3,Medical,1,717,4,Female,46,2,3,Healthcare Representative,2,Single,8621,17654,1,Y,No,14,3,2,80,0,9,3,4,8,7,7,7
+24,Yes,Travel_Rarely,693,Sales,3,2,Life Sciences,1,720,1,Female,65,3,2,Sales Executive,3,Single,4577,24785,9,Y,No,14,3,1,80,0,4,3,3,2,2,2,0
+39,No,Travel_Rarely,408,Research & Development,2,4,Technical Degree,1,721,4,Female,80,2,2,Healthcare Representative,3,Single,4553,20978,1,Y,No,11,3,1,80,0,20,4,3,20,7,11,10
+32,No,Travel_Rarely,929,Sales,10,3,Marketing,1,722,4,Male,55,3,2,Sales Executive,4,Single,5396,21703,1,Y,No,12,3,4,80,0,10,2,2,10,7,0,8
+50,Yes,Travel_Frequently,562,Sales,8,2,Technical Degree,1,723,2,Male,50,3,2,Sales Executive,3,Married,6796,23452,3,Y,Yes,14,3,1,80,1,18,4,3,4,3,1,3
+38,No,Travel_Rarely,827,Research & Development,1,4,Life Sciences,1,724,2,Female,33,4,2,Healthcare Representative,4,Single,7625,19383,0,Y,No,13,3,3,80,0,10,4,2,9,7,1,8
+27,No,Travel_Rarely,608,Research & Development,1,2,Life Sciences,1,725,3,Female,68,3,3,Manufacturing Director,1,Married,7412,6009,1,Y,No,11,3,4,80,0,9,3,3,9,7,0,7
+32,No,Travel_Rarely,1018,Research & Development,3,2,Life Sciences,1,727,3,Female,39,3,3,Research Director,4,Single,11159,19373,3,Y,No,15,3,4,80,0,10,6,3,7,7,7,7
+47,No,Travel_Rarely,703,Sales,14,4,Marketing,1,728,4,Male,42,3,2,Sales Executive,1,Single,4960,11825,2,Y,No,12,3,4,80,0,20,2,3,7,7,1,7
+40,No,Travel_Frequently,580,Sales,5,4,Life Sciences,1,729,4,Male,48,2,3,Sales Executive,1,Married,10475,23772,5,Y,Yes,21,4,3,80,1,20,2,3,18,13,1,12
+53,No,Travel_Rarely,970,Research & Development,7,3,Life Sciences,1,730,3,Male,59,4,4,Research Director,3,Married,14814,13514,3,Y,No,19,3,3,80,0,32,3,3,5,1,1,3
+41,No,Travel_Rarely,427,Human Resources,10,4,Human Resources,1,731,2,Male,73,2,5,Manager,4,Divorced,19141,8861,3,Y,No,15,3,2,80,3,23,2,2,21,6,12,6
+60,No,Travel_Rarely,1179,Sales,16,4,Marketing,1,732,1,Male,84,3,2,Sales Executive,1,Single,5405,11924,8,Y,No,14,3,4,80,0,10,1,3,2,2,2,2
+27,No,Travel_Frequently,294,Research & Development,10,2,Life Sciences,1,733,4,Male,32,3,3,Manufacturing Director,1,Divorced,8793,4809,1,Y,No,21,4,3,80,2,9,4,2,9,7,1,7
+41,No,Travel_Rarely,314,Human Resources,1,3,Human Resources,1,734,4,Male,59,2,5,Manager,3,Married,19189,19562,1,Y,No,12,3,2,80,1,22,3,3,22,7,2,10
+50,No,Travel_Rarely,316,Sales,8,4,Marketing,1,738,4,Male,54,3,1,Sales Representative,2,Married,3875,9983,7,Y,No,15,3,4,80,1,4,2,3,2,2,2,2
+28,Yes,Travel_Rarely,654,Research & Development,1,2,Life Sciences,1,741,1,Female,67,1,1,Research Scientist,2,Single,2216,3872,7,Y,Yes,13,3,4,80,0,10,4,3,7,7,3,7
+36,No,Non-Travel,427,Research & Development,8,3,Life Sciences,1,742,1,Female,63,4,3,Research Director,1,Married,11713,20335,9,Y,No,14,3,1,80,1,10,2,3,8,7,0,5
+38,No,Travel_Rarely,168,Research & Development,1,3,Life Sciences,1,743,3,Female,81,3,3,Manufacturing Director,3,Single,7861,15397,4,Y,Yes,14,3,4,80,0,10,4,4,1,0,0,0
+44,No,Non-Travel,381,Research & Development,24,3,Medical,1,744,1,Male,49,1,1,Laboratory Technician,3,Single,3708,2104,2,Y,No,14,3,3,80,0,9,5,3,5,2,1,4
+47,No,Travel_Frequently,217,Sales,3,3,Medical,1,746,4,Female,49,3,4,Sales Executive,3,Divorced,13770,10225,9,Y,Yes,12,3,4,80,2,28,2,2,22,2,11,13
+30,No,Travel_Rarely,501,Sales,27,5,Marketing,1,747,3,Male,99,3,2,Sales Executive,4,Divorced,5304,25275,7,Y,No,23,4,4,80,1,10,2,2,8,7,7,7
+29,No,Travel_Rarely,1396,Sales,10,3,Life Sciences,1,749,3,Male,99,3,1,Sales Representative,3,Single,2642,2755,1,Y,No,11,3,3,80,0,1,6,3,1,0,0,0
+42,Yes,Travel_Frequently,933,Research & Development,19,3,Medical,1,752,3,Male,57,4,1,Research Scientist,3,Divorced,2759,20366,6,Y,Yes,12,3,4,80,0,7,2,3,2,2,2,2
+43,No,Travel_Frequently,775,Sales,15,3,Life Sciences,1,754,4,Male,47,2,2,Sales Executive,4,Married,6804,23683,3,Y,No,18,3,3,80,1,7,5,3,2,2,2,2
+34,No,Travel_Rarely,970,Research & Development,8,2,Medical,1,757,2,Female,96,3,2,Healthcare Representative,3,Single,6142,7360,3,Y,No,11,3,4,80,0,10,2,3,5,1,4,3
+23,No,Travel_Rarely,650,Research & Development,9,1,Medical,1,758,2,Male,37,3,1,Laboratory Technician,1,Married,2500,4344,1,Y,No,14,3,4,80,1,5,2,4,4,3,0,2
+39,No,Travel_Rarely,141,Human Resources,3,3,Human Resources,1,760,3,Female,44,4,2,Human Resources,2,Married,6389,18767,9,Y,No,15,3,3,80,1,12,3,1,8,3,3,6
+56,No,Travel_Rarely,832,Research & Development,9,3,Medical,1,762,3,Male,81,3,4,Healthcare Representative,4,Married,11103,20420,7,Y,No,11,3,3,80,0,30,1,2,10,7,1,1
+40,No,Travel_Rarely,804,Research & Development,2,1,Medical,1,763,4,Female,86,2,1,Research Scientist,4,Single,2342,22929,0,Y,Yes,20,4,4,80,0,5,2,2,4,2,2,3
+27,No,Travel_Rarely,975,Research & Development,7,3,Medical,1,764,4,Female,55,2,2,Healthcare Representative,1,Single,6811,23398,8,Y,No,19,3,1,80,0,9,2,1,7,6,0,7
+29,No,Travel_Rarely,1090,Sales,10,3,Marketing,1,766,4,Male,83,3,1,Sales Representative,2,Divorced,2297,17967,1,Y,No,14,3,4,80,2,2,2,3,2,2,2,2
+53,No,Travel_Rarely,346,Research & Development,6,3,Life Sciences,1,769,4,Male,86,3,2,Laboratory Technician,4,Single,2450,10919,2,Y,No,17,3,4,80,0,19,4,3,2,2,2,2
+35,No,Non-Travel,1225,Research & Development,2,4,Life Sciences,1,771,4,Female,61,3,2,Healthcare Representative,1,Divorced,5093,4761,2,Y,No,11,3,1,80,1,16,2,4,1,0,0,0
+32,No,Travel_Frequently,430,Research & Development,24,4,Life Sciences,1,772,1,Male,80,3,2,Laboratory Technician,4,Married,5309,21146,1,Y,No,15,3,4,80,2,10,2,3,10,8,4,7
+38,No,Travel_Rarely,268,Research & Development,2,5,Medical,1,773,4,Male,92,3,1,Research Scientist,3,Married,3057,20471,6,Y,Yes,13,3,2,80,1,6,0,1,1,0,0,1
+34,No,Travel_Rarely,167,Research & Development,8,5,Life Sciences,1,775,2,Female,32,3,2,Manufacturing Director,1,Divorced,5121,4187,3,Y,No,14,3,3,80,1,7,3,3,0,0,0,0
+52,No,Travel_Rarely,621,Sales,3,4,Marketing,1,776,3,Male,31,2,4,Manager,1,Married,16856,10084,1,Y,No,11,3,1,80,0,34,3,4,34,6,1,16
+33,Yes,Travel_Rarely,527,Research & Development,1,4,Other,1,780,4,Male,63,3,1,Research Scientist,4,Single,2686,5207,1,Y,Yes,13,3,3,80,0,10,2,2,10,9,7,8
+25,No,Travel_Rarely,883,Sales,26,1,Medical,1,781,3,Female,32,3,2,Sales Executive,4,Single,6180,22807,1,Y,No,23,4,2,80,0,6,5,2,6,5,1,4
+45,No,Travel_Rarely,954,Sales,2,2,Technical Degree,1,783,2,Male,46,1,2,Sales Representative,3,Single,6632,12388,0,Y,No,13,3,1,80,0,9,3,3,8,7,3,1
+23,No,Travel_Rarely,310,Research & Development,10,1,Medical,1,784,1,Male,79,4,1,Research Scientist,3,Single,3505,19630,1,Y,No,18,3,4,80,0,2,3,3,2,2,0,2
+47,Yes,Travel_Frequently,719,Sales,27,2,Life Sciences,1,785,2,Female,77,4,2,Sales Executive,3,Single,6397,10339,4,Y,Yes,12,3,4,80,0,8,2,3,5,4,1,3
+34,No,Travel_Rarely,304,Sales,2,3,Other,1,786,4,Male,60,3,2,Sales Executive,4,Single,6274,18686,1,Y,No,22,4,3,80,0,6,5,3,6,5,1,4
+55,Yes,Travel_Rarely,725,Research & Development,2,3,Medical,1,787,4,Male,78,3,5,Manager,1,Married,19859,21199,5,Y,Yes,13,3,4,80,1,24,2,3,5,2,1,4
+36,No,Non-Travel,1434,Sales,8,4,Life Sciences,1,789,1,Male,76,2,3,Sales Executive,1,Single,7587,14229,1,Y,No,15,3,2,80,0,10,1,3,10,7,0,9
+52,No,Non-Travel,715,Research & Development,19,4,Medical,1,791,4,Male,41,3,1,Research Scientist,4,Married,4258,26589,0,Y,No,18,3,1,80,1,5,3,3,4,3,1,2
+26,No,Travel_Frequently,575,Research & Development,1,2,Life Sciences,1,792,1,Female,71,1,1,Laboratory Technician,4,Divorced,4364,5288,3,Y,No,14,3,1,80,1,5,2,3,2,2,2,0
+29,No,Travel_Rarely,657,Research & Development,27,3,Medical,1,793,2,Female,66,3,2,Healthcare Representative,3,Married,4335,25549,4,Y,No,12,3,1,80,1,11,3,2,8,7,1,1
+26,Yes,Travel_Rarely,1146,Sales,8,3,Technical Degree,1,796,4,Male,38,2,2,Sales Executive,1,Single,5326,3064,6,Y,No,17,3,3,80,0,6,2,2,4,3,1,2
+34,No,Travel_Rarely,182,Research & Development,1,4,Life Sciences,1,797,2,Female,72,4,1,Research Scientist,4,Single,3280,13551,2,Y,No,16,3,3,80,0,10,2,3,4,2,1,3
+54,No,Travel_Rarely,376,Research & Development,19,4,Medical,1,799,4,Female,95,3,2,Manufacturing Director,1,Divorced,5485,22670,9,Y,Yes,11,3,2,80,2,9,4,3,5,3,1,4
+27,No,Travel_Frequently,829,Sales,8,1,Marketing,1,800,3,Male,84,3,2,Sales Executive,4,Married,4342,24008,0,Y,No,19,3,2,80,1,5,3,3,4,2,1,1
+37,No,Travel_Rarely,571,Research & Development,10,1,Life Sciences,1,802,4,Female,82,3,1,Research Scientist,1,Divorced,2782,19905,0,Y,Yes,13,3,2,80,2,6,3,2,5,3,4,3
+38,No,Travel_Frequently,240,Research & Development,2,4,Life Sciences,1,803,1,Female,75,4,2,Manufacturing Director,1,Single,5980,26085,6,Y,Yes,12,3,4,80,0,17,2,3,15,7,4,12
+34,No,Travel_Rarely,121,Research & Development,2,4,Medical,1,804,3,Female,86,2,1,Research Scientist,1,Single,4381,7530,1,Y,No,11,3,3,80,0,6,3,3,6,5,1,3
+35,No,Travel_Rarely,384,Sales,8,4,Life Sciences,1,805,1,Female,72,3,1,Sales Representative,4,Married,2572,20317,1,Y,No,16,3,2,80,1,3,1,2,3,2,0,2
+30,No,Travel_Rarely,921,Research & Development,1,3,Life Sciences,1,806,4,Male,38,1,1,Laboratory Technician,3,Married,3833,24375,3,Y,No,21,4,3,80,2,7,2,3,2,2,0,2
+40,No,Travel_Frequently,791,Research & Development,2,2,Medical,1,807,3,Female,38,4,2,Healthcare Representative,2,Married,4244,9931,1,Y,No,24,4,4,80,1,8,2,3,8,7,3,7
+34,No,Travel_Rarely,1111,Sales,8,2,Life Sciences,1,808,3,Female,93,3,2,Sales Executive,1,Married,6500,13305,5,Y,No,17,3,2,80,1,6,1,3,3,2,1,2
+42,No,Travel_Frequently,570,Research & Development,8,3,Life Sciences,1,809,2,Male,66,3,5,Manager,4,Divorced,18430,16225,1,Y,No,13,3,2,80,1,24,4,2,24,7,14,9
+23,Yes,Travel_Rarely,1243,Research & Development,6,3,Life Sciences,1,811,3,Male,63,4,1,Laboratory Technician,1,Married,1601,3445,1,Y,Yes,21,4,3,80,2,1,2,3,0,0,0,0
+24,No,Non-Travel,1092,Research & Development,9,3,Life Sciences,1,812,3,Male,60,2,1,Laboratory Technician,2,Divorced,2694,26551,1,Y,No,11,3,3,80,3,1,4,3,1,0,0,0
+52,No,Travel_Rarely,1325,Research & Development,11,4,Life Sciences,1,813,4,Female,82,3,2,Laboratory Technician,3,Married,3149,21821,8,Y,No,20,4,2,80,1,9,3,3,5,2,1,4
+50,No,Travel_Rarely,691,Research & Development,2,3,Medical,1,815,3,Male,64,3,4,Research Director,3,Married,17639,6881,5,Y,No,16,3,4,80,0,30,3,3,4,3,0,3
+29,Yes,Travel_Rarely,805,Research & Development,1,2,Life Sciences,1,816,2,Female,36,2,1,Laboratory Technician,1,Married,2319,6689,1,Y,Yes,11,3,4,80,1,1,1,3,1,0,0,0
+33,No,Travel_Rarely,213,Research & Development,7,3,Medical,1,817,3,Male,49,3,3,Research Director,3,Married,11691,25995,0,Y,No,11,3,4,80,0,14,3,4,13,9,3,7
+33,Yes,Travel_Rarely,118,Sales,16,3,Marketing,1,819,1,Female,69,3,2,Sales Executive,1,Single,5324,26507,5,Y,No,15,3,3,80,0,6,3,3,3,2,0,2
+47,No,Travel_Rarely,202,Research & Development,2,2,Other,1,820,3,Female,33,3,4,Manager,4,Married,16752,12982,1,Y,Yes,11,3,3,80,1,26,3,2,26,14,3,0
+36,No,Travel_Rarely,676,Research & Development,1,3,Other,1,823,3,Female,35,3,2,Manufacturing Director,2,Married,5228,23361,0,Y,No,15,3,1,80,1,10,2,3,9,7,0,5
+29,No,Travel_Rarely,1252,Research & Development,23,2,Life Sciences,1,824,3,Male,81,4,1,Research Scientist,3,Married,2700,23779,1,Y,No,24,4,3,80,1,10,3,3,10,7,0,7
+58,Yes,Travel_Rarely,286,Research & Development,2,4,Life Sciences,1,825,4,Male,31,3,5,Research Director,2,Single,19246,25761,7,Y,Yes,12,3,4,80,0,40,2,3,31,15,13,8
+35,No,Travel_Rarely,1258,Research & Development,1,4,Life Sciences,1,826,4,Female,40,4,1,Research Scientist,3,Single,2506,13301,3,Y,No,13,3,3,80,0,7,0,3,2,2,2,2
+42,No,Travel_Rarely,932,Research & Development,1,2,Life Sciences,1,827,4,Female,43,2,2,Manufacturing Director,4,Married,6062,4051,9,Y,Yes,13,3,4,80,1,8,4,3,4,3,0,2
+28,Yes,Travel_Rarely,890,Research & Development,2,4,Medical,1,828,3,Male,46,3,1,Research Scientist,3,Single,4382,16374,6,Y,No,17,3,4,80,0,5,3,2,2,2,2,1
+36,No,Travel_Rarely,1041,Human Resources,13,3,Human Resources,1,829,3,Male,36,3,1,Human Resources,2,Married,2143,25527,4,Y,No,13,3,2,80,1,8,2,3,5,2,0,4
+32,No,Travel_Rarely,859,Research & Development,4,3,Life Sciences,1,830,3,Female,98,2,2,Manufacturing Director,3,Married,6162,19124,1,Y,No,12,3,3,80,1,14,3,3,14,13,6,8
+40,No,Travel_Frequently,720,Research & Development,16,4,Medical,1,832,1,Male,51,2,2,Laboratory Technician,3,Single,5094,11983,6,Y,No,14,3,4,80,0,10,6,3,1,0,0,0
+30,No,Travel_Rarely,946,Research & Development,2,3,Medical,1,833,3,Female,52,2,2,Manufacturing Director,4,Single,6877,20234,5,Y,Yes,24,4,2,80,0,12,4,2,0,0,0,0
+45,No,Travel_Rarely,252,Research & Development,2,3,Life Sciences,1,834,2,Female,95,2,1,Research Scientist,3,Single,2274,6153,1,Y,No,14,3,4,80,0,1,3,3,1,0,0,0
+42,No,Travel_Rarely,933,Research & Development,29,3,Life Sciences,1,836,2,Male,98,3,2,Manufacturing Director,2,Married,4434,11806,1,Y,No,13,3,4,80,1,10,3,2,9,8,7,8
+38,No,Travel_Frequently,471,Research & Development,12,3,Life Sciences,1,837,1,Male,45,2,2,Healthcare Representative,1,Divorced,6288,4284,2,Y,No,15,3,3,80,1,13,3,2,4,3,1,2
+34,No,Travel_Frequently,702,Research & Development,16,4,Life Sciences,1,838,3,Female,100,2,1,Research Scientist,4,Single,2553,8306,1,Y,No,16,3,3,80,0,6,3,3,5,2,1,3
+49,Yes,Travel_Rarely,1184,Sales,11,3,Marketing,1,840,3,Female,43,3,3,Sales Executive,4,Married,7654,5860,1,Y,No,18,3,1,80,2,9,3,4,9,8,7,7
+55,Yes,Travel_Rarely,436,Sales,2,1,Medical,1,842,3,Male,37,3,2,Sales Executive,4,Single,5160,21519,4,Y,No,16,3,3,80,0,12,3,2,9,7,7,3
+43,No,Travel_Rarely,589,Research & Development,14,2,Life Sciences,1,843,2,Male,94,3,4,Research Director,1,Married,17159,5200,6,Y,No,24,4,3,80,1,22,3,3,4,1,1,0
+27,No,Travel_Rarely,269,Research & Development,5,1,Technical Degree,1,844,3,Male,42,2,3,Research Director,4,Divorced,12808,8842,1,Y,Yes,16,3,2,80,1,9,3,3,9,8,0,8
+35,No,Travel_Rarely,950,Research & Development,7,3,Other,1,845,3,Male,59,3,3,Manufacturing Director,3,Single,10221,18869,3,Y,No,21,4,2,80,0,17,3,4,8,5,1,6
+28,No,Travel_Rarely,760,Sales,2,4,Marketing,1,846,2,Female,81,3,2,Sales Executive,2,Married,4779,3698,1,Y,Yes,20,4,1,80,0,8,2,3,8,7,7,5
+34,No,Travel_Rarely,829,Human Resources,3,2,Human Resources,1,847,3,Male,88,3,1,Human Resources,4,Married,3737,2243,0,Y,No,19,3,3,80,1,4,1,1,3,2,0,2
+26,Yes,Travel_Frequently,887,Research & Development,5,2,Medical,1,848,3,Female,88,2,1,Research Scientist,3,Married,2366,20898,1,Y,Yes,14,3,1,80,1,8,2,3,8,7,1,7
+27,No,Non-Travel,443,Research & Development,3,3,Medical,1,850,4,Male,50,3,1,Research Scientist,4,Married,1706,16571,1,Y,No,11,3,3,80,3,0,6,2,0,0,0,0
+51,No,Travel_Rarely,1318,Sales,26,4,Marketing,1,851,1,Female,66,3,4,Manager,3,Married,16307,5594,2,Y,No,14,3,3,80,1,29,2,2,20,6,4,17
+44,No,Travel_Rarely,625,Research & Development,4,3,Medical,1,852,4,Male,50,3,2,Healthcare Representative,2,Single,5933,5197,9,Y,No,12,3,4,80,0,10,2,2,5,2,2,3
+25,No,Travel_Rarely,180,Research & Development,2,1,Medical,1,854,1,Male,65,4,1,Research Scientist,1,Single,3424,21632,7,Y,No,13,3,3,80,0,6,3,2,4,3,0,1
+33,No,Travel_Rarely,586,Sales,1,3,Medical,1,855,1,Male,48,4,2,Sales Executive,1,Divorced,4037,21816,1,Y,No,22,4,1,80,1,9,5,3,9,8,0,8
+35,No,Travel_Rarely,1343,Research & Development,27,1,Medical,1,856,3,Female,53,2,1,Research Scientist,1,Single,2559,17852,1,Y,No,11,3,4,80,0,6,3,2,6,5,1,1
+36,No,Travel_Rarely,928,Sales,1,2,Life Sciences,1,857,2,Male,56,3,2,Sales Executive,4,Married,6201,2823,1,Y,Yes,14,3,4,80,1,18,1,2,18,14,4,11
+32,No,Travel_Rarely,117,Sales,13,4,Life Sciences,1,859,2,Male,73,3,2,Sales Executive,4,Divorced,4403,9250,2,Y,No,11,3,3,80,1,8,3,2,5,2,0,3
+30,No,Travel_Frequently,1012,Research & Development,5,4,Life Sciences,1,861,2,Male,75,2,1,Research Scientist,4,Divorced,3761,2373,9,Y,No,12,3,2,80,1,10,3,2,5,4,0,3
+53,No,Travel_Rarely,661,Sales,7,2,Marketing,1,862,1,Female,78,2,3,Sales Executive,4,Married,10934,20715,7,Y,Yes,18,3,4,80,1,35,3,3,5,2,0,4
+45,No,Travel_Rarely,930,Sales,9,3,Marketing,1,864,4,Male,74,3,3,Sales Executive,1,Divorced,10761,19239,4,Y,Yes,12,3,3,80,1,18,2,3,5,4,0,2
+32,No,Travel_Rarely,638,Research & Development,8,2,Medical,1,865,3,Female,91,4,2,Research Scientist,3,Married,5175,22162,5,Y,No,12,3,3,80,1,9,3,2,5,3,1,3
+52,No,Travel_Frequently,890,Research & Development,25,4,Medical,1,867,3,Female,81,2,4,Manufacturing Director,4,Married,13826,19028,3,Y,No,22,4,3,80,0,31,3,3,9,8,0,0
+37,No,Travel_Rarely,342,Sales,16,4,Marketing,1,868,4,Male,66,2,2,Sales Executive,3,Divorced,6334,24558,4,Y,No,19,3,4,80,2,9,2,3,1,0,0,0
+28,No,Travel_Rarely,1169,Human Resources,8,2,Medical,1,869,2,Male,63,2,1,Human Resources,4,Divorced,4936,23965,1,Y,No,13,3,4,80,1,6,6,3,5,1,0,4
+22,No,Travel_Rarely,1230,Research & Development,1,2,Life Sciences,1,872,4,Male,33,2,2,Manufacturing Director,4,Married,4775,19146,6,Y,No,22,4,1,80,2,4,2,1,2,2,2,2
+44,No,Travel_Rarely,986,Research & Development,8,4,Life Sciences,1,874,1,Male,62,4,1,Laboratory Technician,4,Married,2818,5044,2,Y,Yes,24,4,3,80,1,10,2,2,3,2,0,2
+42,No,Travel_Frequently,1271,Research & Development,2,1,Medical,1,875,2,Male,35,3,1,Research Scientist,4,Single,2515,9068,5,Y,Yes,14,3,4,80,0,8,2,3,2,1,2,2
+36,No,Travel_Rarely,1278,Human Resources,8,3,Life Sciences,1,878,1,Male,77,2,1,Human Resources,1,Married,2342,8635,0,Y,No,21,4,3,80,0,6,3,3,5,4,0,3
+25,No,Travel_Rarely,141,Sales,3,1,Other,1,879,3,Male,98,3,2,Sales Executive,1,Married,4194,14363,1,Y,Yes,18,3,4,80,0,5,3,3,5,3,0,3
+35,No,Travel_Rarely,607,Research & Development,9,3,Life Sciences,1,880,4,Female,66,2,3,Manufacturing Director,3,Married,10685,23457,1,Y,Yes,20,4,2,80,1,17,2,3,17,14,5,15
+35,Yes,Travel_Frequently,130,Research & Development,25,4,Life Sciences,1,881,4,Female,96,3,1,Research Scientist,2,Divorced,2022,16612,1,Y,Yes,19,3,1,80,1,10,3,2,10,2,7,8
+32,No,Non-Travel,300,Research & Development,1,3,Life Sciences,1,882,4,Male,61,3,1,Laboratory Technician,4,Divorced,2314,9148,0,Y,No,12,3,2,80,1,4,2,3,3,0,0,2
+25,No,Travel_Rarely,583,Sales,4,1,Marketing,1,885,3,Male,87,2,2,Sales Executive,1,Married,4256,18154,1,Y,No,12,3,1,80,0,5,1,4,5,2,0,3
+49,No,Travel_Rarely,1418,Research & Development,1,3,Technical Degree,1,887,3,Female,36,3,1,Research Scientist,1,Married,3580,10554,2,Y,No,16,3,2,80,1,7,2,3,4,2,0,2
+24,No,Non-Travel,1269,Research & Development,4,1,Life Sciences,1,888,1,Male,46,2,1,Laboratory Technician,4,Married,3162,10778,0,Y,No,17,3,4,80,0,6,2,2,5,2,3,4
+32,No,Travel_Frequently,379,Sales,5,2,Life Sciences,1,889,2,Male,48,3,2,Sales Executive,2,Married,6524,8891,1,Y,No,14,3,4,80,1,10,3,3,10,8,5,3
+38,No,Travel_Rarely,395,Sales,9,3,Marketing,1,893,2,Male,98,2,1,Sales Representative,2,Married,2899,12102,0,Y,No,19,3,4,80,1,3,3,3,2,2,1,2
+42,No,Travel_Rarely,1265,Research & Development,3,3,Life Sciences,1,894,3,Female,95,4,2,Laboratory Technician,4,Married,5231,23726,2,Y,Yes,13,3,2,80,1,17,1,2,5,3,1,3
+31,No,Travel_Rarely,1222,Research & Development,11,4,Life Sciences,1,895,4,Male,48,3,1,Research Scientist,4,Married,2356,14871,3,Y,Yes,19,3,2,80,1,8,2,3,6,4,0,2
+29,Yes,Travel_Rarely,341,Sales,1,3,Medical,1,896,2,Female,48,2,1,Sales Representative,3,Divorced,2800,23522,6,Y,Yes,19,3,3,80,3,5,3,3,3,2,0,2
+53,No,Travel_Rarely,868,Sales,8,3,Marketing,1,897,1,Male,73,3,4,Sales Executive,4,Married,11836,22789,5,Y,No,14,3,3,80,1,28,3,3,2,0,2,2
+35,No,Travel_Rarely,672,Research & Development,25,3,Technical Degree,1,899,4,Male,78,2,3,Manufacturing Director,2,Married,10903,9129,3,Y,No,16,3,1,80,0,16,2,3,13,10,4,8
+37,No,Travel_Frequently,1231,Sales,21,2,Medical,1,900,3,Female,54,3,1,Sales Representative,4,Married,2973,21222,5,Y,No,15,3,2,80,1,10,3,3,5,4,0,0
+53,No,Travel_Rarely,102,Research & Development,23,4,Life Sciences,1,901,4,Female,72,3,4,Research Director,4,Single,14275,20206,6,Y,No,18,3,3,80,0,33,0,3,12,9,3,8
+43,No,Travel_Frequently,422,Research & Development,1,3,Life Sciences,1,902,4,Female,33,3,2,Healthcare Representative,4,Married,5562,21782,4,Y,No,13,3,2,80,1,12,2,2,5,2,2,2
+47,No,Travel_Rarely,249,Sales,2,2,Marketing,1,903,3,Female,35,3,2,Sales Executive,4,Married,4537,17783,0,Y,Yes,22,4,1,80,1,8,2,3,7,6,7,7
+37,No,Non-Travel,1252,Sales,19,2,Medical,1,904,1,Male,32,3,3,Sales Executive,2,Single,7642,4814,1,Y,Yes,13,3,4,80,0,10,2,3,10,0,0,9
+50,No,Non-Travel,881,Research & Development,2,4,Life Sciences,1,905,1,Male,98,3,4,Manager,1,Divorced,17924,4544,1,Y,No,11,3,4,80,1,31,3,3,31,6,14,7
+39,No,Travel_Rarely,1383,Human Resources,2,3,Life Sciences,1,909,4,Female,42,2,2,Human Resources,4,Married,5204,7790,8,Y,No,11,3,3,80,2,13,2,3,5,4,0,4
+33,No,Travel_Rarely,1075,Human Resources,3,2,Human Resources,1,910,4,Male,57,3,1,Human Resources,2,Divorced,2277,22650,3,Y,Yes,11,3,3,80,1,7,4,4,4,3,0,3
+32,Yes,Travel_Rarely,374,Research & Development,25,4,Life Sciences,1,911,1,Male,87,3,1,Laboratory Technician,4,Single,2795,18016,1,Y,Yes,24,4,3,80,0,1,2,1,1,0,0,1
+29,No,Travel_Rarely,1086,Research & Development,7,1,Medical,1,912,1,Female,62,2,1,Laboratory Technician,4,Divorced,2532,6054,6,Y,No,14,3,3,80,3,8,5,3,4,3,0,3
+44,No,Travel_Rarely,661,Research & Development,9,2,Life Sciences,1,913,2,Male,61,3,1,Research Scientist,1,Married,2559,7508,1,Y,Yes,13,3,4,80,0,8,0,3,8,7,7,1
+28,No,Travel_Rarely,821,Sales,5,4,Medical,1,916,1,Male,98,3,2,Sales Executive,4,Single,4908,24252,1,Y,No,14,3,2,80,0,4,3,3,4,2,0,2
+58,Yes,Travel_Frequently,781,Research & Development,2,1,Life Sciences,1,918,4,Male,57,2,1,Laboratory Technician,4,Divorced,2380,13384,9,Y,Yes,14,3,4,80,1,3,3,2,1,0,0,0
+43,No,Travel_Rarely,177,Research & Development,8,3,Life Sciences,1,920,1,Female,55,3,2,Manufacturing Director,2,Divorced,4765,23814,4,Y,No,21,4,3,80,1,4,2,4,1,0,0,0
+20,Yes,Travel_Rarely,500,Sales,2,3,Medical,1,922,3,Female,49,2,1,Sales Representative,3,Single,2044,22052,1,Y,No,13,3,4,80,0,2,3,2,2,2,0,2
+21,Yes,Travel_Rarely,1427,Research & Development,18,1,Other,1,923,4,Female,65,3,1,Research Scientist,4,Single,2693,8870,1,Y,No,19,3,1,80,0,1,3,2,1,0,0,0
+36,No,Travel_Rarely,1425,Research & Development,14,1,Life Sciences,1,924,3,Male,68,3,2,Healthcare Representative,4,Married,6586,4821,0,Y,Yes,17,3,1,80,1,17,2,2,16,8,4,11
+47,No,Travel_Rarely,1454,Sales,2,4,Life Sciences,1,925,4,Female,65,2,1,Sales Representative,4,Single,3294,13137,1,Y,Yes,18,3,1,80,0,3,3,2,3,2,1,2
+22,Yes,Travel_Rarely,617,Research & Development,3,1,Life Sciences,1,926,2,Female,34,3,2,Manufacturing Director,3,Married,4171,10022,0,Y,Yes,19,3,1,80,1,4,3,4,3,2,0,2
+41,Yes,Travel_Rarely,1085,Research & Development,2,4,Life Sciences,1,927,2,Female,57,1,1,Laboratory Technician,4,Divorced,2778,17725,4,Y,Yes,13,3,3,80,1,10,1,2,7,7,1,0
+28,No,Travel_Rarely,995,Research & Development,9,3,Medical,1,930,3,Female,77,3,1,Research Scientist,3,Divorced,2377,9834,5,Y,No,18,3,2,80,1,6,2,3,2,2,2,2
+39,Yes,Travel_Rarely,1122,Research & Development,6,3,Medical,1,932,4,Male,70,3,1,Laboratory Technician,1,Married,2404,4303,7,Y,Yes,21,4,4,80,0,8,2,1,2,2,2,2
+27,No,Travel_Rarely,618,Research & Development,4,3,Life Sciences,1,933,2,Female,76,3,1,Research Scientist,3,Single,2318,17808,1,Y,No,19,3,3,80,0,1,2,3,1,1,0,0
+34,No,Travel_Rarely,546,Research & Development,10,3,Life Sciences,1,934,2,Male,83,3,1,Laboratory Technician,2,Divorced,2008,6896,1,Y,No,14,3,2,80,2,1,3,3,1,0,1,0
+42,No,Travel_Rarely,462,Sales,14,2,Medical,1,936,3,Female,68,2,2,Sales Executive,3,Single,6244,7824,7,Y,No,17,3,1,80,0,10,6,3,5,4,0,3
+33,No,Travel_Rarely,1198,Research & Development,1,4,Other,1,939,3,Male,100,2,1,Research Scientist,1,Single,2799,3339,3,Y,Yes,11,3,2,80,0,6,1,3,3,2,0,2
+58,No,Travel_Rarely,1272,Research & Development,5,3,Technical Degree,1,940,3,Female,37,2,3,Healthcare Representative,2,Divorced,10552,9255,2,Y,Yes,13,3,4,80,1,24,3,3,6,0,0,4
+31,No,Travel_Rarely,154,Sales,7,4,Life Sciences,1,941,2,Male,41,2,1,Sales Representative,3,Married,2329,11737,3,Y,No,15,3,2,80,0,13,2,4,7,7,5,2
+35,No,Travel_Rarely,1137,Research & Development,21,1,Life Sciences,1,942,4,Female,51,3,2,Healthcare Representative,4,Married,4014,19170,1,Y,Yes,25,4,4,80,1,10,2,1,10,6,0,7
+49,No,Travel_Rarely,527,Research & Development,8,2,Other,1,944,1,Female,51,3,3,Laboratory Technician,2,Married,7403,22477,4,Y,No,11,3,3,80,1,29,3,2,26,9,1,7
+48,No,Travel_Rarely,1469,Research & Development,20,4,Medical,1,945,4,Male,51,3,1,Research Scientist,3,Married,2259,5543,4,Y,No,17,3,1,80,2,13,2,2,0,0,0,0
+31,No,Non-Travel,1188,Sales,20,2,Marketing,1,947,4,Female,45,3,2,Sales Executive,3,Married,6932,24406,1,Y,No,13,3,4,80,1,9,2,2,9,8,0,0
+36,No,Travel_Rarely,188,Research & Development,7,4,Other,1,949,2,Male,65,3,1,Research Scientist,4,Single,4678,23293,2,Y,No,18,3,3,80,0,8,6,3,6,2,0,1
+38,No,Travel_Rarely,1333,Research & Development,1,3,Technical Degree,1,950,4,Female,80,3,3,Research Director,1,Married,13582,16292,1,Y,No,13,3,2,80,1,15,3,3,15,12,5,11
+32,No,Non-Travel,1184,Research & Development,1,3,Life Sciences,1,951,3,Female,70,2,1,Laboratory Technician,2,Married,2332,3974,6,Y,No,20,4,3,80,0,5,3,3,3,0,0,2
+25,Yes,Travel_Rarely,867,Sales,19,2,Marketing,1,952,3,Male,36,2,1,Sales Representative,2,Married,2413,18798,1,Y,Yes,18,3,3,80,3,1,2,3,1,0,0,0
+40,No,Travel_Rarely,658,Sales,10,4,Marketing,1,954,1,Male,67,2,3,Sales Executive,2,Divorced,9705,20652,2,Y,No,12,3,2,80,1,11,2,2,1,0,0,0
+26,No,Travel_Frequently,1283,Sales,1,3,Medical,1,956,3,Male,52,2,2,Sales Executive,1,Single,4294,11148,1,Y,No,12,3,2,80,0,7,2,3,7,7,0,7
+41,No,Travel_Rarely,263,Research & Development,6,3,Medical,1,957,4,Male,59,3,1,Laboratory Technician,1,Single,4721,3119,2,Y,Yes,13,3,3,80,0,20,3,3,18,13,2,17
+36,No,Travel_Rarely,938,Research & Development,2,4,Medical,1,958,3,Male,79,3,1,Laboratory Technician,3,Single,2519,12287,4,Y,No,21,4,3,80,0,16,6,3,11,8,3,9
+19,Yes,Travel_Rarely,419,Sales,21,3,Other,1,959,4,Male,37,2,1,Sales Representative,2,Single,2121,9947,1,Y,Yes,13,3,2,80,0,1,3,4,1,0,0,0
+20,Yes,Travel_Rarely,129,Research & Development,4,3,Technical Degree,1,960,1,Male,84,3,1,Laboratory Technician,1,Single,2973,13008,1,Y,No,19,3,2,80,0,1,2,3,1,0,0,0
+31,No,Travel_Rarely,616,Research & Development,12,3,Medical,1,961,4,Female,41,3,2,Healthcare Representative,4,Married,5855,17369,0,Y,Yes,11,3,3,80,2,10,2,1,9,7,8,5
+40,No,Travel_Frequently,1469,Research & Development,9,4,Medical,1,964,4,Male,35,3,1,Research Scientist,2,Divorced,3617,25063,8,Y,Yes,14,3,4,80,1,3,2,3,1,1,0,0
+32,No,Travel_Rarely,498,Research & Development,3,4,Medical,1,966,3,Female,93,3,2,Manufacturing Director,1,Married,6725,13554,1,Y,No,12,3,3,80,1,8,2,4,8,7,6,3
+36,Yes,Travel_Rarely,530,Sales,3,1,Life Sciences,1,967,3,Male,51,2,3,Sales Executive,4,Married,10325,5518,1,Y,Yes,11,3,1,80,1,16,6,3,16,7,3,7
+33,No,Travel_Rarely,1069,Research & Development,1,3,Life Sciences,1,969,2,Female,42,2,2,Healthcare Representative,4,Single,6949,12291,0,Y,No,14,3,1,80,0,6,3,3,5,0,1,4
+37,Yes,Travel_Rarely,625,Sales,1,4,Life Sciences,1,970,1,Male,46,2,3,Sales Executive,3,Married,10609,14922,5,Y,No,11,3,3,80,0,17,2,1,14,1,11,7
+45,No,Non-Travel,805,Research & Development,4,2,Life Sciences,1,972,3,Male,57,3,2,Laboratory Technician,2,Married,4447,23163,1,Y,No,12,3,2,80,0,9,5,2,9,7,0,8
+29,No,Travel_Frequently,1404,Sales,20,3,Technical Degree,1,974,3,Female,84,3,1,Sales Representative,4,Married,2157,18203,1,Y,No,15,3,2,80,1,3,5,3,3,1,0,2
+35,No,Travel_Rarely,1219,Sales,18,3,Medical,1,975,3,Female,86,3,2,Sales Executive,3,Married,4601,6179,1,Y,No,16,3,2,80,0,5,3,3,5,2,1,0
+52,No,Travel_Rarely,1053,Research & Development,1,2,Life Sciences,1,976,4,Male,70,3,4,Manager,4,Married,17099,13829,2,Y,No,15,3,2,80,1,26,2,2,9,8,7,8
+58,Yes,Travel_Rarely,289,Research & Development,2,3,Technical Degree,1,977,4,Male,51,3,1,Research Scientist,3,Single,2479,26227,4,Y,No,24,4,1,80,0,7,4,3,1,0,0,0
+53,No,Travel_Rarely,1376,Sales,2,2,Medical,1,981,3,Male,45,3,4,Manager,3,Divorced,14852,13938,6,Y,No,13,3,3,80,1,22,3,4,17,13,15,2
+30,No,Travel_Rarely,231,Sales,8,2,Other,1,982,3,Male,62,3,3,Sales Executive,3,Divorced,7264,9977,5,Y,No,11,3,1,80,1,10,2,4,8,4,7,7
+38,No,Non-Travel,152,Sales,10,3,Technical Degree,1,983,3,Female,85,3,2,Sales Executive,4,Single,5666,19899,1,Y,Yes,13,3,2,80,0,6,1,3,5,3,1,3
+35,No,Travel_Rarely,882,Sales,3,4,Life Sciences,1,984,4,Male,92,3,3,Sales Executive,4,Divorced,7823,6812,6,Y,No,13,3,2,80,1,12,2,3,10,9,0,8
+39,No,Travel_Rarely,903,Sales,2,5,Life Sciences,1,985,1,Male,41,4,3,Sales Executive,3,Single,7880,2560,0,Y,No,18,3,4,80,0,9,3,3,8,7,0,7
+40,Yes,Non-Travel,1479,Sales,24,3,Life Sciences,1,986,2,Female,100,4,4,Sales Executive,2,Single,13194,17071,4,Y,Yes,16,3,4,80,0,22,2,2,1,0,0,0
+47,No,Travel_Frequently,1379,Research & Development,16,4,Medical,1,987,3,Male,64,4,2,Manufacturing Director,3,Divorced,5067,6759,1,Y,Yes,19,3,3,80,0,20,3,4,19,10,2,7
+36,No,Non-Travel,1229,Sales,8,4,Technical Degree,1,990,1,Male,84,3,2,Sales Executive,4,Divorced,5079,25952,4,Y,No,13,3,4,80,2,12,3,3,7,7,0,7
+31,Yes,Non-Travel,335,Research & Development,9,2,Medical,1,991,3,Male,46,2,1,Research Scientist,1,Single,2321,10322,0,Y,Yes,22,4,1,80,0,4,0,3,3,2,1,2
+33,No,Non-Travel,722,Sales,17,3,Life Sciences,1,992,4,Male,38,3,4,Manager,3,Single,17444,20489,1,Y,No,11,3,4,80,0,10,2,3,10,8,6,0
+29,Yes,Travel_Rarely,906,Research & Development,10,3,Life Sciences,1,994,4,Female,92,2,1,Research Scientist,1,Single,2404,11479,6,Y,Yes,20,4,3,80,0,3,5,3,0,0,0,0
+33,No,Travel_Rarely,461,Research & Development,13,1,Life Sciences,1,995,2,Female,53,3,1,Research Scientist,4,Single,3452,17241,3,Y,No,18,3,1,80,0,5,4,3,3,2,0,2
+45,No,Travel_Rarely,974,Research & Development,1,4,Medical,1,996,4,Female,91,3,1,Laboratory Technician,4,Divorced,2270,11005,3,Y,No,14,3,4,80,2,8,2,3,5,3,0,2
+50,No,Travel_Rarely,1126,Research & Development,1,2,Medical,1,997,4,Male,66,3,4,Research Director,4,Divorced,17399,6615,9,Y,No,22,4,3,80,1,32,1,2,5,4,1,3
+33,No,Travel_Frequently,827,Research & Development,1,4,Other,1,998,3,Female,84,4,2,Healthcare Representative,2,Married,5488,20161,1,Y,Yes,13,3,1,80,1,6,2,3,6,5,1,2
+41,No,Travel_Frequently,840,Research & Development,9,3,Medical,1,999,1,Male,64,3,5,Research Director,3,Divorced,19419,3735,2,Y,No,17,3,2,80,1,21,2,4,18,16,0,11
+27,No,Travel_Rarely,1134,Research & Development,16,4,Technical Degree,1,1001,3,Female,37,3,1,Laboratory Technician,2,Married,2811,12086,9,Y,No,14,3,2,80,1,4,2,3,2,2,2,2
+45,No,Non-Travel,248,Research & Development,23,2,Life Sciences,1,1002,4,Male,42,3,2,Laboratory Technician,1,Married,3633,14039,1,Y,Yes,15,3,3,80,1,9,2,3,9,8,0,8
+47,No,Travel_Rarely,955,Sales,4,2,Life Sciences,1,1003,4,Female,83,3,2,Sales Executive,4,Single,4163,8571,1,Y,Yes,17,3,3,80,0,9,0,3,9,0,0,7
+30,Yes,Travel_Rarely,138,Research & Development,22,3,Life Sciences,1,1004,1,Female,48,3,1,Research Scientist,3,Married,2132,11539,4,Y,Yes,11,3,2,80,0,7,2,3,5,2,0,1
+50,No,Travel_Rarely,939,Research & Development,24,3,Life Sciences,1,1005,4,Male,95,3,4,Manufacturing Director,3,Married,13973,4161,3,Y,Yes,18,3,4,80,1,22,2,3,12,11,1,5
+38,No,Travel_Frequently,1391,Research & Development,10,1,Medical,1,1006,3,Male,66,3,1,Research Scientist,3,Married,2684,12127,0,Y,No,17,3,2,80,1,3,0,2,2,1,0,2
+46,No,Travel_Rarely,566,Research & Development,7,2,Medical,1,1007,4,Male,75,3,3,Manufacturing Director,3,Divorced,10845,24208,6,Y,No,13,3,2,80,1,13,3,3,8,7,0,7
+24,No,Travel_Rarely,1206,Research & Development,17,1,Medical,1,1009,4,Female,41,2,2,Manufacturing Director,3,Divorced,4377,24117,1,Y,No,15,3,2,80,2,5,6,3,4,2,3,2
+35,Yes,Travel_Rarely,622,Research & Development,14,4,Other,1,1010,3,Male,39,2,1,Laboratory Technician,2,Divorced,3743,10074,1,Y,Yes,24,4,4,80,1,5,2,1,4,2,0,2
+31,No,Travel_Frequently,853,Research & Development,1,1,Life Sciences,1,1011,3,Female,96,3,2,Manufacturing Director,1,Married,4148,11275,1,Y,No,12,3,3,80,1,4,1,3,4,3,0,3
+18,No,Non-Travel,287,Research & Development,5,2,Life Sciences,1,1012,2,Male,73,3,1,Research Scientist,4,Single,1051,13493,1,Y,No,15,3,4,80,0,0,2,3,0,0,0,0
+54,No,Travel_Rarely,1441,Research & Development,17,3,Technical Degree,1,1013,3,Female,56,3,3,Manufacturing Director,3,Married,10739,13943,8,Y,No,11,3,3,80,1,22,2,3,10,7,0,8
+35,No,Travel_Rarely,583,Research & Development,25,4,Medical,1,1014,3,Female,57,3,3,Healthcare Representative,3,Divorced,10388,6975,1,Y,Yes,11,3,3,80,1,16,3,2,16,10,10,1
+30,No,Travel_Rarely,153,Research & Development,8,2,Life Sciences,1,1015,2,Female,73,4,3,Research Director,1,Married,11416,17802,0,Y,Yes,12,3,3,80,3,9,4,2,8,7,1,7
+20,Yes,Travel_Rarely,1097,Research & Development,11,3,Medical,1,1016,4,Female,98,2,1,Research Scientist,1,Single,2600,18275,1,Y,Yes,15,3,1,80,0,1,2,3,1,0,0,0
+30,Yes,Travel_Frequently,109,Research & Development,5,3,Medical,1,1017,2,Female,60,3,1,Laboratory Technician,2,Single,2422,25725,0,Y,No,17,3,1,80,0,4,3,3,3,2,1,2
+26,No,Travel_Rarely,1066,Research & Development,2,2,Medical,1,1018,4,Male,32,4,2,Manufacturing Director,4,Married,5472,3334,1,Y,No,12,3,2,80,0,8,2,3,8,7,1,3
+22,No,Travel_Rarely,217,Research & Development,8,1,Life Sciences,1,1019,2,Male,94,1,1,Laboratory Technician,1,Married,2451,6881,1,Y,No,15,3,1,80,1,4,3,2,4,3,1,1
+48,No,Travel_Rarely,277,Research & Development,6,3,Life Sciences,1,1022,1,Male,97,2,2,Healthcare Representative,3,Single,4240,13119,2,Y,No,13,3,4,80,0,19,0,3,2,2,2,2
+48,No,Travel_Rarely,1355,Research & Development,4,4,Life Sciences,1,1024,3,Male,78,2,3,Healthcare Representative,3,Single,10999,22245,7,Y,No,14,3,2,80,0,27,3,3,15,11,4,8
+41,No,Travel_Rarely,549,Research & Development,7,2,Medical,1,1025,4,Female,42,3,2,Manufacturing Director,3,Single,5003,23371,6,Y,No,14,3,2,80,0,8,6,3,2,2,2,1
+39,No,Travel_Rarely,466,Research & Development,1,1,Life Sciences,1,1026,4,Female,65,2,4,Manufacturing Director,4,Married,12742,7060,1,Y,No,16,3,3,80,1,21,3,3,21,6,11,8
+27,No,Travel_Rarely,1055,Research & Development,2,4,Life Sciences,1,1027,1,Female,47,3,2,Manufacturing Director,4,Married,4227,4658,0,Y,No,18,3,2,80,1,4,2,3,3,2,2,2
+35,No,Travel_Rarely,802,Research & Development,10,3,Other,1,1028,2,Male,45,3,1,Laboratory Technician,4,Divorced,3917,9541,1,Y,No,20,4,1,80,1,3,4,2,3,2,1,2
+42,No,Travel_Rarely,265,Sales,5,2,Marketing,1,1029,4,Male,90,3,5,Manager,3,Married,18303,7770,6,Y,No,13,3,2,80,0,21,3,4,1,0,0,0
+50,No,Travel_Rarely,804,Research & Development,9,3,Life Sciences,1,1030,1,Male,64,3,1,Laboratory Technician,4,Married,2380,20165,4,Y,No,18,3,2,80,0,8,5,3,1,0,0,0
+59,No,Travel_Rarely,715,Research & Development,2,3,Life Sciences,1,1032,3,Female,69,2,4,Manufacturing Director,4,Single,13726,21829,3,Y,Yes,13,3,1,80,0,30,4,3,5,3,4,3
+37,Yes,Travel_Rarely,1141,Research & Development,11,2,Medical,1,1033,1,Female,61,1,2,Healthcare Representative,2,Married,4777,14382,5,Y,No,15,3,1,80,0,15,2,1,1,0,0,0
+55,No,Travel_Frequently,135,Research & Development,18,4,Medical,1,1034,3,Male,62,3,2,Healthcare Representative,2,Married,6385,12992,3,Y,Yes,14,3,4,80,2,17,3,3,8,7,6,7
+41,No,Non-Travel,247,Research & Development,7,1,Life Sciences,1,1035,2,Female,55,1,5,Research Director,3,Divorced,19973,20284,1,Y,No,22,4,2,80,2,21,3,3,21,16,5,10
+38,No,Travel_Rarely,1035,Sales,3,4,Life Sciences,1,1036,2,Male,42,3,2,Sales Executive,4,Single,6861,4981,8,Y,Yes,12,3,3,80,0,19,1,3,1,0,0,0
+26,Yes,Non-Travel,265,Sales,29,2,Medical,1,1037,2,Male,79,1,2,Sales Executive,1,Single,4969,21813,8,Y,No,18,3,4,80,0,7,6,3,2,2,2,2
+52,Yes,Travel_Rarely,266,Sales,2,1,Marketing,1,1038,1,Female,57,1,5,Manager,4,Married,19845,25846,1,Y,No,15,3,4,80,1,33,3,3,32,14,6,9
+44,No,Travel_Rarely,1448,Sales,28,3,Medical,1,1039,4,Female,53,4,4,Sales Executive,4,Married,13320,11737,3,Y,Yes,18,3,3,80,1,23,2,3,12,11,11,11
+50,No,Non-Travel,145,Sales,1,3,Life Sciences,1,1040,4,Female,95,3,2,Sales Executive,3,Married,6347,24920,0,Y,No,12,3,1,80,1,19,3,3,18,7,0,13
+36,Yes,Travel_Rarely,885,Research & Development,16,4,Life Sciences,1,1042,3,Female,43,4,1,Laboratory Technician,1,Single,2743,8269,1,Y,No,16,3,3,80,0,18,1,3,17,13,15,14
+39,No,Travel_Frequently,945,Research & Development,22,3,Medical,1,1043,4,Female,82,3,3,Manufacturing Director,1,Single,10880,5083,1,Y,Yes,13,3,3,80,0,21,2,3,21,6,2,8
+33,No,Non-Travel,1038,Sales,8,1,Life Sciences,1,1044,2,Female,88,2,1,Sales Representative,4,Single,2342,21437,0,Y,No,19,3,4,80,0,3,2,2,2,2,2,2
+45,No,Travel_Rarely,1234,Sales,11,2,Life Sciences,1,1045,4,Female,90,3,4,Manager,4,Married,17650,5404,3,Y,No,13,3,2,80,1,26,4,4,9,3,1,1
+32,No,Non-Travel,1109,Research & Development,29,4,Medical,1,1046,4,Female,69,3,1,Laboratory Technician,3,Single,4025,11135,9,Y,No,12,3,2,80,0,10,2,3,8,7,7,7
+34,No,Travel_Rarely,216,Sales,1,4,Marketing,1,1047,2,Male,75,4,2,Sales Executive,4,Divorced,9725,12278,0,Y,No,11,3,4,80,1,16,2,2,15,1,0,9
+59,No,Travel_Rarely,1089,Sales,1,2,Technical Degree,1,1048,2,Male,66,3,3,Manager,4,Married,11904,11038,3,Y,Yes,14,3,3,80,1,14,1,1,6,4,0,4
+45,No,Travel_Rarely,788,Human Resources,24,4,Medical,1,1049,2,Male,36,3,1,Human Resources,2,Single,2177,8318,1,Y,No,16,3,1,80,0,6,3,3,6,3,0,4
+53,No,Travel_Frequently,124,Sales,2,3,Marketing,1,1050,3,Female,38,2,3,Sales Executive,2,Married,7525,23537,2,Y,No,12,3,1,80,1,30,2,3,15,7,6,12
+36,Yes,Travel_Rarely,660,Research & Development,15,3,Other,1,1052,1,Male,81,3,2,Laboratory Technician,3,Divorced,4834,7858,7,Y,No,14,3,2,80,1,9,3,2,1,0,0,0
+26,Yes,Travel_Frequently,342,Research & Development,2,3,Life Sciences,1,1053,1,Male,57,3,1,Research Scientist,1,Married,2042,15346,6,Y,Yes,14,3,2,80,1,6,2,3,3,2,1,2
+34,No,Travel_Rarely,1333,Sales,10,4,Life Sciences,1,1055,3,Female,87,3,1,Sales Representative,3,Married,2220,18410,1,Y,Yes,19,3,4,80,1,1,2,3,1,1,0,0
+28,No,Travel_Rarely,1144,Sales,10,1,Medical,1,1056,4,Male,74,3,1,Sales Representative,2,Married,1052,23384,1,Y,No,22,4,2,80,0,1,5,3,1,0,0,0
+38,No,Travel_Frequently,1186,Research & Development,3,4,Other,1,1060,3,Male,44,3,1,Research Scientist,3,Married,2821,2997,3,Y,No,16,3,1,80,1,8,2,3,2,2,2,2
+50,No,Travel_Rarely,1464,Research & Development,2,4,Medical,1,1061,2,Male,62,3,5,Research Director,3,Married,19237,12853,2,Y,Yes,11,3,4,80,1,29,2,2,8,1,7,7
+37,No,Travel_Rarely,124,Research & Development,3,3,Other,1,1062,4,Female,35,3,2,Healthcare Representative,2,Single,4107,13848,3,Y,No,15,3,1,80,0,8,3,2,4,3,0,1
+40,No,Travel_Rarely,300,Sales,26,3,Marketing,1,1066,3,Male,74,3,2,Sales Executive,1,Married,8396,22217,1,Y,No,14,3,2,80,1,8,3,2,7,7,7,5
+26,No,Travel_Frequently,921,Research & Development,1,1,Medical,1,1068,1,Female,66,2,1,Research Scientist,3,Divorced,2007,25265,1,Y,No,13,3,3,80,2,5,5,3,5,3,1,3
+46,No,Travel_Rarely,430,Research & Development,1,4,Medical,1,1069,4,Male,40,3,5,Research Director,4,Divorced,19627,21445,9,Y,No,17,3,4,80,2,23,0,3,2,2,2,2
+54,No,Travel_Rarely,1082,Sales,2,4,Life Sciences,1,1070,3,Female,41,2,3,Sales Executive,3,Married,10686,8392,6,Y,No,11,3,2,80,1,13,4,3,9,4,7,0
+56,No,Travel_Frequently,1240,Research & Development,9,3,Medical,1,1071,1,Female,63,3,1,Research Scientist,3,Married,2942,12154,2,Y,No,19,3,2,80,1,18,4,3,5,4,0,3
+36,No,Travel_Rarely,796,Research & Development,12,5,Medical,1,1073,4,Female,51,2,3,Manufacturing Director,4,Single,8858,15669,0,Y,No,11,3,2,80,0,15,2,2,14,8,7,8
+55,No,Non-Travel,444,Research & Development,2,1,Medical,1,1074,3,Male,40,2,4,Manager,1,Single,16756,17323,7,Y,No,15,3,2,80,0,31,3,4,9,7,6,2
+43,No,Travel_Rarely,415,Sales,25,3,Medical,1,1076,3,Male,79,2,3,Sales Executive,4,Divorced,10798,5268,5,Y,No,13,3,3,80,1,18,5,3,1,0,0,0
+20,Yes,Travel_Frequently,769,Sales,9,3,Marketing,1,1077,4,Female,54,3,1,Sales Representative,4,Single,2323,17205,1,Y,Yes,14,3,2,80,0,2,3,3,2,2,0,2
+21,Yes,Travel_Rarely,1334,Research & Development,10,3,Life Sciences,1,1079,3,Female,36,2,1,Laboratory Technician,1,Single,1416,17258,1,Y,No,13,3,1,80,0,1,6,2,1,0,1,0
+46,No,Travel_Rarely,1003,Research & Development,8,4,Life Sciences,1,1080,4,Female,74,2,2,Research Scientist,1,Divorced,4615,21029,8,Y,Yes,23,4,1,80,3,19,2,3,16,13,1,7
+51,Yes,Travel_Rarely,1323,Research & Development,4,4,Life Sciences,1,1081,1,Male,34,3,1,Research Scientist,3,Married,2461,10332,9,Y,Yes,12,3,3,80,3,18,2,4,10,0,2,7
+28,Yes,Non-Travel,1366,Research & Development,24,2,Technical Degree,1,1082,2,Male,72,2,3,Healthcare Representative,1,Single,8722,12355,1,Y,No,12,3,1,80,0,10,2,2,10,7,1,9
+26,No,Travel_Rarely,192,Research & Development,1,2,Medical,1,1083,1,Male,59,2,1,Laboratory Technician,1,Married,3955,11141,1,Y,No,16,3,1,80,2,6,2,3,5,3,1,3
+30,No,Travel_Rarely,1176,Research & Development,20,3,Other,1,1084,3,Male,85,3,2,Manufacturing Director,1,Married,9957,9096,0,Y,No,15,3,3,80,1,7,1,2,6,2,0,2
+41,No,Travel_Rarely,509,Research & Development,7,2,Technical Degree,1,1085,2,Female,43,4,1,Research Scientist,3,Married,3376,18863,1,Y,No,13,3,3,80,0,10,3,3,10,6,0,8
+38,No,Travel_Rarely,330,Research & Development,17,1,Life Sciences,1,1088,3,Female,65,2,3,Healthcare Representative,3,Married,8823,24608,0,Y,No,18,3,1,80,1,20,4,2,19,9,1,9
+40,No,Travel_Rarely,1492,Research & Development,20,4,Technical Degree,1,1092,1,Male,61,3,3,Healthcare Representative,4,Married,10322,26542,4,Y,No,20,4,4,80,1,14,6,3,11,10,11,1
+27,No,Non-Travel,1277,Research & Development,8,5,Life Sciences,1,1094,1,Male,87,1,1,Laboratory Technician,3,Married,4621,5869,1,Y,No,19,3,4,80,3,3,4,3,3,2,1,2
+55,No,Travel_Frequently,1091,Research & Development,2,1,Life Sciences,1,1096,4,Male,65,3,3,Manufacturing Director,2,Married,10976,15813,3,Y,No,18,3,2,80,1,23,4,3,3,2,1,2
+28,No,Travel_Rarely,857,Research & Development,10,3,Other,1,1097,3,Female,59,3,2,Research Scientist,3,Single,3660,7909,3,Y,No,13,3,4,80,0,10,4,4,8,7,1,7
+44,Yes,Travel_Rarely,1376,Human Resources,1,2,Medical,1,1098,2,Male,91,2,3,Human Resources,1,Married,10482,2326,9,Y,No,14,3,4,80,1,24,1,3,20,6,3,6
+33,No,Travel_Rarely,654,Research & Development,5,3,Life Sciences,1,1099,4,Male,34,2,3,Healthcare Representative,4,Divorced,7119,21214,4,Y,No,15,3,3,80,1,9,2,3,3,2,1,2
+35,Yes,Travel_Rarely,1204,Sales,4,3,Technical Degree,1,1100,4,Male,86,3,3,Sales Executive,1,Single,9582,10333,0,Y,Yes,22,4,1,80,0,9,2,3,8,7,4,7
+33,Yes,Travel_Frequently,827,Research & Development,29,4,Medical,1,1101,1,Female,54,2,2,Research Scientist,3,Single,4508,3129,1,Y,No,22,4,2,80,0,14,4,3,13,7,3,8
+28,No,Travel_Rarely,895,Research & Development,15,2,Life Sciences,1,1102,1,Male,50,3,1,Laboratory Technician,3,Divorced,2207,22482,1,Y,No,16,3,4,80,1,4,5,2,4,2,2,2
+34,No,Travel_Frequently,618,Research & Development,3,1,Life Sciences,1,1103,1,Male,45,3,2,Healthcare Representative,4,Single,7756,22266,0,Y,No,17,3,3,80,0,7,1,2,6,2,0,4
+37,No,Travel_Rarely,309,Sales,10,4,Life Sciences,1,1105,4,Female,88,2,2,Sales Executive,4,Divorced,6694,24223,2,Y,Yes,14,3,3,80,3,8,5,3,1,0,0,0
+25,Yes,Travel_Rarely,1219,Research & Development,4,1,Technical Degree,1,1106,4,Male,32,3,1,Laboratory Technician,4,Married,3691,4605,1,Y,Yes,15,3,2,80,1,7,3,4,7,7,5,6
+26,Yes,Travel_Rarely,1330,Research & Development,21,3,Medical,1,1107,1,Male,37,3,1,Laboratory Technician,3,Divorced,2377,19373,1,Y,No,20,4,3,80,1,1,0,2,1,1,0,0
+33,Yes,Travel_Rarely,1017,Research & Development,25,3,Medical,1,1108,1,Male,55,2,1,Research Scientist,2,Single,2313,2993,4,Y,Yes,20,4,2,80,0,5,0,3,2,2,2,2
+42,No,Travel_Rarely,469,Research & Development,2,2,Medical,1,1109,4,Male,35,3,4,Manager,1,Married,17665,14399,0,Y,No,17,3,4,80,1,23,3,3,22,6,13,7
+28,Yes,Travel_Frequently,1009,Research & Development,1,3,Medical,1,1111,1,Male,45,2,1,Laboratory Technician,2,Divorced,2596,7160,1,Y,No,15,3,1,80,2,1,2,3,1,0,0,0
+50,Yes,Travel_Frequently,959,Sales,1,4,Other,1,1113,4,Male,81,3,2,Sales Executive,3,Single,4728,17251,3,Y,Yes,14,3,4,80,0,5,4,3,0,0,0,0
+33,No,Travel_Frequently,970,Sales,7,3,Life Sciences,1,1114,4,Female,30,3,2,Sales Executive,2,Married,4302,13401,0,Y,No,17,3,3,80,1,4,3,3,3,2,0,2
+34,No,Non-Travel,697,Research & Development,3,4,Life Sciences,1,1115,3,Male,40,2,1,Research Scientist,4,Married,2979,22478,3,Y,No,17,3,4,80,3,6,2,3,0,0,0,0
+48,No,Non-Travel,1262,Research & Development,1,4,Medical,1,1116,1,Male,35,4,4,Manager,4,Single,16885,16154,2,Y,No,22,4,3,80,0,27,3,2,5,4,2,1
+45,No,Non-Travel,1050,Sales,9,4,Life Sciences,1,1117,2,Female,65,2,2,Sales Executive,3,Married,5593,17970,1,Y,No,13,3,4,80,1,15,2,3,15,10,4,12
+52,No,Travel_Rarely,994,Research & Development,7,4,Life Sciences,1,1118,2,Male,87,3,3,Healthcare Representative,2,Single,10445,15322,7,Y,No,19,3,4,80,0,18,4,3,8,6,4,0
+38,No,Travel_Rarely,770,Sales,10,4,Marketing,1,1119,3,Male,73,2,3,Sales Executive,3,Divorced,8740,5569,0,Y,Yes,14,3,2,80,2,9,2,3,8,7,2,7
+29,No,Travel_Rarely,1107,Research & Development,28,4,Life Sciences,1,1120,3,Female,93,3,1,Research Scientist,4,Divorced,2514,26968,4,Y,No,22,4,1,80,1,11,1,3,7,5,1,7
+28,No,Travel_Rarely,950,Research & Development,3,3,Medical,1,1121,4,Female,93,3,3,Manufacturing Director,2,Divorced,7655,8039,0,Y,No,17,3,2,80,3,10,3,2,9,7,1,7
+46,No,Travel_Rarely,406,Sales,3,1,Marketing,1,1124,1,Male,52,3,4,Manager,3,Married,17465,15596,3,Y,No,12,3,4,80,1,23,3,3,12,9,4,9
+38,No,Travel_Rarely,130,Sales,2,2,Marketing,1,1125,4,Male,32,3,3,Sales Executive,2,Single,7351,20619,7,Y,No,16,3,3,80,0,10,2,3,1,0,0,0
+43,No,Travel_Frequently,1082,Research & Development,27,3,Life Sciences,1,1126,3,Female,83,3,3,Manufacturing Director,1,Married,10820,11535,8,Y,No,11,3,3,80,1,18,1,3,8,7,0,1
+39,Yes,Travel_Frequently,203,Research & Development,2,3,Life Sciences,1,1127,1,Male,84,3,4,Healthcare Representative,4,Divorced,12169,13547,7,Y,No,11,3,4,80,3,21,4,3,18,7,11,5
+40,No,Travel_Rarely,1308,Research & Development,14,3,Medical,1,1128,3,Male,44,2,5,Research Director,3,Single,19626,17544,1,Y,No,14,3,1,80,0,21,2,4,20,7,4,9
+21,No,Travel_Rarely,984,Research & Development,1,1,Technical Degree,1,1131,4,Female,70,2,1,Research Scientist,2,Single,2070,25326,1,Y,Yes,11,3,3,80,0,2,6,4,2,2,2,2
+39,No,Non-Travel,439,Research & Development,9,3,Life Sciences,1,1132,3,Male,70,3,2,Laboratory Technician,2,Single,6782,8770,9,Y,No,15,3,3,80,0,9,2,2,5,4,0,3
+36,No,Non-Travel,217,Research & Development,18,4,Life Sciences,1,1133,1,Male,78,3,2,Manufacturing Director,4,Single,7779,23238,2,Y,No,20,4,1,80,0,18,0,3,11,9,0,9
+31,No,Travel_Frequently,793,Sales,20,3,Life Sciences,1,1135,3,Male,67,4,1,Sales Representative,4,Married,2791,21981,0,Y,No,12,3,1,80,1,3,4,3,2,2,2,2
+28,No,Travel_Rarely,1451,Research & Development,2,1,Life Sciences,1,1136,1,Male,67,2,1,Research Scientist,2,Married,3201,19911,0,Y,No,17,3,1,80,0,6,2,1,5,3,0,4
+35,No,Travel_Frequently,1182,Sales,11,2,Marketing,1,1137,4,Male,54,3,2,Sales Executive,4,Divorced,4968,18500,1,Y,No,11,3,4,80,1,5,3,3,5,2,0,2
+49,No,Travel_Rarely,174,Sales,8,4,Technical Degree,1,1138,4,Male,56,2,4,Sales Executive,2,Married,13120,11879,6,Y,No,17,3,2,80,1,22,3,3,9,8,2,3
+34,No,Travel_Frequently,1003,Research & Development,2,2,Life Sciences,1,1140,4,Male,95,3,2,Manufacturing Director,3,Single,4033,15834,2,Y,No,11,3,4,80,0,5,3,2,3,2,0,2
+29,No,Travel_Frequently,490,Research & Development,10,3,Life Sciences,1,1143,4,Female,61,3,1,Research Scientist,2,Divorced,3291,17940,0,Y,No,14,3,4,80,2,8,2,2,7,5,1,1
+42,No,Travel_Rarely,188,Research & Development,29,3,Medical,1,1148,2,Male,56,1,2,Laboratory Technician,4,Single,4272,9558,4,Y,No,19,3,1,80,0,16,3,3,1,0,0,0
+29,No,Travel_Rarely,718,Research & Development,8,1,Medical,1,1150,2,Male,79,2,2,Manufacturing Director,4,Married,5056,17689,1,Y,Yes,15,3,3,80,1,10,2,2,10,7,1,2
+38,No,Travel_Rarely,433,Human Resources,1,3,Human Resources,1,1152,3,Male,37,4,1,Human Resources,3,Married,2844,6004,1,Y,No,13,3,4,80,1,7,2,4,7,6,5,0
+28,No,Travel_Frequently,773,Research & Development,6,3,Life Sciences,1,1154,3,Male,39,2,1,Research Scientist,3,Divorced,2703,22088,1,Y,Yes,14,3,4,80,1,3,2,3,3,1,0,2
+18,Yes,Non-Travel,247,Research & Development,8,1,Medical,1,1156,3,Male,80,3,1,Laboratory Technician,3,Single,1904,13556,1,Y,No,12,3,4,80,0,0,0,3,0,0,0,0
+33,Yes,Travel_Rarely,603,Sales,9,4,Marketing,1,1157,1,Female,77,3,2,Sales Executive,1,Single,8224,18385,0,Y,Yes,17,3,1,80,0,6,3,3,5,2,0,3
+41,No,Travel_Rarely,167,Research & Development,12,4,Life Sciences,1,1158,2,Male,46,3,1,Laboratory Technician,4,Married,4766,9051,3,Y,Yes,11,3,1,80,1,6,4,3,1,0,0,0
+31,Yes,Travel_Frequently,874,Research & Development,15,3,Medical,1,1160,3,Male,72,3,1,Laboratory Technician,3,Married,2610,6233,1,Y,No,12,3,3,80,1,2,5,2,2,2,2,2
+37,No,Travel_Rarely,367,Research & Development,25,2,Medical,1,1161,3,Female,52,2,2,Healthcare Representative,4,Divorced,5731,17171,7,Y,No,13,3,3,80,2,9,2,3,6,2,1,3
+27,No,Travel_Rarely,199,Research & Development,6,3,Life Sciences,1,1162,4,Male,55,2,1,Research Scientist,3,Married,2539,7950,1,Y,No,13,3,3,80,1,4,0,3,4,2,2,2
+34,No,Travel_Rarely,1400,Sales,9,1,Life Sciences,1,1163,2,Female,70,3,2,Sales Executive,3,Married,5714,5829,1,Y,No,20,4,1,80,0,6,3,2,6,5,1,3
+35,No,Travel_Rarely,528,Human Resources,8,4,Technical Degree,1,1164,3,Male,100,3,1,Human Resources,3,Single,4323,7108,1,Y,No,17,3,2,80,0,6,2,1,5,4,1,4
+29,Yes,Travel_Rarely,408,Sales,23,1,Life Sciences,1,1165,4,Female,45,2,3,Sales Executive,1,Married,7336,11162,1,Y,No,13,3,1,80,1,11,3,1,11,8,3,10
+40,No,Travel_Frequently,593,Research & Development,9,4,Medical,1,1166,2,Female,88,3,3,Research Director,3,Single,13499,13782,9,Y,No,17,3,3,80,0,20,3,2,18,7,2,13
+42,Yes,Travel_Frequently,481,Sales,12,3,Life Sciences,1,1167,3,Male,44,3,4,Sales Executive,1,Single,13758,2447,0,Y,Yes,12,3,2,80,0,22,2,2,21,9,13,14
+42,No,Travel_Rarely,647,Sales,4,4,Marketing,1,1171,2,Male,45,3,2,Sales Executive,1,Single,5155,2253,7,Y,No,13,3,4,80,0,9,3,4,6,4,1,5
+35,No,Travel_Rarely,982,Research & Development,1,4,Medical,1,1172,4,Male,58,2,1,Laboratory Technician,3,Married,2258,16340,6,Y,No,12,3,2,80,1,10,2,3,8,0,1,7
+24,No,Travel_Rarely,477,Research & Development,24,3,Medical,1,1173,4,Male,49,3,1,Laboratory Technician,2,Single,3597,6409,8,Y,No,22,4,4,80,0,6,2,3,4,3,1,2
+28,Yes,Travel_Rarely,1485,Research & Development,12,1,Life Sciences,1,1175,3,Female,79,3,1,Laboratory Technician,4,Married,2515,22955,1,Y,Yes,11,3,4,80,0,1,4,2,1,1,0,0
+26,No,Travel_Rarely,1384,Research & Development,3,4,Medical,1,1177,1,Male,82,4,1,Laboratory Technician,4,Married,4420,13421,1,Y,No,22,4,2,80,1,8,2,3,8,7,0,7
+30,No,Travel_Rarely,852,Sales,10,3,Marketing,1,1179,3,Male,72,2,2,Sales Executive,3,Married,6578,2706,1,Y,No,18,3,1,80,1,10,3,3,10,3,1,4
+40,No,Travel_Frequently,902,Research & Development,26,2,Medical,1,1180,3,Female,92,2,2,Research Scientist,4,Married,4422,21203,3,Y,Yes,13,3,4,80,1,16,3,1,1,1,0,0
+35,No,Travel_Rarely,819,Research & Development,2,3,Life Sciences,1,1182,3,Male,44,2,3,Manufacturing Director,2,Divorced,10274,19588,2,Y,No,18,3,2,80,1,15,2,4,7,7,6,4
+34,No,Travel_Frequently,669,Research & Development,1,3,Medical,1,1184,4,Male,97,2,2,Healthcare Representative,1,Single,5343,25755,0,Y,No,20,4,3,80,0,14,3,3,13,9,4,9
+35,No,Travel_Frequently,636,Research & Development,4,4,Other,1,1185,4,Male,47,2,1,Laboratory Technician,4,Married,2376,26537,1,Y,No,13,3,2,80,1,2,2,4,2,2,2,2
+43,Yes,Travel_Rarely,1372,Sales,9,3,Marketing,1,1188,1,Female,85,1,2,Sales Executive,3,Single,5346,9489,8,Y,No,13,3,2,80,0,7,2,2,4,3,1,3
+32,No,Non-Travel,862,Sales,2,1,Life Sciences,1,1190,3,Female,76,3,1,Sales Representative,1,Divorced,2827,14947,1,Y,No,12,3,3,80,3,1,3,3,1,0,0,0
+56,No,Travel_Rarely,718,Research & Development,4,4,Technical Degree,1,1191,4,Female,92,3,5,Manager,1,Divorced,19943,18575,4,Y,No,13,3,4,80,1,28,2,3,5,2,4,2
+29,No,Travel_Rarely,1401,Research & Development,6,1,Medical,1,1192,2,Female,54,3,1,Laboratory Technician,4,Married,3131,26342,1,Y,No,13,3,1,80,1,10,5,3,10,8,0,8
+19,No,Travel_Rarely,645,Research & Development,9,2,Life Sciences,1,1193,3,Male,54,3,1,Research Scientist,1,Single,2552,7172,1,Y,No,25,4,3,80,0,1,4,3,1,1,0,0
+45,No,Travel_Rarely,1457,Research & Development,7,3,Medical,1,1195,1,Female,83,3,1,Research Scientist,3,Married,4477,20100,4,Y,Yes,19,3,3,80,1,7,2,2,3,2,0,2
+37,No,Travel_Rarely,977,Research & Development,1,3,Life Sciences,1,1196,4,Female,56,2,2,Manufacturing Director,4,Married,6474,9961,1,Y,No,13,3,2,80,1,14,2,2,14,8,3,11
+20,No,Travel_Rarely,805,Research & Development,3,3,Life Sciences,1,1198,1,Male,87,2,1,Laboratory Technician,3,Single,3033,12828,1,Y,No,12,3,1,80,0,2,2,2,2,2,1,2
+44,Yes,Travel_Rarely,1097,Research & Development,10,4,Life Sciences,1,1200,3,Male,96,3,1,Research Scientist,3,Single,2936,10826,1,Y,Yes,11,3,3,80,0,6,4,3,6,4,0,2
+53,No,Travel_Rarely,1223,Research & Development,7,2,Medical,1,1201,4,Female,50,3,5,Manager,3,Divorced,18606,18640,3,Y,No,18,3,2,80,1,26,6,3,7,7,4,7
+29,No,Travel_Rarely,942,Research & Development,15,1,Life Sciences,1,1202,2,Female,69,1,1,Research Scientist,4,Married,2168,26933,0,Y,Yes,18,3,1,80,1,6,2,2,5,4,1,3
+22,Yes,Travel_Frequently,1256,Research & Development,3,4,Life Sciences,1,1203,3,Male,48,2,1,Research Scientist,4,Married,2853,4223,0,Y,Yes,11,3,2,80,1,1,5,3,0,0,0,0
+46,No,Travel_Rarely,1402,Sales,2,3,Marketing,1,1204,3,Female,69,3,4,Manager,1,Married,17048,24097,8,Y,No,23,4,1,80,0,28,2,3,26,15,15,9
+44,No,Non-Travel,111,Research & Development,17,3,Life Sciences,1,1206,4,Male,74,1,1,Research Scientist,3,Single,2290,4279,2,Y,No,13,3,4,80,0,6,3,3,0,0,0,0
+33,No,Travel_Rarely,147,Human Resources,2,3,Human Resources,1,1207,2,Male,99,3,1,Human Resources,3,Married,3600,8429,1,Y,No,13,3,4,80,1,5,2,3,5,4,1,4
+41,Yes,Non-Travel,906,Research & Development,5,2,Life Sciences,1,1210,1,Male,95,2,1,Research Scientist,1,Divorced,2107,20293,6,Y,No,17,3,1,80,1,5,2,1,1,0,0,0
+30,No,Travel_Rarely,1329,Sales,29,4,Life Sciences,1,1211,3,Male,61,3,2,Sales Executive,1,Divorced,4115,13192,8,Y,No,19,3,3,80,3,8,3,3,4,3,0,3
+40,No,Travel_Frequently,1184,Sales,2,4,Medical,1,1212,2,Male,62,3,2,Sales Executive,2,Married,4327,25440,5,Y,No,12,3,4,80,3,5,2,3,0,0,0,0
+50,No,Travel_Frequently,1421,Research & Development,2,3,Medical,1,1215,4,Female,30,3,4,Manager,1,Married,17856,9490,2,Y,No,22,4,3,80,1,32,3,3,2,2,2,2
+28,No,Travel_Rarely,1179,Research & Development,19,4,Medical,1,1216,4,Male,78,2,1,Laboratory Technician,1,Married,3196,12449,1,Y,No,12,3,3,80,3,6,2,3,6,5,3,3
+46,No,Travel_Rarely,1450,Research & Development,15,2,Life Sciences,1,1217,4,Male,52,3,5,Research Director,2,Married,19081,10849,5,Y,No,11,3,1,80,1,25,2,3,4,2,0,3
+35,No,Travel_Rarely,1361,Sales,17,4,Life Sciences,1,1218,3,Male,94,3,2,Sales Executive,1,Married,8966,21026,3,Y,Yes,15,3,4,80,3,15,2,3,7,7,1,7
+24,Yes,Travel_Rarely,984,Research & Development,17,2,Life Sciences,1,1219,4,Female,97,3,1,Laboratory Technician,2,Married,2210,3372,1,Y,No,13,3,1,80,1,1,3,1,1,0,0,0
+33,No,Travel_Frequently,1146,Sales,25,3,Medical,1,1220,2,Female,82,3,2,Sales Executive,3,Married,4539,4905,1,Y,No,12,3,1,80,1,10,3,2,10,7,0,1
+36,No,Travel_Rarely,917,Research & Development,6,4,Life Sciences,1,1221,3,Male,60,1,1,Laboratory Technician,3,Divorced,2741,6865,1,Y,No,14,3,3,80,1,7,4,3,7,7,1,7
+30,No,Travel_Rarely,853,Research & Development,7,4,Life Sciences,1,1224,3,Male,49,3,2,Laboratory Technician,3,Divorced,3491,11309,1,Y,No,13,3,1,80,3,10,4,2,10,7,8,9
+44,No,Travel_Rarely,200,Research & Development,29,4,Other,1,1225,4,Male,32,3,2,Research Scientist,4,Single,4541,7744,1,Y,No,25,4,2,80,0,20,3,3,20,11,13,17
+20,No,Travel_Rarely,654,Sales,21,3,Marketing,1,1226,3,Male,43,4,1,Sales Representative,4,Single,2678,5050,1,Y,No,17,3,4,80,0,2,2,3,2,1,2,2
+46,No,Travel_Rarely,150,Research & Development,2,4,Technical Degree,1,1228,4,Male,60,3,2,Manufacturing Director,4,Divorced,7379,17433,2,Y,No,11,3,3,80,1,12,3,2,6,3,1,4
+42,No,Non-Travel,179,Human Resources,2,5,Medical,1,1231,4,Male,79,4,2,Human Resources,1,Married,6272,12858,7,Y,No,16,3,1,80,1,10,3,4,4,3,0,3
+60,No,Travel_Rarely,696,Sales,7,4,Marketing,1,1233,2,Male,52,4,2,Sales Executive,4,Divorced,5220,10893,0,Y,Yes,18,3,2,80,1,12,3,3,11,7,1,9
+32,No,Travel_Frequently,116,Research & Development,13,3,Other,1,1234,3,Female,77,2,1,Laboratory Technician,2,Married,2743,7331,1,Y,No,20,4,3,80,1,2,2,3,2,2,2,2
+32,No,Travel_Frequently,1316,Research & Development,2,2,Life Sciences,1,1235,4,Female,38,3,2,Research Scientist,3,Single,4998,2338,4,Y,Yes,14,3,4,80,0,10,2,3,8,7,0,7
+36,No,Travel_Rarely,363,Research & Development,1,3,Technical Degree,1,1237,3,Female,77,1,3,Manufacturing Director,1,Divorced,10252,4235,2,Y,Yes,21,4,3,80,1,17,2,3,7,7,7,7
+33,No,Travel_Rarely,117,Research & Development,9,3,Medical,1,1238,1,Male,60,3,1,Research Scientist,4,Married,2781,6311,0,Y,No,13,3,2,80,1,15,5,3,14,10,4,10
+40,No,Travel_Rarely,107,Sales,10,3,Technical Degree,1,1239,2,Female,84,2,2,Sales Executive,2,Divorced,6852,11591,7,Y,No,12,3,2,80,1,7,2,4,5,1,1,3
+25,No,Travel_Rarely,1356,Sales,10,4,Life Sciences,1,1240,3,Male,57,3,2,Sales Executive,4,Single,4950,20623,0,Y,No,14,3,2,80,0,5,4,3,4,3,1,1
+30,No,Travel_Rarely,1465,Research & Development,1,3,Medical,1,1241,4,Male,63,3,1,Research Scientist,2,Married,3579,9369,0,Y,Yes,21,4,1,80,1,12,2,3,11,9,5,7
+42,No,Travel_Frequently,458,Research & Development,26,5,Medical,1,1242,1,Female,60,3,3,Research Director,1,Married,13191,23281,3,Y,Yes,17,3,3,80,0,20,6,3,1,0,0,0
+35,No,Non-Travel,1212,Sales,8,2,Marketing,1,1243,3,Female,78,2,3,Sales Executive,4,Married,10377,13755,4,Y,Yes,11,3,2,80,1,16,6,2,13,2,4,12
+27,No,Travel_Rarely,1103,Research & Development,14,3,Life Sciences,1,1244,1,Male,42,3,1,Research Scientist,1,Married,2235,14377,1,Y,Yes,14,3,4,80,2,9,3,2,9,7,6,8
+54,No,Travel_Frequently,966,Research & Development,1,4,Life Sciences,1,1245,4,Female,53,3,3,Manufacturing Director,3,Divorced,10502,9659,7,Y,No,17,3,1,80,1,33,2,1,5,4,1,4
+44,No,Travel_Rarely,1117,Research & Development,2,1,Life Sciences,1,1246,1,Female,72,4,1,Research Scientist,4,Married,2011,19982,1,Y,No,13,3,4,80,1,10,5,3,10,5,7,7
+19,Yes,Non-Travel,504,Research & Development,10,3,Medical,1,1248,1,Female,96,2,1,Research Scientist,2,Single,1859,6148,1,Y,Yes,25,4,2,80,0,1,2,4,1,1,0,0
+29,No,Travel_Rarely,1010,Research & Development,1,3,Life Sciences,1,1249,1,Female,97,3,1,Research Scientist,4,Divorced,3760,5598,1,Y,No,15,3,1,80,3,3,5,3,3,2,1,2
+54,No,Travel_Rarely,685,Research & Development,3,3,Life Sciences,1,1250,4,Male,85,3,4,Research Director,4,Married,17779,23474,3,Y,No,14,3,1,80,0,36,2,3,10,9,0,9
+31,No,Travel_Rarely,1332,Research & Development,11,2,Medical,1,1251,3,Male,80,3,2,Healthcare Representative,1,Married,6833,17089,1,Y,Yes,12,3,4,80,0,6,2,2,6,5,0,1
+31,No,Travel_Rarely,1062,Research & Development,24,3,Medical,1,1252,3,Female,96,2,2,Healthcare Representative,1,Single,6812,17198,1,Y,No,19,3,2,80,0,10,2,3,10,9,1,8
+59,No,Travel_Rarely,326,Sales,3,3,Life Sciences,1,1254,3,Female,48,2,2,Sales Executive,4,Single,5171,16490,5,Y,No,17,3,4,80,0,13,2,3,6,1,0,5
+43,No,Travel_Rarely,920,Research & Development,3,3,Life Sciences,1,1255,3,Male,96,1,5,Research Director,4,Married,19740,18625,3,Y,No,14,3,2,80,1,25,2,3,8,7,0,7
+49,No,Travel_Rarely,1098,Research & Development,4,2,Medical,1,1256,1,Male,85,2,5,Manager,3,Married,18711,12124,2,Y,No,13,3,3,80,1,23,2,4,1,0,0,0
+36,No,Travel_Frequently,469,Research & Development,3,3,Technical Degree,1,1257,3,Male,46,3,1,Research Scientist,2,Married,3692,9256,1,Y,No,12,3,3,80,0,12,2,2,11,10,0,7
+48,No,Travel_Rarely,969,Research & Development,2,2,Technical Degree,1,1258,4,Male,76,4,1,Laboratory Technician,2,Single,2559,16620,5,Y,No,11,3,3,80,0,7,4,2,1,0,0,0
+27,No,Travel_Rarely,1167,Research & Development,4,2,Life Sciences,1,1259,1,Male,76,3,1,Research Scientist,3,Divorced,2517,3208,1,Y,No,11,3,2,80,3,5,2,3,5,3,0,3
+29,No,Travel_Rarely,1329,Research & Development,7,3,Life Sciences,1,1260,3,Male,82,3,2,Healthcare Representative,4,Divorced,6623,4204,1,Y,Yes,11,3,2,80,2,6,2,3,6,0,1,0
+48,No,Travel_Rarely,715,Research & Development,1,3,Life Sciences,1,1263,4,Male,76,2,5,Research Director,4,Single,18265,8733,6,Y,No,12,3,3,80,0,25,3,4,1,0,0,0
+29,No,Travel_Rarely,694,Research & Development,1,3,Life Sciences,1,1264,4,Female,87,2,4,Research Director,4,Divorced,16124,3423,3,Y,No,14,3,2,80,2,9,2,2,7,7,1,7
+34,No,Travel_Rarely,1320,Research & Development,20,3,Technical Degree,1,1265,3,Female,89,4,1,Research Scientist,3,Married,2585,21643,0,Y,No,17,3,4,80,0,2,5,2,1,0,0,0
+44,No,Travel_Rarely,1099,Sales,5,3,Marketing,1,1267,2,Male,88,3,5,Manager,2,Married,18213,8751,7,Y,No,11,3,3,80,1,26,5,3,22,9,3,10
+33,No,Travel_Rarely,536,Sales,10,5,Marketing,1,1268,4,Male,82,4,3,Sales Executive,3,Divorced,8380,21708,0,Y,Yes,14,3,4,80,2,10,3,3,9,8,0,8
+19,No,Travel_Rarely,265,Research & Development,25,3,Life Sciences,1,1269,2,Female,57,4,1,Research Scientist,4,Single,2994,21221,1,Y,Yes,12,3,4,80,0,1,2,3,1,0,0,1
+23,No,Travel_Rarely,373,Research & Development,1,2,Life Sciences,1,1270,4,Male,47,3,1,Research Scientist,3,Married,1223,16901,1,Y,No,22,4,4,80,1,1,2,3,1,0,0,1
+25,Yes,Travel_Frequently,599,Sales,24,1,Life Sciences,1,1273,3,Male,73,1,1,Sales Representative,4,Single,1118,8040,1,Y,Yes,14,3,4,80,0,1,4,3,1,0,1,0
+26,No,Travel_Rarely,583,Research & Development,4,2,Life Sciences,1,1275,3,Male,53,3,1,Research Scientist,4,Single,2875,9973,1,Y,Yes,20,4,2,80,0,8,2,2,8,5,2,2
+45,Yes,Travel_Rarely,1449,Sales,2,3,Marketing,1,1277,1,Female,94,1,5,Manager,2,Single,18824,2493,2,Y,Yes,16,3,1,80,0,26,2,3,24,10,1,11
+55,No,Non-Travel,177,Research & Development,8,1,Medical,1,1278,4,Male,37,2,4,Healthcare Representative,2,Divorced,13577,25592,1,Y,Yes,15,3,4,80,1,34,3,3,33,9,15,0
+21,Yes,Travel_Frequently,251,Research & Development,10,2,Life Sciences,1,1279,1,Female,45,2,1,Laboratory Technician,3,Single,2625,25308,1,Y,No,20,4,3,80,0,2,2,1,2,2,2,2
+46,No,Travel_Rarely,168,Sales,4,2,Marketing,1,1280,4,Female,33,2,5,Manager,2,Married,18789,9946,2,Y,No,14,3,3,80,1,26,2,3,11,4,0,8
+34,No,Travel_Rarely,131,Sales,2,3,Marketing,1,1281,3,Female,86,3,2,Sales Executive,1,Single,4538,6039,0,Y,Yes,12,3,4,80,0,4,3,3,3,2,0,2
+51,No,Travel_Frequently,237,Sales,9,3,Life Sciences,1,1282,4,Male,83,3,5,Manager,2,Divorced,19847,19196,4,Y,Yes,24,4,1,80,1,31,5,2,29,10,11,10
+59,No,Travel_Rarely,1429,Research & Development,18,4,Medical,1,1283,4,Male,67,3,3,Manufacturing Director,4,Single,10512,20002,6,Y,No,12,3,4,80,0,25,6,2,9,7,5,4
+34,No,Travel_Frequently,135,Research & Development,19,3,Medical,1,1285,3,Female,46,3,2,Laboratory Technician,2,Divorced,4444,22534,4,Y,No,13,3,3,80,2,15,2,4,11,8,5,10
+28,No,Travel_Frequently,791,Research & Development,1,4,Medical,1,1286,4,Male,44,3,1,Laboratory Technician,3,Single,2154,6842,0,Y,Yes,11,3,3,80,0,5,2,2,4,2,0,2
+44,No,Travel_Rarely,1199,Research & Development,4,2,Life Sciences,1,1288,3,Male,92,4,5,Manager,1,Divorced,19190,17477,1,Y,No,14,3,4,80,2,26,4,2,25,9,14,13
+34,No,Travel_Frequently,648,Human Resources,11,3,Life Sciences,1,1289,3,Male,56,2,2,Human Resources,2,Married,4490,21833,4,Y,No,11,3,4,80,2,14,5,4,10,9,1,8
+35,No,Travel_Rarely,735,Research & Development,6,1,Life Sciences,1,1291,3,Male,66,3,1,Research Scientist,3,Married,3506,6020,0,Y,Yes,14,3,4,80,0,4,3,3,3,2,2,2
+42,No,Travel_Rarely,603,Research & Development,7,4,Medical,1,1292,2,Female,78,4,2,Research Scientist,2,Married,2372,5628,6,Y,Yes,16,3,4,80,0,18,2,3,1,0,0,0
+43,No,Travel_Rarely,531,Sales,4,4,Marketing,1,1293,4,Female,56,2,3,Sales Executive,4,Single,10231,20364,3,Y,No,14,3,4,80,0,23,3,4,21,7,15,17
+36,No,Travel_Rarely,429,Research & Development,2,4,Life Sciences,1,1294,3,Female,53,3,2,Manufacturing Director,2,Single,5410,2323,9,Y,Yes,11,3,4,80,0,18,2,3,16,14,5,12
+44,Yes,Travel_Rarely,621,Research & Development,15,3,Medical,1,1295,1,Female,73,3,3,Healthcare Representative,4,Married,7978,14075,1,Y,No,11,3,4,80,1,10,2,3,10,7,0,5
+28,No,Travel_Frequently,193,Research & Development,2,3,Life Sciences,1,1296,4,Male,52,2,1,Laboratory Technician,4,Married,3867,14222,1,Y,Yes,12,3,2,80,1,2,2,3,2,2,2,2
+51,No,Travel_Frequently,968,Research & Development,6,2,Medical,1,1297,2,Female,40,2,1,Laboratory Technician,3,Single,2838,4257,0,Y,No,14,3,2,80,0,8,6,2,7,0,7,7
+30,No,Non-Travel,879,Research & Development,9,2,Medical,1,1298,3,Female,72,3,2,Manufacturing Director,3,Single,4695,12858,7,Y,Yes,18,3,3,80,0,10,3,3,8,4,1,7
+29,Yes,Travel_Rarely,806,Research & Development,7,3,Technical Degree,1,1299,2,Female,39,3,1,Laboratory Technician,3,Divorced,3339,17285,3,Y,Yes,13,3,1,80,2,10,2,3,7,7,7,7
+28,No,Travel_Rarely,640,Research & Development,1,3,Technical Degree,1,1301,4,Male,84,3,1,Research Scientist,1,Single,2080,4732,2,Y,No,11,3,2,80,0,5,2,2,3,2,1,2
+25,No,Travel_Rarely,266,Research & Development,1,3,Medical,1,1303,4,Female,40,3,1,Research Scientist,2,Single,2096,18830,1,Y,No,18,3,4,80,0,2,3,2,2,2,2,1
+32,No,Travel_Rarely,604,Sales,8,3,Medical,1,1304,3,Male,56,4,2,Sales Executive,4,Married,6209,11693,1,Y,No,15,3,3,80,2,10,4,4,10,7,0,8
+45,No,Travel_Frequently,364,Research & Development,25,3,Medical,1,1306,2,Female,83,3,5,Manager,2,Single,18061,13035,3,Y,No,22,4,3,80,0,22,4,3,0,0,0,0
+39,No,Travel_Rarely,412,Research & Development,13,4,Medical,1,1307,3,Female,94,2,4,Manager,2,Divorced,17123,17334,6,Y,Yes,13,3,4,80,2,21,4,3,19,9,15,2
+58,No,Travel_Rarely,848,Research & Development,23,4,Life Sciences,1,1308,1,Male,88,3,1,Research Scientist,3,Divorced,2372,26076,1,Y,No,12,3,4,80,2,2,3,3,2,2,2,2
+32,Yes,Travel_Rarely,1089,Research & Development,7,2,Life Sciences,1,1309,4,Male,79,3,2,Laboratory Technician,3,Married,4883,22845,1,Y,No,18,3,1,80,1,10,3,3,10,4,1,1
+39,Yes,Travel_Rarely,360,Research & Development,23,3,Medical,1,1310,3,Male,93,3,1,Research Scientist,1,Single,3904,22154,0,Y,No,13,3,1,80,0,6,2,3,5,2,0,3
+30,No,Travel_Rarely,1138,Research & Development,6,3,Technical Degree,1,1311,1,Female,48,2,2,Laboratory Technician,4,Married,4627,23631,0,Y,No,12,3,1,80,1,10,6,3,9,2,6,7
+36,No,Travel_Rarely,325,Research & Development,10,4,Technical Degree,1,1312,4,Female,63,3,3,Healthcare Representative,3,Married,7094,5747,3,Y,No,12,3,1,80,0,10,0,3,7,7,1,7
+46,No,Travel_Rarely,991,Human Resources,1,2,Life Sciences,1,1314,4,Female,44,3,1,Human Resources,1,Single,3423,22957,6,Y,No,12,3,3,80,0,10,3,4,7,6,5,7
+28,No,Non-Travel,1476,Research & Development,1,3,Life Sciences,1,1315,3,Female,55,1,2,Laboratory Technician,4,Married,6674,16392,0,Y,No,11,3,1,80,3,10,6,3,9,8,7,5
+50,No,Travel_Rarely,1322,Research & Development,28,3,Life Sciences,1,1317,4,Female,43,3,4,Research Director,1,Married,16880,22422,4,Y,Yes,11,3,2,80,0,25,2,3,3,2,1,2
+40,Yes,Travel_Rarely,299,Sales,25,4,Marketing,1,1318,4,Male,57,2,3,Sales Executive,2,Single,9094,17235,2,Y,Yes,12,3,3,80,0,9,2,3,5,4,1,0
+52,Yes,Travel_Rarely,1030,Sales,5,3,Life Sciences,1,1319,2,Male,64,3,3,Sales Executive,2,Single,8446,21534,9,Y,Yes,19,3,3,80,0,10,2,2,8,7,7,7
+30,No,Travel_Rarely,634,Research & Development,17,4,Medical,1,1321,2,Female,95,3,3,Manager,1,Married,11916,25927,1,Y,Yes,23,4,4,80,2,9,2,3,9,1,0,8
+39,No,Travel_Rarely,524,Research & Development,18,2,Life Sciences,1,1322,1,Male,32,3,2,Manufacturing Director,3,Single,4534,13352,0,Y,No,11,3,1,80,0,9,6,3,8,7,1,7
+31,No,Non-Travel,587,Sales,2,4,Life Sciences,1,1324,4,Female,57,3,3,Sales Executive,3,Divorced,9852,8935,1,Y,Yes,19,3,1,80,1,10,5,2,10,8,9,6
+41,No,Non-Travel,256,Sales,10,2,Medical,1,1329,3,Male,40,1,2,Sales Executive,2,Single,6151,22074,1,Y,No,13,3,1,80,0,19,4,3,19,2,11,9
+31,Yes,Travel_Frequently,1060,Sales,1,3,Life Sciences,1,1331,4,Female,54,3,1,Sales Representative,2,Single,2302,8319,1,Y,Yes,11,3,1,80,0,3,2,4,3,2,2,2
+44,Yes,Travel_Rarely,935,Research & Development,3,3,Life Sciences,1,1333,1,Male,89,3,1,Laboratory Technician,1,Married,2362,14669,4,Y,No,12,3,3,80,0,10,4,4,3,2,1,2
+42,No,Non-Travel,495,Research & Development,2,1,Life Sciences,1,1334,3,Male,37,3,4,Manager,3,Married,17861,26582,0,Y,Yes,13,3,4,80,0,21,3,2,20,8,2,10
+55,No,Travel_Rarely,282,Research & Development,2,2,Medical,1,1336,4,Female,58,1,5,Manager,3,Married,19187,6992,4,Y,No,14,3,4,80,1,23,5,3,19,9,9,11
+56,No,Travel_Rarely,206,Human Resources,8,4,Life Sciences,1,1338,4,Male,99,3,5,Manager,2,Single,19717,4022,6,Y,No,14,3,1,80,0,36,4,3,7,3,7,7
+40,No,Non-Travel,458,Research & Development,16,2,Life Sciences,1,1340,3,Male,74,3,1,Research Scientist,3,Divorced,3544,8532,9,Y,No,16,3,2,80,1,6,0,3,4,2,0,0
+34,No,Travel_Rarely,943,Research & Development,9,3,Life Sciences,1,1344,4,Male,86,3,3,Healthcare Representative,4,Divorced,8500,5494,0,Y,No,11,3,4,80,1,10,0,2,9,7,1,6
+40,No,Travel_Rarely,523,Research & Development,2,3,Life Sciences,1,1346,3,Male,98,3,2,Research Scientist,4,Single,4661,22455,1,Y,No,13,3,3,80,0,9,4,3,9,8,8,8
+41,No,Travel_Frequently,1018,Sales,1,3,Marketing,1,1349,3,Female,66,3,2,Sales Executive,1,Divorced,4103,4297,0,Y,No,17,3,4,80,1,10,2,3,9,3,1,7
+35,No,Travel_Frequently,482,Research & Development,4,4,Life Sciences,1,1350,3,Male,87,3,2,Research Scientist,3,Single,4249,2690,1,Y,Yes,11,3,2,80,0,9,3,3,9,6,1,1
+51,No,Travel_Rarely,770,Human Resources,5,3,Life Sciences,1,1352,3,Male,84,3,4,Manager,2,Divorced,14026,17588,1,Y,Yes,11,3,2,80,1,33,2,3,33,9,0,10
+38,No,Travel_Rarely,1009,Sales,2,2,Life Sciences,1,1355,2,Female,31,3,2,Sales Executive,1,Divorced,6893,19461,3,Y,No,15,3,4,80,1,11,3,3,7,7,1,7
+34,No,Travel_Rarely,507,Sales,15,2,Medical,1,1356,3,Female,66,3,2,Sales Executive,1,Single,6125,23553,1,Y,No,12,3,4,80,0,10,6,4,10,8,9,6
+25,No,Travel_Rarely,882,Research & Development,19,1,Medical,1,1358,4,Male,67,3,1,Laboratory Technician,4,Married,3669,9075,3,Y,No,11,3,3,80,3,7,6,2,3,2,1,2
+58,Yes,Travel_Rarely,601,Research & Development,7,4,Medical,1,1360,3,Female,53,2,3,Manufacturing Director,1,Married,10008,12023,7,Y,Yes,14,3,4,80,0,31,0,2,10,9,5,9
+40,No,Travel_Rarely,329,Research & Development,1,4,Life Sciences,1,1361,2,Male,88,3,1,Laboratory Technician,2,Married,2387,6762,3,Y,No,22,4,3,80,1,7,3,3,4,2,0,3
+36,No,Travel_Frequently,607,Sales,7,3,Marketing,1,1362,1,Female,83,4,2,Sales Executive,1,Married,4639,2261,2,Y,No,16,3,4,80,1,17,2,2,15,7,6,13
+48,No,Travel_Rarely,855,Research & Development,4,3,Life Sciences,1,1363,4,Male,54,3,3,Manufacturing Director,4,Single,7898,18706,1,Y,No,11,3,3,80,0,11,2,3,10,9,0,8
+27,No,Travel_Rarely,1291,Sales,11,3,Medical,1,1364,3,Female,98,4,1,Sales Representative,4,Married,2534,6527,8,Y,No,14,3,2,80,1,5,4,3,1,0,0,0
+51,No,Travel_Rarely,1405,Research & Development,11,2,Technical Degree,1,1367,4,Female,82,2,4,Manufacturing Director,2,Single,13142,24439,3,Y,No,16,3,2,80,0,29,1,2,5,2,0,3
+18,No,Non-Travel,1124,Research & Development,1,3,Life Sciences,1,1368,4,Female,97,3,1,Laboratory Technician,4,Single,1611,19305,1,Y,No,15,3,3,80,0,0,5,4,0,0,0,0
+35,No,Travel_Rarely,817,Research & Development,1,3,Medical,1,1369,4,Female,60,2,2,Laboratory Technician,4,Married,5363,10846,0,Y,No,12,3,2,80,1,10,0,3,9,7,0,0
+27,No,Travel_Frequently,793,Sales,2,1,Life Sciences,1,1371,4,Male,43,1,2,Sales Executive,4,Single,5071,20392,3,Y,No,20,4,2,80,0,8,3,3,6,2,0,0
+55,Yes,Travel_Rarely,267,Sales,13,4,Marketing,1,1372,1,Male,85,4,4,Sales Executive,3,Single,13695,9277,6,Y,Yes,17,3,3,80,0,24,2,2,19,7,3,8
+56,No,Travel_Rarely,1369,Research & Development,23,3,Life Sciences,1,1373,4,Male,68,3,4,Manufacturing Director,2,Married,13402,18235,4,Y,Yes,12,3,1,80,1,33,0,3,19,16,15,9
+34,No,Non-Travel,999,Research & Development,26,1,Technical Degree,1,1374,1,Female,92,2,1,Research Scientist,3,Divorced,2029,15891,1,Y,No,20,4,3,80,3,5,2,3,5,4,0,0
+40,No,Travel_Rarely,1202,Research & Development,2,1,Medical,1,1375,2,Female,89,4,2,Healthcare Representative,3,Divorced,6377,13888,5,Y,No,20,4,2,80,3,15,0,3,12,11,11,8
+34,No,Travel_Rarely,285,Research & Development,29,3,Medical,1,1377,2,Male,86,3,2,Laboratory Technician,3,Married,5429,17491,4,Y,No,13,3,1,80,2,10,1,3,8,7,7,7
+31,Yes,Travel_Frequently,703,Sales,2,3,Life Sciences,1,1379,3,Female,90,2,1,Sales Representative,4,Single,2785,11882,7,Y,No,14,3,3,80,0,3,3,4,1,0,0,0
+35,Yes,Travel_Frequently,662,Sales,18,4,Marketing,1,1380,4,Female,67,3,2,Sales Executive,3,Married,4614,23288,0,Y,Yes,18,3,3,80,1,5,0,2,4,2,3,2
+38,No,Travel_Frequently,693,Research & Development,7,3,Life Sciences,1,1382,4,Male,57,4,1,Research Scientist,3,Divorced,2610,15748,1,Y,No,11,3,4,80,3,4,2,3,4,2,0,3
+34,No,Travel_Rarely,404,Research & Development,2,4,Technical Degree,1,1383,3,Female,98,3,2,Healthcare Representative,4,Single,6687,6163,1,Y,No,11,3,4,80,0,14,2,4,14,11,4,11
+28,No,Travel_Rarely,736,Sales,26,3,Life Sciences,1,1387,3,Male,48,2,2,Sales Executive,1,Married,4724,24232,1,Y,No,11,3,3,80,1,5,0,3,5,3,0,4
+31,Yes,Travel_Rarely,330,Research & Development,22,4,Medical,1,1389,4,Male,98,3,2,Manufacturing Director,3,Married,6179,21057,1,Y,Yes,15,3,4,80,2,10,3,2,10,2,6,7
+39,No,Travel_Rarely,1498,Sales,21,4,Life Sciences,1,1390,1,Male,44,2,2,Sales Executive,4,Married,6120,3567,3,Y,Yes,12,3,4,80,2,8,2,4,5,4,1,4
+51,No,Travel_Frequently,541,Sales,2,3,Marketing,1,1391,2,Male,52,3,3,Sales Executive,2,Married,10596,15395,2,Y,No,11,3,2,80,0,14,5,3,4,2,3,2
+41,No,Travel_Frequently,1200,Research & Development,22,3,Life Sciences,1,1392,4,Female,75,3,2,Research Scientist,4,Divorced,5467,13953,3,Y,Yes,14,3,1,80,2,12,4,2,6,2,3,3
+37,No,Travel_Rarely,1439,Research & Development,4,1,Life Sciences,1,1394,3,Male,54,3,1,Research Scientist,3,Married,2996,5182,7,Y,Yes,15,3,4,80,0,8,2,3,6,4,1,3
+33,No,Travel_Frequently,1111,Sales,5,1,Life Sciences,1,1395,2,Male,61,3,2,Sales Executive,4,Married,9998,19293,6,Y,No,13,3,1,80,0,8,2,4,5,4,1,2
+32,No,Travel_Rarely,499,Sales,2,1,Marketing,1,1396,3,Male,36,3,2,Sales Executive,2,Married,4078,20497,0,Y,Yes,13,3,1,80,3,4,3,2,3,2,1,2
+39,No,Non-Travel,1485,Research & Development,25,2,Life Sciences,1,1397,3,Male,71,3,3,Healthcare Representative,3,Married,10920,3449,3,Y,No,21,4,2,80,1,13,2,3,6,4,0,5
+25,No,Travel_Rarely,1372,Sales,18,1,Life Sciences,1,1399,1,Male,93,4,2,Sales Executive,3,Married,6232,12477,2,Y,No,11,3,2,80,0,6,3,2,3,2,1,2
+52,No,Travel_Frequently,322,Research & Development,28,2,Medical,1,1401,4,Female,59,4,4,Manufacturing Director,3,Married,13247,9731,2,Y,Yes,11,3,2,80,1,24,3,2,5,3,0,2
+43,No,Travel_Rarely,930,Research & Development,6,3,Medical,1,1402,1,Female,73,2,2,Research Scientist,3,Single,4081,20003,1,Y,Yes,14,3,1,80,0,20,3,1,20,7,1,8
+27,No,Travel_Rarely,205,Sales,10,3,Marketing,1,1403,4,Female,98,2,2,Sales Executive,4,Married,5769,7100,1,Y,Yes,11,3,4,80,0,6,3,3,6,2,4,4
+27,Yes,Travel_Rarely,135,Research & Development,17,4,Life Sciences,1,1405,4,Female,51,3,1,Research Scientist,3,Single,2394,25681,1,Y,Yes,13,3,4,80,0,8,2,3,8,2,7,7
+26,No,Travel_Rarely,683,Research & Development,2,1,Medical,1,1407,1,Male,36,2,1,Research Scientist,4,Single,3904,4050,0,Y,No,12,3,4,80,0,5,2,3,4,3,1,1
+42,No,Travel_Rarely,1147,Human Resources,10,3,Human Resources,1,1408,3,Female,31,3,4,Manager,1,Married,16799,16616,0,Y,No,14,3,3,80,1,21,5,3,20,7,0,9
+52,No,Travel_Rarely,258,Research & Development,8,4,Other,1,1409,3,Female,54,3,1,Laboratory Technician,1,Married,2950,17363,9,Y,No,13,3,3,80,0,12,2,1,5,4,0,4
+37,No,Travel_Rarely,1462,Research & Development,11,3,Medical,1,1411,1,Female,94,3,1,Laboratory Technician,3,Single,3629,19106,4,Y,No,18,3,1,80,0,8,6,3,3,2,0,2
+35,No,Travel_Frequently,200,Research & Development,18,2,Life Sciences,1,1412,3,Male,60,3,3,Manufacturing Director,4,Single,9362,19944,2,Y,No,11,3,3,80,0,10,2,3,2,2,2,2
+25,No,Travel_Rarely,949,Research & Development,1,3,Technical Degree,1,1415,1,Male,81,3,1,Laboratory Technician,4,Married,3229,4910,4,Y,No,11,3,2,80,1,7,2,2,3,2,0,2
+26,No,Travel_Rarely,652,Research & Development,7,3,Other,1,1417,3,Male,100,4,1,Laboratory Technician,1,Single,3578,23577,0,Y,No,12,3,4,80,0,8,2,3,7,7,0,7
+29,No,Travel_Rarely,332,Human Resources,17,3,Other,1,1419,2,Male,51,2,3,Human Resources,1,Single,7988,9769,1,Y,No,13,3,1,80,0,10,3,2,10,9,0,9
+49,Yes,Travel_Frequently,1475,Research & Development,28,2,Life Sciences,1,1420,1,Male,97,2,2,Laboratory Technician,1,Single,4284,22710,3,Y,No,20,4,1,80,0,20,2,3,4,3,1,3
+29,Yes,Travel_Frequently,337,Research & Development,14,1,Other,1,1421,3,Female,84,3,3,Healthcare Representative,4,Single,7553,22930,0,Y,Yes,12,3,1,80,0,9,1,3,8,7,7,7
+54,No,Travel_Rarely,971,Research & Development,1,3,Medical,1,1422,4,Female,54,3,4,Research Director,4,Single,17328,5652,6,Y,No,19,3,4,80,0,29,3,2,20,7,12,7
+58,No,Travel_Rarely,1055,Research & Development,1,3,Medical,1,1423,4,Female,76,3,5,Research Director,1,Married,19701,22456,3,Y,Yes,21,4,3,80,1,32,3,3,9,8,1,5
+55,No,Travel_Rarely,1136,Research & Development,1,4,Medical,1,1424,2,Male,81,4,4,Research Director,4,Divorced,14732,12414,2,Y,No,13,3,4,80,2,31,4,4,7,7,0,0
+36,No,Travel_Rarely,1174,Sales,3,4,Marketing,1,1425,1,Female,99,3,2,Sales Executive,2,Single,9278,20763,3,Y,Yes,16,3,4,80,0,15,3,3,5,4,0,1
+31,Yes,Travel_Frequently,667,Sales,1,4,Life Sciences,1,1427,2,Female,50,1,1,Sales Representative,3,Single,1359,16154,1,Y,No,12,3,2,80,0,1,3,3,1,0,0,0
+30,No,Travel_Rarely,855,Sales,7,4,Marketing,1,1428,4,Female,73,3,2,Sales Executive,1,Divorced,4779,12761,7,Y,No,14,3,2,80,2,8,3,3,3,2,0,2
+31,No,Travel_Rarely,182,Research & Development,8,5,Life Sciences,1,1430,1,Female,93,3,4,Research Director,2,Single,16422,8847,3,Y,No,11,3,3,80,0,9,3,4,3,2,1,0
+34,No,Travel_Frequently,560,Research & Development,1,4,Other,1,1431,4,Male,91,3,1,Research Scientist,1,Divorced,2996,20284,5,Y,No,14,3,3,80,2,10,2,3,4,3,1,3
+31,Yes,Travel_Rarely,202,Research & Development,8,3,Life Sciences,1,1433,1,Female,34,2,1,Research Scientist,2,Single,1261,22262,1,Y,No,12,3,3,80,0,1,3,4,1,0,0,0
+27,No,Travel_Rarely,1377,Research & Development,11,1,Life Sciences,1,1434,2,Male,91,3,1,Laboratory Technician,1,Married,2099,7679,0,Y,No,14,3,2,80,0,6,3,4,5,0,1,4
+36,No,Travel_Rarely,172,Research & Development,4,4,Life Sciences,1,1435,1,Male,37,2,2,Laboratory Technician,4,Single,5810,22604,1,Y,No,16,3,3,80,0,10,2,2,10,4,1,8
+36,No,Travel_Rarely,329,Sales,16,4,Marketing,1,1436,3,Female,98,2,2,Sales Executive,1,Married,5647,13494,4,Y,No,13,3,1,80,2,11,3,2,3,2,0,2
+47,No,Travel_Rarely,465,Research & Development,1,3,Technical Degree,1,1438,1,Male,74,3,1,Research Scientist,4,Married,3420,10205,7,Y,No,12,3,3,80,1,17,2,2,6,5,1,2
+25,Yes,Travel_Rarely,383,Sales,9,2,Life Sciences,1,1439,1,Male,68,2,1,Sales Representative,1,Married,4400,15182,3,Y,No,12,3,1,80,0,6,2,3,3,2,2,2
+37,No,Non-Travel,1413,Research & Development,5,2,Technical Degree,1,1440,3,Male,84,4,1,Laboratory Technician,3,Single,3500,25470,0,Y,No,14,3,1,80,0,7,2,1,6,5,1,3
+56,No,Travel_Rarely,1255,Research & Development,1,2,Life Sciences,1,1441,1,Female,90,3,1,Research Scientist,1,Married,2066,10494,2,Y,No,22,4,4,80,1,5,3,4,3,2,1,0
+47,No,Travel_Rarely,359,Research & Development,2,4,Medical,1,1443,1,Female,82,3,4,Research Director,3,Married,17169,26703,3,Y,No,19,3,2,80,2,26,2,4,20,17,5,6
+24,No,Travel_Rarely,1476,Sales,4,1,Medical,1,1445,4,Female,42,3,2,Sales Executive,3,Married,4162,15211,1,Y,Yes,12,3,3,80,2,5,3,3,5,4,0,3
+32,No,Travel_Rarely,601,Sales,7,5,Marketing,1,1446,4,Male,97,3,2,Sales Executive,4,Married,9204,23343,4,Y,No,12,3,3,80,1,7,3,2,4,3,0,3
+34,No,Travel_Rarely,401,Research & Development,1,3,Life Sciences,1,1447,4,Female,86,2,1,Laboratory Technician,2,Married,3294,3708,5,Y,No,17,3,1,80,1,7,2,2,5,4,0,2
+41,No,Travel_Rarely,1283,Research & Development,5,5,Medical,1,1448,2,Male,90,4,1,Research Scientist,3,Married,2127,5561,2,Y,Yes,12,3,1,80,0,7,5,2,4,2,0,3
+40,No,Non-Travel,663,Research & Development,9,4,Other,1,1449,3,Male,81,3,2,Laboratory Technician,3,Divorced,3975,23099,3,Y,No,11,3,3,80,2,11,2,4,8,7,0,7
+31,No,Travel_Rarely,326,Sales,8,2,Life Sciences,1,1453,1,Male,31,3,3,Sales Executive,4,Divorced,10793,8386,1,Y,No,18,3,1,80,1,13,5,3,13,7,9,9
+46,Yes,Travel_Rarely,377,Sales,9,3,Marketing,1,1457,1,Male,52,3,3,Sales Executive,4,Divorced,10096,15986,4,Y,No,11,3,1,80,1,28,1,4,7,7,4,3
+39,Yes,Non-Travel,592,Research & Development,2,3,Life Sciences,1,1458,1,Female,54,2,1,Laboratory Technician,1,Single,3646,17181,2,Y,Yes,23,4,2,80,0,11,2,4,1,0,0,0
+31,Yes,Travel_Frequently,1445,Research & Development,1,5,Life Sciences,1,1459,3,Female,100,4,3,Manufacturing Director,2,Single,7446,8931,1,Y,No,11,3,1,80,0,10,2,3,10,8,4,7
+45,No,Travel_Rarely,1038,Research & Development,20,3,Medical,1,1460,2,Male,95,1,3,Healthcare Representative,1,Divorced,10851,19863,2,Y,Yes,18,3,2,80,1,24,2,3,7,7,0,7
+31,No,Travel_Rarely,1398,Human Resources,8,2,Medical,1,1461,4,Female,96,4,1,Human Resources,2,Single,2109,24609,9,Y,No,18,3,4,80,0,8,3,3,3,2,0,2
+31,Yes,Travel_Frequently,523,Research & Development,2,3,Life Sciences,1,1464,2,Male,94,3,1,Laboratory Technician,4,Married,3722,21081,6,Y,Yes,13,3,3,80,1,7,2,1,2,2,2,2
+45,No,Travel_Rarely,1448,Research & Development,29,3,Technical Degree,1,1465,2,Male,55,3,3,Manufacturing Director,4,Married,9380,14720,4,Y,Yes,18,3,4,80,2,10,4,4,3,1,1,2
+48,No,Travel_Rarely,1221,Sales,7,3,Marketing,1,1466,3,Male,96,3,2,Sales Executive,1,Divorced,5486,24795,4,Y,No,11,3,1,80,3,15,3,3,2,2,2,2
+34,Yes,Travel_Rarely,1107,Human Resources,9,4,Technical Degree,1,1467,1,Female,52,3,1,Human Resources,3,Married,2742,3072,1,Y,No,15,3,4,80,0,2,0,3,2,2,2,2
+40,No,Non-Travel,218,Research & Development,8,1,Medical,1,1468,4,Male,55,2,3,Research Director,2,Divorced,13757,25178,2,Y,No,11,3,3,80,1,16,5,3,9,8,4,8
+28,No,Travel_Rarely,866,Sales,5,3,Medical,1,1469,4,Male,84,3,2,Sales Executive,1,Single,8463,23490,0,Y,No,18,3,4,80,0,6,4,3,5,4,1,3
+44,No,Non-Travel,981,Research & Development,5,3,Life Sciences,1,1471,3,Male,90,2,1,Laboratory Technician,3,Single,3162,7973,3,Y,No,14,3,4,80,0,7,5,3,5,2,0,3
+53,No,Travel_Rarely,447,Research & Development,2,3,Medical,1,1472,4,Male,39,4,4,Research Director,2,Single,16598,19764,4,Y,No,12,3,2,80,0,35,2,2,9,8,8,8
+49,No,Travel_Rarely,1495,Research & Development,5,4,Technical Degree,1,1473,1,Male,96,3,2,Healthcare Representative,3,Married,6651,21534,2,Y,No,14,3,2,80,1,20,0,2,3,2,1,2
+40,No,Travel_Rarely,896,Research & Development,2,3,Medical,1,1474,3,Male,68,3,1,Research Scientist,3,Divorced,2345,8045,2,Y,No,14,3,3,80,1,8,3,4,3,1,1,2
+44,No,Travel_Rarely,1467,Research & Development,20,3,Life Sciences,1,1475,4,Male,49,3,1,Research Scientist,2,Single,3420,21158,1,Y,No,13,3,3,80,0,6,3,2,5,2,1,3
+33,No,Travel_Frequently,430,Sales,7,3,Medical,1,1477,4,Male,54,3,2,Sales Executive,1,Married,4373,17456,0,Y,No,14,3,1,80,2,5,2,3,4,3,0,3
+34,No,Travel_Rarely,1326,Sales,3,3,Other,1,1478,4,Male,81,1,2,Sales Executive,1,Single,4759,15891,3,Y,No,18,3,4,80,0,15,2,3,13,9,3,12
+30,No,Travel_Rarely,1358,Sales,16,1,Life Sciences,1,1479,4,Male,96,3,2,Sales Executive,3,Married,5301,2939,8,Y,No,15,3,3,80,2,4,2,2,2,1,2,2
+42,No,Travel_Frequently,748,Research & Development,9,2,Medical,1,1480,1,Female,74,3,1,Laboratory Technician,4,Single,3673,16458,1,Y,No,13,3,3,80,0,12,3,3,12,9,5,8
+44,No,Travel_Frequently,383,Sales,1,5,Marketing,1,1481,1,Female,79,3,2,Sales Executive,3,Married,4768,9282,7,Y,No,12,3,3,80,1,11,4,2,1,0,0,0
+30,No,Non-Travel,990,Research & Development,7,3,Technical Degree,1,1482,3,Male,64,3,1,Research Scientist,3,Divorced,1274,7152,1,Y,No,13,3,2,80,2,1,2,2,1,0,0,0
+57,No,Travel_Rarely,405,Research & Development,1,2,Life Sciences,1,1483,2,Male,93,4,2,Research Scientist,3,Married,4900,2721,0,Y,No,24,4,1,80,1,13,2,2,12,9,2,8
+49,No,Travel_Rarely,1490,Research & Development,7,4,Life Sciences,1,1484,3,Male,35,3,3,Healthcare Representative,2,Divorced,10466,20948,3,Y,No,14,3,2,80,2,29,3,3,8,7,0,7
+34,No,Travel_Frequently,829,Research & Development,15,3,Medical,1,1485,2,Male,71,3,4,Research Director,1,Divorced,17007,11929,7,Y,No,14,3,4,80,2,16,3,2,14,8,6,9
+28,Yes,Travel_Frequently,1496,Sales,1,3,Technical Degree,1,1486,1,Male,92,3,1,Sales Representative,3,Married,2909,15747,3,Y,No,15,3,4,80,1,5,3,4,3,2,1,2
+29,Yes,Travel_Frequently,115,Sales,13,3,Technical Degree,1,1487,1,Female,51,3,2,Sales Executive,2,Single,5765,17485,5,Y,No,11,3,1,80,0,7,4,1,5,3,0,0
+34,Yes,Travel_Rarely,790,Sales,24,4,Medical,1,1489,1,Female,40,2,2,Sales Executive,2,Single,4599,7815,0,Y,Yes,23,4,3,80,0,16,2,4,15,9,10,10
+35,No,Travel_Rarely,660,Sales,7,1,Life Sciences,1,1492,4,Male,76,3,1,Sales Representative,3,Married,2404,16192,1,Y,No,13,3,1,80,1,1,3,3,1,0,0,0
+24,Yes,Travel_Frequently,381,Research & Development,9,3,Medical,1,1494,2,Male,89,3,1,Laboratory Technician,1,Single,3172,16998,2,Y,Yes,11,3,3,80,0,4,2,2,0,0,0,0
+24,No,Non-Travel,830,Sales,13,2,Life Sciences,1,1495,4,Female,78,3,1,Sales Representative,2,Married,2033,7103,1,Y,No,13,3,3,80,1,1,2,3,1,0,0,0
+44,No,Travel_Frequently,1193,Research & Development,2,1,Medical,1,1496,2,Male,86,3,3,Manufacturing Director,3,Single,10209,19719,5,Y,Yes,18,3,2,80,0,16,2,2,2,2,2,2
+29,No,Travel_Rarely,1246,Sales,19,3,Life Sciences,1,1497,3,Male,77,2,2,Sales Executive,3,Divorced,8620,23757,1,Y,No,14,3,3,80,2,10,3,3,10,7,0,4
+30,No,Travel_Rarely,330,Human Resources,1,3,Life Sciences,1,1499,3,Male,46,3,1,Human Resources,3,Divorced,2064,15428,0,Y,No,21,4,1,80,1,6,3,4,5,3,1,3
+55,No,Travel_Rarely,1229,Research & Development,4,4,Life Sciences,1,1501,4,Male,30,3,2,Healthcare Representative,3,Married,4035,16143,0,Y,Yes,16,3,2,80,0,4,2,3,3,2,1,2
+33,No,Travel_Rarely,1099,Research & Development,4,4,Medical,1,1502,1,Female,82,2,1,Laboratory Technician,2,Married,3838,8192,8,Y,No,11,3,4,80,0,8,5,3,5,4,0,2
+47,No,Travel_Rarely,571,Sales,14,3,Medical,1,1503,3,Female,78,3,2,Sales Executive,3,Married,4591,24200,3,Y,Yes,17,3,3,80,1,11,4,2,5,4,1,2
+28,Yes,Travel_Frequently,289,Research & Development,2,2,Medical,1,1504,3,Male,38,2,1,Laboratory Technician,1,Single,2561,5355,7,Y,No,11,3,3,80,0,8,2,2,0,0,0,0
+28,No,Travel_Rarely,1423,Research & Development,1,3,Life Sciences,1,1506,1,Male,72,2,1,Research Scientist,3,Divorced,1563,12530,1,Y,No,14,3,4,80,1,1,2,1,1,0,0,0
+28,No,Travel_Frequently,467,Sales,7,3,Life Sciences,1,1507,3,Male,55,3,2,Sales Executive,1,Single,4898,11827,0,Y,No,14,3,4,80,0,5,5,3,4,2,1,3
+49,No,Travel_Rarely,271,Research & Development,3,2,Medical,1,1509,3,Female,43,2,2,Laboratory Technician,1,Married,4789,23070,4,Y,No,25,4,1,80,1,10,3,3,3,2,1,2
+29,No,Travel_Frequently,410,Research & Development,2,1,Life Sciences,1,1513,4,Female,97,3,1,Laboratory Technician,2,Married,3180,4668,0,Y,No,13,3,3,80,3,4,3,3,3,2,0,2
+28,No,Travel_Rarely,1083,Research & Development,29,1,Life Sciences,1,1514,3,Male,96,1,2,Manufacturing Director,2,Married,6549,3173,1,Y,No,14,3,2,80,2,8,2,2,8,6,1,7
+33,No,Travel_Rarely,516,Research & Development,8,5,Life Sciences,1,1515,4,Male,69,3,2,Healthcare Representative,3,Single,6388,22049,2,Y,Yes,17,3,1,80,0,14,6,3,0,0,0,0
+32,No,Travel_Rarely,495,Research & Development,10,3,Medical,1,1516,3,Male,64,3,3,Manager,4,Single,11244,21072,2,Y,No,25,4,2,80,0,10,5,4,5,2,0,0
+54,No,Travel_Frequently,1050,Research & Development,11,4,Medical,1,1520,2,Female,87,3,4,Manager,4,Divorced,16032,24456,3,Y,No,20,4,1,80,1,26,2,3,14,9,1,12
+29,Yes,Travel_Rarely,224,Research & Development,1,4,Technical Degree,1,1522,1,Male,100,2,1,Research Scientist,1,Single,2362,7568,6,Y,No,13,3,3,80,0,11,2,1,9,7,0,7
+44,No,Travel_Rarely,136,Research & Development,28,3,Life Sciences,1,1523,4,Male,32,3,4,Research Director,1,Married,16328,22074,3,Y,No,13,3,3,80,1,24,1,4,20,6,14,17
+39,No,Travel_Rarely,1089,Research & Development,6,3,Life Sciences,1,1525,2,Female,32,3,3,Manufacturing Director,2,Single,8376,9150,4,Y,No,18,3,4,80,0,9,3,3,2,0,2,2
+46,No,Travel_Rarely,228,Sales,3,3,Life Sciences,1,1527,3,Female,51,3,4,Manager,2,Married,16606,11380,8,Y,No,12,3,4,80,1,23,2,4,13,12,5,1
+35,No,Travel_Rarely,1029,Research & Development,16,3,Life Sciences,1,1529,4,Female,91,2,3,Healthcare Representative,2,Single,8606,21195,1,Y,No,19,3,4,80,0,11,3,1,11,8,3,3
+23,No,Travel_Rarely,507,Research & Development,20,1,Life Sciences,1,1533,1,Male,97,3,2,Laboratory Technician,3,Single,2272,24812,0,Y,No,14,3,2,80,0,5,2,3,4,3,1,2
+40,Yes,Travel_Rarely,676,Research & Development,9,4,Life Sciences,1,1534,4,Male,86,3,1,Laboratory Technician,1,Single,2018,21831,3,Y,No,14,3,2,80,0,15,3,1,5,4,1,0
+34,No,Travel_Rarely,971,Sales,1,3,Technical Degree,1,1535,4,Male,64,2,3,Sales Executive,3,Married,7083,12288,1,Y,Yes,14,3,4,80,0,10,3,3,10,9,8,6
+31,Yes,Travel_Frequently,561,Research & Development,3,3,Life Sciences,1,1537,4,Female,33,3,1,Research Scientist,3,Single,4084,4156,1,Y,No,12,3,1,80,0,7,2,1,7,2,7,7
+50,No,Travel_Frequently,333,Research & Development,22,5,Medical,1,1539,3,Male,88,1,4,Research Director,4,Single,14411,24450,1,Y,Yes,13,3,4,80,0,32,2,3,32,6,13,9
+34,No,Travel_Rarely,1440,Sales,7,2,Technical Degree,1,1541,2,Male,55,3,1,Sales Representative,3,Married,2308,4944,0,Y,Yes,25,4,2,80,1,12,4,3,11,10,5,7
+42,No,Travel_Rarely,1210,Research & Development,2,3,Medical,1,1542,3,Male,68,2,1,Laboratory Technician,2,Married,4841,24052,4,Y,No,14,3,2,80,1,4,3,3,1,0,0,0
+37,No,Travel_Rarely,674,Research & Development,13,3,Medical,1,1543,1,Male,47,3,2,Research Scientist,4,Married,4285,3031,1,Y,No,17,3,1,80,0,10,2,3,10,8,3,7
+29,No,Travel_Rarely,441,Research & Development,8,1,Other,1,1544,3,Female,39,1,2,Healthcare Representative,1,Married,9715,7288,3,Y,No,13,3,3,80,1,9,3,3,7,7,0,7
+33,No,Travel_Rarely,575,Research & Development,25,3,Life Sciences,1,1545,4,Male,44,2,2,Manufacturing Director,2,Single,4320,24152,1,Y,No,13,3,4,80,0,5,2,3,5,3,0,2
+45,No,Travel_Rarely,950,Research & Development,28,3,Technical Degree,1,1546,4,Male,97,3,1,Research Scientist,4,Married,2132,4585,4,Y,No,20,4,4,80,1,8,3,3,5,4,0,3
+42,No,Travel_Frequently,288,Research & Development,2,3,Life Sciences,1,1547,4,Male,40,3,3,Healthcare Representative,4,Married,10124,18611,2,Y,Yes,14,3,3,80,1,24,3,1,20,8,13,9
+40,No,Travel_Rarely,1342,Sales,9,2,Medical,1,1548,1,Male,47,3,2,Sales Executive,1,Married,5473,19345,0,Y,No,12,3,4,80,0,9,5,4,8,4,7,1
+33,No,Travel_Rarely,589,Research & Development,28,4,Life Sciences,1,1549,2,Male,79,3,2,Laboratory Technician,3,Married,5207,22949,1,Y,Yes,12,3,2,80,1,15,3,3,15,14,5,7
+40,No,Travel_Rarely,898,Human Resources,6,2,Medical,1,1550,3,Male,38,3,4,Manager,4,Single,16437,17381,1,Y,Yes,21,4,4,80,0,21,2,3,21,7,7,7
+24,No,Travel_Rarely,350,Research & Development,21,2,Technical Degree,1,1551,3,Male,57,2,1,Laboratory Technician,1,Divorced,2296,10036,0,Y,No,14,3,2,80,3,2,3,3,1,1,0,0
+40,No,Non-Travel,1142,Research & Development,8,2,Life Sciences,1,1552,4,Male,72,3,2,Healthcare Representative,4,Divorced,4069,8841,3,Y,Yes,18,3,3,80,0,8,2,3,2,2,2,2
+45,No,Travel_Rarely,538,Research & Development,1,4,Technical Degree,1,1553,1,Male,66,3,3,Healthcare Representative,2,Divorced,7441,20933,1,Y,No,12,3,1,80,3,10,4,3,10,8,7,7
+35,No,Travel_Rarely,1402,Sales,28,4,Life Sciences,1,1554,2,Female,98,2,1,Sales Representative,3,Married,2430,26204,0,Y,No,23,4,1,80,2,6,5,3,5,3,4,2
+32,No,Travel_Rarely,824,Research & Development,5,2,Life Sciences,1,1555,4,Female,67,2,2,Research Scientist,2,Married,5878,15624,3,Y,No,12,3,1,80,1,12,2,3,7,1,2,5
+36,No,Travel_Rarely,1157,Sales,2,4,Life Sciences,1,1556,3,Male,70,3,1,Sales Representative,4,Single,2644,17001,3,Y,Yes,21,4,4,80,0,7,3,2,3,2,1,2
+48,No,Travel_Rarely,492,Sales,16,4,Life Sciences,1,1557,3,Female,96,3,2,Sales Executive,3,Divorced,6439,13693,8,Y,No,14,3,3,80,1,18,2,3,8,7,7,7
+29,No,Travel_Rarely,598,Research & Development,9,3,Life Sciences,1,1558,3,Male,91,4,1,Research Scientist,3,Married,2451,22376,6,Y,No,18,3,1,80,2,5,2,2,1,0,0,0
+33,No,Travel_Rarely,1242,Sales,8,4,Life Sciences,1,1560,1,Male,46,3,2,Sales Executive,1,Married,6392,10589,2,Y,No,13,3,4,80,1,8,6,1,2,2,2,2
+30,Yes,Travel_Rarely,740,Sales,1,3,Life Sciences,1,1562,2,Male,64,2,2,Sales Executive,1,Married,9714,5323,1,Y,No,11,3,4,80,1,10,4,3,10,8,6,7
+38,No,Travel_Frequently,888,Human Resources,10,4,Human Resources,1,1563,3,Male,71,3,2,Human Resources,3,Married,6077,14814,3,Y,No,11,3,3,80,0,10,2,3,6,3,1,2
+35,No,Travel_Rarely,992,Research & Development,1,3,Medical,1,1564,4,Male,68,2,1,Laboratory Technician,1,Single,2450,21731,1,Y,No,19,3,2,80,0,3,3,3,3,0,1,2
+30,No,Travel_Rarely,1288,Sales,29,4,Technical Degree,1,1568,3,Male,33,3,3,Sales Executive,2,Married,9250,17799,3,Y,No,12,3,2,80,1,9,3,3,4,2,1,3
+35,Yes,Travel_Rarely,104,Research & Development,2,3,Life Sciences,1,1569,1,Female,69,3,1,Laboratory Technician,1,Divorced,2074,26619,1,Y,Yes,12,3,4,80,1,1,2,3,1,0,0,0
+53,Yes,Travel_Rarely,607,Research & Development,2,5,Technical Degree,1,1572,3,Female,78,2,3,Manufacturing Director,4,Married,10169,14618,0,Y,No,16,3,2,80,1,34,4,3,33,7,1,9
+38,Yes,Travel_Rarely,903,Research & Development,2,3,Medical,1,1573,3,Male,81,3,2,Manufacturing Director,2,Married,4855,7653,4,Y,No,11,3,1,80,2,7,2,3,5,2,1,4
+32,No,Non-Travel,1200,Research & Development,1,4,Technical Degree,1,1574,4,Male,62,3,2,Research Scientist,1,Married,4087,25174,4,Y,No,14,3,2,80,1,9,3,2,6,5,1,2
+48,No,Travel_Rarely,1108,Research & Development,15,4,Other,1,1576,3,Female,65,3,1,Research Scientist,1,Married,2367,16530,8,Y,No,12,3,4,80,1,10,3,2,8,2,7,6
+34,No,Travel_Rarely,479,Research & Development,7,4,Medical,1,1577,1,Male,35,3,1,Research Scientist,4,Single,2972,22061,1,Y,No,13,3,3,80,0,1,4,1,1,0,0,0
+55,No,Travel_Rarely,685,Sales,26,5,Marketing,1,1578,3,Male,60,2,5,Manager,4,Married,19586,23037,1,Y,No,21,4,3,80,1,36,3,3,36,6,2,13
+34,No,Travel_Rarely,1351,Research & Development,1,4,Life Sciences,1,1580,2,Male,45,3,2,Research Scientist,4,Married,5484,13008,9,Y,No,17,3,2,80,1,9,3,2,2,2,2,1
+26,No,Travel_Rarely,474,Research & Development,3,3,Life Sciences,1,1581,1,Female,89,3,1,Research Scientist,4,Married,2061,11133,1,Y,No,21,4,1,80,0,1,5,3,1,0,0,0
+38,No,Travel_Rarely,1245,Sales,14,3,Life Sciences,1,1582,3,Male,80,3,2,Sales Executive,2,Married,9924,12355,0,Y,No,11,3,4,80,1,10,3,3,9,8,7,7
+38,No,Travel_Rarely,437,Sales,16,3,Life Sciences,1,1583,2,Female,90,3,2,Sales Executive,2,Single,4198,16379,2,Y,No,12,3,2,80,0,8,5,4,3,2,1,2
+36,No,Travel_Rarely,884,Sales,1,4,Life Sciences,1,1585,2,Female,73,3,2,Sales Executive,3,Single,6815,21447,6,Y,No,13,3,1,80,0,15,5,3,1,0,0,0
+29,No,Travel_Rarely,1370,Research & Development,3,1,Medical,1,1586,2,Male,87,3,1,Laboratory Technician,1,Single,4723,16213,1,Y,Yes,18,3,4,80,0,10,3,3,10,9,1,5
+35,No,Travel_Rarely,670,Research & Development,10,4,Medical,1,1587,1,Female,51,3,2,Healthcare Representative,3,Single,6142,4223,3,Y,Yes,16,3,3,80,0,10,4,3,5,2,0,4
+39,No,Travel_Rarely,1462,Sales,6,3,Medical,1,1588,4,Male,38,4,3,Sales Executive,3,Married,8237,4658,2,Y,No,11,3,1,80,1,11,3,3,7,6,7,6
+29,No,Travel_Frequently,995,Research & Development,2,1,Life Sciences,1,1590,1,Male,87,3,2,Healthcare Representative,4,Divorced,8853,24483,1,Y,No,19,3,4,80,1,6,0,4,6,4,1,3
+50,No,Travel_Rarely,264,Sales,9,3,Marketing,1,1591,3,Male,59,3,5,Manager,3,Married,19331,19519,4,Y,Yes,16,3,3,80,1,27,2,3,1,0,0,0
+23,No,Travel_Rarely,977,Research & Development,10,3,Technical Degree,1,1592,4,Male,45,4,1,Research Scientist,3,Married,2073,12826,2,Y,No,16,3,4,80,1,4,2,3,2,2,2,2
+36,No,Travel_Frequently,1302,Research & Development,6,4,Life Sciences,1,1594,1,Male,80,4,2,Laboratory Technician,1,Married,5562,19711,3,Y,Yes,13,3,4,80,1,9,3,3,3,2,0,2
+42,No,Travel_Rarely,1059,Research & Development,9,2,Other,1,1595,4,Male,93,2,5,Manager,4,Single,19613,26362,8,Y,No,22,4,4,80,0,24,2,3,1,0,0,1
+35,No,Travel_Rarely,750,Research & Development,28,3,Life Sciences,1,1596,2,Male,46,4,2,Laboratory Technician,3,Married,3407,25348,1,Y,No,17,3,4,80,2,10,3,2,10,9,6,8
+34,No,Travel_Frequently,653,Research & Development,10,4,Technical Degree,1,1597,4,Male,92,2,2,Healthcare Representative,3,Married,5063,15332,1,Y,No,14,3,2,80,1,8,3,2,8,2,7,7
+40,No,Travel_Rarely,118,Sales,14,2,Life Sciences,1,1598,4,Female,84,3,2,Sales Executive,1,Married,4639,11262,1,Y,No,15,3,3,80,1,5,2,3,5,4,1,2
+43,No,Travel_Rarely,990,Research & Development,27,3,Technical Degree,1,1599,4,Male,87,4,1,Laboratory Technician,2,Divorced,4876,5855,5,Y,No,12,3,3,80,1,8,0,3,6,4,0,2
+35,No,Travel_Rarely,1349,Research & Development,7,2,Life Sciences,1,1601,3,Male,63,2,1,Laboratory Technician,4,Married,2690,7713,1,Y,No,18,3,4,80,1,1,5,2,1,0,0,1
+46,No,Travel_Rarely,563,Sales,1,4,Life Sciences,1,1602,4,Male,56,4,4,Manager,1,Single,17567,3156,1,Y,No,15,3,2,80,0,27,5,1,26,0,0,12
+28,Yes,Travel_Rarely,329,Research & Development,24,3,Medical,1,1604,3,Male,51,3,1,Laboratory Technician,2,Married,2408,7324,1,Y,Yes,17,3,3,80,3,1,3,3,1,1,0,0
+22,No,Non-Travel,457,Research & Development,26,2,Other,1,1605,2,Female,85,2,1,Research Scientist,3,Married,2814,10293,1,Y,Yes,14,3,2,80,0,4,2,2,4,2,1,3
+50,No,Travel_Frequently,1234,Research & Development,20,5,Medical,1,1606,2,Male,41,3,4,Healthcare Representative,3,Married,11245,20689,2,Y,Yes,15,3,3,80,1,32,3,3,30,8,12,13
+32,No,Travel_Rarely,634,Research & Development,5,4,Other,1,1607,2,Female,35,4,1,Research Scientist,4,Married,3312,18783,3,Y,No,17,3,4,80,2,6,3,3,3,2,0,2
+44,No,Travel_Rarely,1313,Research & Development,7,3,Medical,1,1608,2,Female,31,3,5,Research Director,4,Divorced,19049,3549,0,Y,Yes,14,3,4,80,1,23,4,2,22,7,1,10
+30,No,Travel_Rarely,241,Research & Development,7,3,Medical,1,1609,2,Male,48,2,1,Research Scientist,2,Married,2141,5348,1,Y,No,12,3,2,80,1,6,3,2,6,4,1,1
+45,No,Travel_Rarely,1015,Research & Development,5,5,Medical,1,1611,3,Female,50,1,2,Laboratory Technician,1,Single,5769,23447,1,Y,Yes,14,3,1,80,0,10,3,3,10,7,1,4
+45,No,Non-Travel,336,Sales,26,3,Marketing,1,1612,1,Male,52,2,2,Sales Executive,1,Married,4385,24162,1,Y,No,15,3,1,80,1,10,2,3,10,7,4,5
+31,No,Travel_Frequently,715,Sales,2,4,Other,1,1613,4,Male,54,3,2,Sales Executive,1,Single,5332,21602,7,Y,No,13,3,4,80,0,10,3,3,5,2,0,3
+36,No,Travel_Rarely,559,Research & Development,12,4,Life Sciences,1,1614,3,Female,76,3,2,Manufacturing Director,3,Married,4663,12421,9,Y,Yes,12,3,2,80,2,7,2,3,3,2,1,1
+34,No,Travel_Frequently,426,Research & Development,10,4,Life Sciences,1,1615,3,Male,42,4,2,Manufacturing Director,4,Divorced,4724,17000,1,Y,No,13,3,1,80,1,9,3,3,9,7,7,2
+49,No,Travel_Rarely,722,Research & Development,25,4,Life Sciences,1,1617,3,Female,84,3,1,Laboratory Technician,1,Married,3211,22102,1,Y,No,14,3,4,80,1,10,3,2,9,6,1,4
+39,No,Travel_Rarely,1387,Research & Development,10,5,Medical,1,1618,2,Male,76,3,2,Manufacturing Director,1,Married,5377,3835,2,Y,No,13,3,4,80,3,10,3,3,7,7,7,7
+27,No,Travel_Rarely,1302,Research & Development,19,3,Other,1,1619,4,Male,67,2,1,Laboratory Technician,1,Divorced,4066,16290,1,Y,No,11,3,1,80,2,7,3,3,7,7,0,7
+35,No,Travel_Rarely,819,Research & Development,18,5,Life Sciences,1,1621,2,Male,48,4,2,Research Scientist,1,Married,5208,26312,1,Y,No,11,3,4,80,0,16,2,3,16,15,1,10
+28,No,Travel_Rarely,580,Research & Development,27,3,Medical,1,1622,2,Female,39,1,2,Manufacturing Director,1,Divorced,4877,20460,0,Y,No,21,4,2,80,1,6,5,2,5,3,0,0
+21,No,Travel_Rarely,546,Research & Development,5,1,Medical,1,1623,3,Male,97,3,1,Research Scientist,4,Single,3117,26009,1,Y,No,18,3,3,80,0,3,2,3,2,2,2,2
+18,Yes,Travel_Frequently,544,Sales,3,2,Medical,1,1624,2,Female,70,3,1,Sales Representative,4,Single,1569,18420,1,Y,Yes,12,3,3,80,0,0,2,4,0,0,0,0
+47,No,Travel_Rarely,1176,Human Resources,26,4,Life Sciences,1,1625,4,Female,98,3,5,Manager,3,Married,19658,5220,3,Y,No,11,3,3,80,1,27,2,3,5,2,1,0
+39,No,Travel_Rarely,170,Research & Development,3,2,Medical,1,1627,3,Male,76,2,2,Laboratory Technician,3,Divorced,3069,10302,0,Y,No,15,3,4,80,1,11,3,3,10,8,0,7
+40,No,Travel_Rarely,884,Research & Development,15,3,Life Sciences,1,1628,1,Female,80,2,3,Manufacturing Director,3,Married,10435,25800,1,Y,No,13,3,4,80,2,18,2,3,18,15,14,12
+35,No,Non-Travel,208,Research & Development,8,4,Life Sciences,1,1630,3,Female,52,3,2,Healthcare Representative,3,Married,4148,12250,1,Y,No,12,3,4,80,1,15,5,3,14,11,2,9
+37,No,Travel_Rarely,671,Research & Development,19,3,Life Sciences,1,1631,3,Male,85,3,2,Manufacturing Director,3,Married,5768,26493,3,Y,No,17,3,1,80,3,9,2,2,4,3,0,2
+39,No,Travel_Frequently,711,Research & Development,4,3,Medical,1,1633,1,Female,81,3,2,Manufacturing Director,3,Single,5042,3140,0,Y,No,13,3,4,80,0,10,2,1,9,2,3,8
+45,No,Travel_Rarely,1329,Research & Development,2,2,Other,1,1635,4,Female,59,2,2,Manufacturing Director,4,Divorced,5770,5388,1,Y,No,19,3,1,80,2,10,3,3,10,7,3,9
+38,No,Travel_Rarely,397,Research & Development,2,2,Medical,1,1638,4,Female,54,2,3,Manufacturing Director,3,Married,7756,14199,3,Y,Yes,19,3,4,80,1,10,6,4,5,4,0,2
+35,Yes,Travel_Rarely,737,Sales,10,3,Medical,1,1639,4,Male,55,2,3,Sales Executive,1,Married,10306,21530,9,Y,No,17,3,3,80,0,15,3,3,13,12,6,0
+37,No,Travel_Rarely,1470,Research & Development,10,3,Medical,1,1640,2,Female,71,3,1,Research Scientist,2,Married,3936,9953,1,Y,No,11,3,1,80,1,8,2,1,8,4,7,7
+40,No,Travel_Rarely,448,Research & Development,16,3,Life Sciences,1,1641,3,Female,84,3,3,Manufacturing Director,4,Single,7945,19948,6,Y,Yes,15,3,4,80,0,18,2,2,4,2,3,3
+44,No,Travel_Frequently,602,Human Resources,1,5,Human Resources,1,1642,1,Male,37,3,2,Human Resources,4,Married,5743,10503,4,Y,Yes,11,3,3,80,0,14,3,3,10,7,0,2
+48,No,Travel_Frequently,365,Research & Development,4,5,Medical,1,1644,3,Male,89,2,4,Manager,4,Married,15202,5602,2,Y,No,25,4,2,80,1,23,3,3,2,2,2,2
+35,Yes,Travel_Rarely,763,Sales,15,2,Medical,1,1645,1,Male,59,1,2,Sales Executive,4,Divorced,5440,22098,6,Y,Yes,14,3,4,80,2,7,2,2,2,2,2,2
+24,No,Travel_Frequently,567,Research & Development,2,1,Technical Degree,1,1646,1,Female,32,3,1,Research Scientist,4,Single,3760,17218,1,Y,Yes,13,3,3,80,0,6,2,3,6,3,1,3
+27,No,Travel_Rarely,486,Research & Development,8,3,Medical,1,1647,2,Female,86,4,1,Research Scientist,3,Married,3517,22490,7,Y,No,17,3,1,80,0,5,0,3,3,2,0,2
+27,No,Travel_Frequently,591,Research & Development,2,3,Medical,1,1648,4,Male,87,3,1,Research Scientist,4,Single,2580,6297,2,Y,No,13,3,3,80,0,6,0,2,4,2,1,2
+40,Yes,Travel_Rarely,1329,Research & Development,7,3,Life Sciences,1,1649,1,Male,73,3,1,Laboratory Technician,1,Single,2166,3339,3,Y,Yes,14,3,2,80,0,10,3,1,4,2,0,3
+29,No,Travel_Rarely,469,Sales,10,3,Medical,1,1650,3,Male,42,2,2,Sales Executive,3,Single,5869,23413,9,Y,No,11,3,3,80,0,8,2,3,5,2,1,4
+36,No,Travel_Rarely,711,Research & Development,5,4,Life Sciences,1,1651,2,Female,42,3,3,Healthcare Representative,1,Married,8008,22792,4,Y,No,12,3,3,80,2,9,6,3,3,2,0,2
+25,No,Travel_Frequently,772,Research & Development,2,1,Life Sciences,1,1653,4,Male,77,4,2,Manufacturing Director,3,Divorced,5206,4973,1,Y,No,17,3,3,80,2,7,6,3,7,7,0,7
+39,No,Travel_Rarely,492,Research & Development,12,3,Medical,1,1654,4,Male,66,3,2,Manufacturing Director,2,Married,5295,7693,4,Y,No,21,4,3,80,0,7,3,3,5,4,1,0
+49,No,Travel_Rarely,301,Research & Development,22,4,Other,1,1655,1,Female,72,3,4,Research Director,2,Married,16413,3498,3,Y,No,16,3,2,80,2,27,2,3,4,2,1,2
+50,No,Travel_Rarely,813,Research & Development,17,5,Life Sciences,1,1656,4,Female,50,2,3,Research Director,1,Divorced,13269,21981,5,Y,No,15,3,3,80,3,19,3,3,14,11,1,11
+20,No,Travel_Rarely,1141,Sales,2,3,Medical,1,1657,3,Female,31,3,1,Sales Representative,3,Single,2783,13251,1,Y,No,19,3,1,80,0,2,3,3,2,2,2,2
+34,No,Travel_Rarely,1130,Research & Development,3,3,Life Sciences,1,1658,4,Female,66,3,2,Research Scientist,2,Divorced,5433,19332,1,Y,No,12,3,3,80,1,11,2,3,11,8,7,9
+36,No,Travel_Rarely,311,Research & Development,7,3,Life Sciences,1,1659,1,Male,77,3,1,Laboratory Technician,2,Single,2013,10950,2,Y,No,11,3,3,80,0,15,4,3,4,3,1,3
+49,No,Travel_Rarely,465,Research & Development,6,1,Life Sciences,1,1661,3,Female,41,2,4,Healthcare Representative,3,Married,13966,11652,2,Y,Yes,19,3,2,80,1,30,3,3,15,11,2,12
+36,No,Non-Travel,894,Research & Development,1,4,Medical,1,1662,4,Female,33,2,2,Manufacturing Director,3,Married,4374,15411,0,Y,No,15,3,3,80,0,4,6,3,3,2,1,2
+36,No,Travel_Rarely,1040,Research & Development,3,2,Life Sciences,1,1664,4,Male,79,4,2,Healthcare Representative,1,Divorced,6842,26308,6,Y,No,20,4,1,80,1,13,3,3,5,4,0,4
+54,No,Travel_Rarely,584,Research & Development,22,5,Medical,1,1665,2,Female,91,3,4,Manager,3,Married,17426,18685,3,Y,No,25,4,3,80,1,36,6,3,10,8,4,7
+43,No,Travel_Rarely,1291,Research & Development,15,2,Life Sciences,1,1666,3,Male,65,2,4,Research Director,3,Married,17603,3525,1,Y,No,24,4,1,80,1,14,3,3,14,10,6,11
+35,Yes,Travel_Frequently,880,Sales,12,4,Other,1,1667,4,Male,36,3,2,Sales Executive,4,Single,4581,10414,3,Y,Yes,24,4,1,80,0,13,2,4,11,9,6,7
+38,No,Travel_Frequently,1189,Research & Development,1,3,Life Sciences,1,1668,4,Male,90,3,2,Research Scientist,4,Married,4735,9867,7,Y,No,15,3,4,80,2,19,4,4,13,11,2,9
+29,No,Travel_Rarely,991,Sales,5,3,Medical,1,1669,1,Male,43,2,2,Sales Executive,2,Divorced,4187,3356,1,Y,Yes,13,3,2,80,1,10,3,2,10,0,0,9
+33,No,Travel_Rarely,392,Sales,2,4,Medical,1,1670,4,Male,93,3,2,Sales Executive,4,Divorced,5505,3921,1,Y,No,14,3,3,80,2,6,5,3,6,2,0,4
+32,No,Travel_Rarely,977,Research & Development,2,3,Medical,1,1671,4,Male,45,3,2,Research Scientist,2,Divorced,5470,25518,0,Y,No,13,3,3,80,2,10,4,2,9,5,1,6
+31,No,Travel_Rarely,1112,Sales,5,4,Life Sciences,1,1673,1,Female,67,3,2,Sales Executive,4,Married,5476,22589,1,Y,No,11,3,1,80,2,10,2,3,10,0,0,2
+49,No,Travel_Rarely,464,Research & Development,16,3,Medical,1,1674,4,Female,74,3,1,Laboratory Technician,1,Divorced,2587,24941,4,Y,Yes,16,3,2,80,1,17,2,2,2,2,2,2
+38,No,Travel_Frequently,148,Research & Development,2,3,Medical,1,1675,4,Female,42,2,1,Laboratory Technician,2,Single,2440,23826,1,Y,No,22,4,2,80,0,4,3,3,4,3,3,3
+47,No,Travel_Rarely,1225,Sales,2,4,Life Sciences,1,1676,2,Female,47,4,4,Manager,2,Divorced,15972,21086,6,Y,No,14,3,3,80,3,29,2,3,3,2,1,2
+49,No,Travel_Rarely,809,Research & Development,1,3,Life Sciences,1,1677,3,Male,36,3,4,Manager,3,Single,15379,22384,4,Y,No,14,3,1,80,0,23,2,3,8,7,0,0
+41,No,Travel_Rarely,1206,Sales,23,2,Life Sciences,1,1678,4,Male,80,3,3,Sales Executive,3,Single,7082,11591,3,Y,Yes,16,3,4,80,0,21,2,3,2,0,0,2
+20,No,Travel_Rarely,727,Sales,9,1,Life Sciences,1,1680,4,Male,54,3,1,Sales Representative,1,Single,2728,21082,1,Y,No,11,3,1,80,0,2,3,3,2,2,0,2
+33,No,Non-Travel,530,Sales,16,3,Life Sciences,1,1681,3,Female,36,3,2,Sales Executive,4,Divorced,5368,16130,1,Y,Yes,25,4,3,80,1,7,2,3,6,5,1,2
+36,No,Travel_Rarely,1351,Research & Development,26,4,Life Sciences,1,1682,1,Male,80,3,2,Healthcare Representative,3,Married,5347,7419,6,Y,No,14,3,2,80,2,10,2,2,3,2,0,2
+44,No,Travel_Rarely,528,Human Resources,1,3,Life Sciences,1,1683,3,Female,44,3,1,Human Resources,4,Divorced,3195,4167,4,Y,Yes,18,3,1,80,3,8,2,3,2,2,2,2
+23,Yes,Travel_Rarely,1320,Research & Development,8,1,Medical,1,1684,4,Male,93,2,1,Laboratory Technician,3,Single,3989,20586,1,Y,Yes,11,3,1,80,0,5,2,3,5,4,1,2
+38,No,Travel_Rarely,1495,Research & Development,4,2,Medical,1,1687,4,Female,87,3,1,Laboratory Technician,3,Married,3306,26176,7,Y,No,19,3,4,80,1,7,5,2,0,0,0,0
+53,No,Travel_Rarely,1395,Research & Development,24,4,Medical,1,1689,2,Male,48,4,3,Healthcare Representative,4,Married,7005,3458,3,Y,No,15,3,3,80,0,11,2,3,4,3,1,2
+48,Yes,Travel_Frequently,708,Sales,7,2,Medical,1,1691,4,Female,95,3,1,Sales Representative,3,Married,2655,11740,2,Y,Yes,11,3,3,80,2,19,3,3,9,7,7,7
+32,Yes,Travel_Rarely,1259,Research & Development,2,4,Life Sciences,1,1692,4,Male,95,3,1,Laboratory Technician,2,Single,1393,24852,1,Y,No,12,3,1,80,0,1,2,3,1,0,0,0
+26,No,Non-Travel,786,Research & Development,7,3,Medical,1,1693,4,Male,76,3,1,Laboratory Technician,4,Single,2570,11925,1,Y,No,20,4,3,80,0,7,5,3,7,7,5,7
+55,No,Travel_Rarely,1441,Research & Development,22,3,Technical Degree,1,1694,1,Male,94,2,1,Research Scientist,2,Divorced,3537,23737,5,Y,No,12,3,4,80,1,8,1,3,4,2,1,2
+34,No,Travel_Rarely,1157,Research & Development,5,2,Medical,1,1696,2,Male,57,2,2,Laboratory Technician,4,Married,3986,11912,1,Y,No,14,3,3,80,1,15,3,4,15,10,4,13
+60,No,Travel_Rarely,370,Research & Development,1,4,Medical,1,1697,3,Male,92,1,3,Healthcare Representative,4,Divorced,10883,20467,3,Y,No,20,4,3,80,1,19,2,4,1,0,0,0
+33,No,Travel_Rarely,267,Research & Development,21,3,Medical,1,1698,2,Male,79,4,1,Laboratory Technician,2,Married,2028,13637,1,Y,No,18,3,4,80,3,14,6,3,14,11,2,13
+37,No,Travel_Frequently,1278,Sales,1,4,Medical,1,1700,3,Male,31,1,2,Sales Executive,4,Divorced,9525,7677,1,Y,No,14,3,3,80,2,6,2,2,6,3,1,3
+34,No,Travel_Rarely,678,Research & Development,19,3,Life Sciences,1,1701,2,Female,35,2,1,Research Scientist,4,Married,2929,20338,1,Y,No,12,3,2,80,0,10,3,3,10,9,8,7
+23,Yes,Travel_Rarely,427,Sales,7,3,Life Sciences,1,1702,3,Male,99,3,1,Sales Representative,4,Divorced,2275,25103,1,Y,Yes,21,4,2,80,1,3,2,3,3,2,0,2
+44,No,Travel_Rarely,921,Research & Development,2,3,Life Sciences,1,1703,3,Female,96,4,3,Healthcare Representative,4,Married,7879,14810,1,Y,Yes,19,3,2,80,1,9,2,3,8,7,6,7
+35,No,Travel_Frequently,146,Research & Development,2,4,Medical,1,1704,1,Male,79,2,1,Research Scientist,4,Single,4930,13970,0,Y,Yes,14,3,3,80,0,6,2,4,5,4,1,4
+43,No,Travel_Rarely,1179,Sales,2,3,Medical,1,1706,4,Male,73,3,2,Sales Executive,4,Married,7847,6069,1,Y,Yes,17,3,1,80,1,10,3,3,10,9,8,8
+24,No,Travel_Rarely,581,Research & Development,9,3,Medical,1,1707,3,Male,62,4,1,Research Scientist,3,Married,4401,17616,1,Y,No,16,3,4,80,1,5,1,3,5,3,0,4
+41,No,Travel_Rarely,918,Sales,6,3,Marketing,1,1708,4,Male,35,3,3,Sales Executive,3,Single,9241,15869,1,Y,No,12,3,2,80,0,10,3,3,10,8,8,7
+29,No,Travel_Rarely,1082,Research & Development,9,4,Medical,1,1709,4,Female,43,3,1,Laboratory Technician,3,Married,2974,25412,9,Y,No,17,3,3,80,1,9,2,3,5,3,1,2
+36,No,Travel_Rarely,530,Sales,2,4,Life Sciences,1,1710,3,Female,51,3,2,Sales Representative,4,Single,4502,7439,3,Y,No,15,3,3,80,0,17,2,2,13,7,6,7
+45,No,Non-Travel,1238,Research & Development,1,1,Life Sciences,1,1712,3,Male,74,2,3,Healthcare Representative,3,Married,10748,3395,3,Y,No,23,4,4,80,1,25,3,2,23,15,14,4
+24,Yes,Travel_Rarely,240,Human Resources,22,1,Human Resources,1,1714,4,Male,58,1,1,Human Resources,3,Married,1555,11585,1,Y,No,11,3,3,80,1,1,2,3,1,0,0,0
+47,Yes,Travel_Frequently,1093,Sales,9,3,Life Sciences,1,1716,3,Male,82,1,4,Sales Executive,3,Married,12936,24164,7,Y,No,11,3,3,80,0,25,3,1,23,5,14,10
+26,No,Travel_Rarely,390,Research & Development,17,4,Medical,1,1718,4,Male,62,1,1,Laboratory Technician,3,Married,2305,6217,1,Y,No,15,3,3,80,3,3,3,4,3,2,0,2
+45,No,Travel_Rarely,1005,Research & Development,28,2,Technical Degree,1,1719,4,Female,48,2,4,Research Director,2,Single,16704,17119,1,Y,No,11,3,3,80,0,21,2,3,21,6,8,6
+32,No,Travel_Frequently,585,Research & Development,10,3,Life Sciences,1,1720,1,Male,56,3,1,Research Scientist,3,Married,3433,17360,6,Y,No,13,3,1,80,1,10,3,2,5,2,1,3
+31,No,Travel_Rarely,741,Research & Development,2,4,Life Sciences,1,1721,2,Male,69,3,1,Laboratory Technician,3,Married,3477,18103,1,Y,No,14,3,4,80,1,6,2,4,5,2,0,3
+41,No,Non-Travel,552,Human Resources,4,3,Human Resources,1,1722,3,Male,60,1,2,Human Resources,2,Married,6430,20794,6,Y,No,19,3,2,80,1,10,4,3,3,2,1,2
+40,No,Travel_Rarely,369,Research & Development,8,2,Life Sciences,1,1724,2,Female,92,3,2,Manufacturing Director,1,Married,6516,5041,2,Y,Yes,16,3,2,80,1,18,3,3,1,0,0,0
+24,No,Travel_Rarely,506,Research & Development,29,1,Medical,1,1725,2,Male,91,3,1,Laboratory Technician,1,Divorced,3907,3622,1,Y,No,13,3,2,80,3,6,2,4,6,2,1,2
+46,No,Travel_Rarely,717,Research & Development,13,4,Life Sciences,1,1727,3,Male,34,3,2,Healthcare Representative,2,Single,5562,9697,6,Y,No,14,3,4,80,0,19,3,3,10,7,0,9
+35,No,Travel_Rarely,1370,Research & Development,27,4,Life Sciences,1,1728,4,Male,49,3,2,Manufacturing Director,3,Married,6883,5151,2,Y,No,16,3,2,80,1,17,3,3,7,7,0,7
+30,No,Travel_Rarely,793,Research & Development,16,1,Life Sciences,1,1729,2,Male,33,3,1,Research Scientist,4,Married,2862,3811,1,Y,No,12,3,2,80,1,10,2,2,10,0,0,8
+47,No,Non-Travel,543,Sales,2,4,Marketing,1,1731,3,Male,87,3,2,Sales Executive,2,Married,4978,3536,7,Y,No,11,3,4,80,1,4,3,1,1,0,0,0
+46,No,Travel_Rarely,1277,Sales,2,3,Life Sciences,1,1732,3,Male,74,3,3,Sales Executive,4,Divorced,10368,5596,4,Y,Yes,12,3,2,80,1,13,5,2,10,6,0,3
+36,Yes,Travel_Rarely,1456,Sales,13,5,Marketing,1,1733,2,Male,96,2,2,Sales Executive,1,Divorced,6134,8658,5,Y,Yes,13,3,2,80,3,16,3,3,2,2,2,2
+32,Yes,Travel_Rarely,964,Sales,1,2,Life Sciences,1,1734,1,Male,34,1,2,Sales Executive,2,Single,6735,12147,6,Y,No,15,3,2,80,0,10,2,3,0,0,0,0
+23,No,Travel_Rarely,160,Research & Development,4,1,Medical,1,1735,3,Female,51,3,1,Laboratory Technician,2,Single,3295,12862,1,Y,No,13,3,3,80,0,3,3,1,3,2,1,2
+31,No,Travel_Frequently,163,Research & Development,24,1,Technical Degree,1,1736,4,Female,30,3,2,Manufacturing Director,4,Single,5238,6670,2,Y,No,20,4,4,80,0,9,3,2,5,4,1,4
+39,No,Non-Travel,792,Research & Development,1,3,Life Sciences,1,1737,4,Male,77,3,2,Laboratory Technician,4,Married,6472,8989,1,Y,Yes,15,3,4,80,1,9,2,3,9,8,5,8
+32,No,Travel_Rarely,371,Sales,19,3,Life Sciences,1,1739,4,Male,80,1,3,Sales Executive,3,Married,9610,3840,3,Y,No,13,3,3,80,1,10,2,1,4,3,0,2
+40,No,Travel_Rarely,611,Sales,7,4,Medical,1,1740,2,Male,88,3,5,Manager,2,Single,19833,4349,1,Y,No,14,3,2,80,0,21,3,2,21,8,12,8
+45,No,Travel_Rarely,176,Human Resources,4,3,Life Sciences,1,1744,3,Female,56,1,3,Human Resources,3,Married,9756,6595,4,Y,No,21,4,3,80,2,9,2,4,5,0,0,3
+30,No,Travel_Frequently,1312,Research & Development,2,4,Technical Degree,1,1745,4,Female,78,2,1,Research Scientist,1,Single,4968,26427,0,Y,No,16,3,4,80,0,10,2,3,9,7,0,7
+24,No,Travel_Frequently,897,Human Resources,10,3,Medical,1,1746,1,Male,59,3,1,Human Resources,4,Married,2145,2097,0,Y,No,14,3,4,80,1,3,2,3,2,2,2,1
+30,Yes,Travel_Frequently,600,Human Resources,8,3,Human Resources,1,1747,3,Female,66,2,1,Human Resources,4,Divorced,2180,9732,6,Y,No,11,3,3,80,1,6,0,2,4,2,1,2
+31,No,Travel_Rarely,1003,Sales,5,3,Technical Degree,1,1749,1,Male,51,3,2,Sales Executive,3,Married,8346,20943,1,Y,No,19,3,3,80,1,6,3,3,5,2,0,2
+27,No,Travel_Rarely,1054,Research & Development,8,3,Medical,1,1751,3,Female,67,3,1,Research Scientist,4,Single,3445,6152,1,Y,No,11,3,3,80,0,6,5,2,6,2,1,4
+29,Yes,Travel_Rarely,428,Sales,9,3,Marketing,1,1752,2,Female,52,1,1,Sales Representative,2,Single,2760,14630,1,Y,No,13,3,3,80,0,2,3,3,2,2,2,2
+29,No,Travel_Frequently,461,Research & Development,1,3,Life Sciences,1,1753,4,Male,70,4,2,Healthcare Representative,3,Single,6294,23060,8,Y,Yes,12,3,4,80,0,10,5,4,3,2,0,2
+30,No,Travel_Rarely,979,Sales,15,2,Marketing,1,1754,3,Male,94,2,3,Sales Executive,1,Divorced,7140,3088,2,Y,No,11,3,1,80,1,12,2,3,7,7,1,7
+34,No,Travel_Rarely,181,Research & Development,2,4,Medical,1,1755,4,Male,97,4,1,Research Scientist,4,Married,2932,5586,0,Y,Yes,14,3,1,80,3,6,3,3,5,0,1,2
+33,No,Non-Travel,1283,Sales,2,3,Marketing,1,1756,4,Female,62,3,2,Sales Executive,2,Single,5147,10697,8,Y,No,15,3,4,80,0,13,2,2,11,7,1,7
+49,No,Travel_Rarely,1313,Sales,11,4,Marketing,1,1757,4,Female,80,3,2,Sales Executive,4,Single,4507,8191,3,Y,No,12,3,3,80,0,8,1,4,5,1,0,4
+33,Yes,Travel_Rarely,211,Sales,16,3,Life Sciences,1,1758,1,Female,74,3,3,Sales Executive,1,Single,8564,10092,2,Y,Yes,20,4,3,80,0,11,2,2,0,0,0,0
+38,No,Travel_Frequently,594,Research & Development,2,2,Medical,1,1760,3,Female,75,2,1,Laboratory Technician,2,Married,2468,15963,4,Y,No,14,3,2,80,1,9,4,2,6,1,0,5
+31,Yes,Travel_Rarely,1079,Sales,16,4,Marketing,1,1761,1,Male,70,3,3,Sales Executive,3,Married,8161,19002,2,Y,No,13,3,1,80,3,10,2,3,1,0,0,0
+29,No,Travel_Rarely,590,Research & Development,4,3,Technical Degree,1,1762,4,Female,91,2,1,Research Scientist,1,Divorced,2109,10007,1,Y,No,13,3,3,80,1,1,2,3,1,0,0,0
+30,No,Travel_Rarely,305,Research & Development,16,3,Life Sciences,1,1763,3,Male,58,4,2,Healthcare Representative,3,Married,5294,9128,3,Y,No,16,3,3,80,1,10,3,3,7,0,1,7
+32,No,Non-Travel,953,Research & Development,5,4,Technical Degree,1,1764,2,Male,65,3,1,Research Scientist,2,Single,2718,17674,2,Y,No,14,3,2,80,0,12,3,3,7,7,0,7
+38,No,Travel_Rarely,833,Research & Development,18,3,Medical,1,1766,2,Male,60,1,2,Healthcare Representative,4,Married,5811,24539,3,Y,Yes,16,3,3,80,1,15,2,3,1,0,1,0
+43,Yes,Travel_Frequently,807,Research & Development,17,3,Technical Degree,1,1767,3,Male,38,2,1,Research Scientist,3,Married,2437,15587,9,Y,Yes,16,3,4,80,1,6,4,3,1,0,0,0
+42,No,Travel_Rarely,855,Research & Development,12,3,Medical,1,1768,2,Male,57,3,1,Laboratory Technician,2,Divorced,2766,8952,8,Y,No,22,4,2,80,3,7,6,2,5,3,0,4
+55,No,Travel_Rarely,478,Research & Development,2,3,Medical,1,1770,3,Male,60,2,5,Research Director,1,Married,19038,19805,8,Y,No,12,3,2,80,3,34,2,3,1,0,0,0
+33,No,Non-Travel,775,Research & Development,4,3,Technical Degree,1,1771,4,Male,90,3,2,Research Scientist,2,Divorced,3055,6194,5,Y,No,15,3,4,80,2,11,2,2,9,8,1,7
+41,No,Travel_Rarely,548,Research & Development,9,4,Life Sciences,1,1772,3,Male,94,3,1,Laboratory Technician,1,Divorced,2289,20520,1,Y,No,20,4,2,80,2,5,2,3,5,3,0,4
+34,No,Non-Travel,1375,Sales,10,3,Life Sciences,1,1774,4,Male,87,3,2,Sales Executive,3,Divorced,4001,12313,1,Y,Yes,14,3,3,80,1,15,3,3,15,14,0,7
+53,No,Non-Travel,661,Research & Development,1,4,Medical,1,1775,1,Female,60,2,4,Manufacturing Director,3,Married,12965,22308,4,Y,Yes,20,4,4,80,3,27,2,2,3,2,0,2
+43,No,Travel_Rarely,244,Human Resources,2,3,Life Sciences,1,1778,2,Male,97,3,1,Human Resources,4,Single,3539,5033,0,Y,No,13,3,2,80,0,10,5,3,9,7,1,8
+34,No,Travel_Rarely,511,Sales,3,2,Life Sciences,1,1779,4,Female,32,1,2,Sales Executive,4,Single,6029,25353,5,Y,No,12,3,1,80,0,6,3,3,2,2,2,2
+21,Yes,Travel_Rarely,337,Sales,7,1,Marketing,1,1780,2,Male,31,3,1,Sales Representative,2,Single,2679,4567,1,Y,No,13,3,2,80,0,1,3,3,1,0,1,0
+38,No,Travel_Rarely,1153,Research & Development,6,2,Other,1,1782,4,Female,40,2,1,Laboratory Technician,3,Married,3702,16376,1,Y,No,11,3,2,80,1,5,3,3,5,4,0,4
+22,Yes,Travel_Rarely,1294,Research & Development,8,1,Medical,1,1783,3,Female,79,3,1,Laboratory Technician,1,Married,2398,15999,1,Y,Yes,17,3,3,80,0,1,6,3,1,0,0,0
+31,No,Travel_Rarely,196,Sales,29,4,Marketing,1,1784,1,Female,91,2,2,Sales Executive,4,Married,5468,13402,1,Y,No,14,3,1,80,2,13,3,3,12,7,5,7
+51,No,Travel_Rarely,942,Research & Development,3,3,Technical Degree,1,1786,1,Female,53,3,3,Manager,3,Married,13116,22984,2,Y,No,11,3,4,80,0,15,2,3,2,2,2,2
+37,No,Travel_Rarely,589,Sales,9,2,Marketing,1,1787,2,Male,46,2,2,Sales Executive,2,Married,4189,8800,1,Y,No,14,3,1,80,2,5,2,3,5,2,0,3
+46,No,Travel_Rarely,734,Research & Development,2,4,Medical,1,1789,3,Male,46,3,5,Research Director,4,Divorced,19328,14218,7,Y,Yes,17,3,3,80,1,24,3,3,2,1,2,2
+36,No,Travel_Rarely,1383,Research & Development,10,3,Life Sciences,1,1790,4,Male,90,3,3,Healthcare Representative,1,Married,8321,25949,7,Y,Yes,13,3,4,80,1,15,1,3,12,8,5,7
+44,Yes,Travel_Frequently,429,Research & Development,1,2,Medical,1,1792,3,Male,99,3,1,Research Scientist,2,Divorced,2342,11092,1,Y,Yes,12,3,3,80,3,6,2,2,5,3,2,3
+37,No,Travel_Rarely,1239,Human Resources,8,2,Other,1,1794,3,Male,89,3,2,Human Resources,2,Divorced,4071,12832,2,Y,No,13,3,3,80,0,19,4,2,10,0,4,7
+35,Yes,Travel_Rarely,303,Sales,27,3,Life Sciences,1,1797,3,Male,84,3,2,Sales Executive,4,Single,5813,13492,1,Y,Yes,18,3,4,80,0,10,2,3,10,7,7,7
+33,No,Travel_Rarely,867,Research & Development,8,4,Life Sciences,1,1798,4,Male,90,4,1,Research Scientist,1,Married,3143,6076,6,Y,No,19,3,2,80,1,14,1,3,10,8,7,6
+28,No,Travel_Rarely,1181,Research & Development,1,3,Life Sciences,1,1799,3,Male,82,3,1,Research Scientist,4,Married,2044,5531,1,Y,No,11,3,3,80,1,5,6,4,5,3,0,3
+39,No,Travel_Rarely,1253,Research & Development,10,1,Medical,1,1800,3,Male,65,3,3,Research Director,3,Single,13464,7914,7,Y,No,21,4,3,80,0,9,3,3,4,3,2,2
+46,No,Non-Travel,849,Sales,26,2,Life Sciences,1,1801,2,Male,98,2,2,Sales Executive,2,Single,7991,25166,8,Y,No,15,3,3,80,0,6,3,3,2,2,2,2
+40,No,Travel_Rarely,616,Research & Development,2,2,Life Sciences,1,1802,3,Female,99,3,1,Laboratory Technician,1,Married,3377,25605,4,Y,No,17,3,4,80,1,7,5,2,4,3,0,2
+42,No,Travel_Rarely,1128,Research & Development,13,3,Medical,1,1803,2,Male,95,4,2,Healthcare Representative,1,Married,5538,5696,5,Y,No,18,3,3,80,2,10,2,2,0,0,0,0
+35,No,Non-Travel,1180,Research & Development,2,2,Medical,1,1804,2,Male,90,3,2,Manufacturing Director,4,Divorced,5762,24442,2,Y,No,14,3,3,80,1,15,6,3,7,7,1,7
+38,No,Non-Travel,1336,Human Resources,2,3,Human Resources,1,1805,1,Male,100,3,1,Human Resources,2,Divorced,2592,7129,5,Y,No,13,3,4,80,3,13,3,3,11,10,3,8
+34,Yes,Travel_Frequently,234,Research & Development,9,4,Life Sciences,1,1807,4,Male,93,3,2,Laboratory Technician,1,Married,5346,6208,4,Y,No,17,3,3,80,1,11,3,2,7,1,0,7
+37,Yes,Travel_Rarely,370,Research & Development,10,4,Medical,1,1809,4,Male,58,3,2,Manufacturing Director,1,Single,4213,4992,1,Y,No,15,3,2,80,0,10,4,1,10,3,0,8
+39,No,Travel_Frequently,766,Sales,20,3,Life Sciences,1,1812,3,Male,83,3,2,Sales Executive,4,Divorced,4127,19188,2,Y,No,18,3,4,80,1,7,6,3,2,1,2,2
+43,No,Non-Travel,343,Research & Development,9,3,Life Sciences,1,1813,1,Male,52,3,1,Research Scientist,3,Single,2438,24978,4,Y,No,13,3,3,80,0,7,2,2,3,2,1,2
+41,No,Travel_Rarely,447,Research & Development,5,3,Life Sciences,1,1814,2,Male,85,4,2,Healthcare Representative,2,Single,6870,15530,3,Y,No,12,3,1,80,0,11,3,1,3,2,1,2
+41,No,Travel_Rarely,796,Sales,4,1,Marketing,1,1815,3,Female,81,3,3,Sales Executive,3,Divorced,10447,26458,0,Y,Yes,13,3,4,80,1,23,3,4,22,14,13,5
+30,No,Travel_Rarely,1092,Research & Development,10,3,Medical,1,1816,1,Female,64,3,3,Manufacturing Director,3,Single,9667,2739,9,Y,No,14,3,2,80,0,9,3,3,7,7,0,2
+26,Yes,Travel_Rarely,920,Human Resources,20,2,Medical,1,1818,4,Female,69,3,1,Human Resources,2,Married,2148,6889,0,Y,Yes,11,3,3,80,0,6,3,3,5,1,1,4
+46,Yes,Travel_Rarely,261,Research & Development,21,2,Medical,1,1821,4,Female,66,3,2,Healthcare Representative,2,Married,8926,10842,4,Y,No,22,4,4,80,1,13,2,4,9,7,3,7
+40,No,Travel_Rarely,1194,Research & Development,1,3,Life Sciences,1,1822,3,Female,52,3,2,Healthcare Representative,4,Divorced,6513,9060,4,Y,No,17,3,4,80,1,12,3,3,5,3,0,3
+34,No,Travel_Rarely,810,Sales,8,2,Technical Degree,1,1823,2,Male,92,4,2,Sales Executive,3,Married,6799,22128,1,Y,No,21,4,3,80,2,10,5,3,10,8,4,8
+58,No,Non-Travel,350,Sales,2,3,Medical,1,1824,2,Male,52,3,4,Manager,2,Divorced,16291,22577,4,Y,No,22,4,4,80,1,37,0,2,16,9,14,14
+35,No,Travel_Rarely,185,Research & Development,23,4,Medical,1,1826,2,Male,91,1,1,Laboratory Technician,3,Married,2705,9696,0,Y,No,16,3,2,80,1,6,2,4,5,4,0,3
+47,No,Travel_Rarely,1001,Research & Development,4,3,Life Sciences,1,1827,3,Female,92,2,3,Manufacturing Director,2,Divorced,10333,19271,8,Y,Yes,12,3,3,80,1,28,4,3,22,11,14,10
+40,No,Travel_Rarely,750,Research & Development,12,3,Life Sciences,1,1829,2,Female,47,3,2,Healthcare Representative,1,Divorced,4448,10748,2,Y,No,12,3,2,80,1,15,3,3,7,4,7,7
+54,No,Travel_Rarely,431,Research & Development,7,4,Medical,1,1830,4,Female,68,3,2,Research Scientist,4,Married,6854,15696,4,Y,No,15,3,2,80,1,14,2,2,7,1,1,7
+31,No,Travel_Frequently,1125,Sales,7,4,Marketing,1,1833,1,Female,68,3,3,Sales Executive,1,Married,9637,8277,2,Y,No,14,3,4,80,2,9,3,3,3,2,2,2
+28,No,Travel_Rarely,1217,Research & Development,1,3,Medical,1,1834,3,Female,67,3,1,Research Scientist,1,Married,3591,12719,1,Y,No,25,4,3,80,1,3,3,3,3,2,1,2
+38,No,Travel_Rarely,723,Sales,2,4,Marketing,1,1835,2,Female,77,1,2,Sales Representative,4,Married,5405,4244,2,Y,Yes,20,4,1,80,2,20,4,2,4,2,0,3
+26,No,Travel_Rarely,572,Sales,10,3,Medical,1,1836,3,Male,46,3,2,Sales Executive,4,Single,4684,9125,1,Y,No,13,3,1,80,0,5,4,3,5,3,1,2
+58,No,Travel_Frequently,1216,Research & Development,15,4,Life Sciences,1,1837,1,Male,87,3,4,Research Director,3,Married,15787,21624,2,Y,Yes,14,3,2,80,0,23,3,3,2,2,2,2
+18,No,Non-Travel,1431,Research & Development,14,3,Medical,1,1839,2,Female,33,3,1,Research Scientist,3,Single,1514,8018,1,Y,No,16,3,3,80,0,0,4,1,0,0,0,0
+31,Yes,Travel_Rarely,359,Human Resources,18,5,Human Resources,1,1842,4,Male,89,4,1,Human Resources,1,Married,2956,21495,0,Y,No,17,3,3,80,0,2,4,3,1,0,0,0
+29,Yes,Travel_Rarely,350,Human Resources,13,3,Human Resources,1,1844,1,Male,56,2,1,Human Resources,1,Divorced,2335,3157,4,Y,Yes,15,3,4,80,3,4,3,3,2,2,2,0
+45,No,Non-Travel,589,Sales,2,4,Life Sciences,1,1845,3,Female,67,3,2,Sales Executive,3,Married,5154,19665,4,Y,No,22,4,2,80,2,10,3,4,8,7,5,7
+36,No,Travel_Rarely,430,Research & Development,2,4,Other,1,1847,4,Female,73,3,2,Research Scientist,2,Married,6962,19573,4,Y,Yes,22,4,4,80,1,15,2,3,1,0,0,0
+43,No,Travel_Frequently,1422,Sales,2,4,Life Sciences,1,1849,1,Male,92,3,2,Sales Executive,4,Married,5675,19246,1,Y,No,20,4,3,80,1,7,5,3,7,7,7,7
+27,No,Travel_Frequently,1297,Research & Development,5,2,Life Sciences,1,1850,4,Female,53,3,1,Laboratory Technician,4,Single,2379,19826,0,Y,Yes,14,3,3,80,0,6,3,2,5,4,0,2
+29,No,Travel_Frequently,574,Research & Development,20,1,Medical,1,1852,4,Male,40,3,1,Laboratory Technician,4,Married,3812,7003,1,Y,No,13,3,2,80,0,11,3,4,11,8,3,10
+32,No,Travel_Frequently,1318,Sales,10,4,Marketing,1,1853,4,Male,79,3,2,Sales Executive,4,Single,4648,26075,8,Y,No,13,3,3,80,0,4,2,4,0,0,0,0
+42,No,Non-Travel,355,Research & Development,10,4,Technical Degree,1,1854,3,Male,38,3,1,Research Scientist,3,Married,2936,6161,3,Y,No,22,4,2,80,2,10,1,2,6,3,3,3
+47,No,Travel_Rarely,207,Research & Development,9,4,Life Sciences,1,1856,2,Female,64,3,1,Laboratory Technician,3,Single,2105,5411,4,Y,No,12,3,3,80,0,7,2,3,2,2,2,0
+46,No,Travel_Rarely,706,Research & Development,2,2,Life Sciences,1,1857,4,Male,82,3,3,Manufacturing Director,4,Divorced,8578,19989,3,Y,No,14,3,3,80,1,12,4,2,9,8,4,7
+28,No,Non-Travel,280,Human Resources,1,2,Life Sciences,1,1858,3,Male,43,3,1,Human Resources,4,Divorced,2706,10494,1,Y,No,15,3,2,80,1,3,2,3,3,2,2,2
+29,No,Travel_Rarely,726,Research & Development,29,1,Life Sciences,1,1859,4,Male,93,1,2,Healthcare Representative,3,Divorced,6384,21143,8,Y,No,17,3,4,80,2,11,3,3,7,0,1,6
+42,No,Travel_Rarely,1142,Research & Development,8,3,Life Sciences,1,1860,4,Male,81,3,1,Laboratory Technician,3,Single,3968,13624,4,Y,No,13,3,4,80,0,8,3,3,0,0,0,0
+32,Yes,Travel_Rarely,414,Sales,2,4,Marketing,1,1862,3,Male,82,2,2,Sales Executive,2,Single,9907,26186,7,Y,Yes,12,3,3,80,0,7,3,2,2,2,2,2
+46,No,Travel_Rarely,1319,Sales,3,3,Technical Degree,1,1863,1,Female,45,4,4,Sales Executive,1,Divorced,13225,7739,2,Y,No,12,3,4,80,1,25,5,3,19,17,2,8
+27,No,Travel_Rarely,728,Sales,23,1,Medical,1,1864,2,Female,36,2,2,Sales Representative,3,Married,3540,7018,1,Y,No,21,4,4,80,1,9,5,3,9,8,5,8
+29,No,Travel_Rarely,352,Human Resources,6,1,Medical,1,1865,4,Male,87,2,1,Human Resources,2,Married,2804,15434,1,Y,No,11,3,4,80,0,1,3,3,1,0,0,0
+43,No,Travel_Rarely,823,Research & Development,6,3,Medical,1,1866,1,Female,81,2,5,Manager,3,Married,19392,22539,7,Y,No,13,3,4,80,0,21,2,3,16,12,6,14
+48,No,Travel_Rarely,1224,Research & Development,10,3,Life Sciences,1,1867,4,Male,91,2,5,Research Director,2,Married,19665,13583,4,Y,No,12,3,4,80,0,29,3,3,22,10,12,9
+29,Yes,Travel_Frequently,459,Research & Development,24,2,Life Sciences,1,1868,4,Male,73,2,1,Research Scientist,4,Single,2439,14753,1,Y,Yes,24,4,2,80,0,1,3,2,1,0,1,0
+46,Yes,Travel_Rarely,1254,Sales,10,3,Life Sciences,1,1869,3,Female,64,3,3,Sales Executive,2,Married,7314,14011,5,Y,No,21,4,3,80,3,14,2,3,8,7,0,7
+27,No,Travel_Frequently,1131,Research & Development,15,3,Life Sciences,1,1870,4,Female,77,2,1,Research Scientist,1,Married,4774,23844,0,Y,No,19,3,4,80,1,8,2,2,7,6,7,3
+39,No,Travel_Rarely,835,Research & Development,19,4,Other,1,1871,4,Male,41,3,2,Research Scientist,4,Divorced,3902,5141,8,Y,No,14,3,2,80,3,7,2,3,2,2,2,2
+55,No,Travel_Rarely,836,Research & Development,2,4,Technical Degree,1,1873,2,Male,98,2,1,Research Scientist,4,Married,2662,7975,8,Y,No,20,4,2,80,1,19,2,4,5,2,0,4
+28,No,Travel_Rarely,1172,Sales,3,3,Medical,1,1875,2,Female,78,3,1,Sales Representative,2,Married,2856,3692,1,Y,No,19,3,4,80,1,1,3,3,1,0,0,0
+30,Yes,Travel_Rarely,945,Sales,9,3,Medical,1,1876,2,Male,89,3,1,Sales Representative,4,Single,1081,16019,1,Y,No,13,3,3,80,0,1,3,2,1,0,0,0
+22,Yes,Travel_Rarely,391,Research & Development,7,1,Life Sciences,1,1878,4,Male,75,3,1,Research Scientist,2,Single,2472,26092,1,Y,Yes,23,4,1,80,0,1,2,3,1,0,0,0
+36,No,Travel_Rarely,1266,Sales,10,4,Technical Degree,1,1880,2,Female,63,2,2,Sales Executive,3,Married,5673,6060,1,Y,Yes,13,3,1,80,1,10,4,3,10,9,1,7
+31,No,Travel_Rarely,311,Research & Development,20,3,Life Sciences,1,1881,2,Male,89,3,2,Laboratory Technician,3,Divorced,4197,18624,1,Y,No,11,3,1,80,1,10,2,3,10,8,0,2
+34,No,Travel_Rarely,1480,Sales,4,3,Life Sciences,1,1882,3,Male,64,3,3,Sales Executive,4,Married,9713,24444,2,Y,Yes,13,3,4,80,3,9,3,3,5,3,1,0
+29,No,Travel_Rarely,592,Research & Development,7,3,Life Sciences,1,1883,4,Male,59,3,1,Laboratory Technician,1,Single,2062,19384,3,Y,No,14,3,2,80,0,11,2,3,3,2,1,2
+37,No,Travel_Rarely,783,Research & Development,7,4,Medical,1,1885,4,Male,78,3,2,Research Scientist,1,Married,4284,13588,5,Y,Yes,22,4,3,80,1,16,2,3,5,3,0,4
+35,No,Travel_Rarely,219,Research & Development,16,2,Other,1,1886,4,Female,44,2,2,Manufacturing Director,2,Married,4788,25388,0,Y,Yes,11,3,4,80,0,4,2,3,3,2,0,2
+45,No,Travel_Rarely,556,Research & Development,25,2,Life Sciences,1,1888,2,Female,93,2,2,Manufacturing Director,4,Married,5906,23888,0,Y,No,13,3,4,80,2,10,2,2,9,8,3,8
+36,No,Travel_Frequently,1213,Human Resources,2,1,Human Resources,1,1890,2,Male,94,2,2,Human Resources,4,Single,3886,4223,1,Y,No,21,4,4,80,0,10,2,2,10,1,0,8
+40,No,Travel_Rarely,1137,Research & Development,1,4,Life Sciences,1,1892,1,Male,98,3,4,Manager,1,Divorced,16823,18991,2,Y,No,11,3,1,80,1,22,3,3,19,7,11,16
+26,No,Travel_Rarely,482,Research & Development,1,2,Life Sciences,1,1893,2,Female,90,2,1,Research Scientist,3,Married,2933,14908,1,Y,Yes,13,3,3,80,1,1,3,2,1,0,1,0
+27,No,Travel_Rarely,511,Sales,2,2,Medical,1,1898,1,Female,89,4,2,Sales Executive,3,Single,6500,26997,0,Y,No,14,3,2,80,0,9,5,2,8,7,0,7
+48,No,Travel_Frequently,117,Research & Development,22,3,Medical,1,1900,4,Female,58,3,4,Manager,4,Divorced,17174,2437,3,Y,No,11,3,2,80,1,24,3,3,22,17,4,7
+44,No,Travel_Rarely,170,Research & Development,1,4,Life Sciences,1,1903,2,Male,78,4,2,Healthcare Representative,1,Married,5033,9364,2,Y,No,15,3,4,80,1,10,5,3,2,0,2,2
+34,Yes,Non-Travel,967,Research & Development,16,4,Technical Degree,1,1905,4,Male,85,1,1,Research Scientist,1,Married,2307,14460,1,Y,Yes,23,4,2,80,1,5,2,3,5,2,3,0
+56,Yes,Travel_Rarely,1162,Research & Development,24,2,Life Sciences,1,1907,1,Male,97,3,1,Laboratory Technician,4,Single,2587,10261,1,Y,No,16,3,4,80,0,5,3,3,4,2,1,0
+36,No,Travel_Rarely,335,Sales,17,2,Marketing,1,1908,3,Male,33,2,2,Sales Executive,2,Married,5507,16822,2,Y,No,16,3,3,80,2,12,1,1,4,2,1,3
+41,No,Travel_Rarely,337,Sales,8,3,Marketing,1,1909,3,Female,54,3,2,Sales Executive,2,Married,4393,26841,5,Y,No,21,4,3,80,1,14,3,3,5,4,1,4
+42,No,Travel_Rarely,1396,Research & Development,6,3,Medical,1,1911,3,Male,83,3,3,Research Director,1,Married,13348,14842,9,Y,No,13,3,2,80,1,18,3,4,13,7,5,7
+31,No,Travel_Rarely,1079,Sales,10,2,Medical,1,1912,3,Female,86,3,2,Sales Executive,4,Divorced,6583,20115,2,Y,Yes,11,3,4,80,1,8,2,3,5,2,1,4
+34,No,Travel_Rarely,735,Sales,3,1,Medical,1,1915,4,Female,75,2,2,Sales Executive,4,Married,8103,16495,3,Y,Yes,12,3,3,80,0,9,3,2,4,2,0,1
+31,No,Travel_Rarely,471,Research & Development,4,3,Medical,1,1916,1,Female,62,4,1,Laboratory Technician,3,Divorced,3978,16031,8,Y,No,12,3,2,80,1,4,0,2,2,2,2,2
+26,No,Travel_Frequently,1096,Research & Development,6,3,Other,1,1918,3,Male,61,4,1,Laboratory Technician,4,Married,2544,7102,0,Y,No,18,3,1,80,1,8,3,3,7,7,7,7
+45,No,Travel_Frequently,1297,Research & Development,1,4,Medical,1,1922,2,Male,44,3,2,Healthcare Representative,3,Single,5399,14511,4,Y,No,12,3,3,80,0,12,3,3,4,2,0,3
+33,No,Travel_Rarely,217,Sales,10,4,Marketing,1,1924,2,Male,43,3,2,Sales Executive,3,Single,5487,10410,1,Y,No,14,3,2,80,0,10,2,2,10,4,0,9
+28,No,Travel_Frequently,783,Sales,1,2,Life Sciences,1,1927,3,Male,42,2,2,Sales Executive,4,Married,6834,19255,1,Y,Yes,12,3,3,80,1,7,2,3,7,7,0,7
+29,Yes,Travel_Frequently,746,Sales,24,3,Technical Degree,1,1928,3,Male,45,4,1,Sales Representative,1,Single,1091,10642,1,Y,No,17,3,4,80,0,1,3,3,1,0,0,0
+39,No,Non-Travel,1251,Sales,21,4,Life Sciences,1,1929,1,Female,32,1,2,Sales Executive,3,Married,5736,3987,6,Y,No,19,3,3,80,1,10,1,3,3,2,1,2
+27,No,Travel_Rarely,1354,Research & Development,2,4,Technical Degree,1,1931,2,Male,41,3,1,Research Scientist,2,Married,2226,6073,1,Y,No,11,3,3,80,1,6,3,2,5,3,1,2
+34,No,Travel_Frequently,735,Research & Development,22,4,Other,1,1932,3,Male,86,2,2,Research Scientist,4,Married,5747,26496,1,Y,Yes,15,3,2,80,0,16,3,3,15,10,6,11
+28,Yes,Travel_Rarely,1475,Sales,13,2,Marketing,1,1933,4,Female,84,3,2,Sales Executive,3,Single,9854,23352,3,Y,Yes,11,3,4,80,0,6,0,3,2,0,2,2
+47,No,Non-Travel,1169,Research & Development,14,4,Technical Degree,1,1934,3,Male,64,3,2,Research Scientist,2,Married,5467,2125,8,Y,No,18,3,3,80,1,16,4,4,8,7,1,7
+56,No,Travel_Rarely,1443,Sales,11,5,Marketing,1,1935,4,Female,89,2,2,Sales Executive,1,Married,5380,20328,4,Y,No,16,3,3,80,1,6,3,3,0,0,0,0
+39,No,Travel_Rarely,867,Research & Development,9,2,Medical,1,1936,1,Male,87,3,2,Manufacturing Director,1,Married,5151,12315,1,Y,No,25,4,4,80,1,10,3,3,10,0,7,9
+38,No,Travel_Frequently,1394,Research & Development,8,3,Medical,1,1937,4,Female,58,2,2,Research Scientist,2,Divorced,2133,18115,1,Y,Yes,16,3,3,80,1,20,3,3,20,11,0,7
+58,No,Travel_Rarely,605,Sales,21,3,Life Sciences,1,1938,4,Female,72,3,4,Manager,4,Married,17875,11761,4,Y,Yes,13,3,3,80,1,29,2,2,1,0,0,0
+32,Yes,Travel_Frequently,238,Research & Development,5,2,Life Sciences,1,1939,1,Female,47,4,1,Research Scientist,3,Single,2432,15318,3,Y,Yes,14,3,1,80,0,8,2,3,4,1,0,3
+38,No,Travel_Rarely,1206,Research & Development,9,2,Life Sciences,1,1940,2,Male,71,3,1,Research Scientist,4,Divorced,4771,14293,2,Y,No,19,3,4,80,2,10,0,4,5,2,0,3
+49,No,Travel_Frequently,1064,Research & Development,2,1,Life Sciences,1,1941,2,Male,42,3,5,Research Director,4,Married,19161,13738,3,Y,No,15,3,4,80,0,28,3,3,5,4,4,3
+42,No,Travel_Rarely,419,Sales,12,4,Marketing,1,1943,2,Male,77,3,2,Sales Executive,4,Divorced,5087,2900,3,Y,Yes,12,3,3,80,2,14,4,3,0,0,0,0
+27,Yes,Travel_Frequently,1337,Human Resources,22,3,Human Resources,1,1944,1,Female,58,2,1,Human Resources,2,Married,2863,19555,1,Y,No,12,3,1,80,0,1,2,3,1,0,0,0
+35,No,Travel_Rarely,682,Sales,18,4,Medical,1,1945,2,Male,71,3,2,Sales Executive,1,Married,5561,15975,0,Y,No,16,3,4,80,1,6,2,1,5,3,0,4
+28,No,Non-Travel,1103,Research & Development,16,3,Medical,1,1947,3,Male,49,3,1,Research Scientist,3,Single,2144,2122,1,Y,No,14,3,3,80,0,5,3,2,5,3,1,4
+31,No,Non-Travel,976,Research & Development,3,2,Medical,1,1948,3,Male,48,3,1,Research Scientist,1,Divorced,3065,3995,1,Y,Yes,13,3,4,80,1,4,3,4,4,2,2,3
+36,No,Non-Travel,1351,Research & Development,9,4,Life Sciences,1,1949,1,Male,66,4,1,Laboratory Technician,2,Married,2810,9238,1,Y,No,22,4,2,80,0,5,3,3,5,4,0,2
+34,No,Travel_Rarely,937,Sales,1,3,Marketing,1,1950,1,Male,32,3,3,Sales Executive,4,Single,9888,6770,1,Y,No,21,4,1,80,0,14,3,2,14,8,2,1
+34,No,Travel_Rarely,1239,Sales,13,4,Medical,1,1951,4,Male,39,3,3,Sales Executive,3,Divorced,8628,22914,1,Y,No,18,3,3,80,1,9,2,2,8,7,1,1
+26,No,Travel_Rarely,157,Research & Development,1,3,Medical,1,1952,3,Male,95,3,1,Laboratory Technician,1,Single,2867,20006,0,Y,No,13,3,4,80,0,8,6,2,7,7,7,6
+29,No,Travel_Rarely,136,Research & Development,1,3,Life Sciences,1,1954,1,Male,89,3,2,Healthcare Representative,1,Married,5373,6225,0,Y,No,12,3,1,80,1,6,5,2,5,3,0,2
+32,No,Non-Travel,1146,Research & Development,15,4,Medical,1,1955,3,Female,34,3,2,Healthcare Representative,4,Divorced,6667,16542,5,Y,No,18,3,2,80,1,9,6,3,5,1,1,2
+31,No,Travel_Frequently,1125,Research & Development,1,3,Life Sciences,1,1956,4,Male,48,1,2,Research Scientist,1,Married,5003,5771,1,Y,No,21,4,2,80,0,10,6,3,10,8,8,7
+28,Yes,Travel_Rarely,1404,Research & Development,17,3,Technical Degree,1,1960,3,Male,32,2,1,Laboratory Technician,4,Divorced,2367,18779,5,Y,No,12,3,1,80,1,6,2,2,4,1,0,3
+38,No,Travel_Rarely,1404,Sales,1,3,Life Sciences,1,1961,1,Male,59,2,1,Sales Representative,1,Single,2858,11473,4,Y,No,14,3,1,80,0,20,3,2,1,0,0,0
+35,No,Travel_Rarely,1224,Sales,7,4,Life Sciences,1,1962,3,Female,55,3,2,Sales Executive,4,Married,5204,13586,1,Y,Yes,11,3,4,80,0,10,2,3,10,8,0,9
+27,No,Travel_Rarely,954,Sales,9,3,Marketing,1,1965,4,Male,44,3,2,Sales Executive,4,Single,4105,5099,1,Y,No,14,3,1,80,0,7,5,3,7,7,0,7
+32,No,Travel_Rarely,1373,Research & Development,5,4,Life Sciences,1,1966,4,Male,56,2,2,Manufacturing Director,4,Single,9679,10138,8,Y,No,24,4,2,80,0,8,1,3,1,0,0,0
+31,Yes,Travel_Frequently,754,Sales,26,4,Marketing,1,1967,1,Male,63,3,2,Sales Executive,4,Married,5617,21075,1,Y,Yes,11,3,3,80,0,10,4,3,10,7,0,8
+53,Yes,Travel_Rarely,1168,Sales,24,4,Life Sciences,1,1968,1,Male,66,3,3,Sales Executive,1,Single,10448,5843,6,Y,Yes,13,3,2,80,0,15,2,2,2,2,2,2
+54,No,Travel_Rarely,155,Research & Development,9,2,Life Sciences,1,1969,1,Female,67,3,2,Research Scientist,3,Married,2897,22474,3,Y,No,11,3,3,80,2,9,6,2,4,3,2,3
+33,No,Travel_Frequently,1303,Research & Development,7,2,Life Sciences,1,1970,4,Male,36,3,2,Healthcare Representative,3,Divorced,5968,18079,1,Y,No,20,4,3,80,3,9,2,3,9,7,2,8
+43,No,Travel_Rarely,574,Research & Development,11,3,Life Sciences,1,1971,1,Male,30,3,3,Healthcare Representative,3,Married,7510,16873,1,Y,No,17,3,2,80,1,10,1,3,10,9,0,9
+38,No,Travel_Frequently,1444,Human Resources,1,4,Other,1,1972,4,Male,88,3,1,Human Resources,2,Married,2991,5224,0,Y,Yes,11,3,2,80,1,7,2,3,6,2,1,2
+55,No,Travel_Rarely,189,Human Resources,26,4,Human Resources,1,1973,3,Male,71,4,5,Manager,2,Married,19636,25811,4,Y,Yes,18,3,1,80,1,35,0,3,10,9,1,4
+31,No,Travel_Rarely,1276,Research & Development,2,1,Medical,1,1974,4,Female,59,1,1,Laboratory Technician,4,Divorced,1129,17536,1,Y,Yes,11,3,3,80,3,1,4,3,1,0,0,0
+39,No,Travel_Rarely,119,Sales,15,4,Marketing,1,1975,2,Male,77,3,4,Sales Executive,1,Single,13341,25098,0,Y,No,12,3,1,80,0,21,3,3,20,8,11,10
+42,No,Non-Travel,335,Research & Development,23,2,Life Sciences,1,1976,4,Male,37,2,2,Research Scientist,3,Single,4332,14811,1,Y,No,12,3,4,80,0,20,2,3,20,9,3,7
+31,No,Non-Travel,697,Research & Development,10,3,Medical,1,1979,3,Female,40,3,3,Research Director,3,Married,11031,26862,4,Y,No,20,4,3,80,1,13,2,4,11,7,4,8
+54,No,Travel_Rarely,157,Research & Development,10,3,Medical,1,1980,3,Female,77,3,2,Manufacturing Director,1,Single,4440,25198,6,Y,Yes,19,3,4,80,0,9,3,3,5,2,1,4
+24,No,Travel_Rarely,771,Research & Development,1,2,Life Sciences,1,1981,2,Male,45,2,2,Healthcare Representative,3,Single,4617,14120,1,Y,No,12,3,2,80,0,4,2,2,4,3,1,2
+23,No,Travel_Rarely,571,Research & Development,12,2,Other,1,1982,4,Male,78,3,1,Laboratory Technician,4,Single,2647,13672,1,Y,No,13,3,3,80,0,5,6,4,5,2,1,4
+40,No,Travel_Frequently,692,Research & Development,11,3,Technical Degree,1,1985,4,Female,73,3,2,Laboratory Technician,3,Married,6323,26849,1,Y,No,11,3,1,80,1,10,2,4,10,9,9,4
+40,No,Travel_Rarely,444,Sales,2,2,Marketing,1,1986,2,Female,92,3,2,Sales Executive,2,Married,5677,4258,3,Y,No,14,3,3,80,1,15,4,3,11,8,5,10
+25,No,Travel_Rarely,309,Human Resources,2,3,Human Resources,1,1987,3,Female,82,3,1,Human Resources,2,Married,2187,19655,4,Y,No,14,3,3,80,0,6,3,3,2,0,1,2
+30,No,Travel_Rarely,911,Research & Development,1,2,Medical,1,1989,4,Male,76,3,1,Laboratory Technician,2,Married,3748,4077,1,Y,No,13,3,3,80,0,12,6,2,12,8,1,7
+25,No,Travel_Rarely,977,Research & Development,2,1,Other,1,1992,4,Male,57,3,1,Laboratory Technician,3,Divorced,3977,7298,6,Y,Yes,19,3,3,80,1,7,2,2,2,2,0,2
+47,No,Travel_Rarely,1180,Research & Development,25,3,Medical,1,1993,1,Male,84,3,3,Healthcare Representative,3,Single,8633,13084,2,Y,No,23,4,2,80,0,25,3,3,17,14,12,11
+33,No,Non-Travel,1313,Research & Development,1,2,Medical,1,1994,2,Male,59,2,1,Laboratory Technician,3,Divorced,2008,20439,1,Y,No,12,3,3,80,3,1,2,2,1,1,0,0
+38,No,Travel_Rarely,1321,Sales,1,4,Life Sciences,1,1995,4,Male,86,3,2,Sales Executive,2,Married,4440,7636,0,Y,No,15,3,1,80,2,16,3,3,15,13,5,8
+31,No,Travel_Rarely,1154,Sales,2,2,Life Sciences,1,1996,1,Male,54,3,1,Sales Representative,3,Married,3067,6393,0,Y,No,19,3,3,80,1,3,1,3,2,2,1,2
+38,No,Travel_Frequently,508,Research & Development,6,4,Life Sciences,1,1997,1,Male,72,2,2,Manufacturing Director,3,Married,5321,14284,2,Y,No,11,3,4,80,1,10,1,3,8,3,7,7
+42,No,Travel_Rarely,557,Research & Development,18,4,Life Sciences,1,1998,4,Male,35,3,2,Research Scientist,1,Divorced,5410,11189,6,Y,Yes,17,3,3,80,1,9,3,2,4,3,1,2
+41,No,Travel_Rarely,642,Research & Development,1,3,Life Sciences,1,1999,4,Male,76,3,1,Research Scientist,4,Married,2782,21412,3,Y,No,22,4,1,80,1,12,3,3,5,3,1,0
+47,No,Non-Travel,1162,Research & Development,1,1,Medical,1,2000,3,Female,98,3,3,Research Director,2,Married,11957,17231,0,Y,No,18,3,1,80,2,14,3,1,13,8,5,12
+35,No,Travel_Rarely,1490,Research & Development,11,4,Medical,1,2003,4,Male,43,3,1,Laboratory Technician,3,Married,2660,20232,7,Y,Yes,11,3,3,80,1,5,3,3,2,2,2,2
+22,No,Travel_Rarely,581,Research & Development,1,2,Life Sciences,1,2007,4,Male,63,3,1,Research Scientist,3,Single,3375,17624,0,Y,No,12,3,4,80,0,4,2,4,3,2,1,2
+35,No,Travel_Rarely,1395,Research & Development,9,4,Medical,1,2008,2,Male,48,3,2,Research Scientist,3,Single,5098,18698,1,Y,No,19,3,2,80,0,10,5,3,10,7,0,8
+33,No,Travel_Rarely,501,Research & Development,15,2,Medical,1,2009,2,Female,95,3,2,Healthcare Representative,4,Married,4878,21653,0,Y,Yes,13,3,1,80,1,10,6,3,9,7,8,1
+32,No,Travel_Rarely,267,Research & Development,29,4,Life Sciences,1,2010,3,Female,49,2,1,Laboratory Technician,2,Single,2837,15919,1,Y,No,13,3,3,80,0,6,3,3,6,2,4,1
+40,No,Travel_Rarely,543,Research & Development,1,4,Life Sciences,1,2012,1,Male,83,3,1,Laboratory Technician,4,Married,2406,4060,8,Y,No,19,3,3,80,2,8,3,2,1,0,0,0
+32,No,Travel_Rarely,234,Sales,1,4,Medical,1,2013,2,Male,68,2,1,Sales Representative,2,Married,2269,18024,0,Y,No,14,3,2,80,1,3,2,3,2,2,2,2
+39,No,Travel_Rarely,116,Research & Development,24,1,Life Sciences,1,2014,1,Male,52,3,2,Research Scientist,4,Single,4108,5340,7,Y,No,13,3,1,80,0,18,2,3,7,7,1,7
+38,No,Travel_Rarely,201,Research & Development,10,3,Medical,1,2015,2,Female,99,1,3,Research Director,3,Married,13206,3376,3,Y,No,12,3,1,80,1,20,3,3,18,16,1,11
+32,No,Travel_Rarely,801,Sales,1,4,Marketing,1,2016,3,Female,48,3,3,Sales Executive,4,Married,10422,24032,1,Y,No,19,3,3,80,2,14,3,3,14,10,5,7
+37,No,Travel_Rarely,161,Research & Development,10,3,Life Sciences,1,2017,3,Female,42,4,3,Research Director,4,Married,13744,15471,1,Y,Yes,25,4,1,80,1,16,2,3,16,11,6,8
+25,No,Travel_Rarely,1382,Sales,8,2,Other,1,2018,1,Female,85,3,2,Sales Executive,3,Divorced,4907,13684,0,Y,Yes,22,4,2,80,1,6,3,2,5,3,0,4
+52,No,Non-Travel,585,Sales,29,4,Life Sciences,1,2019,1,Male,40,3,1,Sales Representative,4,Divorced,3482,19788,2,Y,No,15,3,2,80,2,16,3,2,9,8,0,0
+44,No,Travel_Rarely,1037,Research & Development,1,3,Medical,1,2020,2,Male,42,3,1,Research Scientist,4,Single,2436,13422,6,Y,Yes,12,3,3,80,0,6,2,3,4,3,1,2
+21,No,Travel_Rarely,501,Sales,5,1,Medical,1,2021,3,Male,58,3,1,Sales Representative,1,Single,2380,25479,1,Y,Yes,11,3,4,80,0,2,6,3,2,2,1,2
+39,No,Non-Travel,105,Research & Development,9,3,Life Sciences,1,2022,4,Male,87,3,5,Manager,4,Single,19431,15302,2,Y,No,13,3,3,80,0,21,3,2,6,0,1,3
+23,Yes,Travel_Frequently,638,Sales,9,3,Marketing,1,2023,4,Male,33,3,1,Sales Representative,1,Married,1790,26956,1,Y,No,19,3,1,80,1,1,3,2,1,0,1,0
+36,No,Travel_Rarely,557,Sales,3,3,Medical,1,2024,1,Female,94,2,3,Sales Executive,4,Married,7644,12695,0,Y,No,19,3,3,80,2,10,2,3,9,7,3,4
+36,No,Travel_Frequently,688,Research & Development,4,2,Life Sciences,1,2025,4,Female,97,3,2,Manufacturing Director,2,Divorced,5131,9192,7,Y,No,13,3,2,80,3,18,3,3,4,2,0,2
+56,No,Non-Travel,667,Research & Development,1,4,Life Sciences,1,2026,3,Male,57,3,2,Healthcare Representative,3,Divorced,6306,26236,1,Y,No,21,4,1,80,1,13,2,2,13,12,1,9
+29,Yes,Travel_Rarely,1092,Research & Development,1,4,Medical,1,2027,1,Male,36,3,1,Research Scientist,4,Married,4787,26124,9,Y,Yes,14,3,2,80,3,4,3,4,2,2,2,2
+42,No,Travel_Rarely,300,Research & Development,2,3,Life Sciences,1,2031,1,Male,56,3,5,Manager,3,Married,18880,17312,5,Y,No,11,3,1,80,0,24,2,2,22,6,4,14
+56,Yes,Travel_Rarely,310,Research & Development,7,2,Technical Degree,1,2032,4,Male,72,3,1,Laboratory Technician,3,Married,2339,3666,8,Y,No,11,3,4,80,1,14,4,1,10,9,9,8
+41,No,Travel_Rarely,582,Research & Development,28,4,Life Sciences,1,2034,1,Female,60,2,4,Manufacturing Director,2,Married,13570,5640,0,Y,No,23,4,3,80,1,21,3,3,20,7,0,10
+34,No,Travel_Rarely,704,Sales,28,3,Marketing,1,2035,4,Female,95,2,2,Sales Executive,3,Married,6712,8978,1,Y,No,21,4,4,80,2,8,2,3,8,7,1,7
+36,No,Non-Travel,301,Sales,15,4,Marketing,1,2036,4,Male,88,1,2,Sales Executive,4,Divorced,5406,10436,1,Y,No,24,4,1,80,1,15,4,2,15,12,11,11
+41,No,Travel_Rarely,930,Sales,3,3,Life Sciences,1,2037,3,Male,57,2,2,Sales Executive,2,Divorced,8938,12227,2,Y,No,11,3,3,80,1,14,5,3,5,4,0,4
+32,No,Travel_Rarely,529,Research & Development,2,3,Technical Degree,1,2038,4,Male,78,3,1,Research Scientist,1,Single,2439,11288,1,Y,No,14,3,4,80,0,4,4,3,4,2,1,2
+35,No,Travel_Rarely,1146,Human Resources,26,4,Life Sciences,1,2040,3,Female,31,3,3,Human Resources,4,Single,8837,16642,1,Y,Yes,16,3,3,80,0,9,2,3,9,0,1,7
+38,No,Travel_Rarely,345,Sales,10,2,Life Sciences,1,2041,1,Female,100,3,2,Sales Executive,4,Married,5343,5982,1,Y,No,11,3,3,80,1,10,1,3,10,7,1,9
+50,Yes,Travel_Frequently,878,Sales,1,4,Life Sciences,1,2044,2,Male,94,3,2,Sales Executive,3,Divorced,6728,14255,7,Y,No,12,3,4,80,2,12,3,3,6,3,0,1
+36,No,Travel_Rarely,1120,Sales,11,4,Marketing,1,2045,2,Female,100,2,2,Sales Executive,4,Married,6652,14369,4,Y,No,13,3,1,80,1,8,2,2,6,3,0,0
+45,No,Travel_Rarely,374,Sales,20,3,Life Sciences,1,2046,4,Female,50,3,2,Sales Executive,3,Single,4850,23333,8,Y,No,15,3,3,80,0,8,3,3,5,3,0,1
+40,No,Travel_Rarely,1322,Research & Development,2,4,Life Sciences,1,2048,3,Male,52,2,1,Research Scientist,3,Single,2809,2725,2,Y,No,14,3,4,80,0,8,2,3,2,2,2,2
+35,No,Travel_Frequently,1199,Research & Development,18,4,Life Sciences,1,2049,3,Male,80,3,2,Healthcare Representative,3,Married,5689,24594,1,Y,Yes,14,3,4,80,2,10,2,4,10,2,0,2
+40,No,Travel_Rarely,1194,Research & Development,2,4,Medical,1,2051,3,Female,98,3,1,Research Scientist,3,Married,2001,12549,2,Y,No,14,3,2,80,3,20,2,3,5,3,0,2
+35,No,Travel_Rarely,287,Research & Development,1,4,Life Sciences,1,2052,3,Female,62,1,1,Research Scientist,4,Married,2977,8952,1,Y,No,12,3,4,80,1,4,5,3,4,3,1,1
+29,No,Travel_Rarely,1378,Research & Development,13,2,Other,1,2053,4,Male,46,2,2,Laboratory Technician,2,Married,4025,23679,4,Y,Yes,13,3,1,80,1,10,2,3,4,3,0,3
+29,No,Travel_Rarely,468,Research & Development,28,4,Medical,1,2054,4,Female,73,2,1,Research Scientist,1,Single,3785,8489,1,Y,No,14,3,2,80,0,5,3,1,5,4,0,4
+50,Yes,Travel_Rarely,410,Sales,28,3,Marketing,1,2055,4,Male,39,2,3,Sales Executive,1,Divorced,10854,16586,4,Y,Yes,13,3,2,80,1,20,3,3,3,2,2,0
+39,No,Travel_Rarely,722,Sales,24,1,Marketing,1,2056,2,Female,60,2,4,Sales Executive,4,Married,12031,8828,0,Y,No,11,3,1,80,1,21,2,2,20,9,9,6
+31,No,Non-Travel,325,Research & Development,5,3,Medical,1,2057,2,Male,74,3,2,Manufacturing Director,1,Single,9936,3787,0,Y,No,19,3,2,80,0,10,2,3,9,4,1,7
+26,No,Travel_Rarely,1167,Sales,5,3,Other,1,2060,4,Female,30,2,1,Sales Representative,3,Single,2966,21378,0,Y,No,18,3,4,80,0,5,2,3,4,2,0,0
+36,No,Travel_Frequently,884,Research & Development,23,2,Medical,1,2061,3,Male,41,4,2,Laboratory Technician,4,Married,2571,12290,4,Y,No,17,3,3,80,1,17,3,3,5,2,0,3
+39,No,Travel_Rarely,613,Research & Development,6,1,Medical,1,2062,4,Male,42,2,3,Healthcare Representative,1,Married,9991,21457,4,Y,No,15,3,1,80,1,9,5,3,7,7,1,7
+27,No,Travel_Rarely,155,Research & Development,4,3,Life Sciences,1,2064,2,Male,87,4,2,Manufacturing Director,2,Married,6142,5174,1,Y,Yes,20,4,2,80,1,6,0,3,6,2,0,3
+49,No,Travel_Frequently,1023,Sales,2,3,Medical,1,2065,4,Male,63,2,2,Sales Executive,2,Married,5390,13243,2,Y,No,14,3,4,80,0,17,3,2,9,6,0,8
+34,No,Travel_Rarely,628,Research & Development,8,3,Medical,1,2068,2,Male,82,4,2,Laboratory Technician,3,Married,4404,10228,2,Y,No,12,3,1,80,0,6,3,4,4,3,1,2
diff --git a/Project/logit.R b/Project/logit.R
new file mode 100644
index 00000000..66590979
--- /dev/null
+++ b/Project/logit.R
@@ -0,0 +1,147 @@
+
+if("pacman" %in% rownames(installed.packages()) == FALSE) {install.packages("pacman")} # Check if you have universal installer package, install if not
+pacman::p_load("caret","ROCR","lift","glmnet","MASS","e1071", "corrplot") #Check, and if needed install the necessary packages
+install.packages("caret",
+                 repos = "http://cran.r-project.org", 
+                 dependencies = c("Depends", "Imports", "Suggests"))
+
+hrdata<-read.csv(file.choose()) # Load the datafile to R
+
+#Keep a copy of the original data in a separate data frame, in case I do something stupid further down
+hrdataOrig<-hrdata
+
+# Do correlation
+sapply(hrdata, is.numeric)
+hrdata2 <- hrdata[, sapply(hrdata, is.numeric)]
+M <- cor(hrdata2)
+corrplot(M, method = "circle")
+
+#drop columns that are not adding value (?s in the correlation matrix): employee count and standard hours, as they're the same value for all employees
+drops <- c("StandardHours","EmployeeCount")
+hrdata_subset <- hrdata[ , !(names(hrdata) %in% drops)]
+
+# Do correlation again
+sapply(hrdata_subset, is.numeric)
+hrdata2 <- hrdata_subset[, sapply(hrdata_subset, is.numeric)]
+M <- cor(hrdata2)
+corrplot(M, method = "circle")
+
+# Change boolean columns from strings into 1s and 0s
+hrdata_subset$Attrition <- ifelse(hrdata_subset$Attrition %in% c("Yes"), 1, 0)
+hrdata_subset$Over18 <- ifelse(hrdata_subset$Over18 %in% c("Y"), 1, 0)
+hrdata_subset$OverTime <- ifelse(hrdata_subset$OverTime %in% c("Yes"), 1, 0)
+
+# Fixing incorrectly classified data types:
+hrdata_subset$BusinessTravel <- as.factor(hrdata$BusinessTravel)
+hrdata_subset$Department <- as.factor(hrdata$Department)
+hrdata_subset$EducationField <- as.factor(hrdata$EducationField)
+hrdata_subset$Gender <- as.factor(hrdata$Gender)
+hrdata_subset$JobRole <- as.factor(hrdata$JobRole)
+hrdata_subset$MaritalStatus <- as.factor(hrdata$MaritalStatus)
+
+# Create a custom function to fix missing values ("NAs") and preserve the NA info as surrogate variables
+fixNAs<-function(data_frame){
+  # Define reactions to NAs
+  integer_reac<-0
+  factor_reac<-"FIXED_NA"
+  character_reac<-"FIXED_NA"
+  date_reac<-as.Date("1900-01-01")
+  # Loop through columns in the data frame and depending on which class the variable is, apply the defined reaction and create a surrogate
+  
+  for (i in 1 : ncol(data_frame)){
+    if (class(data_frame[,i]) %in% c("numeric","integer")) {
+      if (any(is.na(data_frame[,i]))){
+        data_frame[,paste0(colnames(data_frame)[i],"_surrogate")]<-
+          as.factor(ifelse(is.na(data_frame[,i]),"1","0"))
+        data_frame[is.na(data_frame[,i]),i]<-integer_reac
+      }
+    } else
+      if (class(data_frame[,i]) %in% c("factor")) {
+        if (any(is.na(data_frame[,i]))){
+          data_frame[,i]<-as.character(data_frame[,i])
+          data_frame[,paste0(colnames(data_frame)[i],"_surrogate")]<-
+            as.factor(ifelse(is.na(data_frame[,i]),"1","0"))
+          data_frame[is.na(data_frame[,i]),i]<-factor_reac
+          data_frame[,i]<-as.factor(data_frame[,i])
+          
+        } 
+      } else {
+        if (class(data_frame[,i]) %in% c("character")) {
+          if (any(is.na(data_frame[,i]))){
+            data_frame[,paste0(colnames(data_frame)[i],"_surrogate")]<-
+              as.factor(ifelse(is.na(data_frame[,i]),"1","0"))
+            data_frame[is.na(data_frame[,i]),i]<-character_reac
+          }  
+        } else {
+          if (class(data_frame[,i]) %in% c("Date")) {
+            if (any(is.na(data_frame[,i]))){
+              data_frame[,paste0(colnames(data_frame)[i],"_surrogate")]<-
+                as.factor(ifelse(is.na(data_frame[,i]),"1","0"))
+              data_frame[is.na(data_frame[,i]),i]<-date_reac
+            }
+          }  
+        }       
+      }
+  } 
+  return(data_frame) 
+}
+
+# Create another a custom function to combine rare categories into "Other."+the name of the original variavle (e.g., Other.State)
+# This function has two arguments: the name of the dataframe and the count of observation in a category to define "rare"
+combinerarecategories<-function(data_frame,mincount){ 
+  for (i in 1 : ncol(data_frame)){
+    a<-data_frame[,i]
+    replace <- names(which(table(a) < mincount))
+    levels(a)[levels(a) %in% replace] <-paste("Other",colnames(data_frame)[i],sep=".")
+    data_frame[,i]<-a }
+  return(data_frame) }
+
+
+#Apply the fixNAs and combinerarecategories functions to the data and then split it into testing and training data.
+# newData<-getNoConsumption(hrdata)
+# str(newData)
+# hrdata_subset2<-fixNAs(hrdata_subset2)
+# hrdata_subset2<-combinerarecategories(hrdata_subset2,10) #combine categories with <10 values in hrdata_subset2 into "Other"
+
+set.seed(77850) #set a random number generation seed to ensure that the split is the same everytime
+inTrain <- createDataPartition(y = hrdata_subset$Attrition,p = 1176/1470, list = FALSE)
+training <- hrdata_subset[ inTrain,]
+testing <- hrdata_subset[ -inTrain,]
+
+# Select the variables to be included in the "base-case" model
+# First include all variables use glm(Retained.in.2012.~ ., data=training, family="binomial"(link="logit")) Then see which ones have "NA" in coefficients and remove those
+
+#model_logistic<-glm(default.payment.next.month~ LIMIT_BAL + SEX + EDUCATION + MARRIAGE + AGE + PAY_0 + PAY_2 + PAY_3 + PAY_4 + PAY_5 + PAY_6 + BILL_AMT1 + BILL_AMT2 + BILL_AMT3 + BILL_AMT4 + BILL_AMT5 + BILL_AMT6 + PAY_AMT1 + PAY_AMT, data=training, family="binomial"(link="logit"))
+model_logistic<-glm(Attrition~. , data=training, family="binomial"(link="logit"))
+summary(model_logistic) 
+
+## Stepwise regressions. There are three aproaches to runinng stepwise regressions: backward, forward and "both"
+## In either approach we need to specify criterion for inclusion/exclusion. Most common ones: based on information criterion (e.g., AIC) or based on significance  
+model_logistic_stepwiseAIC<-stepAIC(model_logistic,direction = c("both"),trace = 1) #AIC stepwise
+summary(model_logistic_stepwiseAIC) 
+
+par(mfrow=c(1,4))
+plot(model_logistic_stepwiseAIC) #Error plots: similar nature to lm plots
+par(mfrow=c(1,1))
+
+model_logistic_FINAL<-model_logistic_stepwiseAIC #Final model
+
+###Finding predicitons on Testing set
+logistic_probabilities_testing<-predict(model_logistic_FINAL,newdata=testing,type="response") #Predict probabilities
+logistic_pred_testing<-rep("1",294)
+logistic_pred_testing[logistic_probabilities_testing<0.16]="0" #Predict classification
+confusionMatrix(logistic_pred_testing,testing$default.payment.next.month) #Display confusion matrix
+
+####ROC Curve
+logistic_ROC_pred <- prediction(logistic_probabilities_testing, testing$default.payment.next.month)
+logistic_ROC_testing <- performance(logistic_ROC_pred,"tpr","fpr") #Create ROC curve data
+plot(logistic_ROC_testing) #Plot ROC curve
+
+####AUC (area under curve)
+auc.tmp <- performance(logistic_ROC_pred,"auc") #Create AUC data
+logistic_auc_testing <- as.numeric(auc.tmp@y.values) #Calculate AUC
+logistic_auc_testing #Display AUC value: 90+% - excellent, 80-90% - very good, 70-80% - good, 60-70% - so so, below 60% - not much value
+
+#### Lift chart
+plotLift(logistic_probabilities_testing, testing$default.payment.next.month, cumulative = TRUE, n.buckets = 10) # Plot Lift chart
+