Attrition: Categorical - Indicates whether the employee has left the company ("Yes", "No") Age: Integer - Age of the employee (e.g., 29, 35, 40) BusinessTravel: Categorical - Frequency of business travel (e.g., "Travel_Rarely", "Travel_Frequently", "Non-Travel") DailyRate: Integer - Daily wage rate of the employee (e.g., 1102, 1354, 1141) Department: Categorical - Department in which the employee works (e.g., "Sales", "Research & Development") DistanceFromHome: Integer - Distance from the employee’s home to the workplace (e.g., 1, 2, 3 miles) Education: Integer - Education level of the employee (e.g., 1 = 'Below College', 2 = 'College', 3 = 'Bachelor', 4 = 'Master', 5 = 'Doctor') EducationField: Categorical - Field of education (e.g., "Life Sciences", "Medical", "Marketing") EmployeeCount: Integer - Typically a constant value (e.g., 1 for all records) EmployeeNumber: Integer - Unique identifier for the employee (e.g., 1, 2, 3) EnvironmentSatisfaction: Integer - Satisfaction with the environment (e.g., 1 = 'Low', 2 = 'Medium', 3 = 'High', 4 = 'Very High') Gender: Categorical - Gender of the employee (e.g., "Male", "Female") HourlyRate: Integer - Hourly wage rate (e.g., 94, 61, 92) JobInvolvement: Integer - Level of job involvement (e.g., 1 = 'Low', 2 = 'Medium', 3 = 'High', 4 = 'Very High') JobLevel: Integer - Job level within the organization (e.g., 1, 2, 3, 4, 5) JobRole: Categorical - Role of the employee (e.g., "Sales Executive", "Research Scientist") JobSatisfaction: Integer - Job satisfaction level (e.g., 1 = 'Low', 2 = 'Medium', 3 = 'High', 4 = 'Very High') MaritalStatus: Categorical - Marital status of the employee (e.g., "Single", "Married", "Divorced") MonthlyIncome: Integer - Monthly income of the employee (e.g., 5993, 5130) MonthlyRate: Integer - Monthly rate of pay (e.g., 19479, 24907) NumCompaniesWorked: Integer - Number of companies the employee has worked for (e.g., 0, 1, 2) Over18: Categorical - Whether the employee is over 18 years old (e.g., "Y") OverTime: Categorical - Whether the employee works overtime (e.g., "Yes", "No") PercentSalaryHike: Integer - Percentage increase in salary (e.g., 11, 23) PerformanceRating: Integer - Performance rating (e.g., 1 = 'Low', 2 = 'Good', 3 = 'Excellent', 4 = 'Outstanding') RelationshipSatisfaction: Integer - Satisfaction with relationships (e.g., 1 = 'Low', 2 = 'Medium', 3 = 'High', 4 = 'Very High') StandardHours: Integer - Standard working hours (e.g., typically 80 for all records) StockOptionLevel: Integer - Stock option level (e.g., 0, 1, 2, 3) TotalWorkingYears: Integer - Total number of years the employee has worked (e.g., 8, 10) TrainingTimesLastYear: Integer - Number of training sessions attended last year (e.g., 0, 3) WorkLifeBalance: Integer - Work-life balance rating (e.g., 1 = 'Bad', 2 = 'Good', 3 = 'Better', 4 = 'Best') YearsAtCompany: Integer - Number of years the employee has been with the company (e.g., 6, 10) YearsInCurrentRole: Integer - Number of years the employee has been in the current role (e.g., 4, 7) YearsSinceLastPromotion: Integer - Number of years since the last promotion (e.g., 0, 1) YearsWithCurrManager: Integer - Number of years the employee has been with the current manager (e.g., 5, 7)