students-performance/COLUMNS.md

        # The column information for the dataset.

Class Labels

Student ID

1. Student Age: (1: 18-21, 2: 22-25, 3: above 26)

2. Sex: (1: female, 2: male)

3. Graduated high-school type: (1: private, 2: state, 3: other)

4. Scholarship type: (1: None, 2: 25%, 3: 50%, 4: 75%, 5: Full)

5. Additional work: (1: Yes, 2: No)

6. Regular artistic or sports activity: (1: Yes, 2: No)

7. Do you have a partner: (1: Yes, 2: No)

8. Total salary if available: (1: USD 135-200, 2: USD 201-270, 3: USD 271-340, 4: USD 341-410, 5: above 410)

9. Transportation to the university: (1: Bus, 2: Private car/taxi, 3: bicycle, 4: Other)

10. Accommodation type in Cyprus: (1: rental, 2: dormitory, 3: with family, 4: Other)

11. Mother's education: (1: primary school, 2: secondary school, 3: high school, 4: university, 5: MSc., 6: Ph.D.)

12. Father's education: (1: primary school, 2: secondary school, 3: high school, 4: university, 5: MSc., 6: Ph.D.)

13. Number of sisters/brothers (if available) : (1: 1, 2:, 2, 3: 3, 4: 4, 5: 5 or above)

14. Parental status: (1: married, 2: divorced, 3: died - one of them or both)

15. Mother's occupation: (1: retired, 2: housewife, 3: government officer,

    • private sector employee
    • self-employment
    • other

16. Father's occupation:

    • retired
    • government officer
    • private sector employee
    • self-employment
    • other

17. Weekly study hours:

    • None
    • 5 hours
    • between six and ten hours
    • between eleven and twenty hours
    • more than twenty hours

18. Reading frequency (non-scientific books/journals):

    • None
    • Sometimes
    • Often

19. Reading frequency (scientific books/journals):

    • None
    • Sometimes
    • Often

20. Attendance to the seminars/conferences related to the department:

    • Yes
    • No

21. Impact of your projects/activities on your success:

    • positive
    • negative
    • neutral

22. Attendance to classes:

    • always
    • sometimes
    • never

23. Preparation to midterm exams:

    • alone
    • with friends

24. Preparation to midterm exams:

    • closest date to the exam
    • regularly during the semester

25. Taking notes in classes:

26. Listening in classes:

27. Discussion improves my interest and success in the course:

28. Flip-classroom:

29. Cumulative grade point average in the last semester (/4.00):

30. Expected Cumulative grade point average in the graduation (/4.00):

31. Course ID

32. OUTPUT Grade: (0-Fail; DD-1; DC-2; CC-3; CB-4; BB-5; BA-6; AA-7)