features.csv

school,sex,age,address,famsize,Pstatus,Medu,Fedu,Mjob,Fjob,reason,guardian,traveltime,studytime,failures,schoolsup,famsup,paid,activities,nursery,higher,internet,romantic,famrel,freetime,goout,Dalc,Walc,health,absences,G1,G2,G3,subject,FinalGrade,Regularity,Grade1,Grade2
GP,F,18,U,GT3,A,4,4,at_home,teacher,course,mother,2,2,0,yes,no,no,no,yes,yes,no,no,4,3,4,1,1,3,4,0,11,11,Portuguese,Satisfactory,Always Regular,Failure,Satisfactory
GP,F,17,U,GT3,T,1,1,at_home,other,course,father,1,2,0,no,yes,no,no,no,yes,yes,no,5,3,3,1,1,3,2,9,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,15,U,LE3,T,1,1,at_home,other,other,mother,1,2,0,yes,no,no,no,yes,yes,yes,no,4,3,2,2,3,3,6,12,13,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,2,health,services,home,mother,1,3,0,no,yes,no,yes,yes,yes,yes,yes,3,2,2,1,1,5,0,14,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,3,3,other,other,home,father,1,2,0,no,yes,no,no,yes,yes,no,no,4,3,2,1,2,5,0,11,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,T,4,3,services,other,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,2,1,2,5,6,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,T,2,2,other,other,home,mother,1,2,0,no,no,no,no,yes,yes,yes,no,4,4,4,1,1,3,0,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,A,4,4,other,teacher,home,mother,2,2,0,yes,yes,no,no,yes,yes,no,no,4,1,4,1,1,1,2,10,13,13,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,LE3,A,3,2,services,other,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,2,2,1,1,1,0,15,16,17,Portuguese,Good,Always Regular,Good,Good
GP,M,15,U,GT3,T,3,4,other,other,home,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,5,1,1,1,5,0,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,4,teacher,health,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,3,3,3,1,2,2,2,14,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,2,1,services,other,reputation,father,3,3,0,no,yes,no,yes,yes,yes,yes,no,5,2,2,1,1,4,0,10,12,13,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,LE3,T,4,4,health,services,course,father,1,1,0,no,yes,no,yes,yes,yes,yes,no,4,3,3,1,3,5,0,12,13,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,3,teacher,other,course,mother,2,2,0,no,yes,no,no,yes,yes,yes,no,5,4,3,1,2,3,0,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,A,2,2,other,other,home,other,1,3,0,no,yes,no,no,yes,yes,yes,yes,4,5,2,1,1,3,0,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,4,health,other,home,mother,1,1,0,no,yes,no,no,yes,yes,yes,no,4,4,4,1,2,2,6,17,17,17,Portuguese,Good,Always Regular,Good,Good
GP,F,16,U,GT3,T,4,4,services,services,reputation,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,3,2,3,1,2,2,10,13,13,14,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,3,3,other,other,reputation,mother,3,2,0,yes,yes,no,yes,yes,yes,no,no,5,3,2,1,1,4,2,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,3,2,services,services,course,mother,1,1,3,no,yes,yes,yes,yes,yes,yes,no,5,5,5,2,4,5,2,8,8,7,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,LE3,T,4,3,health,other,home,father,1,1,0,no,no,no,yes,yes,yes,yes,no,3,1,3,1,3,5,6,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,3,teacher,other,reputation,mother,1,2,0,no,no,no,no,yes,yes,yes,no,4,4,1,1,1,1,0,12,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,4,health,health,other,father,1,1,0,no,yes,yes,no,yes,yes,yes,no,5,4,2,1,1,5,0,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,T,4,2,teacher,other,course,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,4,5,1,1,3,5,0,12,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,T,2,2,other,other,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,4,2,4,5,2,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,15,R,GT3,T,2,4,services,health,course,mother,1,3,0,yes,yes,no,yes,yes,yes,yes,no,4,3,2,1,1,5,2,10,11,10,Portuguese,Poor,Always Regular,Poor,Satisfactory
GP,F,16,U,GT3,T,2,2,services,services,home,mother,1,1,0,no,yes,no,no,no,yes,yes,no,1,2,2,1,3,5,6,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,GT3,T,2,2,other,other,home,mother,1,1,0,no,yes,no,no,yes,yes,yes,no,4,2,2,1,2,5,8,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,2,health,services,other,mother,1,1,0,no,no,no,no,yes,yes,yes,no,2,2,4,2,4,1,0,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,A,3,4,services,other,home,mother,1,2,0,yes,yes,yes,yes,yes,yes,yes,no,5,3,3,1,1,5,2,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,4,teacher,teacher,home,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,yes,4,4,5,5,5,5,4,12,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,4,health,services,home,mother,1,2,0,no,yes,yes,no,no,yes,yes,no,5,4,2,3,4,5,0,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,GT3,T,4,4,services,services,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,1,1,1,5,2,15,15,15,Portuguese,Good,Always Regular,Good,Good
GP,M,15,R,GT3,T,4,3,teacher,at_home,course,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,4,5,2,1,1,5,0,13,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,LE3,T,3,3,other,other,course,mother,1,2,0,no,no,no,yes,no,yes,yes,no,5,3,2,1,1,2,0,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,3,2,other,other,home,mother,1,1,0,no,yes,no,no,no,yes,yes,no,5,4,3,1,1,5,4,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,2,3,other,other,other,father,2,1,0,no,yes,no,yes,yes,yes,no,no,3,5,1,1,1,5,4,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,LE3,T,4,3,teacher,services,home,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,5,4,3,1,1,4,0,14,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,R,GT3,A,4,4,other,teacher,reputation,mother,2,3,0,no,yes,no,yes,yes,yes,yes,yes,2,4,3,1,1,5,4,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,3,4,services,health,course,mother,1,3,0,yes,yes,no,yes,yes,yes,yes,no,4,3,2,1,1,5,2,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,2,2,at_home,other,reputation,mother,1,1,0,yes,yes,no,yes,yes,yes,no,no,4,3,1,1,1,2,8,14,13,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,2,2,other,other,home,mother,2,2,0,no,yes,no,yes,no,yes,yes,yes,3,3,3,1,2,3,16,11,11,10,Portuguese,Poor,Mostly Regular,Satisfactory,Satisfactory
GP,M,15,U,LE3,T,4,4,teacher,other,home,other,1,1,0,no,yes,no,no,no,yes,yes,yes,5,4,3,2,4,5,8,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,GT3,T,4,4,services,teacher,course,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,3,1,1,5,0,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,15,U,GT3,T,2,2,services,services,course,father,1,1,0,yes,yes,no,no,yes,yes,yes,no,5,4,1,1,1,1,0,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,16,U,LE3,T,2,2,other,at_home,course,father,2,2,1,yes,no,no,yes,yes,yes,yes,no,4,3,3,2,2,5,14,10,11,11,Portuguese,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,F,15,U,LE3,A,4,3,other,other,course,mother,1,2,0,yes,yes,yes,yes,yes,yes,yes,yes,5,2,2,1,1,5,4,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,16,U,LE3,A,3,3,other,services,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,2,3,5,1,4,3,6,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,3,health,services,reputation,mother,1,4,0,no,no,no,yes,yes,yes,yes,no,4,2,2,1,1,2,2,17,17,17,Portuguese,Good,Always Regular,Good,Good
GP,M,15,U,GT3,T,4,2,teacher,other,home,mother,1,2,0,no,yes,no,no,yes,yes,no,no,4,3,3,2,2,5,4,11,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,4,services,teacher,other,father,1,2,0,yes,yes,no,yes,no,yes,yes,no,4,4,4,1,1,3,2,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,2,2,services,services,course,mother,3,2,0,no,yes,no,no,yes,yes,yes,no,4,3,3,2,3,4,0,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,LE3,T,4,2,health,other,other,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,1,5,0,16,14,16,Portuguese,Good,Always Regular,Good,Satisfactory
GP,M,15,U,LE3,A,4,2,health,health,other,father,2,1,0,no,no,no,no,yes,yes,no,no,5,5,5,3,4,5,4,10,9,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,15,U,GT3,T,4,4,services,services,course,mother,1,1,0,yes,yes,no,no,yes,yes,yes,no,3,3,4,2,3,5,0,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,LE3,A,3,3,other,other,other,mother,1,1,0,no,no,no,no,yes,yes,yes,no,5,3,4,4,4,1,0,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,A,2,1,other,other,other,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,5,3,4,1,1,2,2,12,13,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,A,4,3,services,services,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,2,1,1,1,0,15,14,15,Portuguese,Good,Always Regular,Good,Satisfactory
GP,M,15,U,GT3,T,4,4,teacher,health,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,no,no,3,2,2,1,1,5,8,15,15,16,Portuguese,Good,Always Regular,Good,Good
GP,M,15,U,LE3,T,1,2,other,at_home,home,father,1,2,0,yes,yes,no,yes,yes,yes,yes,no,4,3,2,1,1,5,0,14,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,2,services,other,course,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,2,3,1,1,5,2,16,15,16,Portuguese,Good,Always Regular,Good,Good
GP,F,16,R,GT3,T,4,4,health,teacher,other,mother,1,2,0,no,yes,no,yes,yes,yes,no,no,2,4,4,2,3,4,0,17,16,16,Portuguese,Good,Always Regular,Good,Good
GP,F,16,U,GT3,T,1,1,services,services,course,father,4,1,0,yes,yes,no,yes,no,yes,yes,yes,5,5,5,5,5,5,0,10,10,16,Portuguese,Good,Always Regular,Poor,Poor
GP,F,16,U,LE3,T,1,2,other,services,reputation,father,1,2,0,yes,no,no,yes,yes,yes,yes,no,4,4,3,1,1,1,0,13,13,10,Portuguese,Poor,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,3,teacher,health,home,mother,1,3,0,yes,yes,no,yes,yes,yes,yes,no,3,4,4,2,4,4,0,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,LE3,T,4,3,services,services,reputation,father,1,2,0,yes,no,no,yes,yes,yes,yes,yes,4,4,4,2,4,2,0,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,4,3,teacher,services,course,mother,3,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,3,1,2,1,2,16,15,16,Portuguese,Good,Always Regular,Good,Good
GP,M,15,U,GT3,A,4,4,other,services,reputation,mother,1,4,0,no,yes,no,yes,no,yes,yes,yes,1,3,3,5,5,3,0,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,3,1,services,other,course,mother,1,4,0,yes,yes,no,no,yes,yes,yes,no,4,3,3,1,2,5,0,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,15,R,LE3,T,2,2,health,services,reputation,mother,2,2,0,yes,yes,no,no,yes,yes,yes,no,4,1,3,1,3,4,0,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,15,R,LE3,T,3,1,other,other,reputation,father,2,4,0,no,yes,no,no,no,yes,yes,no,4,4,2,2,3,3,6,15,15,15,Portuguese,Good,Always Regular,Good,Good
GP,M,16,U,GT3,T,3,1,other,other,reputation,father,2,4,0,no,yes,no,no,yes,yes,yes,no,4,3,2,1,1,5,2,13,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,2,other,other,course,mother,1,4,0,no,no,no,no,yes,yes,yes,no,3,3,3,1,1,3,0,11,9,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,F,15,R,GT3,T,1,1,other,other,reputation,mother,1,2,0,yes,yes,no,no,no,yes,yes,yes,3,3,4,2,4,5,2,13,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,3,1,other,other,reputation,mother,1,1,0,no,no,no,yes,yes,yes,no,no,5,3,2,2,2,5,0,13,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,3,3,other,services,home,mother,1,2,0,yes,yes,no,yes,yes,yes,yes,no,4,3,3,2,4,5,4,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,3,teacher,other,home,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,3,2,3,5,0,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,0,teacher,other,course,mother,2,4,0,no,no,no,yes,yes,yes,yes,no,3,4,3,1,1,1,0,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,2,2,other,other,reputation,mother,1,4,0,no,no,no,no,yes,yes,yes,yes,5,2,3,1,3,3,1,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,2,1,other,other,home,mother,2,1,3,yes,yes,no,yes,yes,no,yes,no,4,5,1,1,1,3,0,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,3,4,at_home,other,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,2,4,3,1,2,3,14,12,11,11,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,2,3,other,services,course,father,1,1,0,yes,yes,no,yes,no,yes,yes,yes,3,2,2,1,3,3,0,11,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,2,3,other,other,home,mother,1,3,0,yes,no,no,no,no,yes,yes,no,5,3,2,1,2,5,2,10,9,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,15,U,LE3,T,3,2,services,other,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,4,4,1,1,5,4,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,LE3,T,2,2,services,services,home,mother,2,2,0,no,no,yes,yes,yes,yes,yes,no,5,3,3,1,3,4,2,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,1,1,other,other,home,father,1,2,0,no,yes,no,yes,no,yes,yes,no,4,3,2,2,3,4,2,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,4,services,services,reputation,father,2,2,0,no,no,no,no,yes,yes,yes,yes,4,4,4,2,3,5,4,12,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,2,2,at_home,other,course,mother,1,2,0,no,yes,no,no,yes,yes,no,no,4,3,4,1,2,2,6,13,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,2,other,other,reputation,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,3,1,4,15,15,15,Portuguese,Good,Always Regular,Good,Good
GP,M,16,U,GT3,T,2,2,services,other,reputation,father,2,2,0,no,no,no,yes,no,yes,yes,no,4,4,2,1,1,3,6,12,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,M,16,U,LE3,A,4,4,teacher,health,reputation,mother,1,2,0,no,yes,no,no,yes,yes,no,no,4,1,3,3,5,5,6,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,3,3,other,other,home,mother,1,3,0,no,yes,no,no,yes,yes,yes,yes,4,3,3,1,3,4,2,9,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,15,U,GT3,T,4,3,services,other,reputation,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,4,5,5,1,3,1,6,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,3,1,other,other,home,father,1,2,0,yes,yes,no,no,yes,yes,no,no,3,3,3,2,3,2,0,12,13,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,2,teacher,services,home,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,1,1,2,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,LE3,T,2,2,services,health,reputation,mother,1,4,0,no,yes,no,yes,yes,yes,yes,no,4,3,4,1,1,4,2,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,1,1,at_home,other,home,mother,2,4,0,yes,yes,yes,yes,yes,yes,yes,no,3,1,2,1,1,1,4,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,R,GT3,T,4,3,services,other,reputation,mother,2,1,0,yes,yes,yes,yes,no,yes,yes,no,3,3,3,1,1,4,6,9,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,16,U,GT3,T,2,1,other,other,course,mother,1,2,0,no,yes,no,no,yes,yes,no,yes,4,3,5,1,1,5,0,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,4,other,other,reputation,mother,1,1,0,no,no,no,yes,no,yes,yes,no,5,3,4,1,2,1,4,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,3,other,at_home,course,mother,1,3,0,yes,yes,no,no,yes,yes,yes,no,5,3,5,1,1,3,2,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,4,services,services,other,mother,1,1,0,yes,yes,no,yes,yes,yes,yes,no,4,5,5,5,5,4,12,9,9,8,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,M,16,U,GT3,T,4,4,services,teacher,other,father,1,3,0,no,yes,no,yes,yes,yes,yes,yes,4,4,3,1,1,4,0,16,16,16,Portuguese,Good,Always Regular,Good,Good
GP,M,15,U,GT3,T,4,4,services,other,course,mother,1,1,0,no,yes,yes,yes,no,yes,yes,no,5,3,3,1,1,5,2,12,13,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,3,2,services,other,home,mother,2,2,0,yes,yes,no,no,yes,yes,yes,no,4,3,5,1,1,2,16,11,10,10,Portuguese,Poor,Mostly Regular,Satisfactory,Poor
GP,M,15,U,GT3,A,3,4,services,other,course,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,4,1,1,1,0,16,16,16,Portuguese,Good,Always Regular,Good,Good
GP,F,15,U,GT3,A,3,3,other,health,reputation,father,1,4,0,yes,no,no,no,yes,yes,no,no,4,3,3,1,1,4,10,10,10,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,15,U,GT3,T,2,2,other,other,course,mother,1,4,0,yes,yes,no,no,yes,yes,yes,no,5,1,2,1,1,3,4,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,3,3,services,other,home,father,1,3,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,1,5,4,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,R,GT3,T,4,4,other,other,home,father,4,4,0,no,yes,no,yes,yes,yes,yes,yes,1,3,5,3,5,1,8,12,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,16,U,LE3,T,4,4,health,health,other,mother,1,3,0,no,yes,no,yes,yes,yes,yes,yes,5,4,5,1,1,4,2,15,15,14,Portuguese,Satisfactory,Always Regular,Good,Good
GP,M,15,U,LE3,A,4,4,teacher,teacher,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,5,5,3,1,1,4,4,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,R,GT3,T,3,3,services,other,reputation,father,1,3,0,yes,yes,no,yes,yes,yes,yes,no,4,1,2,1,1,2,4,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,2,2,at_home,other,home,mother,1,2,1,yes,no,no,yes,yes,yes,yes,no,3,1,2,1,1,5,12,8,10,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,M,15,U,LE3,T,4,2,teacher,other,course,mother,1,1,0,no,no,no,no,yes,yes,yes,no,3,5,2,1,1,3,10,18,17,18,Portuguese,Excellent,Mostly Regular,Excellent,Good
GP,M,15,R,GT3,T,2,1,health,services,reputation,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,5,4,2,1,1,5,4,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,4,4,teacher,teacher,course,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,4,1,2,5,6,16,14,14,Portuguese,Satisfactory,Always Regular,Good,Satisfactory
GP,M,15,U,GT3,T,4,4,other,teacher,reputation,father,2,2,0,no,yes,no,yes,yes,yes,no,no,4,4,3,1,1,2,4,16,15,16,Portuguese,Good,Always Regular,Good,Good
GP,M,16,U,GT3,T,3,3,other,services,home,father,2,1,0,no,no,no,yes,yes,yes,yes,no,5,4,2,1,1,5,6,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,1,3,other,other,course,father,3,2,1,no,yes,no,yes,yes,yes,yes,no,5,2,4,1,4,5,14,12,11,11,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,3,4,other,other,reputation,father,1,1,0,no,no,no,no,yes,yes,yes,no,3,4,3,1,2,4,2,14,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,1,2,at_home,services,course,mother,1,2,0,no,no,no,no,no,yes,yes,no,3,2,3,1,2,1,0,14,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,2,2,services,services,home,father,1,4,0,no,yes,no,yes,yes,yes,yes,no,5,5,4,1,2,5,6,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,2,4,other,health,course,father,2,2,0,no,yes,no,yes,yes,yes,yes,yes,4,2,2,1,2,5,2,14,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,4,health,other,course,mother,1,1,0,no,yes,no,yes,yes,yes,yes,no,3,4,4,1,4,5,4,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,2,2,other,other,home,mother,1,2,0,no,no,no,no,yes,yes,yes,yes,5,4,4,1,1,5,0,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,3,4,services,services,home,father,1,1,0,yes,no,no,no,yes,yes,yes,no,5,5,5,3,2,5,2,9,9,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,15,U,LE3,A,3,4,other,other,home,mother,1,2,0,yes,no,no,yes,yes,yes,yes,yes,5,3,2,1,1,1,0,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,19,U,GT3,T,0,1,at_home,other,course,other,1,2,2,no,yes,no,no,no,no,no,no,3,4,2,1,1,5,0,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,M,16,R,GT3,T,4,4,teacher,teacher,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,3,5,5,2,5,4,8,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,2,3,other,other,course,mother,2,3,0,no,yes,no,no,no,yes,yes,yes,3,2,3,2,2,1,4,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,3,4,services,teacher,course,father,2,3,0,no,yes,no,no,yes,yes,yes,yes,4,2,2,2,2,5,0,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,18,U,GT3,T,2,1,services,other,reputation,mother,1,2,3,no,yes,no,yes,yes,no,yes,yes,5,4,5,1,3,5,10,10,9,8,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,17,U,LE3,A,2,1,other,other,course,mother,3,1,0,no,yes,no,no,yes,yes,yes,no,3,2,2,1,2,5,8,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,15,U,GT3,T,1,1,at_home,other,course,mother,3,1,0,no,yes,no,yes,no,yes,yes,yes,4,3,3,1,2,4,6,11,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,LE3,T,2,2,other,other,course,father,1,1,0,no,yes,no,no,yes,yes,yes,yes,3,4,4,1,3,5,2,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,A,3,4,services,other,course,father,1,1,0,no,no,no,no,yes,yes,yes,no,3,2,1,1,4,5,12,15,13,14,Portuguese,Satisfactory,Mostly Regular,Good,Satisfactory
GP,M,16,U,GT3,T,2,1,at_home,other,course,mother,4,1,0,no,no,no,no,yes,yes,no,no,3,2,1,1,1,2,4,9,9,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,F,16,U,GT3,A,2,2,other,other,home,mother,1,1,1,no,no,no,no,yes,yes,no,no,5,3,4,1,1,5,12,13,11,11,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,15,R,GT3,T,3,4,at_home,teacher,course,mother,4,2,0,no,yes,no,no,yes,yes,no,yes,5,3,3,1,1,5,2,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,4,services,at_home,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,yes,4,3,3,1,1,5,4,13,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,3,4,at_home,other,course,mother,3,2,0,no,no,no,no,yes,yes,no,no,5,4,5,2,4,5,2,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,16,R,GT3,T,1,1,at_home,other,course,mother,4,2,0,no,yes,no,no,yes,yes,no,no,5,1,3,1,1,3,0,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,LE3,T,3,1,services,services,course,mother,2,1,0,no,no,no,yes,yes,yes,yes,yes,3,3,4,4,5,4,2,11,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,A,3,2,other,services,course,other,1,3,0,no,yes,no,yes,no,yes,yes,yes,4,3,3,5,1,5,10,12,11,11,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,16,R,GT3,T,1,1,other,services,reputation,mother,2,1,0,no,yes,no,yes,yes,yes,no,yes,3,3,3,1,2,1,8,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,A,3,3,other,other,course,other,2,1,0,no,yes,no,yes,no,yes,yes,yes,4,3,2,1,1,5,4,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,LE3,T,1,1,services,other,course,mother,1,2,2,no,no,no,no,yes,yes,no,yes,4,4,4,1,3,5,0,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,15,U,GT3,T,4,4,teacher,teacher,course,mother,2,1,0,no,no,no,yes,yes,yes,yes,no,4,3,2,1,1,5,6,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,1,1,other,other,course,mother,3,1,1,no,no,no,yes,yes,yes,yes,yes,5,5,5,1,1,1,2,8,9,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,15,U,GT3,T,4,3,teacher,services,course,father,2,4,0,yes,yes,no,no,yes,yes,yes,no,2,2,2,1,1,3,6,9,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,15,U,GT3,A,3,3,services,services,home,mother,1,2,0,no,no,no,no,no,yes,no,yes,1,3,2,2,3,1,24,9,8,9,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,M,16,U,GT3,T,4,4,services,services,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,3,5,0,15,13,13,Portuguese,Satisfactory,Always Regular,Good,Satisfactory
GP,M,16,U,LE3,T,2,2,services,services,reputation,father,2,1,0,no,yes,no,yes,yes,yes,yes,no,2,3,3,2,2,2,4,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,4,teacher,services,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,4,2,2,1,1,5,2,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,1,1,at_home,at_home,course,mother,1,1,0,no,no,no,no,yes,yes,yes,no,3,4,4,3,3,1,4,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,17,U,GT3,T,2,1,other,other,home,mother,1,1,0,no,yes,no,no,yes,yes,yes,no,5,4,5,1,2,5,22,9,7,6,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,15,U,GT3,T,1,1,other,services,course,father,1,2,0,no,yes,no,no,yes,yes,yes,no,4,4,2,1,2,5,0,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,LE3,A,2,1,at_home,other,home,mother,2,1,0,no,yes,no,yes,yes,no,yes,yes,4,4,2,1,1,5,0,11,10,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,F,15,U,GT3,T,3,2,health,services,home,father,1,2,1,no,yes,no,no,yes,yes,yes,no,3,3,2,1,1,3,2,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,1,2,at_home,other,course,mother,1,2,0,no,yes,no,no,no,yes,yes,no,4,3,2,1,1,5,6,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,1,2,at_home,services,course,father,1,2,0,no,no,no,no,no,yes,no,yes,2,3,4,2,4,1,6,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,4,teacher,teacher,course,mother,1,1,0,no,yes,no,no,yes,no,yes,yes,3,3,2,2,1,5,16,9,9,8,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,M,15,U,LE3,A,2,1,services,other,course,mother,4,1,0,no,no,no,no,yes,yes,yes,no,4,5,5,2,5,5,0,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,LE3,T,1,1,other,other,course,mother,1,1,2,no,no,no,no,yes,no,yes,yes,2,3,5,2,5,4,0,11,9,0,Portuguese,Failure,Always Regular,Satisfactory,Poor
GP,M,16,U,LE3,T,2,1,at_home,other,course,mother,1,1,1,no,no,no,yes,yes,yes,no,yes,4,4,4,3,5,5,6,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,15,R,GT3,T,3,3,services,services,reputation,other,2,3,0,no,yes,yes,yes,yes,yes,yes,yes,4,2,1,2,3,3,2,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,19,U,GT3,T,3,2,services,at_home,home,mother,1,1,0,no,yes,no,no,yes,no,yes,yes,4,5,4,1,1,4,6,11,9,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,17,U,GT3,T,4,4,other,teacher,course,mother,1,1,0,yes,yes,no,no,yes,yes,no,yes,4,2,1,1,1,4,0,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,R,GT3,T,2,3,at_home,services,course,mother,1,2,0,yes,no,yes,yes,yes,yes,no,no,4,4,4,1,1,1,0,7,8,8,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,17,R,LE3,T,1,2,other,other,reputation,mother,1,1,3,no,no,no,no,yes,yes,no,no,2,2,2,3,3,5,14,9,8,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,18,R,GT3,T,1,1,at_home,other,course,mother,3,1,3,no,yes,no,yes,no,yes,no,no,5,2,5,1,5,4,6,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,M,16,R,GT3,T,2,2,at_home,other,course,mother,3,1,0,no,no,no,no,no,yes,no,no,4,2,2,1,2,3,4,12,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,M,16,U,GT3,T,3,3,other,services,course,father,1,2,1,no,yes,no,no,yes,yes,yes,yes,4,5,5,4,4,5,0,10,10,1,Portuguese,Failure,Always Regular,Poor,Poor
GP,M,16,U,LE3,T,1,2,health,services,course,mother,2,1,2,no,no,no,no,no,yes,yes,no,4,4,5,3,5,5,0,9,8,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,17,R,LE3,T,2,1,at_home,other,course,mother,2,1,1,no,no,yes,yes,yes,no,yes,yes,3,3,2,2,2,5,8,8,8,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,17,R,GT3,T,3,2,other,other,course,mother,2,2,2,yes,yes,no,no,yes,yes,yes,yes,4,4,4,1,4,3,4,7,6,8,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,15,U,LE3,T,1,2,other,other,course,mother,2,1,0,no,no,no,yes,yes,yes,no,no,4,4,4,2,4,5,2,8,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,1,3,at_home,services,course,father,1,1,1,no,no,no,no,yes,no,yes,no,5,3,3,1,4,2,2,9,8,8,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,17,R,LE3,T,1,1,other,services,course,mother,4,2,0,no,no,no,yes,yes,no,no,yes,5,3,5,1,5,5,0,8,8,8,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,17,U,GT3,T,3,2,services,services,course,mother,2,1,3,no,yes,no,yes,no,no,no,no,4,5,2,1,1,2,10,8,7,8,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,M,16,U,GT3,T,2,2,other,other,course,father,1,2,0,no,no,no,no,yes,no,yes,no,4,3,5,2,4,4,0,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,2,health,services,home,father,1,2,0,no,no,no,no,yes,yes,yes,yes,4,2,3,1,1,3,0,17,17,18,Portuguese,Excellent,Always Regular,Good,Good
GP,F,16,U,GT3,T,2,2,other,other,home,mother,1,2,0,no,yes,no,no,no,yes,yes,no,5,1,5,1,1,4,0,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,4,health,health,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,4,4,2,1,1,3,0,16,16,17,Portuguese,Good,Always Regular,Good,Good
GP,M,16,U,GT3,T,3,4,other,other,course,father,3,1,1,no,yes,no,yes,no,yes,yes,no,3,4,5,2,4,2,4,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,1,0,other,other,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,yes,4,3,2,1,1,3,0,16,17,18,Portuguese,Excellent,Always Regular,Good,Good
GP,M,17,U,LE3,T,4,4,teacher,other,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,4,4,1,3,5,0,11,9,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,F,16,U,GT3,T,1,3,at_home,services,home,mother,1,2,0,no,no,no,yes,no,yes,yes,yes,4,3,5,1,1,3,0,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,3,3,other,other,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,4,5,1,1,4,0,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,LE3,T,4,3,teacher,other,course,mother,2,2,0,no,no,no,yes,yes,yes,yes,no,4,4,4,4,4,4,0,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,16,U,GT3,T,2,2,services,other,reputation,mother,2,2,0,no,no,no,yes,no,yes,yes,no,3,4,4,1,4,5,0,13,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,3,3,other,other,reputation,father,1,2,0,no,no,no,yes,no,yes,yes,no,4,3,4,1,4,4,4,11,9,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,M,16,R,GT3,T,4,2,teacher,services,other,mother,1,1,0,no,yes,no,yes,yes,yes,yes,yes,4,3,3,3,4,3,8,10,9,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,M,17,U,GT3,T,4,3,other,other,course,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,yes,5,2,3,1,1,2,4,11,11,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,3,teacher,other,home,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,3,4,3,2,3,3,4,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,M,16,U,GT3,T,3,3,services,other,home,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,4,2,3,1,2,3,0,11,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,4,services,services,reputation,father,1,2,0,no,yes,no,yes,yes,yes,no,no,5,4,2,2,3,5,0,17,18,17,Portuguese,Good,Always Regular,Good,Excellent
GP,F,17,U,LE3,T,3,3,other,other,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,5,3,3,2,3,1,32,14,13,14,Portuguese,Satisfactory,Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,3,2,other,other,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,1,2,2,1,2,1,8,14,15,16,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,17,U,GT3,T,3,3,services,services,other,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,4,3,4,2,3,4,6,11,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,1,2,services,services,other,mother,1,1,0,no,yes,no,yes,yes,yes,yes,yes,3,3,3,1,2,3,0,10,9,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,M,16,U,LE3,T,2,1,other,other,course,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,4,2,3,1,2,5,0,13,14,16,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,A,3,3,health,other,reputation,mother,1,2,0,no,yes,no,no,no,yes,yes,yes,3,3,3,1,3,3,10,12,13,14,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,1,2,at_home,other,home,mother,1,2,0,no,no,no,no,yes,yes,no,no,3,1,3,1,5,3,6,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,2,3,services,services,course,mother,1,2,0,no,no,no,no,yes,yes,yes,no,4,3,3,1,1,2,6,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,1,1,at_home,services,course,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,5,3,3,1,1,3,0,12,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,1,2,at_home,services,other,other,2,2,0,no,no,no,yes,no,yes,yes,no,4,4,4,4,5,5,16,10,11,12,Portuguese,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,M,16,R,GT3,T,3,3,services,services,reputation,mother,1,1,0,no,yes,no,yes,yes,yes,yes,no,4,3,2,3,4,5,0,11,10,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,M,16,U,GT3,T,2,3,other,other,home,father,2,1,0,no,no,no,no,yes,yes,yes,no,5,3,3,1,1,3,0,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,LE3,T,2,4,services,services,course,father,1,2,0,no,no,no,yes,yes,yes,yes,yes,4,3,2,1,1,5,8,14,15,16,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,17,U,GT3,T,4,4,services,teacher,home,mother,1,1,0,no,no,no,no,yes,yes,yes,no,5,2,3,1,2,5,4,13,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,R,LE3,T,3,3,teacher,other,home,father,3,1,0,no,yes,no,yes,yes,yes,yes,no,3,3,4,3,5,3,16,10,11,12,Portuguese,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,F,17,U,GT3,T,4,4,services,teacher,home,mother,2,1,1,no,yes,no,no,yes,yes,yes,no,4,2,4,2,3,2,30,14,15,16,Portuguese,Good,Regular,Satisfactory,Good
GP,F,16,U,LE3,T,4,4,teacher,teacher,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,5,2,1,2,3,0,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,16,U,GT3,T,4,3,health,other,home,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,5,1,5,2,2,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,2,3,other,other,reputation,mother,1,2,0,yes,yes,no,yes,yes,yes,no,no,4,4,3,1,3,4,4,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,1,1,other,other,course,mother,1,2,0,no,yes,no,no,no,yes,no,no,4,4,4,1,3,1,0,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,17,R,GT3,T,2,2,other,other,reputation,mother,1,1,0,no,yes,no,no,yes,yes,yes,no,5,3,2,1,2,3,21,13,13,13,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,16,R,GT3,T,2,2,services,services,reputation,mother,2,4,0,no,yes,no,yes,no,yes,yes,no,5,3,5,1,1,5,6,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,3,4,at_home,services,home,mother,1,3,1,no,yes,yes,no,yes,yes,yes,yes,4,4,3,3,4,5,14,8,9,8,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,16,U,GT3,A,3,1,services,other,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,2,3,3,2,2,4,2,11,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,3,teacher,other,other,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,1,3,2,1,1,1,4,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,16,U,GT3,T,1,1,at_home,other,home,mother,2,1,0,no,yes,no,no,yes,yes,no,no,4,3,2,1,4,5,2,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,GT3,T,4,3,teacher,other,reputation,mother,2,3,0,no,yes,no,yes,yes,yes,yes,yes,4,4,2,1,1,4,0,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,19,U,GT3,T,3,3,other,other,reputation,other,1,4,0,no,yes,no,yes,yes,yes,yes,no,4,3,3,1,2,3,4,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,LE3,T,4,4,services,other,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,5,3,5,4,5,3,15,13,12,12,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,A,2,2,other,other,reputation,mother,1,2,0,yes,yes,no,no,yes,yes,yes,no,3,3,4,1,1,4,0,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,2,2,services,other,home,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,4,4,2,4,5,10,12,11,11,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,17,R,LE3,T,4,4,services,other,other,mother,1,1,0,no,yes,no,no,yes,yes,no,no,5,2,1,1,2,3,6,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,LE3,T,3,2,other,other,reputation,mother,2,2,0,no,no,no,no,yes,yes,yes,no,4,4,4,1,3,1,2,14,16,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,17,U,GT3,T,4,3,other,other,reputation,mother,1,2,0,no,no,no,no,yes,yes,yes,yes,3,4,5,2,4,1,16,11,9,10,Portuguese,Poor,Mostly Regular,Satisfactory,Poor
GP,M,18,U,LE3,T,3,3,services,health,home,father,1,2,0,no,yes,no,no,yes,yes,yes,no,3,2,4,2,4,4,10,10,10,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,17,U,GT3,T,2,3,at_home,other,home,father,2,1,0,no,yes,no,no,yes,yes,no,no,3,3,3,1,4,3,4,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,2,at_home,at_home,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,4,3,3,1,1,4,0,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,GT3,T,2,1,at_home,services,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,2,5,1,2,5,0,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,17,U,GT3,T,1,1,at_home,other,reputation,mother,1,3,0,no,yes,no,yes,yes,yes,no,yes,4,3,4,1,1,5,12,12,12,12,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,2,3,services,teacher,other,mother,1,2,0,yes,no,no,no,yes,yes,yes,no,2,3,1,1,1,3,0,13,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,2,2,other,other,home,mother,2,2,3,no,yes,yes,no,yes,yes,yes,no,3,3,3,5,5,4,9,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,4,teacher,services,home,mother,1,3,0,no,yes,no,yes,no,yes,yes,no,5,3,2,1,1,5,4,15,16,16,Portuguese,Good,Always Regular,Good,Good
GP,F,18,R,GT3,T,3,1,other,other,reputation,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,5,3,3,1,1,4,4,8,8,8,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,3,2,other,other,course,mother,1,2,0,no,no,no,yes,no,yes,yes,no,5,3,4,1,3,3,2,17,18,17,Portuguese,Good,Always Regular,Good,Excellent
GP,M,17,U,LE3,T,2,3,services,services,reputation,father,1,2,0,no,yes,no,no,no,yes,yes,no,5,3,3,1,3,3,0,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,18,U,LE3,T,2,1,at_home,other,course,mother,4,2,0,yes,yes,no,yes,yes,yes,yes,yes,4,3,2,4,5,3,2,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,F,17,U,GT3,A,2,1,other,other,course,mother,2,3,0,no,no,no,yes,yes,yes,yes,yes,3,2,3,1,2,3,0,15,15,16,Portuguese,Good,Always Regular,Good,Good
GP,F,17,U,LE3,T,4,3,health,other,reputation,father,1,2,0,no,no,no,yes,yes,yes,yes,yes,3,2,3,1,2,3,0,14,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,2,2,other,other,course,father,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,5,2,1,1,1,0,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,4,4,teacher,teacher,reputation,mother,1,2,0,yes,yes,no,yes,yes,yes,yes,yes,4,5,5,1,3,2,0,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,4,health,other,reputation,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,2,4,2,4,1,0,13,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,T,1,1,other,other,home,mother,2,2,0,no,yes,no,no,yes,yes,yes,no,3,4,2,1,1,5,2,9,9,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,3,2,at_home,other,reputation,mother,2,3,0,no,no,no,yes,yes,yes,yes,yes,5,3,3,1,3,2,0,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,LE3,T,2,2,other,other,home,father,1,2,0,no,no,no,yes,no,yes,yes,yes,4,4,2,5,5,4,0,16,16,16,Portuguese,Good,Always Regular,Good,Good
GP,F,16,U,GT3,T,2,1,other,other,home,mother,1,1,0,no,no,no,no,yes,yes,yes,yes,4,5,2,1,1,5,4,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,A,4,1,other,other,home,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,5,3,3,1,2,5,0,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,LE3,A,2,4,services,other,course,mother,2,2,1,no,yes,no,no,yes,yes,yes,no,4,3,3,1,1,3,18,10,10,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,18,U,LE3,T,2,2,at_home,services,course,mother,1,2,1,no,yes,no,no,no,yes,yes,yes,5,3,1,1,1,5,16,9,8,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,18,U,GT3,T,3,3,other,other,course,mother,2,1,1,no,no,no,no,yes,no,yes,no,4,1,1,1,1,3,14,8,7,7,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,M,18,U,GT3,T,2,2,other,at_home,course,other,1,1,1,no,yes,no,yes,no,no,yes,yes,4,4,3,2,2,1,26,7,8,8,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,M,17,U,GT3,T,4,4,teacher,teacher,course,mother,1,1,0,no,yes,no,yes,no,yes,yes,no,4,2,1,1,2,5,6,10,8,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,3,2,other,other,course,father,1,2,0,no,no,no,yes,yes,yes,no,no,5,4,2,1,1,3,4,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,LE3,T,1,1,at_home,at_home,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,yes,4,3,2,1,2,4,10,11,10,10,Portuguese,Poor,Mostly Regular,Satisfactory,Poor
GP,F,16,U,GT3,T,1,2,other,other,course,mother,1,1,0,no,no,no,no,yes,no,yes,no,5,3,5,1,2,5,4,12,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,GT3,T,2,1,at_home,services,course,mother,3,2,0,no,no,no,yes,yes,yes,no,no,2,1,1,1,1,3,2,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,LE3,A,1,4,other,other,course,other,4,1,1,no,yes,no,no,yes,yes,yes,no,5,5,4,1,1,5,14,9,9,8,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,M,18,U,GT3,T,2,2,other,services,reputation,father,1,2,0,no,no,no,no,yes,no,yes,no,5,5,4,3,5,2,16,8,7,8,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,17,U,LE3,A,2,2,other,other,home,mother,1,1,1,no,yes,no,no,no,no,yes,no,3,1,2,1,1,1,8,11,9,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,F,17,R,LE3,T,1,1,at_home,other,course,mother,2,3,0,no,no,no,yes,yes,yes,yes,no,4,3,3,1,3,5,4,15,14,15,Portuguese,Good,Always Regular,Good,Satisfactory
GP,F,17,U,LE3,A,4,2,teacher,other,course,mother,1,2,0,no,yes,no,yes,yes,yes,no,no,4,3,2,1,1,4,4,15,14,14,Portuguese,Satisfactory,Always Regular,Good,Satisfactory
GP,M,17,U,LE3,T,4,3,health,other,course,mother,2,2,0,no,no,no,yes,yes,yes,yes,yes,2,5,5,1,4,5,8,15,15,15,Portuguese,Good,Always Regular,Good,Good
GP,M,17,R,LE3,A,4,4,teacher,other,course,mother,2,2,0,no,yes,no,no,yes,yes,yes,no,3,3,3,2,3,4,0,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,T,4,3,teacher,other,course,mother,1,1,0,no,no,no,yes,no,yes,yes,no,5,4,5,1,1,3,7,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,4,services,services,course,mother,1,1,0,no,no,yes,yes,yes,yes,yes,no,5,3,2,1,2,5,4,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,17,U,GT3,T,4,4,teacher,services,course,mother,1,2,0,no,yes,yes,no,yes,yes,yes,yes,5,3,1,1,4,5,2,11,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,1,1,other,other,home,father,2,3,0,no,no,no,no,no,yes,yes,yes,4,3,3,1,1,1,2,13,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,3,3,services,other,home,mother,2,3,0,no,yes,no,no,yes,yes,yes,yes,4,2,2,2,3,5,10,11,11,11,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,1,1,at_home,other,course,mother,1,2,0,yes,no,no,no,no,yes,no,yes,4,3,2,1,1,4,10,10,9,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,18,U,GT3,T,2,1,other,other,course,other,2,3,0,no,yes,no,no,no,yes,yes,yes,4,4,4,1,1,3,10,12,10,11,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Poor
GP,M,16,U,GT3,T,2,1,other,other,course,mother,3,1,0,no,no,no,no,yes,yes,yes,no,4,3,3,1,1,4,7,15,16,16,Portuguese,Good,Always Regular,Good,Good
GP,F,17,U,GT3,T,1,1,other,services,course,father,1,2,0,no,yes,no,no,yes,yes,no,no,4,3,4,1,2,5,4,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,M,17,U,GT3,T,2,3,other,other,course,father,2,1,0,no,no,no,no,yes,yes,yes,no,5,2,2,1,1,2,2,9,12,13,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,22,U,GT3,T,3,1,services,services,other,mother,1,1,3,no,no,no,no,no,no,yes,yes,5,4,5,5,5,1,12,7,8,5,Portuguese,Failure,Mostly Regular,Poor,Poor
GP,M,18,R,LE3,T,3,3,other,services,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,4,3,3,1,3,5,8,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,0,2,other,other,other,mother,1,1,0,no,no,no,no,no,yes,yes,no,4,3,2,2,4,5,0,11,12,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,3,2,services,other,course,mother,2,1,0,no,no,no,no,yes,no,yes,no,4,4,5,2,4,5,8,7,8,7,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,3,3,at_home,other,reputation,other,3,2,1,yes,yes,no,no,no,yes,yes,no,5,3,3,1,3,2,4,9,11,10,Portuguese,Poor,Always Regular,Poor,Satisfactory
GP,M,18,U,GT3,T,2,1,services,services,other,mother,1,1,2,no,no,no,no,no,no,yes,no,3,2,5,2,5,5,4,7,8,6,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,16,R,GT3,T,2,1,other,other,course,mother,2,1,0,no,no,no,yes,no,yes,no,no,3,3,2,1,3,3,2,14,13,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,2,1,other,other,course,mother,1,1,0,no,no,no,no,no,yes,yes,no,4,4,2,2,4,5,0,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,LE3,T,1,1,health,other,course,mother,2,1,1,no,yes,no,yes,yes,yes,yes,no,4,4,4,1,2,5,0,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,18,U,LE3,A,2,1,other,other,course,mother,1,2,0,no,yes,no,no,no,yes,yes,yes,4,3,4,1,3,5,2,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,LE3,T,4,2,teacher,services,reputation,mother,1,4,0,no,yes,no,yes,yes,yes,yes,no,4,2,3,1,1,4,2,14,15,17,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,19,U,GT3,T,2,2,services,services,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,1,5,0,10,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,M,18,U,LE3,T,2,1,services,other,course,mother,3,2,1,no,no,no,yes,no,no,yes,no,4,4,5,4,4,5,4,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,17,R,GT3,T,4,2,other,other,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,4,3,4,1,3,5,2,11,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,LE3,T,1,1,other,at_home,home,mother,1,3,0,no,yes,no,no,no,yes,no,no,4,4,3,2,3,3,4,11,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,R,GT3,T,2,2,other,other,home,mother,1,2,0,yes,no,no,no,yes,yes,no,no,3,2,3,1,1,5,4,11,11,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,19,U,LE3,A,4,3,services,at_home,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,3,1,1,1,1,4,11,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,2,1,other,other,home,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,5,2,4,1,2,4,2,16,16,16,Portuguese,Good,Always Regular,Good,Good
GP,M,17,R,GT3,T,2,2,other,services,other,mother,2,1,0,no,no,no,no,no,no,no,no,5,2,2,1,1,4,0,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,17,U,LE3,T,2,2,services,services,course,father,1,4,0,no,no,no,yes,yes,yes,yes,yes,3,4,1,1,1,2,2,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,20,R,GT3,T,2,1,other,other,course,other,2,2,0,no,yes,yes,yes,yes,no,yes,yes,1,2,3,1,2,2,8,10,12,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,18,U,GT3,T,4,3,services,other,home,father,1,2,0,no,yes,no,no,yes,yes,yes,yes,3,1,2,1,3,2,2,15,15,15,Portuguese,Good,Always Regular,Good,Good
GP,M,18,U,GT3,T,4,3,teacher,other,course,mother,1,2,0,no,yes,no,no,no,yes,yes,no,4,3,2,1,1,3,2,10,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,M,18,R,GT3,T,3,2,other,other,course,mother,1,3,0,no,no,no,yes,no,yes,no,no,5,3,2,1,1,3,2,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,17,U,GT3,T,3,3,other,other,home,mother,1,3,0,no,no,no,yes,no,yes,no,no,3,2,3,1,1,4,2,15,12,13,Portuguese,Satisfactory,Always Regular,Good,Satisfactory
GP,F,18,U,GT3,T,2,2,at_home,services,home,mother,1,3,0,no,yes,no,yes,yes,yes,yes,yes,4,3,3,1,1,3,0,11,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,2,2,other,other,home,father,2,1,0,no,no,no,no,yes,no,yes,no,4,4,4,2,3,4,8,8,8,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,18,R,LE3,A,3,4,other,other,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,2,5,3,4,1,6,15,16,16,Portuguese,Good,Always Regular,Good,Good
GP,M,17,U,GT3,T,3,1,services,other,other,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,5,4,4,3,4,5,0,11,11,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,R,GT3,T,4,4,teacher,other,reputation,mother,2,2,0,no,no,no,yes,yes,yes,yes,no,4,3,4,2,2,4,8,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,18,U,GT3,T,4,2,health,other,reputation,father,1,2,0,no,yes,no,yes,yes,yes,yes,yes,5,4,5,1,3,5,4,10,12,14,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,18,R,GT3,T,2,1,other,other,reputation,mother,2,2,0,no,yes,no,no,yes,no,yes,yes,4,3,5,1,2,3,12,8,9,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,19,U,GT3,T,3,3,other,services,home,other,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,5,3,3,5,16,11,12,12,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,2,3,other,services,reputation,father,1,4,0,no,yes,no,yes,yes,yes,yes,yes,4,5,5,1,3,2,10,16,16,16,Portuguese,Good,Mostly Regular,Good,Good
GP,F,18,U,LE3,T,1,1,other,other,home,mother,2,2,0,no,yes,no,no,no,yes,no,no,4,4,3,1,1,3,2,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,1,2,at_home,at_home,home,mother,1,2,0,no,yes,no,yes,no,yes,no,yes,3,5,2,2,2,1,2,16,17,18,Portuguese,Excellent,Always Regular,Good,Good
GP,F,18,U,GT3,T,2,1,other,other,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,4,2,5,1,2,1,8,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,4,at_home,health,reputation,mother,2,2,0,no,yes,no,no,yes,yes,yes,yes,4,3,3,1,1,1,6,15,16,16,Portuguese,Good,Always Regular,Good,Good
GP,F,17,U,LE3,T,2,2,services,other,course,mother,2,2,0,yes,yes,no,no,yes,yes,yes,yes,4,4,4,2,3,5,6,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,R,GT3,A,3,2,other,services,home,mother,2,2,0,no,no,no,no,no,no,yes,yes,4,1,1,1,1,5,15,12,9,10,Portuguese,Poor,Mostly Regular,Satisfactory,Poor
GP,M,18,U,GT3,T,4,4,teacher,services,home,mother,2,1,0,no,no,no,yes,yes,yes,yes,no,3,2,4,1,4,3,6,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,4,4,health,health,reputation,father,1,2,1,yes,yes,no,yes,yes,yes,yes,yes,2,4,4,1,1,4,2,14,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,2,other,services,reputation,father,3,3,0,no,yes,no,no,yes,yes,yes,yes,4,2,3,1,1,1,8,13,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,19,R,GT3,T,3,2,services,services,reputation,father,1,2,1,yes,yes,no,no,yes,no,yes,no,3,3,3,4,3,3,0,9,8,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,18,U,LE3,T,4,3,teacher,services,course,mother,2,1,0,no,no,no,yes,yes,yes,yes,no,4,2,3,1,2,1,0,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,M,18,U,GT3,T,1,2,at_home,other,home,other,2,1,0,no,no,no,no,no,no,yes,no,3,4,4,2,4,4,10,10,10,11,Portuguese,Satisfactory,Mostly Regular,Poor,Poor
GP,M,17,U,LE3,A,4,1,services,other,home,mother,2,1,0,no,no,no,yes,yes,yes,yes,yes,4,5,4,2,4,5,22,11,11,10,Portuguese,Poor,Mostly Regular,Satisfactory,Satisfactory
GP,M,17,U,LE3,A,3,2,teacher,services,home,mother,1,1,0,no,no,no,no,yes,yes,yes,no,4,4,4,3,4,3,18,13,13,13,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,18,R,LE3,T,1,1,at_home,other,reputation,mother,2,4,0,no,yes,no,yes,yes,yes,no,no,5,2,2,1,1,3,2,17,17,18,Portuguese,Excellent,Always Regular,Good,Good
GP,F,18,U,GT3,T,1,1,other,other,home,mother,2,2,0,yes,no,no,yes,yes,yes,yes,no,5,4,4,1,1,4,0,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,2,other,other,course,mother,1,2,0,no,yes,no,no,no,yes,yes,no,5,4,5,1,2,5,12,12,12,14,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,2,1,other,other,reputation,mother,2,2,0,no,no,no,yes,yes,yes,yes,yes,4,3,1,1,1,5,10,12,13,14,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,1,1,other,other,reputation,father,1,2,0,no,no,no,no,no,yes,yes,no,4,3,3,1,2,4,0,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,2,2,at_home,at_home,other,mother,1,3,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,2,2,0,18,18,18,Portuguese,Excellent,Always Regular,Excellent,Excellent
GP,F,17,U,GT3,T,1,1,services,teacher,reputation,mother,1,3,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,1,3,0,13,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,2,1,services,services,reputation,mother,1,3,0,no,no,no,yes,yes,yes,yes,no,4,2,4,1,3,2,0,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,18,U,LE3,A,4,4,teacher,teacher,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,3,1,1,2,0,17,17,17,Portuguese,Good,Always Regular,Good,Good
GP,M,18,U,GT3,T,4,2,teacher,other,home,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,4,3,2,1,4,5,2,15,16,16,Portuguese,Good,Always Regular,Good,Good
GP,F,17,U,GT3,T,4,3,health,services,reputation,mother,1,3,0,no,yes,no,no,yes,yes,yes,no,4,2,2,1,2,3,0,17,18,18,Portuguese,Excellent,Always Regular,Good,Excellent
GP,F,17,R,LE3,T,3,1,services,other,reputation,mother,2,4,0,no,yes,no,no,yes,yes,no,no,3,1,2,1,1,3,0,18,19,19,Portuguese,Excellent,Always Regular,Excellent,Excellent
GP,M,18,R,LE3,T,3,2,services,other,reputation,mother,2,3,0,no,yes,no,yes,yes,yes,yes,no,5,4,2,1,1,4,0,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,17,U,GT3,T,3,3,health,other,home,mother,1,1,0,no,yes,no,no,yes,yes,yes,no,4,4,3,1,3,5,0,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,19,U,GT3,T,4,4,health,other,reputation,other,2,2,0,no,yes,no,yes,yes,yes,yes,no,2,3,4,2,3,2,2,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,LE3,T,4,3,other,other,home,other,2,2,0,no,yes,no,no,yes,yes,yes,yes,4,4,5,1,2,2,0,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,4,3,other,other,reputation,father,1,4,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,1,3,0,16,17,17,Portuguese,Good,Always Regular,Good,Good
GP,M,18,U,LE3,T,4,4,teacher,teacher,home,mother,1,1,0,no,yes,no,no,yes,yes,yes,yes,1,4,2,2,2,1,0,18,18,17,Portuguese,Good,Always Regular,Excellent,Excellent
GP,F,18,U,LE3,A,4,4,health,other,home,mother,1,2,0,no,yes,yes,no,yes,yes,yes,yes,4,2,4,1,1,4,0,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,17,U,LE3,T,4,4,other,teacher,home,father,2,1,0,no,no,no,no,yes,yes,yes,no,4,1,1,2,2,5,0,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,GT3,T,4,4,services,services,reputation,mother,2,3,0,no,yes,no,yes,yes,yes,yes,no,5,3,4,1,1,5,0,7,7,8,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,4,2,other,other,reputation,mother,2,3,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,1,3,0,16,16,16,Portuguese,Good,Always Regular,Good,Good
GP,F,17,U,GT3,T,3,2,health,health,reputation,father,1,4,0,no,yes,no,yes,no,yes,yes,no,5,2,2,1,2,5,0,18,18,18,Portuguese,Excellent,Always Regular,Excellent,Excellent
GP,M,19,R,LE3,T,2,1,at_home,services,course,mother,2,3,1,no,no,no,yes,yes,yes,yes,yes,4,3,1,1,1,5,0,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,M,20,U,GT3,A,3,2,services,other,course,other,1,1,2,no,no,no,yes,yes,yes,no,no,5,5,3,1,1,5,0,14,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,19,R,GT3,T,3,3,other,services,reputation,father,1,2,0,no,no,no,yes,yes,yes,no,yes,4,5,3,1,2,5,0,10,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,F,18,U,GT3,T,1,4,other,teacher,home,mother,1,2,0,yes,yes,no,no,no,yes,no,yes,3,4,4,1,2,5,2,10,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,F,18,U,GT3,T,2,1,services,other,course,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,2,1,2,12,12,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,3,other,other,course,father,2,2,0,no,no,no,yes,yes,yes,yes,yes,4,2,1,1,1,3,2,11,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,GT3,T,4,4,teacher,teacher,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,4,4,4,1,1,5,2,15,16,17,Portuguese,Good,Always Regular,Good,Good
GP,F,18,U,GT3,T,4,3,other,other,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,yes,4,3,4,1,1,5,2,14,15,17,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,18,U,LE3,T,4,3,health,services,course,mother,2,1,0,no,yes,no,no,yes,yes,yes,no,3,2,4,1,4,1,8,12,12,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,GT3,T,3,4,at_home,services,course,father,1,3,0,no,yes,no,yes,no,yes,yes,no,4,3,4,2,5,5,2,15,15,17,Portuguese,Good,Always Regular,Good,Good
GP,F,18,U,GT3,T,3,3,at_home,other,course,father,1,2,0,no,yes,no,no,yes,yes,yes,no,4,1,4,1,1,3,8,11,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,19,U,GT3,T,4,2,health,other,course,mother,2,2,0,no,yes,no,yes,yes,yes,yes,yes,5,4,4,1,1,1,9,11,10,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,F,18,U,GT3,T,4,4,teacher,other,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,4,4,3,3,5,0,12,11,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,3,4,other,other,course,mother,1,1,0,no,yes,no,yes,yes,yes,yes,yes,5,4,4,1,1,1,4,11,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,4,4,health,health,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,5,3,4,1,2,5,2,14,15,17,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,17,U,GT3,A,4,3,services,services,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,5,2,2,1,2,5,14,15,14,17,Portuguese,Good,Mostly Regular,Good,Satisfactory
GP,F,17,U,LE3,A,3,3,services,other,home,mother,1,2,0,yes,yes,no,no,yes,yes,yes,no,5,3,3,1,1,5,0,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,LE3,T,2,1,other,other,home,father,1,2,0,no,no,no,yes,yes,yes,yes,no,4,2,3,2,2,2,2,11,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,LE3,T,4,4,other,other,reputation,father,1,1,0,no,yes,no,no,yes,yes,yes,no,4,2,5,3,4,5,2,8,9,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,F,19,U,GT3,T,1,1,other,other,course,other,3,3,0,no,no,no,yes,yes,no,no,yes,1,5,5,4,3,5,12,10,10,11,Portuguese,Satisfactory,Mostly Regular,Poor,Poor
GP,F,19,U,LE3,A,1,1,other,other,course,other,3,2,2,no,yes,no,no,no,yes,yes,yes,5,3,4,1,1,4,2,8,8,9,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,18,U,GT3,T,2,2,other,other,course,mother,1,1,0,no,yes,no,yes,yes,yes,yes,yes,4,3,5,2,4,5,2,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,2,2,other,other,course,mother,1,2,0,no,yes,no,no,yes,yes,no,yes,4,2,2,1,1,3,4,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,LE3,T,2,2,services,services,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,3,3,2,2,2,3,0,11,11,10,Portuguese,Poor,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,3,1,services,services,course,father,1,3,0,no,yes,no,no,no,yes,yes,no,3,4,3,2,3,5,0,17,18,17,Portuguese,Good,Always Regular,Good,Excellent
GP,F,17,U,LE3,T,0,2,at_home,at_home,home,father,2,3,0,no,no,no,no,yes,yes,yes,no,3,3,3,2,3,2,0,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,1,1,other,other,home,mother,2,3,0,no,no,no,yes,yes,yes,yes,no,4,5,5,1,2,2,0,14,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,4,4,other,other,course,mother,1,3,0,no,no,no,yes,yes,yes,yes,no,4,3,3,2,2,3,0,13,14,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,3,3,other,services,reputation,mother,1,1,0,no,no,no,yes,no,yes,yes,no,4,3,5,3,5,5,0,17,18,17,Portuguese,Good,Always Regular,Good,Excellent
GP,M,17,R,GT3,T,2,2,services,other,course,mother,4,1,0,no,yes,no,no,yes,yes,yes,no,4,4,5,5,5,4,2,11,10,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,F,17,U,GT3,T,4,4,teacher,services,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,5,4,4,1,3,4,0,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,4,4,teacher,teacher,course,mother,2,3,0,no,yes,no,no,no,yes,yes,yes,4,3,3,1,2,4,4,15,14,15,Portuguese,Good,Always Regular,Good,Satisfactory
GP,F,17,U,GT3,T,3,3,at_home,other,course,mother,1,1,0,no,yes,yes,yes,yes,yes,yes,no,4,2,5,2,5,5,2,11,12,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,LE3,T,2,2,other,other,course,mother,1,4,0,no,yes,yes,yes,yes,yes,yes,no,4,5,5,2,4,5,0,11,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,19,R,GT3,T,3,2,at_home,services,home,other,1,1,0,no,yes,no,no,no,yes,no,yes,5,3,4,2,2,5,0,11,10,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
GP,F,18,U,GT3,T,2,2,at_home,other,course,mother,4,2,0,no,no,no,yes,yes,yes,no,yes,4,2,5,1,1,2,2,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,17,R,GT3,T,2,4,at_home,other,course,father,1,3,0,no,yes,no,no,yes,yes,yes,yes,4,4,3,1,1,5,0,15,15,15,Portuguese,Good,Always Regular,Good,Good
GP,M,18,U,GT3,T,2,2,other,other,reputation,mother,1,1,0,no,no,no,no,no,yes,yes,no,5,4,2,1,2,5,6,15,14,15,Portuguese,Good,Always Regular,Good,Satisfactory
GP,F,18,U,GT3,T,3,3,services,services,home,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,5,3,4,1,1,4,8,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,18,U,LE3,T,2,2,other,other,home,other,1,2,0,no,no,no,yes,no,yes,yes,yes,4,3,3,1,1,2,0,10,9,12,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,F,18,R,GT3,T,2,2,at_home,other,course,mother,2,4,0,no,no,no,yes,yes,yes,no,no,4,4,4,1,1,4,6,14,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,3,4,services,other,course,mother,1,3,0,no,no,no,no,yes,yes,yes,no,4,4,5,1,3,5,8,11,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,3,2,other,other,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,4,3,2,2,3,2,0,12,13,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,LE3,T,3,3,services,services,home,mother,1,4,0,no,yes,no,no,yes,yes,yes,no,5,3,3,1,1,1,4,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,R,GT3,A,3,2,other,other,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,3,3,2,3,2,0,14,14,16,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,4,4,teacher,services,home,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,3,2,2,2,0,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,LE3,T,3,4,services,other,home,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,4,3,3,1,3,5,6,16,16,17,Portuguese,Good,Always Regular,Good,Good
GP,F,17,U,GT3,A,2,2,at_home,at_home,home,father,1,2,0,no,yes,no,no,yes,yes,yes,yes,3,3,1,1,2,4,18,10,12,14,Portuguese,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,F,18,U,GT3,T,2,3,at_home,other,course,mother,1,3,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,2,3,0,11,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,3,2,other,services,other,mother,1,3,0,no,no,no,no,yes,yes,yes,yes,5,4,3,2,3,1,4,14,16,17,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,18,R,GT3,T,4,3,teacher,services,course,mother,1,3,0,no,no,no,no,yes,yes,yes,yes,5,3,2,1,2,4,4,15,14,17,Portuguese,Good,Always Regular,Good,Satisfactory
GP,M,18,U,GT3,T,4,3,teacher,other,course,mother,1,3,0,no,yes,no,no,yes,yes,yes,yes,5,4,5,2,3,5,0,14,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,4,3,health,other,reputation,mother,1,3,0,no,yes,no,yes,yes,yes,yes,yes,4,4,3,1,3,4,0,11,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,1,services,other,course,mother,2,2,0,no,yes,no,yes,yes,yes,yes,yes,4,3,4,2,2,1,10,12,15,15,Portuguese,Good,Mostly Regular,Satisfactory,Good
GP,F,17,U,GT3,T,2,1,services,other,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,5,2,4,4,4,12,16,16,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,19,U,LE3,A,2,3,at_home,other,home,other,2,1,1,no,no,no,no,yes,no,yes,no,2,2,3,3,4,5,16,10,11,11,Portuguese,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,F,17,U,GT3,T,3,1,other,at_home,home,mother,1,1,1,no,yes,yes,no,yes,yes,yes,yes,4,1,2,1,1,3,6,10,13,13,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,21,U,LE3,T,4,4,other,other,reputation,other,1,3,2,no,no,yes,yes,yes,yes,yes,no,3,3,2,1,1,5,0,9,12,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,18,U,LE3,T,2,2,services,services,reputation,mother,1,2,0,no,yes,no,yes,no,no,yes,no,4,4,4,1,3,3,11,9,11,12,Portuguese,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,M,18,U,LE3,A,3,4,other,other,reputation,other,1,2,0,no,no,no,yes,yes,yes,yes,yes,4,3,5,1,4,2,9,13,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,2,services,services,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,4,1,3,4,0,13,17,17,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,17,U,LE3,A,4,4,health,other,reputation,mother,1,3,0,no,yes,no,no,yes,yes,yes,no,4,4,2,1,2,4,2,12,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,18,U,LE3,T,4,2,teacher,other,course,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,2,2,1,1,3,0,14,17,17,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,21,R,LE3,T,1,1,at_home,other,course,other,2,2,2,no,yes,no,yes,yes,no,yes,yes,5,3,3,5,2,4,21,9,10,10,Portuguese,Poor,Mostly Regular,Poor,Poor
GP,F,20,R,GT3,T,1,1,other,other,reputation,other,2,3,0,no,no,no,no,yes,yes,yes,yes,3,2,2,1,3,3,8,11,15,15,Portuguese,Good,Always Regular,Satisfactory,Good
GP,F,19,U,GT3,T,4,4,teacher,other,home,other,1,1,1,no,yes,no,no,yes,yes,yes,yes,3,2,5,4,4,5,5,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
GP,M,17,U,LE3,A,3,2,other,other,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,4,4,1,2,5,10,16,18,18,Portuguese,Excellent,Mostly Regular,Good,Excellent
GP,F,18,U,GT3,T,3,2,at_home,other,reputation,father,1,3,0,no,yes,no,no,yes,yes,yes,yes,4,3,4,1,2,2,5,14,17,17,Portuguese,Good,Always Regular,Satisfactory,Good
GP,M,18,R,GT3,T,2,3,other,services,reputation,father,1,1,0,no,no,no,no,yes,yes,yes,no,3,1,3,4,5,4,13,13,14,14,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,19,U,GT3,T,2,1,other,other,reputation,mother,1,1,0,no,no,no,no,yes,yes,yes,no,5,3,4,1,4,4,10,7,11,11,Portuguese,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,F,18,U,LE3,A,2,2,services,other,reputation,mother,2,2,0,no,yes,no,no,yes,yes,yes,no,4,1,4,1,3,4,10,14,17,17,Portuguese,Good,Mostly Regular,Satisfactory,Good
GP,F,20,U,GT3,T,1,0,other,other,reputation,mother,2,1,1,yes,no,no,no,yes,yes,yes,yes,5,3,1,1,1,5,5,8,10,10,Portuguese,Poor,Always Regular,Poor,Poor
GP,F,18,U,GT3,T,3,2,services,other,home,mother,1,2,0,no,yes,no,yes,no,yes,yes,yes,3,1,2,1,2,1,4,10,13,13,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,16,U,GT3,T,1,3,at_home,other,other,father,2,1,0,no,yes,no,no,yes,no,yes,yes,4,3,3,1,3,5,11,10,11,11,Portuguese,Satisfactory,Mostly Regular,Poor,Satisfactory
MS,F,16,R,GT3,T,2,2,other,other,course,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,4,4,1,1,5,0,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,15,R,GT3,T,1,1,at_home,services,other,mother,1,1,1,no,yes,no,no,yes,yes,no,yes,4,1,3,1,1,2,6,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,15,R,GT3,T,3,3,at_home,other,course,mother,2,1,0,no,yes,no,no,yes,yes,yes,no,5,4,4,2,3,5,4,10,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,16,R,GT3,T,2,3,at_home,services,course,mother,2,2,0,no,no,no,no,yes,yes,no,no,4,5,2,1,2,5,0,16,17,17,Portuguese,Good,Always Regular,Good,Good
MS,F,15,R,LE3,T,2,1,at_home,other,home,mother,2,1,0,no,no,no,no,yes,no,no,no,1,3,4,1,1,1,0,6,8,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,16,R,LE3,A,4,4,at_home,other,home,mother,1,2,0,no,yes,no,no,yes,yes,no,no,5,3,2,1,3,2,5,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,M,16,U,GT3,A,1,2,other,other,other,mother,1,3,0,yes,no,no,no,yes,yes,yes,no,4,4,3,1,1,5,0,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,17,R,GT3,T,3,2,at_home,other,course,father,1,2,1,no,no,no,no,yes,yes,no,yes,4,5,4,1,2,5,0,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,R,GT3,T,1,1,other,other,other,father,1,1,1,no,yes,no,no,no,no,yes,no,5,4,4,2,2,5,0,6,6,7,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,15,R,GT3,T,4,4,teacher,other,course,mother,2,1,0,no,no,no,no,yes,yes,yes,yes,1,5,1,3,5,5,0,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,16,U,LE3,A,2,2,at_home,other,reputation,mother,2,4,0,no,no,no,yes,no,no,no,yes,1,2,1,1,1,1,4,10,9,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,15,R,LE3,T,1,1,at_home,services,reputation,father,2,2,0,no,yes,no,no,yes,yes,yes,no,5,4,3,1,2,4,0,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,15,R,LE3,T,1,1,other,services,course,mother,2,1,1,no,yes,no,no,yes,yes,yes,yes,4,4,3,1,2,2,4,6,7,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,R,GT3,T,0,2,other,other,other,mother,2,1,0,no,yes,no,yes,yes,yes,no,no,3,2,3,1,2,2,0,12,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,R,GT3,T,2,3,other,other,course,mother,2,1,0,no,yes,no,no,yes,yes,yes,no,5,5,5,1,3,3,2,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,15,R,GT3,T,3,3,other,services,course,father,2,1,0,no,no,no,no,no,yes,yes,no,4,1,3,1,1,4,0,14,16,16,Portuguese,Good,Always Regular,Satisfactory,Good
MS,M,16,U,GT3,T,1,1,at_home,services,home,mother,2,2,0,no,yes,no,yes,yes,yes,no,yes,5,4,5,4,5,3,0,7,0,0,Portuguese,Failure,Always Regular,Poor,Failure
MS,M,17,U,GT3,T,1,1,other,other,home,mother,1,2,0,no,no,yes,no,no,yes,yes,no,4,4,3,2,4,5,4,8,9,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,15,R,LE3,T,4,1,health,services,reputation,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,3,4,1,2,2,0,12,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,15,R,LE3,T,4,1,health,services,reputation,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,3,4,1,2,2,7,7,9,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,16,R,GT3,T,3,4,other,health,other,mother,3,2,0,no,no,no,no,no,yes,no,no,3,4,5,1,2,5,4,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,M,15,R,GT3,T,1,1,other,other,course,mother,4,2,0,no,yes,no,yes,yes,yes,no,yes,5,4,5,2,4,4,8,7,9,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,15,U,LE3,T,3,3,at_home,at_home,reputation,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,1,5,0,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,R,GT3,T,2,1,other,other,other,mother,3,1,0,no,no,no,yes,yes,no,no,yes,5,5,5,5,5,3,8,8,10,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,R,GT3,T,4,4,teacher,teacher,course,mother,2,3,0,no,no,no,yes,yes,yes,yes,yes,4,2,2,1,1,4,6,16,16,17,Portuguese,Good,Always Regular,Good,Good
MS,F,15,R,GT3,T,1,2,other,services,course,mother,2,1,0,no,no,no,no,yes,yes,no,no,5,1,2,1,1,1,3,11,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,16,R,GT3,T,2,3,other,services,course,mother,3,2,0,no,yes,no,no,yes,yes,yes,no,4,5,4,1,2,1,2,15,15,15,Portuguese,Good,Always Regular,Good,Good
MS,M,16,R,GT3,T,1,2,other,other,course,father,2,2,0,no,no,no,no,yes,yes,no,no,4,3,3,1,1,5,0,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,16,R,GT3,T,2,2,other,other,course,mother,3,2,0,no,yes,no,no,yes,yes,yes,no,4,4,5,1,1,4,4,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,16,U,GT3,T,1,2,other,services,course,mother,1,3,1,no,yes,no,no,yes,yes,no,no,1,3,2,1,2,4,0,10,8,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,GT3,T,1,2,other,services,course,mother,1,3,1,no,yes,no,no,yes,yes,no,no,1,3,2,1,2,4,3,9,8,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,15,U,GT3,T,2,1,at_home,other,home,mother,1,2,0,yes,yes,no,no,no,yes,yes,no,4,4,2,3,3,2,0,9,10,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,GT3,T,1,1,at_home,other,course,father,1,2,0,no,yes,no,no,no,yes,no,yes,5,4,3,2,1,2,0,13,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
MS,M,17,R,LE3,T,1,2,at_home,services,reputation,mother,1,1,0,no,yes,no,yes,yes,yes,yes,no,5,5,5,5,5,3,4,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,16,R,GT3,T,1,1,other,other,home,father,4,4,0,no,yes,no,no,no,yes,yes,no,4,3,2,1,1,1,0,13,10,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
MS,F,16,R,GT3,T,1,1,at_home,other,other,father,4,3,0,yes,yes,no,no,yes,yes,no,no,4,4,3,1,1,5,2,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,15,R,GT3,T,1,1,at_home,other,home,father,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,3,1,1,2,1,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
MS,F,16,R,GT3,T,1,1,at_home,other,other,mother,2,1,0,no,no,no,yes,yes,yes,yes,yes,4,2,2,4,3,2,0,13,12,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,15,R,GT3,T,1,1,at_home,at_home,course,father,3,2,0,no,yes,no,no,yes,yes,no,no,4,2,1,1,2,2,0,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,15,R,LE3,T,2,2,other,other,other,father,1,3,0,yes,yes,no,no,yes,yes,no,no,4,4,3,2,2,5,2,14,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,16,R,GT3,T,1,1,at_home,other,other,father,2,1,0,no,no,no,yes,yes,yes,no,no,3,4,4,3,4,5,6,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,GT3,T,1,2,other,other,course,father,1,2,1,no,yes,no,yes,yes,yes,yes,yes,3,4,4,2,3,5,9,9,8,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,15,U,GT3,T,3,1,other,services,home,mother,2,1,0,no,yes,no,no,yes,yes,no,no,3,2,3,1,3,4,0,10,9,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,16,R,GT3,T,2,2,other,services,course,father,3,2,0,no,yes,no,yes,yes,yes,yes,no,5,3,4,1,1,2,1,14,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,15,U,GT3,T,2,2,health,other,reputation,mother,3,1,0,no,no,no,no,yes,yes,no,no,4,3,3,1,2,4,1,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,16,U,GT3,T,4,4,other,teacher,course,father,1,2,0,no,yes,no,yes,yes,yes,no,yes,4,3,1,1,1,3,0,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,15,R,GT3,T,3,3,services,other,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,4,5,4,1,1,1,4,13,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,16,R,GT3,T,2,2,at_home,other,course,mother,2,2,1,no,yes,no,yes,no,yes,no,no,4,4,4,2,3,5,2,12,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,16,R,LE3,T,2,2,other,other,home,father,3,1,0,no,yes,no,yes,yes,yes,no,yes,4,3,2,1,1,4,0,14,14,16,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
MS,M,16,U,LE3,T,2,1,at_home,services,course,mother,2,1,0,no,yes,no,yes,yes,yes,yes,no,2,4,3,2,3,4,4,10,8,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,15,R,LE3,T,1,3,at_home,other,reputation,father,3,1,0,no,yes,no,yes,yes,yes,yes,no,4,2,4,3,5,3,2,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,15,U,GT3,T,2,2,other,services,course,mother,2,3,0,no,yes,no,yes,yes,yes,no,no,5,3,2,1,1,4,0,12,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,16,R,LE3,T,2,1,other,other,home,mother,1,1,0,no,yes,no,no,yes,yes,yes,yes,5,4,3,1,1,5,2,10,8,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,15,U,GT3,T,3,3,services,services,course,father,2,1,0,no,yes,no,yes,no,yes,yes,no,4,3,3,2,4,3,11,12,10,11,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Poor
MS,F,16,R,GT3,T,1,1,at_home,other,course,father,2,2,3,yes,yes,no,no,yes,yes,no,no,3,4,3,1,1,1,0,7,7,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,U,GT3,T,2,2,other,at_home,course,mother,1,1,0,no,yes,no,yes,yes,no,no,no,4,5,3,1,1,5,4,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,19,U,GT3,T,2,3,at_home,services,course,other,1,1,1,no,no,no,no,yes,no,yes,yes,4,4,4,1,1,2,0,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,R,GT3,T,2,1,at_home,other,course,mother,3,1,0,no,yes,no,yes,yes,no,no,yes,5,5,3,1,1,3,2,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,15,R,LE3,T,1,1,at_home,other,course,mother,2,1,0,no,yes,no,no,yes,no,no,yes,5,2,1,1,3,4,0,9,10,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,R,GT3,T,2,2,other,other,course,father,3,2,0,no,yes,no,no,yes,no,yes,no,3,4,5,1,2,1,1,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,16,U,LE3,A,2,2,other,other,home,mother,1,1,0,no,yes,no,no,yes,no,no,no,4,3,4,1,2,1,6,7,7,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,R,GT3,T,2,2,at_home,other,course,mother,2,2,0,no,yes,no,no,yes,yes,yes,no,4,3,5,1,2,4,0,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
MS,F,16,U,GT3,T,2,2,other,services,course,father,1,1,1,no,yes,yes,yes,no,yes,yes,no,4,4,3,1,4,3,1,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,R,LE3,A,3,2,other,other,course,other,2,3,2,no,yes,no,no,no,no,no,yes,3,3,2,1,1,2,6,7,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,19,U,GT3,T,1,1,at_home,services,course,mother,1,3,1,no,no,no,yes,yes,no,no,yes,5,3,1,1,1,3,6,7,9,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,18,R,GT3,T,1,1,other,other,home,mother,2,1,1,no,no,no,yes,yes,no,yes,no,4,4,3,3,4,4,0,8,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,R,GT3,T,1,1,at_home,at_home,course,mother,2,1,1,no,no,no,no,no,no,yes,yes,3,2,3,1,1,2,4,9,11,10,Portuguese,Poor,Always Regular,Poor,Satisfactory
MS,F,19,U,GT3,T,1,1,other,other,course,other,2,2,1,no,yes,no,no,yes,yes,yes,yes,1,1,4,4,1,1,12,7,8,9,Portuguese,Poor,Mostly Regular,Poor,Poor
MS,F,16,R,GT3,A,2,2,health,other,course,mother,1,2,0,no,no,no,no,no,yes,no,yes,3,3,2,1,1,3,2,8,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,U,GT3,T,0,1,other,at_home,course,father,2,1,0,no,no,no,yes,no,yes,no,no,2,4,4,3,5,5,5,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,R,LE3,T,1,2,at_home,other,course,mother,1,2,0,no,no,no,yes,yes,no,yes,no,4,4,5,1,3,3,0,8,9,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,GT3,T,3,3,other,other,reputation,mother,1,1,0,no,no,no,yes,yes,no,yes,yes,4,5,4,1,1,4,0,14,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,16,R,LE3,T,1,1,services,services,home,mother,1,1,0,no,yes,no,yes,yes,yes,yes,yes,4,4,4,2,2,4,2,14,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,U,GT3,T,3,3,services,at_home,course,mother,2,4,1,no,yes,yes,yes,yes,yes,no,no,5,4,5,3,4,5,0,10,11,10,Portuguese,Poor,Always Regular,Poor,Satisfactory
MS,F,16,U,GT3,T,2,1,other,services,course,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,1,1,0,14,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,16,U,GT3,T,2,2,services,other,course,mother,1,1,0,no,yes,yes,yes,yes,yes,no,yes,4,2,5,1,2,5,0,17,16,16,Portuguese,Good,Always Regular,Good,Good
MS,M,17,U,GT3,T,1,2,other,other,course,father,1,1,1,no,yes,no,yes,yes,no,yes,yes,5,3,5,5,5,1,12,6,7,7,Portuguese,Poor,Mostly Regular,Poor,Poor
MS,M,16,U,LE3,T,4,3,other,other,course,father,1,1,0,no,no,no,yes,yes,yes,yes,no,4,2,5,1,5,5,8,14,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,R,LE3,T,2,2,services,services,other,mother,3,4,1,no,yes,no,no,yes,yes,no,no,1,3,5,3,5,3,2,10,8,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,GT3,T,1,1,other,other,course,other,1,4,0,yes,yes,no,yes,yes,yes,yes,no,2,2,1,1,1,5,0,14,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,19,U,LE3,T,2,2,other,other,home,mother,1,3,0,no,no,no,no,yes,yes,yes,yes,5,4,5,1,1,1,0,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,R,GT3,T,1,1,at_home,other,reputation,mother,2,1,0,no,yes,no,yes,no,yes,yes,yes,4,4,5,1,2,5,0,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,20,U,GT3,T,3,3,at_home,services,other,mother,2,2,1,no,no,no,yes,yes,yes,yes,yes,3,3,4,2,4,3,8,11,9,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
MS,F,17,U,LE3,T,1,1,other,services,course,father,1,3,0,no,yes,no,no,yes,yes,no,yes,4,3,3,1,1,3,0,11,11,10,Portuguese,Poor,Always Regular,Satisfactory,Satisfactory
MS,M,17,R,GT3,T,2,2,other,other,course,mother,3,1,1,no,yes,no,no,no,yes,yes,no,4,4,5,1,2,5,0,10,9,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,R,LE3,T,1,1,at_home,other,course,father,3,2,0,no,yes,no,no,yes,yes,no,no,5,3,2,1,1,1,0,16,17,18,Portuguese,Excellent,Always Regular,Good,Good
MS,F,17,R,GT3,T,2,2,other,other,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,no,no,5,3,2,1,1,1,0,15,17,17,Portuguese,Good,Always Regular,Good,Good
MS,F,17,U,GT3,A,1,0,other,other,other,mother,2,2,0,no,no,no,no,yes,yes,yes,yes,4,4,5,1,1,4,1,11,9,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
MS,F,18,R,GT3,T,1,1,at_home,other,other,mother,1,2,1,no,yes,no,no,yes,yes,yes,yes,4,3,2,1,1,5,9,7,7,7,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,GT3,T,3,1,other,other,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,3,1,3,1,3,1,0,8,6,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,GT3,T,3,2,services,at_home,course,mother,1,1,0,no,no,no,no,yes,yes,yes,no,3,1,3,1,4,3,2,7,6,7,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,U,LE3,T,1,1,other,at_home,reputation,mother,2,2,0,yes,no,no,no,yes,yes,no,no,2,3,5,1,4,3,8,9,8,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,R,GT3,T,4,4,health,teacher,reputation,father,1,2,0,no,no,no,yes,no,yes,yes,yes,4,3,3,2,3,2,0,14,16,16,Portuguese,Good,Always Regular,Satisfactory,Good
MS,F,16,R,LE3,T,1,2,other,other,reputation,mother,2,1,0,no,no,no,yes,yes,yes,yes,no,5,4,5,1,4,2,0,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,GT3,A,2,4,other,services,reputation,father,1,2,1,no,yes,no,no,yes,yes,yes,no,2,3,2,1,3,1,8,8,5,8,Portuguese,Poor,Always Regular,Poor,Failure
MS,M,16,R,GT3,T,2,1,other,services,reputation,mother,2,2,0,no,no,no,yes,yes,yes,yes,no,5,2,1,1,1,2,0,8,7,0,Portuguese,Failure,Always Regular,Poor,Poor
MS,F,16,U,LE3,T,1,1,at_home,other,other,mother,3,2,0,no,yes,no,no,yes,yes,yes,no,4,3,2,1,3,5,6,6,8,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,R,GT3,T,2,3,at_home,services,other,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,3,3,3,1,1,2,0,8,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,GT3,T,4,4,health,health,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,4,3,4,1,2,3,4,8,8,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,18,U,LE3,T,4,4,at_home,health,home,mother,1,4,0,no,yes,no,yes,yes,no,yes,yes,5,5,5,5,5,5,2,5,6,6,Portuguese,Poor,Always Regular,Failure,Poor
MS,F,16,R,LE3,T,3,4,at_home,other,other,mother,3,2,0,no,yes,no,no,no,yes,no,no,4,2,1,1,1,2,2,7,9,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,17,U,LE3,T,4,4,other,services,home,mother,1,3,0,no,yes,no,no,yes,yes,yes,no,4,4,3,1,2,5,0,15,14,16,Portuguese,Good,Always Regular,Good,Satisfactory
MS,F,17,R,GT3,T,4,1,other,other,other,mother,1,1,0,no,no,no,no,yes,yes,yes,yes,4,2,3,1,2,5,1,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,16,U,LE3,T,2,2,services,services,other,mother,4,3,0,no,no,no,no,yes,yes,no,no,5,1,3,2,2,3,0,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,R,GT3,T,2,2,at_home,other,other,mother,1,1,0,no,yes,yes,no,yes,yes,yes,no,5,1,3,1,2,5,5,9,9,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,LE3,T,4,4,services,services,other,father,2,1,0,no,yes,no,no,yes,yes,no,no,5,1,3,1,2,5,1,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,U,GT3,T,3,3,services,services,home,mother,1,1,0,no,yes,no,yes,yes,yes,yes,no,4,1,4,5,5,3,8,7,10,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,17,U,GT3,T,1,1,at_home,services,other,mother,3,2,0,no,no,no,no,yes,yes,yes,yes,5,1,3,3,3,1,0,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,16,U,GT3,T,2,1,health,services,other,mother,2,2,0,no,no,no,no,no,yes,yes,yes,4,2,2,1,4,5,2,9,7,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,LE3,T,2,1,other,services,other,mother,1,2,0,no,no,no,no,yes,yes,yes,yes,3,2,2,1,1,3,0,14,15,16,Portuguese,Good,Always Regular,Satisfactory,Good
MS,M,16,U,LE3,T,4,4,teacher,health,other,father,1,1,0,no,yes,no,no,yes,yes,yes,no,4,1,2,2,5,5,0,11,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,15,R,GT3,T,1,2,other,services,course,mother,3,2,0,no,yes,no,yes,yes,yes,no,no,5,5,5,1,3,5,11,9,11,10,Portuguese,Poor,Mostly Regular,Poor,Satisfactory
MS,M,15,U,LE3,A,2,2,other,other,reputation,mother,3,4,0,no,yes,no,yes,yes,yes,no,no,5,4,5,2,3,5,8,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,15,U,LE3,A,2,1,services,services,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,4,3,3,1,2,5,11,12,13,12,Portuguese,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
MS,F,16,R,LE3,T,2,2,other,other,course,mother,1,3,0,no,yes,no,no,no,yes,no,yes,4,3,3,2,2,5,2,11,11,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,16,U,LE3,T,4,1,other,other,home,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,1,2,4,2,2,1,8,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,U,GT3,T,3,2,at_home,other,home,mother,2,1,0,no,no,no,no,yes,yes,no,yes,4,3,3,2,2,1,5,9,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,17,R,GT3,T,2,2,other,other,other,mother,2,2,0,yes,no,yes,no,yes,yes,no,no,5,1,3,1,1,5,0,11,9,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
MS,F,16,U,GT3,T,4,4,teacher,services,course,mother,2,3,0,no,yes,no,no,yes,yes,yes,yes,5,3,5,1,4,5,1,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,M,17,R,GT3,T,4,4,health,other,course,father,3,1,3,no,no,no,yes,yes,yes,yes,yes,3,3,3,1,3,5,2,9,9,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,17,R,LE3,T,1,3,other,other,course,father,2,1,0,no,no,no,yes,yes,yes,no,yes,5,1,2,3,3,5,2,12,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,U,GT3,T,3,4,services,other,other,mother,1,2,1,no,yes,no,yes,no,yes,yes,yes,5,4,4,3,4,5,8,8,9,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,U,GT3,T,4,4,health,health,course,father,1,2,0,no,yes,no,no,yes,yes,yes,no,5,2,5,1,1,5,0,13,15,16,Portuguese,Good,Always Regular,Satisfactory,Good
MS,M,16,R,LE3,T,4,1,other,at_home,other,father,1,1,0,no,no,no,no,yes,yes,yes,no,4,1,2,2,1,2,0,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,17,U,GT3,A,1,1,at_home,at_home,other,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,4,5,5,1,2,3,2,11,10,11,Portuguese,Satisfactory,Always Regular,Satisfactory,Poor
MS,F,17,R,GT3,T,4,2,other,other,course,mother,2,2,0,yes,yes,no,no,no,yes,yes,no,4,3,3,2,3,5,0,17,18,18,Portuguese,Excellent,Always Regular,Good,Excellent
MS,M,16,U,LE3,A,2,2,other,services,course,father,2,2,0,no,yes,no,no,no,yes,yes,yes,4,1,2,2,2,5,0,12,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,U,GT3,T,3,2,other,other,other,father,2,2,0,no,yes,yes,no,yes,yes,yes,no,4,1,2,2,2,1,0,13,14,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,19,U,GT3,T,1,1,other,other,other,mother,1,2,2,no,yes,no,yes,yes,no,yes,no,4,4,3,3,4,4,2,9,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,17,U,LE3,A,1,0,other,other,home,mother,1,1,0,no,no,no,no,yes,yes,no,yes,4,1,2,1,1,5,4,11,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,R,GT3,T,1,1,at_home,at_home,course,father,2,1,0,no,yes,no,yes,yes,no,yes,yes,3,5,5,2,2,4,3,10,11,10,Portuguese,Poor,Always Regular,Poor,Satisfactory
MS,F,16,R,GT3,T,1,2,other,other,home,father,1,3,0,yes,yes,no,no,no,yes,yes,yes,4,3,4,1,1,3,5,13,14,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,16,R,LE3,T,1,2,other,at_home,course,mother,1,1,0,no,no,no,no,yes,yes,no,no,4,4,4,2,4,5,4,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,17,R,GT3,T,3,1,other,other,course,mother,2,2,3,no,yes,no,yes,no,yes,yes,yes,5,4,4,1,1,5,2,7,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,17,R,GT3,T,2,2,other,other,course,mother,2,1,0,no,no,no,yes,yes,no,no,yes,5,5,5,3,5,5,0,8,13,10,Portuguese,Poor,Always Regular,Poor,Satisfactory
MS,M,18,R,GT3,T,1,0,at_home,at_home,course,other,3,1,1,yes,yes,no,no,yes,yes,no,no,4,3,2,1,1,4,0,12,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,R,GT3,T,1,1,other,services,course,mother,2,1,0,no,yes,no,yes,no,yes,yes,yes,4,5,5,1,3,2,0,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,18,U,LE3,T,1,1,at_home,at_home,course,mother,2,2,0,no,yes,no,yes,yes,yes,no,no,4,3,3,1,4,5,6,10,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,R,LE3,T,2,2,other,services,course,father,1,2,0,no,no,no,yes,yes,yes,no,yes,5,4,3,1,1,1,0,11,13,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,U,GT3,T,2,2,other,other,course,mother,1,1,1,no,no,no,yes,yes,yes,no,yes,1,2,1,2,3,5,0,7,0,0,Portuguese,Failure,Always Regular,Poor,Failure
MS,M,16,R,GT3,T,3,2,services,other,course,father,2,1,0,no,no,no,no,yes,yes,yes,no,4,5,5,2,3,5,2,11,9,10,Portuguese,Poor,Always Regular,Satisfactory,Poor
MS,M,16,R,LE3,T,1,1,at_home,other,course,mother,2,1,0,no,no,no,yes,yes,yes,yes,no,4,5,5,2,4,5,0,10,10,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,18,R,GT3,T,1,1,services,other,course,other,2,1,1,no,yes,no,no,yes,no,yes,yes,5,3,3,2,3,5,2,9,7,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,18,R,GT3,T,3,2,services,other,course,mother,1,1,1,no,no,no,no,yes,no,yes,no,2,3,1,2,2,5,0,4,0,0,Portuguese,Failure,Always Regular,Failure,Failure
MS,M,19,U,GT3,T,3,2,at_home,services,course,mother,2,1,3,no,no,no,yes,yes,yes,no,no,3,2,1,1,1,3,4,6,11,9,Portuguese,Poor,Always Regular,Poor,Satisfactory
MS,M,18,U,GT3,T,3,3,at_home,at_home,course,mother,1,2,2,no,yes,no,yes,yes,no,yes,no,4,4,5,1,3,3,9,4,8,8,Portuguese,Poor,Always Regular,Failure,Poor
MS,M,16,R,GT3,T,2,2,services,services,course,mother,2,1,0,no,yes,no,yes,yes,yes,yes,yes,5,4,3,2,4,4,6,7,8,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,19,U,GT3,T,2,1,at_home,other,course,other,2,1,3,no,no,no,yes,no,no,yes,yes,4,4,3,1,3,5,4,8,9,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,16,U,GT3,A,3,2,services,at_home,course,mother,2,2,2,no,yes,no,yes,yes,yes,no,yes,2,5,5,1,1,1,8,5,5,7,Portuguese,Poor,Always Regular,Failure,Failure
MS,F,17,U,GT3,T,1,1,other,at_home,course,mother,1,1,0,no,yes,no,yes,yes,yes,no,no,4,3,2,1,2,5,9,7,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,20,R,GT3,T,1,1,other,other,course,other,2,1,1,no,yes,no,no,yes,no,yes,yes,4,4,3,2,4,4,12,8,11,10,Portuguese,Poor,Mostly Regular,Poor,Satisfactory
MS,F,18,R,GT3,A,4,3,services,services,course,mother,1,1,0,no,yes,no,no,yes,yes,yes,no,5,4,4,3,4,2,8,10,11,10,Portuguese,Poor,Always Regular,Poor,Satisfactory
MS,M,18,R,GT3,T,3,2,other,other,course,mother,2,1,0,no,yes,no,no,no,yes,yes,no,2,5,5,5,5,5,8,9,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,M,19,R,GT3,T,1,1,other,services,home,other,3,2,1,no,no,no,no,yes,yes,yes,no,5,4,4,3,3,2,8,10,9,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,M,17,U,GT3,T,3,3,health,other,course,mother,2,2,1,no,yes,no,no,yes,yes,yes,no,4,5,4,2,3,3,4,8,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,18,U,LE3,T,1,3,at_home,services,course,mother,1,1,0,no,no,no,no,yes,no,yes,yes,4,3,3,2,3,3,0,9,10,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,19,R,GT3,T,1,1,other,other,home,other,3,1,1,no,yes,no,no,yes,yes,yes,no,4,4,4,3,3,5,4,8,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,U,GT3,A,1,2,at_home,other,course,mother,2,2,2,no,yes,no,no,yes,yes,no,no,4,3,3,1,1,5,2,6,8,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,19,U,LE3,A,1,1,at_home,other,course,mother,1,1,0,no,yes,no,no,yes,no,no,no,1,4,4,1,1,5,0,6,8,7,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,R,GT3,T,2,2,other,other,other,mother,2,1,1,no,no,no,no,yes,no,yes,yes,5,5,5,1,1,3,0,8,6,0,Portuguese,Failure,Always Regular,Poor,Poor
MS,F,17,R,GT3,T,0,0,at_home,other,course,mother,2,1,0,no,yes,no,no,yes,yes,yes,no,4,4,3,1,1,5,0,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,17,R,LE3,A,3,1,other,at_home,course,other,2,3,0,no,yes,yes,no,yes,no,no,no,4,2,3,2,2,3,5,8,7,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,U,GT3,T,4,2,teacher,services,home,mother,1,2,0,yes,yes,no,yes,yes,yes,yes,no,5,5,5,1,3,5,0,8,8,0,Portuguese,Failure,Always Regular,Poor,Poor
MS,F,18,R,LE3,T,2,2,services,services,course,mother,1,2,1,no,yes,no,yes,yes,yes,yes,no,2,3,3,1,2,4,3,7,6,8,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,U,GT3,T,4,1,health,at_home,course,mother,1,1,0,no,yes,no,no,yes,yes,no,yes,3,2,2,1,1,5,0,8,10,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,U,LE3,T,1,2,at_home,other,course,father,1,1,0,no,no,no,no,yes,yes,yes,no,5,5,1,1,1,3,0,7,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,U,GT3,T,1,1,other,other,course,mother,3,2,2,no,no,no,yes,yes,yes,no,yes,3,4,4,2,2,5,3,7,8,7,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,U,GT3,T,2,2,services,at_home,reputation,father,2,2,0,no,no,no,yes,no,yes,yes,no,4,3,5,1,1,1,2,12,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,U,GT3,T,3,3,services,services,course,mother,2,1,0,no,yes,no,no,yes,yes,yes,no,4,4,3,1,1,4,0,11,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,LE3,A,1,2,at_home,other,reputation,mother,2,2,0,no,no,no,no,yes,yes,yes,no,4,4,3,1,2,4,0,12,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,GT3,T,4,4,teacher,teacher,reputation,mother,2,2,0,no,no,no,yes,no,yes,yes,no,4,3,5,1,2,1,0,18,18,18,Portuguese,Excellent,Always Regular,Excellent,Excellent
MS,M,18,U,LE3,T,4,4,services,other,reputation,mother,1,1,0,no,yes,no,yes,yes,yes,yes,no,5,4,5,1,1,5,3,17,17,17,Portuguese,Good,Always Regular,Good,Good
MS,F,17,U,GT3,T,4,2,other,other,course,mother,2,2,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,2,4,0,17,18,18,Portuguese,Excellent,Always Regular,Good,Excellent
MS,F,18,R,GT3,T,2,2,at_home,other,course,mother,3,2,1,no,no,no,yes,yes,yes,no,yes,4,3,3,1,1,4,0,9,0,0,Portuguese,Failure,Always Regular,Poor,Failure
MS,M,18,U,LE3,T,1,2,at_home,services,home,mother,2,1,0,no,yes,no,no,no,yes,no,no,4,1,4,5,5,1,8,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,M,18,R,GT3,T,4,4,at_home,services,other,mother,3,1,0,no,yes,yes,yes,yes,yes,yes,yes,2,5,5,1,1,1,5,12,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,17,R,GT3,T,1,1,other,services,other,father,3,1,0,no,no,no,no,no,no,no,no,4,2,3,3,4,4,4,12,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,GT3,T,2,2,other,other,course,mother,2,2,0,no,yes,no,no,no,yes,yes,yes,1,3,1,1,1,2,4,8,8,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,U,LE3,T,2,2,services,services,course,father,2,3,0,no,no,no,no,yes,yes,yes,yes,5,4,5,1,4,3,0,11,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,R,LE3,A,4,2,teacher,other,reputation,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,5,3,1,1,1,5,0,5,0,0,Portuguese,Failure,Always Regular,Failure,Failure
MS,F,18,U,GT3,T,1,1,at_home,services,course,mother,3,2,1,no,no,no,no,yes,no,no,no,4,4,2,1,2,2,2,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,19,U,GT3,T,1,1,at_home,services,other,father,2,1,1,no,no,no,no,yes,no,no,no,5,5,5,2,3,2,0,5,0,0,Portuguese,Failure,Always Regular,Failure,Failure
MS,F,17,U,GT3,T,4,2,teacher,other,course,father,2,4,0,no,no,no,no,yes,yes,yes,yes,4,2,3,3,1,5,0,18,18,18,Portuguese,Excellent,Always Regular,Excellent,Excellent
MS,F,17,R,LE3,A,2,1,services,other,reputation,mother,2,2,0,no,no,no,yes,yes,yes,yes,yes,5,3,3,1,2,2,5,11,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,LE3,A,1,1,at_home,services,course,mother,1,2,0,no,no,no,no,yes,yes,no,yes,5,2,3,1,2,3,2,8,10,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,18,U,GT3,T,1,2,at_home,at_home,course,father,2,2,0,no,yes,no,no,yes,no,no,no,4,1,1,1,1,4,0,11,11,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,19,R,GT3,A,1,1,at_home,at_home,course,other,2,2,3,no,yes,no,yes,yes,no,no,yes,3,5,4,1,4,1,0,8,0,0,Portuguese,Failure,Always Regular,Poor,Failure
MS,F,18,R,GT3,T,2,2,services,other,home,mother,2,3,0,no,no,no,no,yes,yes,yes,yes,4,2,1,1,1,4,5,14,14,15,Portuguese,Good,Always Regular,Satisfactory,Satisfactory
MS,M,17,R,GT3,T,4,3,services,other,home,mother,2,2,1,no,yes,yes,yes,no,yes,yes,yes,4,5,5,1,3,2,4,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,18,U,GT3,T,3,3,services,services,course,father,1,2,0,no,yes,no,no,yes,yes,no,yes,5,3,4,1,1,5,0,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,R,GT3,T,4,4,teacher,services,other,father,2,2,0,no,yes,yes,yes,yes,yes,yes,no,4,3,3,1,2,5,2,12,12,12,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,U,LE3,A,3,2,services,other,reputation,mother,2,2,0,no,no,no,no,yes,yes,no,yes,1,2,3,1,2,5,0,15,14,15,Portuguese,Good,Always Regular,Good,Satisfactory
MS,M,18,U,LE3,T,1,1,other,services,home,father,2,1,0,no,no,no,no,no,yes,yes,yes,3,3,2,1,2,3,2,14,13,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,LE3,T,1,1,at_home,services,course,father,2,3,0,no,no,no,no,yes,yes,yes,no,5,3,2,1,1,4,0,19,17,18,Portuguese,Excellent,Always Regular,Excellent,Good
MS,F,18,R,LE3,A,1,2,at_home,other,course,mother,3,2,0,no,no,no,no,yes,yes,no,yes,4,3,4,1,4,5,0,16,15,15,Portuguese,Good,Always Regular,Good,Good
MS,F,18,U,GT3,T,3,3,services,services,other,mother,2,2,0,no,yes,no,no,yes,yes,yes,yes,4,3,2,1,3,3,6,13,12,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,U,LE3,T,4,4,at_home,at_home,course,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,2,3,4,1,1,1,4,15,14,15,Portuguese,Good,Always Regular,Good,Satisfactory
MS,F,17,R,GT3,T,1,2,other,services,course,father,2,2,0,no,no,no,no,no,yes,no,no,3,2,2,1,2,3,0,13,13,13,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,18,R,GT3,T,1,3,at_home,other,course,mother,2,2,0,no,yes,yes,no,yes,yes,no,no,3,3,4,2,4,3,0,8,10,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,18,U,LE3,T,4,4,teacher,services,other,mother,2,3,0,no,no,no,no,yes,yes,yes,yes,4,2,2,2,2,5,0,15,16,16,Portuguese,Good,Always Regular,Good,Good
MS,F,17,R,GT3,T,1,1,other,services,reputation,mother,3,1,1,no,yes,no,no,yes,yes,yes,yes,5,2,1,1,2,1,0,8,8,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,U,GT3,T,2,3,at_home,services,course,father,2,1,0,no,yes,no,no,yes,yes,yes,yes,5,2,3,1,2,4,0,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,R,GT3,T,4,4,other,teacher,other,father,3,2,0,no,yes,no,no,no,yes,yes,yes,3,2,2,4,2,5,0,7,5,0,Portuguese,Failure,Always Regular,Poor,Failure
MS,M,18,R,LE3,T,1,2,at_home,services,other,father,3,1,0,no,yes,no,yes,yes,no,yes,yes,4,3,3,2,3,3,3,9,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,17,U,GT3,T,2,2,other,at_home,home,mother,1,3,0,no,no,no,yes,yes,yes,no,yes,3,4,3,1,1,3,8,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,17,R,GT3,T,1,2,other,other,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,3,5,5,1,3,1,4,7,8,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,R,LE3,T,4,4,other,other,reputation,mother,2,3,0,no,no,no,no,yes,yes,yes,no,5,4,4,1,1,1,0,15,17,17,Portuguese,Good,Always Regular,Good,Good
MS,F,18,R,GT3,T,1,1,other,other,home,mother,4,3,0,no,no,no,no,yes,yes,yes,no,4,3,2,1,2,4,4,10,11,12,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
MS,F,19,R,GT3,T,1,1,at_home,other,course,other,2,2,1,no,yes,no,no,yes,yes,yes,yes,4,3,3,1,1,3,4,7,8,9,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,18,R,LE3,T,4,4,teacher,services,course,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,5,4,3,3,4,2,1,13,14,14,Portuguese,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,GT3,T,3,3,other,other,home,mother,1,2,0,no,no,no,no,yes,yes,yes,yes,4,1,3,1,2,1,1,16,16,16,Portuguese,Good,Always Regular,Good,Good
MS,F,17,R,GT3,T,3,1,at_home,other,reputation,mother,1,2,0,no,yes,no,yes,no,yes,yes,no,4,5,4,2,3,1,10,8,9,9,Portuguese,Poor,Mostly Regular,Poor,Poor
MS,M,18,U,GT3,T,4,4,teacher,teacher,home,father,1,2,0,no,no,no,yes,no,yes,yes,no,3,2,4,1,4,2,4,17,18,19,Portuguese,Excellent,Always Regular,Good,Excellent
MS,M,18,R,GT3,T,2,1,other,other,other,mother,2,1,0,no,no,no,yes,no,yes,yes,yes,4,4,3,1,3,5,0,7,7,0,Portuguese,Failure,Always Regular,Poor,Poor
MS,M,17,U,GT3,T,2,3,other,services,home,father,2,2,0,no,no,no,yes,yes,yes,yes,no,4,4,3,1,1,3,4,14,15,16,Portuguese,Good,Always Regular,Satisfactory,Good
MS,M,19,R,GT3,T,1,1,other,services,other,mother,2,1,1,no,no,no,no,yes,yes,no,no,4,3,2,1,3,5,0,5,8,0,Portuguese,Failure,Always Regular,Failure,Poor
MS,M,18,R,GT3,T,4,2,other,other,home,father,2,1,1,no,no,yes,no,yes,yes,no,no,5,4,3,4,3,3,0,7,7,0,Portuguese,Failure,Always Regular,Poor,Poor
MS,F,18,R,GT3,T,2,2,at_home,other,other,mother,2,3,0,no,no,no,no,yes,yes,no,no,5,3,3,1,3,4,0,14,17,15,Portuguese,Good,Always Regular,Satisfactory,Good
MS,F,17,U,GT3,T,4,3,teacher,other,other,mother,2,2,0,no,no,no,no,yes,yes,yes,no,5,5,4,1,1,1,0,6,9,11,Portuguese,Satisfactory,Always Regular,Poor,Poor
MS,F,18,R,GT3,T,4,4,teacher,at_home,reputation,mother,3,1,0,no,yes,no,yes,yes,yes,yes,yes,4,4,3,2,2,5,4,7,9,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,F,19,R,GT3,T,2,3,services,other,course,mother,1,3,1,no,no,no,yes,no,yes,yes,no,5,4,2,1,2,5,4,10,11,10,Portuguese,Poor,Always Regular,Poor,Satisfactory
MS,F,18,U,LE3,T,3,1,teacher,services,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,3,4,1,1,1,4,15,15,16,Portuguese,Good,Always Regular,Good,Good
MS,F,18,U,GT3,T,1,1,other,other,course,mother,2,2,0,no,no,no,yes,yes,yes,no,no,1,1,1,1,1,5,6,11,12,9,Portuguese,Poor,Always Regular,Satisfactory,Satisfactory
MS,M,17,U,LE3,T,3,1,services,services,course,mother,2,1,0,no,no,no,no,no,yes,yes,no,2,4,5,3,4,2,6,10,10,10,Portuguese,Poor,Always Regular,Poor,Poor
MS,M,18,R,LE3,T,3,2,services,other,course,mother,3,1,0,no,no,no,no,no,yes,yes,no,4,4,1,3,4,5,4,10,11,11,Portuguese,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,18,U,GT3,A,4,4,at_home,teacher,course,mother,2,2,0,yes,no,no,no,yes,yes,no,no,4,3,4,1,1,3,6,5,6,6,Maths,Poor,Always Regular,Failure,Poor
GP,F,17,U,GT3,T,1,1,at_home,other,course,father,1,2,0,no,yes,no,no,no,yes,yes,no,5,3,3,1,1,3,4,5,5,6,Maths,Poor,Always Regular,Failure,Failure
GP,F,15,U,LE3,T,1,1,at_home,other,other,mother,1,2,3,yes,no,yes,no,yes,yes,yes,no,4,3,2,2,3,3,10,7,8,10,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,15,U,GT3,T,4,2,health,services,home,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,yes,3,2,2,1,1,5,2,15,14,15,Maths,Good,Always Regular,Good,Satisfactory
GP,F,16,U,GT3,T,3,3,other,other,home,father,1,2,0,no,yes,yes,no,yes,yes,no,no,4,3,2,1,2,5,4,6,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,U,LE3,T,4,3,services,other,reputation,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,5,4,2,1,2,5,10,15,15,15,Maths,Good,Mostly Regular,Good,Good
GP,M,16,U,LE3,T,2,2,other,other,home,mother,1,2,0,no,no,no,no,yes,yes,yes,no,4,4,4,1,1,3,0,12,12,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,A,4,4,other,teacher,home,mother,2,2,0,yes,yes,no,no,yes,yes,no,no,4,1,4,1,1,1,6,6,5,6,Maths,Poor,Always Regular,Poor,Failure
GP,M,15,U,LE3,A,3,2,services,other,home,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,2,2,1,1,1,0,16,18,19,Maths,Excellent,Always Regular,Good,Excellent
GP,M,15,U,GT3,T,3,4,other,other,home,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,5,5,1,1,1,5,0,14,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,F,15,U,GT3,T,4,4,teacher,health,reputation,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,3,3,3,1,2,2,0,10,8,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,U,GT3,T,2,1,services,other,reputation,father,3,3,0,no,yes,no,yes,yes,yes,yes,no,5,2,2,1,1,4,4,10,12,12,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,LE3,T,4,4,health,services,course,father,1,1,0,no,yes,yes,yes,yes,yes,yes,no,4,3,3,1,3,5,2,14,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,3,teacher,other,course,mother,2,2,0,no,yes,yes,no,yes,yes,yes,no,5,4,3,1,2,3,2,10,10,11,Maths,Satisfactory,Always Regular,Poor,Poor
GP,M,15,U,GT3,A,2,2,other,other,home,other,1,3,0,no,yes,no,no,yes,yes,yes,yes,4,5,2,1,1,3,0,14,16,16,Maths,Good,Always Regular,Satisfactory,Good
GP,F,16,U,GT3,T,4,4,health,other,home,mother,1,1,0,no,yes,no,no,yes,yes,yes,no,4,4,4,1,2,2,4,14,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,4,services,services,reputation,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,no,3,2,3,1,2,2,6,13,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,3,3,other,other,reputation,mother,3,2,0,yes,yes,no,yes,yes,yes,no,no,5,3,2,1,1,4,4,8,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,17,U,GT3,T,3,2,services,services,course,mother,1,1,3,no,yes,no,yes,yes,yes,yes,no,5,5,5,2,4,5,16,6,5,5,Maths,Failure,Mostly Regular,Poor,Failure
GP,M,16,U,LE3,T,4,3,health,other,home,father,1,1,0,no,no,yes,yes,yes,yes,yes,no,3,1,3,1,3,5,4,8,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,15,U,GT3,T,4,3,teacher,other,reputation,mother,1,2,0,no,no,no,no,yes,yes,yes,no,4,4,1,1,1,1,0,13,14,15,Maths,Good,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,4,health,health,other,father,1,1,0,no,yes,yes,no,yes,yes,yes,no,5,4,2,1,1,5,0,12,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,M,16,U,LE3,T,4,2,teacher,other,course,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,4,5,1,1,3,5,2,15,15,16,Maths,Good,Always Regular,Good,Good
GP,M,16,U,LE3,T,2,2,other,other,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,4,2,4,5,0,13,13,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,2,4,services,health,course,mother,1,3,0,yes,yes,yes,yes,yes,yes,yes,no,4,3,2,1,1,5,2,10,9,8,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,2,2,services,services,home,mother,1,1,2,no,yes,yes,no,no,yes,yes,no,1,2,2,1,3,5,14,6,9,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,15,U,GT3,T,2,2,other,other,home,mother,1,1,0,no,yes,yes,no,yes,yes,yes,no,4,2,2,1,2,5,2,12,12,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,2,health,services,other,mother,1,1,0,no,no,yes,no,yes,yes,yes,no,2,2,4,2,4,1,4,15,16,15,Maths,Good,Always Regular,Good,Good
GP,M,16,U,LE3,A,3,4,services,other,home,mother,1,2,0,yes,yes,no,yes,yes,yes,yes,no,5,3,3,1,1,5,4,11,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,4,teacher,teacher,home,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,yes,4,4,5,5,5,5,16,10,12,11,Maths,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,M,15,U,GT3,T,4,4,health,services,home,mother,1,2,0,no,yes,yes,no,no,yes,yes,no,5,4,2,3,4,5,0,9,11,12,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,GT3,T,4,4,services,services,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,1,1,1,5,0,17,16,17,Maths,Good,Always Regular,Good,Good
GP,M,15,R,GT3,T,4,3,teacher,at_home,course,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,4,5,2,1,1,5,0,17,16,16,Maths,Good,Always Regular,Good,Good
GP,M,15,U,LE3,T,3,3,other,other,course,mother,1,2,0,no,no,no,yes,no,yes,yes,no,5,3,2,1,1,2,0,8,10,12,Maths,Satisfactory,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,3,2,other,other,home,mother,1,1,0,no,yes,yes,no,no,yes,yes,no,5,4,3,1,1,5,0,12,14,15,Maths,Good,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,2,3,other,other,other,father,2,1,0,no,yes,no,yes,yes,yes,no,no,3,5,1,1,1,5,0,8,7,6,Maths,Poor,Always Regular,Poor,Poor
GP,M,15,U,LE3,T,4,3,teacher,services,home,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,5,4,3,1,1,4,2,15,16,18,Maths,Excellent,Always Regular,Good,Good
GP,M,16,R,GT3,A,4,4,other,teacher,reputation,mother,2,3,0,no,yes,no,yes,yes,yes,yes,yes,2,4,3,1,1,5,7,15,16,15,Maths,Good,Always Regular,Good,Good
GP,F,15,R,GT3,T,3,4,services,health,course,mother,1,3,0,yes,yes,yes,yes,yes,yes,yes,no,4,3,2,1,1,5,2,12,12,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,2,2,at_home,other,reputation,mother,1,1,0,yes,yes,yes,yes,yes,yes,no,no,4,3,1,1,1,2,8,14,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,LE3,T,2,2,other,other,home,mother,2,2,1,no,yes,no,yes,no,yes,yes,yes,3,3,3,1,2,3,25,7,10,11,Maths,Satisfactory,Mostly Regular,Poor,Poor
GP,M,15,U,LE3,T,4,4,teacher,other,home,other,1,1,0,no,yes,no,no,no,yes,yes,yes,5,4,3,2,4,5,8,12,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,4,services,teacher,course,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,3,1,1,5,2,19,18,18,Maths,Excellent,Always Regular,Excellent,Excellent
GP,M,15,U,GT3,T,2,2,services,services,course,father,1,1,0,yes,yes,no,no,yes,yes,yes,no,5,4,1,1,1,1,0,8,8,11,Maths,Satisfactory,Always Regular,Poor,Poor
GP,F,16,U,LE3,T,2,2,other,at_home,course,father,2,2,1,yes,no,no,yes,yes,yes,yes,no,4,3,3,2,2,5,14,10,10,9,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,15,U,LE3,A,4,3,other,other,course,mother,1,2,0,yes,yes,yes,yes,yes,yes,yes,yes,5,2,2,1,1,5,8,8,8,6,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,LE3,A,3,3,other,services,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,2,3,5,1,4,3,12,11,12,11,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,3,health,services,reputation,mother,1,4,0,no,no,no,yes,yes,yes,yes,no,4,2,2,1,1,2,4,19,19,20,Maths,Excellent,Always Regular,Excellent,Excellent
GP,M,15,U,GT3,T,4,2,teacher,other,home,mother,1,2,0,no,yes,yes,no,yes,yes,no,no,4,3,3,2,2,5,2,15,15,14,Maths,Satisfactory,Always Regular,Good,Good
GP,F,15,U,GT3,T,4,4,services,teacher,other,father,1,2,1,yes,yes,no,yes,no,yes,yes,no,4,4,4,1,1,3,2,7,7,7,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,LE3,T,2,2,services,services,course,mother,3,2,0,no,yes,yes,no,yes,yes,yes,no,4,3,3,2,3,4,2,12,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,LE3,T,4,2,health,other,other,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,3,3,1,1,5,2,11,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,U,LE3,A,4,2,health,health,other,father,2,1,1,no,no,no,no,yes,yes,no,no,5,5,5,3,4,5,6,11,11,10,Maths,Poor,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,4,services,services,course,mother,1,1,0,yes,yes,yes,no,yes,yes,yes,no,3,3,4,2,3,5,0,8,10,11,Maths,Satisfactory,Always Regular,Poor,Poor
GP,F,15,U,LE3,A,3,3,other,other,other,mother,1,1,0,no,no,yes,no,yes,yes,yes,no,5,3,4,4,4,1,6,10,13,13,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,16,U,GT3,A,2,1,other,other,other,mother,1,2,0,no,no,yes,yes,yes,yes,yes,yes,5,3,4,1,1,2,8,8,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,U,GT3,A,4,3,services,services,reputation,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,4,3,2,1,1,1,0,14,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,M,15,U,GT3,T,4,4,teacher,health,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,no,no,3,2,2,1,1,5,4,14,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,M,15,U,LE3,T,1,2,other,at_home,home,father,1,2,0,yes,yes,no,yes,yes,yes,yes,no,4,3,2,1,1,5,2,9,10,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,2,services,other,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,2,3,1,1,5,2,15,16,16,Maths,Good,Always Regular,Good,Good
GP,F,16,R,GT3,T,4,4,health,teacher,other,mother,1,2,0,no,yes,no,yes,yes,yes,no,no,2,4,4,2,3,4,6,10,11,11,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,16,U,GT3,T,1,1,services,services,course,father,4,1,0,yes,yes,no,yes,no,yes,yes,yes,5,5,5,5,5,5,6,10,8,11,Maths,Satisfactory,Always Regular,Poor,Poor
GP,F,16,U,LE3,T,1,2,other,services,reputation,father,1,2,0,yes,no,no,yes,yes,yes,yes,no,4,4,3,1,1,1,4,8,10,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,3,teacher,health,home,mother,1,3,0,yes,yes,yes,yes,yes,yes,yes,no,3,4,4,2,4,4,2,10,9,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,U,LE3,T,4,3,services,services,reputation,father,1,2,0,yes,no,no,yes,yes,yes,yes,yes,4,4,4,2,4,2,0,10,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,LE3,T,4,3,teacher,services,course,mother,3,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,3,1,2,1,2,16,15,15,Maths,Good,Always Regular,Good,Good
GP,M,15,U,GT3,A,4,4,other,services,reputation,mother,1,4,0,no,yes,no,yes,no,yes,yes,yes,1,3,3,5,5,3,4,13,13,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,3,1,services,other,course,mother,1,4,0,yes,yes,yes,no,yes,yes,yes,no,4,3,3,1,2,5,4,7,7,6,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,R,LE3,T,2,2,health,services,reputation,mother,2,2,0,yes,yes,yes,no,yes,yes,yes,no,4,1,3,1,3,4,2,8,9,8,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,R,LE3,T,3,1,other,other,reputation,father,2,4,0,no,yes,no,no,no,yes,yes,no,4,4,2,2,3,3,12,16,16,16,Maths,Good,Mostly Regular,Good,Good
GP,M,16,U,GT3,T,3,1,other,other,reputation,father,2,4,0,no,yes,yes,no,yes,yes,yes,no,4,3,2,1,1,5,0,13,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,M,15,U,GT3,T,4,2,other,other,course,mother,1,4,0,no,no,no,no,yes,yes,yes,no,3,3,3,1,1,3,0,10,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,R,GT3,T,1,1,other,other,reputation,mother,1,2,2,yes,yes,no,no,no,yes,yes,yes,3,3,4,2,4,5,2,8,6,5,Maths,Failure,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,3,1,other,other,reputation,mother,1,1,0,no,no,no,yes,yes,yes,no,no,5,3,2,2,2,5,2,12,12,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,3,3,other,services,home,mother,1,2,0,yes,yes,yes,yes,yes,yes,yes,no,4,3,3,2,4,5,54,11,12,11,Maths,Satisfactory,Irregular,Satisfactory,Satisfactory
GP,M,15,U,GT3,T,4,3,teacher,other,home,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,4,3,3,2,3,5,6,9,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,15,U,GT3,T,4,0,teacher,other,course,mother,2,4,0,no,no,no,yes,yes,yes,yes,no,3,4,3,1,1,1,8,11,11,10,Maths,Poor,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,2,2,other,other,reputation,mother,1,4,0,no,no,yes,no,yes,yes,yes,yes,5,2,3,1,3,3,0,11,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,2,1,other,other,home,mother,2,1,3,yes,yes,no,yes,yes,no,yes,no,4,5,1,1,1,3,2,8,8,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,3,4,at_home,other,course,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,2,4,3,1,2,3,12,5,5,5,Maths,Failure,Mostly Regular,Failure,Failure
GP,M,15,U,GT3,T,2,3,other,services,course,father,1,1,0,yes,yes,yes,yes,no,yes,yes,yes,3,2,2,1,3,3,2,10,12,12,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,GT3,T,2,3,other,other,home,mother,1,3,0,yes,no,yes,no,no,yes,yes,no,5,3,2,1,2,5,4,11,10,11,Maths,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,15,U,LE3,T,3,2,services,other,reputation,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,4,4,1,1,5,10,7,6,6,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,15,U,LE3,T,2,2,services,services,home,mother,2,2,0,no,no,yes,yes,yes,yes,yes,no,5,3,3,1,3,4,4,15,15,15,Maths,Good,Always Regular,Good,Good
GP,F,15,U,GT3,T,1,1,other,other,home,father,1,2,0,no,yes,no,yes,no,yes,yes,no,4,3,2,2,3,4,2,9,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,U,GT3,T,4,4,services,services,reputation,father,2,2,2,no,no,yes,no,yes,yes,yes,yes,4,4,4,2,3,5,6,7,9,8,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,LE3,T,2,2,at_home,other,course,mother,1,2,0,no,yes,no,no,yes,yes,no,no,4,3,4,1,2,2,4,8,7,6,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,U,GT3,T,4,2,other,other,reputation,mother,1,3,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,3,1,4,13,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,2,2,services,other,reputation,father,2,2,1,no,no,yes,yes,no,yes,yes,no,4,4,2,1,1,3,12,11,10,10,Maths,Poor,Mostly Regular,Satisfactory,Poor
GP,M,16,U,LE3,A,4,4,teacher,health,reputation,mother,1,2,0,no,yes,no,no,yes,yes,no,no,4,1,3,3,5,5,18,8,6,7,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,16,U,GT3,T,3,3,other,other,home,mother,1,3,0,no,yes,yes,no,yes,yes,yes,yes,4,3,3,1,3,4,0,7,7,8,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,U,GT3,T,4,3,services,other,reputation,mother,1,1,0,no,no,yes,yes,yes,yes,yes,no,4,5,5,1,3,1,4,16,17,18,Maths,Excellent,Always Regular,Good,Good
GP,F,16,U,LE3,T,3,1,other,other,home,father,1,2,0,yes,yes,no,no,yes,yes,no,no,3,3,3,2,3,2,4,7,6,6,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,2,teacher,services,home,mother,2,2,0,no,yes,yes,yes,yes,yes,yes,no,5,3,3,1,1,1,0,11,10,10,Maths,Poor,Always Regular,Satisfactory,Poor
GP,M,15,U,LE3,T,2,2,services,health,reputation,mother,1,4,0,no,yes,no,yes,yes,yes,yes,no,4,3,4,1,1,4,6,11,13,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,1,1,at_home,other,home,mother,2,4,1,yes,yes,yes,yes,yes,yes,yes,no,3,1,2,1,1,1,2,7,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,R,GT3,T,4,3,services,other,reputation,mother,2,1,0,yes,yes,no,yes,no,yes,yes,no,3,3,3,1,1,4,2,11,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,F,16,U,GT3,T,2,1,other,other,course,mother,1,2,0,no,yes,yes,no,yes,yes,no,yes,4,3,5,1,1,5,2,8,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,4,other,other,reputation,mother,1,1,0,no,no,no,yes,no,yes,yes,no,5,3,4,1,2,1,6,11,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,3,other,at_home,course,mother,1,3,0,yes,yes,yes,no,yes,yes,yes,no,5,3,5,1,1,3,0,7,9,8,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,4,4,services,services,other,mother,1,1,0,yes,yes,yes,yes,yes,yes,yes,no,4,5,5,5,5,4,14,7,7,5,Maths,Failure,Mostly Regular,Poor,Poor
GP,M,16,U,GT3,T,4,4,services,teacher,other,father,1,3,0,no,yes,no,yes,yes,yes,yes,yes,4,4,3,1,1,4,0,16,17,17,Maths,Good,Always Regular,Good,Good
GP,M,15,U,GT3,T,4,4,services,other,course,mother,1,1,0,no,yes,no,yes,no,yes,yes,no,5,3,3,1,1,5,4,10,13,14,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,15,U,GT3,T,3,2,services,other,home,mother,2,2,0,yes,yes,yes,no,yes,yes,yes,no,4,3,5,1,1,2,26,7,6,6,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,15,U,GT3,A,3,4,services,other,course,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,5,4,4,1,1,1,0,16,18,18,Maths,Excellent,Always Regular,Good,Excellent
GP,F,15,U,GT3,A,3,3,other,health,reputation,father,1,4,0,yes,no,no,no,yes,yes,no,no,4,3,3,1,1,4,10,10,11,11,Maths,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,F,15,U,GT3,T,2,2,other,other,course,mother,1,4,0,yes,yes,yes,no,yes,yes,yes,no,5,1,2,1,1,3,8,7,8,8,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,3,3,services,other,home,father,1,3,0,no,yes,no,yes,yes,yes,yes,no,5,3,3,1,1,5,2,16,18,18,Maths,Excellent,Always Regular,Good,Excellent
GP,M,15,R,GT3,T,4,4,other,other,home,father,4,4,0,no,yes,yes,yes,yes,yes,yes,yes,1,3,5,3,5,1,6,10,13,13,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,16,U,LE3,T,4,4,health,health,other,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,yes,5,4,5,1,1,4,4,14,15,16,Maths,Good,Always Regular,Satisfactory,Good
GP,M,15,U,LE3,A,4,4,teacher,teacher,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,5,5,3,1,1,4,6,18,19,19,Maths,Excellent,Always Regular,Excellent,Excellent
GP,F,16,R,GT3,T,3,3,services,other,reputation,father,1,3,1,yes,yes,no,yes,yes,yes,yes,no,4,1,2,1,1,2,0,7,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,2,2,at_home,other,home,mother,1,2,1,yes,no,no,yes,yes,yes,yes,no,3,1,2,1,1,5,6,10,13,13,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,15,U,LE3,T,4,2,teacher,other,course,mother,1,1,0,no,no,no,no,yes,yes,yes,no,3,5,2,1,1,3,10,18,19,19,Maths,Excellent,Mostly Regular,Excellent,Excellent
GP,M,15,R,GT3,T,2,1,health,services,reputation,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,5,4,2,1,1,5,8,9,9,9,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,4,4,teacher,teacher,course,father,1,2,0,no,yes,no,yes,yes,yes,yes,no,5,4,4,1,2,5,2,15,15,16,Maths,Good,Always Regular,Good,Good
GP,M,15,U,GT3,T,4,4,other,teacher,reputation,father,2,2,0,no,yes,no,yes,yes,yes,no,no,4,4,3,1,1,2,2,11,13,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,3,3,other,services,home,father,2,1,0,no,no,no,yes,yes,yes,yes,no,5,4,2,1,1,5,0,13,14,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,1,3,other,other,course,father,3,2,1,no,yes,no,yes,yes,yes,yes,no,5,2,4,1,4,5,20,9,7,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,15,U,GT3,T,3,4,other,other,reputation,father,1,1,0,no,no,no,no,yes,yes,yes,no,3,4,3,1,2,4,6,14,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,1,2,at_home,services,course,mother,1,2,0,no,no,no,no,no,yes,yes,no,3,2,3,1,2,1,2,16,15,15,Maths,Good,Always Regular,Good,Good
GP,M,15,U,GT3,T,2,2,services,services,home,father,1,4,0,no,yes,yes,yes,yes,yes,yes,no,5,5,4,1,2,5,6,16,14,15,Maths,Good,Always Regular,Good,Satisfactory
GP,F,16,U,LE3,T,2,4,other,health,course,father,2,2,0,no,yes,yes,yes,yes,yes,yes,yes,4,2,2,1,2,5,2,13,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,4,4,health,other,course,mother,1,1,0,no,yes,no,yes,yes,yes,yes,no,3,4,4,1,4,5,18,14,11,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,2,2,other,other,home,mother,1,2,0,no,no,yes,no,yes,yes,yes,yes,5,4,4,1,1,5,0,8,7,8,Maths,Poor,Always Regular,Poor,Poor
GP,M,15,U,GT3,T,3,4,services,services,home,father,1,1,0,yes,no,no,no,yes,yes,yes,no,5,5,5,3,2,5,0,13,13,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,LE3,A,3,4,other,other,home,mother,1,2,0,yes,no,no,yes,yes,yes,yes,yes,5,3,2,1,1,1,0,7,10,11,Maths,Satisfactory,Always Regular,Poor,Poor
GP,F,19,U,GT3,T,0,1,at_home,other,course,other,1,2,3,no,yes,no,no,no,no,no,no,3,4,2,1,1,5,2,7,8,9,Maths,Poor,Always Regular,Poor,Poor
GP,M,18,R,GT3,T,2,2,services,other,reputation,mother,1,1,2,no,yes,no,yes,yes,yes,yes,no,3,3,3,1,2,4,0,7,4,0,Maths,Failure,Always Regular,Poor,Failure
GP,M,16,R,GT3,T,4,4,teacher,teacher,course,mother,1,1,0,no,no,yes,yes,yes,yes,yes,no,3,5,5,2,5,4,8,18,18,18,Maths,Excellent,Always Regular,Excellent,Excellent
GP,F,15,R,GT3,T,3,4,services,teacher,course,father,2,3,2,no,yes,no,no,yes,yes,yes,yes,4,2,2,2,2,5,0,12,0,0,Maths,Failure,Always Regular,Satisfactory,Failure
GP,F,15,U,GT3,T,1,1,at_home,other,course,mother,3,1,0,no,yes,no,yes,no,yes,yes,yes,4,3,3,1,2,4,0,8,0,0,Maths,Failure,Always Regular,Poor,Failure
GP,F,17,U,LE3,T,2,2,other,other,course,father,1,1,0,no,yes,no,no,yes,yes,yes,yes,3,4,4,1,3,5,12,10,13,12,Maths,Satisfactory,Mostly Regular,Poor,Satisfactory
GP,F,16,U,GT3,A,3,4,services,other,course,father,1,1,0,no,no,no,no,yes,yes,yes,no,3,2,1,1,4,5,16,12,11,11,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,15,R,GT3,T,3,4,at_home,teacher,course,mother,4,2,0,no,yes,no,no,yes,yes,no,yes,5,3,3,1,1,5,0,9,0,0,Maths,Failure,Always Regular,Poor,Failure
GP,F,15,U,GT3,T,4,4,services,at_home,course,mother,1,3,0,no,yes,no,yes,yes,yes,yes,yes,4,3,3,1,1,5,0,11,0,0,Maths,Failure,Always Regular,Satisfactory,Failure
GP,M,17,R,GT3,T,3,4,at_home,other,course,mother,3,2,0,no,no,no,no,yes,yes,no,no,5,4,5,2,4,5,0,10,0,0,Maths,Failure,Always Regular,Poor,Failure
GP,F,16,U,GT3,A,3,3,other,other,course,other,2,1,2,no,yes,no,yes,no,yes,yes,yes,4,3,2,1,1,5,0,4,0,0,Maths,Failure,Always Regular,Failure,Failure
GP,M,16,U,LE3,T,1,1,services,other,course,mother,1,2,1,no,no,no,no,yes,yes,no,yes,4,4,4,1,3,5,0,14,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,U,GT3,T,4,4,teacher,teacher,course,mother,2,1,0,no,no,no,yes,yes,yes,yes,no,4,3,2,1,1,5,0,16,16,15,Maths,Good,Always Regular,Good,Good
GP,M,15,U,GT3,T,4,3,teacher,services,course,father,2,4,0,yes,yes,no,no,yes,yes,yes,no,2,2,2,1,1,3,0,7,9,0,Maths,Failure,Always Regular,Poor,Poor
GP,M,16,U,LE3,T,2,2,services,services,reputation,father,2,1,2,no,yes,no,yes,yes,yes,yes,no,2,3,3,2,2,2,8,9,9,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,15,U,GT3,T,4,4,teacher,services,course,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,no,4,2,2,1,1,5,2,9,11,11,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,16,U,LE3,T,1,1,at_home,at_home,course,mother,1,1,0,no,no,no,no,yes,yes,yes,no,3,4,4,3,3,1,2,14,14,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,2,1,other,other,home,mother,1,1,3,no,yes,no,no,yes,yes,yes,no,5,4,5,1,2,5,0,5,0,0,Maths,Failure,Always Regular,Failure,Failure
GP,F,15,U,GT3,T,1,1,other,services,course,father,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,4,2,1,2,5,0,8,11,11,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,F,15,U,GT3,T,3,2,health,services,home,father,1,2,3,no,yes,no,no,yes,yes,yes,no,3,3,2,1,1,3,0,6,7,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,15,U,GT3,T,1,2,at_home,other,course,mother,1,2,0,no,yes,yes,no,no,yes,yes,no,4,3,2,1,1,5,2,10,11,11,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,16,U,GT3,T,4,4,teacher,teacher,course,mother,1,1,0,no,yes,no,no,yes,no,yes,yes,3,3,2,2,1,5,0,7,6,0,Maths,Failure,Always Regular,Poor,Poor
GP,M,15,U,LE3,A,2,1,services,other,course,mother,4,1,3,no,no,no,no,yes,yes,yes,no,4,5,5,2,5,5,0,8,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,18,U,LE3,T,1,1,other,other,course,mother,1,1,3,no,no,no,no,yes,no,yes,yes,2,3,5,2,5,4,0,6,5,0,Maths,Failure,Always Regular,Poor,Failure
GP,M,16,U,LE3,T,2,1,at_home,other,course,mother,1,1,1,no,no,no,yes,yes,yes,no,yes,4,4,4,3,5,5,6,12,13,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,15,R,GT3,T,3,3,services,services,reputation,other,2,3,2,no,yes,yes,yes,yes,yes,yes,yes,4,2,1,2,3,3,8,10,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,19,U,GT3,T,3,2,services,at_home,home,mother,1,1,3,no,yes,no,no,yes,no,yes,yes,4,5,4,1,1,4,0,5,0,0,Maths,Failure,Always Regular,Failure,Failure
GP,F,17,U,GT3,T,4,4,other,teacher,course,mother,1,1,0,yes,yes,no,no,yes,yes,no,yes,4,2,1,1,1,4,0,11,11,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,15,R,GT3,T,2,3,at_home,services,course,mother,1,2,0,yes,no,yes,yes,yes,yes,no,no,4,4,4,1,1,1,2,11,8,8,Maths,Poor,Always Regular,Satisfactory,Poor
GP,M,17,R,LE3,T,1,2,other,other,reputation,mother,1,1,0,no,no,no,no,yes,yes,no,no,2,2,2,3,3,5,8,16,12,13,Maths,Satisfactory,Always Regular,Good,Satisfactory
GP,F,18,R,GT3,T,1,1,at_home,other,course,mother,3,1,3,no,yes,no,yes,no,yes,no,no,5,2,5,1,5,4,6,9,8,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,R,GT3,T,2,2,at_home,other,course,mother,3,1,0,no,no,no,no,no,yes,no,no,4,2,2,1,2,3,2,17,15,15,Maths,Good,Always Regular,Good,Good
GP,M,16,U,GT3,T,3,3,other,services,course,father,1,2,1,no,yes,yes,no,yes,yes,yes,yes,4,5,5,4,4,5,4,10,12,12,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,17,R,LE3,T,2,1,at_home,other,course,mother,2,1,2,no,no,no,yes,yes,no,yes,yes,3,3,2,2,2,5,0,7,6,0,Maths,Failure,Always Regular,Poor,Poor
GP,M,15,R,GT3,T,3,2,other,other,course,mother,2,2,2,yes,yes,no,no,yes,yes,yes,yes,4,4,4,1,4,3,6,5,9,7,Maths,Poor,Always Regular,Failure,Poor
GP,M,16,U,LE3,T,1,2,other,other,course,mother,2,1,1,no,no,no,yes,yes,yes,no,no,4,4,4,2,4,5,0,7,0,0,Maths,Failure,Always Regular,Poor,Failure
GP,M,17,U,GT3,T,1,3,at_home,services,course,father,1,1,0,no,no,no,no,yes,no,yes,no,5,3,3,1,4,2,2,10,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,17,R,LE3,T,1,1,other,services,course,mother,4,2,3,no,no,no,yes,yes,no,no,yes,5,3,5,1,5,5,0,5,8,7,Maths,Poor,Always Regular,Failure,Poor
GP,M,16,U,GT3,T,3,2,services,services,course,mother,2,1,1,no,yes,no,yes,no,no,no,no,4,5,2,1,1,2,16,12,11,12,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,2,2,other,other,course,father,1,2,0,no,no,no,no,yes,no,yes,no,4,3,5,2,4,4,4,10,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,2,health,services,home,father,1,2,0,no,no,yes,no,yes,yes,yes,yes,4,2,3,1,1,3,0,14,15,16,Maths,Good,Always Regular,Satisfactory,Good
GP,F,16,U,GT3,T,2,2,other,other,home,mother,1,2,0,no,yes,yes,no,no,yes,yes,no,5,1,5,1,1,4,0,6,7,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,4,health,health,reputation,mother,1,2,0,no,yes,yes,no,yes,yes,yes,yes,4,4,2,1,1,3,0,14,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,3,4,other,other,course,father,3,1,2,no,yes,no,yes,no,yes,yes,no,3,4,5,2,4,2,0,6,5,0,Maths,Failure,Always Regular,Poor,Failure
GP,M,16,U,GT3,T,1,0,other,other,reputation,mother,2,2,0,no,yes,yes,yes,yes,yes,yes,yes,4,3,2,1,1,3,2,13,15,16,Maths,Good,Always Regular,Satisfactory,Good
GP,M,17,U,LE3,T,4,4,teacher,other,reputation,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,4,4,4,1,3,5,0,13,11,10,Maths,Poor,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,1,3,at_home,services,home,mother,1,2,3,no,no,no,yes,no,yes,yes,yes,4,3,5,1,1,3,0,8,7,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,16,U,LE3,T,3,3,other,other,reputation,mother,2,2,0,no,yes,yes,yes,yes,yes,yes,no,4,4,5,1,1,4,4,10,11,9,Maths,Poor,Always Regular,Poor,Satisfactory
GP,M,17,U,LE3,T,4,3,teacher,other,course,mother,2,2,0,no,no,yes,yes,yes,yes,yes,no,4,4,4,4,4,4,4,10,9,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,2,2,services,other,reputation,mother,2,2,0,no,no,yes,yes,no,yes,yes,no,3,4,4,1,4,5,2,13,13,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,3,3,other,other,reputation,father,1,2,0,no,no,no,yes,no,yes,yes,no,4,3,4,1,4,4,4,6,5,6,Maths,Poor,Always Regular,Poor,Failure
GP,M,16,R,GT3,T,4,2,teacher,services,other,mother,1,1,0,no,yes,no,yes,yes,yes,yes,yes,4,3,3,3,4,3,10,10,8,9,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,17,U,GT3,T,4,3,other,other,course,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,5,2,3,1,1,2,4,10,10,11,Maths,Satisfactory,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,4,3,teacher,other,home,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,3,4,3,2,3,3,10,9,8,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,16,U,GT3,T,3,3,services,other,home,mother,1,2,0,no,no,yes,yes,yes,yes,yes,yes,4,2,3,1,2,3,2,12,13,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,4,services,services,reputation,father,1,2,0,no,yes,no,yes,yes,yes,no,no,5,4,2,2,3,5,0,16,17,17,Maths,Good,Always Regular,Good,Good
GP,F,17,U,LE3,T,3,3,other,other,reputation,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,5,3,3,2,3,1,56,9,9,8,Maths,Poor,Irregular,Poor,Poor
GP,F,16,U,GT3,T,3,2,other,other,reputation,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,1,2,2,1,2,1,14,12,13,12,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,3,3,services,services,other,mother,1,2,0,no,yes,no,yes,yes,yes,yes,yes,4,3,4,2,3,4,12,12,12,11,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,16,U,GT3,T,1,2,services,services,other,mother,1,1,0,no,yes,yes,yes,yes,yes,yes,yes,3,3,3,1,2,3,2,11,12,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,T,2,1,other,other,course,mother,1,2,0,no,no,yes,yes,yes,yes,yes,yes,4,2,3,1,2,5,0,15,15,15,Maths,Good,Always Regular,Good,Good
GP,F,17,U,GT3,A,3,3,health,other,reputation,mother,1,2,0,no,yes,no,no,no,yes,yes,yes,3,3,3,1,3,3,6,8,7,9,Maths,Poor,Always Regular,Poor,Poor
GP,M,17,R,GT3,T,1,2,at_home,other,home,mother,1,2,0,no,no,no,no,yes,yes,no,no,3,1,3,1,5,3,4,8,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,2,3,services,services,course,mother,1,2,0,no,no,no,no,yes,yes,yes,no,4,3,3,1,1,2,10,11,12,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,1,1,at_home,services,course,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,5,3,3,1,1,3,0,8,8,9,Maths,Poor,Always Regular,Poor,Poor
GP,M,17,U,GT3,T,1,2,at_home,services,other,other,2,2,0,no,no,yes,yes,no,yes,yes,no,4,4,4,4,5,5,12,7,8,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,16,R,GT3,T,3,3,services,services,reputation,mother,1,1,0,no,yes,no,yes,yes,yes,yes,no,4,3,2,3,4,5,8,8,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,2,3,other,other,home,father,2,1,0,no,no,no,no,yes,yes,yes,no,5,3,3,1,1,3,0,13,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,LE3,T,2,4,services,services,course,father,1,2,0,no,no,no,yes,yes,yes,yes,yes,4,3,2,1,1,5,0,14,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,M,17,U,GT3,T,4,4,services,teacher,home,mother,1,1,0,no,no,no,no,yes,yes,yes,no,5,2,3,1,2,5,4,17,15,16,Maths,Good,Always Regular,Good,Good
GP,M,16,R,LE3,T,3,3,teacher,other,home,father,3,1,0,no,yes,yes,yes,yes,yes,yes,no,3,3,4,3,5,3,8,9,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,4,4,services,teacher,home,mother,2,1,1,no,yes,no,no,yes,yes,yes,no,4,2,4,2,3,2,24,18,18,18,Maths,Excellent,Mostly Regular,Excellent,Excellent
GP,F,16,U,LE3,T,4,4,teacher,teacher,reputation,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,5,2,1,2,3,0,9,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,3,health,other,home,mother,1,2,0,no,yes,no,yes,yes,yes,yes,no,4,3,5,1,5,2,2,16,16,16,Maths,Good,Always Regular,Good,Good
GP,F,16,U,GT3,T,2,3,other,other,reputation,mother,1,2,0,yes,yes,yes,yes,yes,yes,no,no,4,4,3,1,3,4,6,8,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,1,1,other,other,course,mother,1,2,0,no,yes,yes,no,no,yes,no,no,4,4,4,1,3,1,4,9,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,R,GT3,T,2,2,other,other,reputation,mother,1,1,0,no,yes,no,no,yes,yes,yes,no,5,3,2,1,2,3,18,7,6,6,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,16,R,GT3,T,2,2,services,services,reputation,mother,2,4,0,no,yes,yes,yes,no,yes,yes,no,5,3,5,1,1,5,6,10,10,11,Maths,Satisfactory,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,3,4,at_home,services,home,mother,1,3,1,no,yes,yes,no,yes,yes,yes,yes,4,4,3,3,4,5,28,10,9,9,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,16,U,GT3,A,3,1,services,other,course,mother,1,2,3,no,yes,yes,no,yes,yes,yes,no,2,3,3,2,2,4,5,7,7,7,Maths,Poor,Always Regular,Poor,Poor
GP,F,16,U,GT3,T,4,3,teacher,other,other,mother,1,2,0,no,no,yes,yes,yes,yes,yes,yes,1,3,2,1,1,1,10,11,12,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,1,1,at_home,other,home,mother,2,1,0,no,yes,yes,no,yes,yes,no,no,4,3,2,1,4,5,6,9,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,R,GT3,T,4,3,teacher,other,reputation,mother,2,3,0,no,yes,yes,yes,yes,yes,yes,yes,4,4,2,1,1,4,6,7,7,7,Maths,Poor,Always Regular,Poor,Poor
GP,F,19,U,GT3,T,3,3,other,other,reputation,other,1,4,0,no,yes,yes,yes,yes,yes,yes,no,4,3,3,1,2,3,10,8,8,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,17,U,LE3,T,4,4,services,other,home,mother,1,2,0,no,yes,yes,no,yes,yes,yes,yes,5,3,5,4,5,3,13,12,12,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,A,2,2,other,other,reputation,mother,1,2,0,yes,yes,yes,no,yes,yes,yes,no,3,3,4,1,1,4,0,12,13,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,2,2,services,other,home,mother,1,2,1,no,yes,yes,yes,yes,yes,yes,no,4,4,4,2,4,5,15,6,7,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,17,R,LE3,T,4,4,services,other,other,mother,1,1,0,no,yes,yes,no,yes,yes,no,no,5,2,1,1,2,3,12,8,10,10,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,17,U,LE3,T,3,2,other,other,reputation,mother,2,2,0,no,no,yes,no,yes,yes,yes,no,4,4,4,1,3,1,2,14,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,F,17,U,GT3,T,4,3,other,other,reputation,mother,1,2,2,no,no,yes,no,yes,yes,yes,yes,3,4,5,2,4,1,22,6,6,4,Maths,Failure,Mostly Regular,Poor,Poor
GP,M,18,U,LE3,T,3,3,services,health,home,father,1,2,1,no,yes,yes,no,yes,yes,yes,no,3,2,4,2,4,4,13,6,6,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,17,U,GT3,T,2,3,at_home,other,home,father,2,1,0,no,yes,yes,no,yes,yes,no,no,3,3,3,1,4,3,3,7,7,8,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,2,2,at_home,at_home,course,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,no,4,3,3,1,1,4,4,9,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,R,GT3,T,2,1,at_home,services,reputation,mother,2,2,0,no,yes,no,yes,yes,yes,yes,no,4,2,5,1,2,5,2,6,6,6,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,1,1,at_home,other,reputation,mother,1,3,1,no,yes,no,yes,yes,yes,no,yes,4,3,4,1,1,5,0,6,5,0,Maths,Failure,Always Regular,Poor,Failure
GP,F,16,U,GT3,T,2,3,services,teacher,other,mother,1,2,0,yes,no,no,no,yes,yes,yes,no,2,3,1,1,1,3,2,16,16,17,Maths,Good,Always Regular,Good,Good
GP,M,18,U,GT3,T,2,2,other,other,home,mother,2,2,0,no,yes,yes,no,yes,yes,yes,no,3,3,3,5,5,4,0,12,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,4,4,teacher,services,home,mother,1,3,0,no,yes,no,yes,no,yes,yes,no,5,3,2,1,1,5,0,13,13,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,R,GT3,T,3,1,other,other,reputation,mother,1,2,1,no,no,no,yes,yes,yes,yes,yes,5,3,3,1,1,4,16,9,8,7,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,17,U,GT3,T,3,2,other,other,course,mother,1,2,0,no,no,no,yes,no,yes,yes,no,5,3,4,1,3,3,10,16,15,15,Maths,Good,Mostly Regular,Good,Good
GP,M,17,U,LE3,T,2,3,services,services,reputation,father,1,2,0,no,yes,yes,no,no,yes,yes,no,5,3,3,1,3,3,2,12,11,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,LE3,T,2,1,at_home,other,course,mother,4,2,0,yes,yes,yes,yes,yes,yes,yes,yes,4,3,2,4,5,3,14,10,8,9,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,17,U,GT3,A,2,1,other,other,course,mother,2,3,0,no,no,no,yes,yes,yes,yes,yes,3,2,3,1,2,3,10,12,10,12,Maths,Satisfactory,Mostly Regular,Satisfactory,Poor
GP,F,17,U,LE3,T,4,3,health,other,reputation,father,1,2,0,no,no,no,yes,yes,yes,yes,yes,3,2,3,1,2,3,14,13,13,14,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,2,2,other,other,course,father,2,2,0,no,yes,yes,yes,yes,yes,yes,no,4,5,2,1,1,1,4,11,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,4,4,teacher,teacher,reputation,mother,1,2,0,yes,yes,no,yes,yes,yes,yes,yes,4,5,5,1,3,2,14,11,9,9,Maths,Poor,Mostly Regular,Satisfactory,Poor
GP,M,16,U,GT3,T,4,4,health,other,reputation,father,1,2,0,no,yes,yes,yes,yes,yes,yes,no,4,2,4,2,4,1,2,14,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,16,U,LE3,T,1,1,other,other,home,mother,2,2,0,no,yes,yes,no,yes,yes,yes,no,3,4,2,1,1,5,18,9,7,6,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,16,U,GT3,T,3,2,at_home,other,reputation,mother,2,3,0,no,no,no,yes,yes,yes,yes,yes,5,3,3,1,3,2,10,11,9,10,Maths,Poor,Mostly Regular,Satisfactory,Poor
GP,M,17,U,LE3,T,2,2,other,other,home,father,1,2,0,no,no,yes,yes,no,yes,yes,yes,4,4,2,5,5,4,4,14,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,16,U,GT3,T,2,1,other,other,home,mother,1,1,0,no,no,no,no,yes,yes,yes,yes,4,5,2,1,1,5,20,13,12,12,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,17,R,GT3,T,2,1,at_home,services,course,mother,3,2,0,no,no,no,yes,yes,yes,no,no,2,1,1,1,1,3,2,13,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,2,2,other,services,reputation,father,1,2,1,no,no,no,no,yes,no,yes,no,5,5,4,3,5,2,0,7,7,0,Maths,Failure,Always Regular,Poor,Poor
GP,M,17,U,LE3,T,4,3,health,other,course,mother,2,2,0,no,no,no,yes,yes,yes,yes,yes,2,5,5,1,4,5,14,12,12,12,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,17,R,LE3,A,4,4,teacher,other,course,mother,2,2,0,no,yes,yes,no,yes,yes,yes,no,3,3,3,2,3,4,2,10,11,12,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,16,U,LE3,T,4,3,teacher,other,course,mother,1,1,0,no,no,no,yes,no,yes,yes,no,5,4,5,1,1,3,0,6,0,0,Maths,Failure,Always Regular,Poor,Failure
GP,M,16,U,GT3,T,4,4,services,services,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,5,3,2,1,2,5,0,13,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,2,1,other,other,course,other,2,3,0,no,yes,yes,no,no,yes,yes,yes,4,4,4,1,1,3,0,7,0,0,Maths,Failure,Always Regular,Poor,Failure
GP,M,16,U,GT3,T,2,1,other,other,course,mother,3,1,0,no,no,no,no,yes,yes,yes,no,4,3,3,1,1,4,6,18,18,18,Maths,Excellent,Always Regular,Excellent,Excellent
GP,M,17,U,GT3,T,2,3,other,other,course,father,2,1,0,no,no,no,no,yes,yes,yes,no,5,2,2,1,1,2,4,12,12,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,22,U,GT3,T,3,1,services,services,other,mother,1,1,3,no,no,no,no,no,no,yes,yes,5,4,5,5,5,1,16,6,8,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,18,R,LE3,T,3,3,other,services,course,mother,1,2,1,no,yes,no,no,yes,yes,yes,yes,4,3,3,1,3,5,8,3,5,5,Maths,Failure,Always Regular,Failure,Failure
GP,M,16,U,GT3,T,0,2,other,other,other,mother,1,1,0,no,no,yes,no,no,yes,yes,no,4,3,2,2,4,5,0,13,15,15,Maths,Good,Always Regular,Satisfactory,Good
GP,M,18,U,GT3,T,3,2,services,other,course,mother,2,1,1,no,no,no,no,yes,no,yes,no,4,4,5,2,4,5,0,6,8,8,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,U,GT3,T,3,3,at_home,other,reputation,other,3,2,0,yes,yes,no,no,no,yes,yes,no,5,3,3,1,3,2,6,7,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,M,18,U,GT3,T,2,1,services,services,other,mother,1,1,1,no,no,no,no,no,no,yes,no,3,2,5,2,5,5,4,6,9,8,Maths,Poor,Always Regular,Poor,Poor
GP,M,16,R,GT3,T,2,1,other,other,course,mother,2,1,0,no,no,no,yes,no,yes,no,no,3,3,2,1,3,3,0,8,9,8,Maths,Poor,Always Regular,Poor,Poor
GP,M,17,R,GT3,T,2,1,other,other,course,mother,1,1,0,no,no,no,no,no,yes,yes,no,4,4,2,2,4,5,0,8,12,12,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,17,U,LE3,T,1,1,health,other,course,mother,2,1,1,no,yes,no,yes,yes,yes,yes,no,4,4,4,1,2,5,2,7,9,8,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,LE3,T,4,2,teacher,services,reputation,mother,1,4,0,no,yes,yes,yes,yes,yes,yes,no,4,2,3,1,1,4,6,14,12,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,19,U,LE3,A,4,3,services,at_home,reputation,mother,1,2,0,no,yes,no,no,yes,yes,yes,no,4,3,1,1,1,1,12,11,11,11,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,2,1,other,other,home,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,5,2,4,1,2,4,8,15,14,14,Maths,Satisfactory,Always Regular,Good,Satisfactory
GP,F,17,U,LE3,T,2,2,services,services,course,father,1,4,0,no,no,yes,yes,yes,yes,yes,yes,3,4,1,1,1,2,0,10,9,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,18,U,GT3,T,4,3,services,other,home,father,1,2,0,no,yes,yes,no,yes,yes,yes,yes,3,1,2,1,3,2,21,17,18,18,Maths,Excellent,Mostly Regular,Good,Excellent
GP,M,18,U,GT3,T,4,3,teacher,other,course,mother,1,2,0,no,yes,yes,no,no,yes,yes,no,4,3,2,1,1,3,2,8,8,8,Maths,Poor,Always Regular,Poor,Poor
GP,M,18,R,GT3,T,3,2,other,other,course,mother,1,3,0,no,no,no,yes,no,yes,no,no,5,3,2,1,1,3,1,13,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,3,3,other,other,home,mother,1,3,0,no,no,no,yes,no,yes,no,no,3,2,3,1,1,4,4,10,9,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,18,U,GT3,T,2,2,at_home,services,home,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,yes,4,3,3,1,1,3,0,9,10,0,Maths,Failure,Always Regular,Poor,Poor
GP,M,18,R,LE3,A,3,4,other,other,reputation,mother,2,2,0,no,yes,yes,yes,yes,yes,yes,no,4,2,5,3,4,1,13,17,17,17,Maths,Good,Mostly Regular,Good,Good
GP,M,17,U,GT3,T,3,1,services,other,other,mother,1,2,0,no,no,yes,yes,yes,yes,yes,yes,5,4,4,3,4,5,2,9,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,18,R,GT3,T,4,4,teacher,other,reputation,mother,2,2,0,no,no,yes,yes,yes,yes,yes,no,4,3,4,2,2,4,8,12,10,11,Maths,Satisfactory,Always Regular,Satisfactory,Poor
GP,M,18,U,GT3,T,4,2,health,other,reputation,father,1,2,0,no,yes,yes,yes,yes,yes,yes,yes,5,4,5,1,3,5,10,10,9,10,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,18,R,GT3,T,2,1,other,other,reputation,mother,2,2,0,no,yes,no,no,yes,no,yes,yes,4,3,5,1,2,3,0,6,0,0,Maths,Failure,Always Regular,Poor,Failure
GP,F,19,U,GT3,T,3,3,other,services,home,other,1,2,2,no,yes,yes,yes,yes,yes,yes,no,4,3,5,3,3,5,15,9,9,9,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,18,U,GT3,T,2,3,other,services,reputation,father,1,4,0,no,yes,yes,yes,yes,yes,yes,yes,4,5,5,1,3,2,4,15,14,14,Maths,Satisfactory,Always Regular,Good,Satisfactory
GP,F,18,U,LE3,T,1,1,other,other,home,mother,2,2,0,no,yes,yes,no,no,yes,no,no,4,4,3,1,1,3,2,11,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,R,GT3,T,1,2,at_home,at_home,home,mother,1,2,0,no,yes,yes,yes,no,yes,no,yes,3,5,2,2,2,1,2,15,14,14,Maths,Satisfactory,Always Regular,Good,Satisfactory
GP,F,17,U,GT3,T,2,4,at_home,health,reputation,mother,2,2,0,no,yes,yes,no,yes,yes,yes,yes,4,3,3,1,1,1,2,10,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,LE3,T,2,2,services,other,course,mother,2,2,0,yes,yes,yes,no,yes,yes,yes,yes,4,4,4,2,3,5,6,12,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,R,GT3,A,3,2,other,services,home,mother,2,2,0,no,no,no,no,no,no,yes,yes,4,1,1,1,1,5,75,10,9,9,Maths,Poor,Irregular,Poor,Poor
GP,M,18,U,GT3,T,4,4,teacher,services,home,mother,2,1,0,no,no,yes,yes,yes,yes,yes,no,3,2,4,1,4,3,22,9,9,9,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,18,U,GT3,T,4,4,health,health,reputation,father,1,2,1,yes,yes,no,yes,yes,yes,yes,yes,2,4,4,1,1,4,15,9,8,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,M,18,U,LE3,T,4,3,teacher,services,course,mother,2,1,0,no,no,yes,yes,yes,yes,yes,no,4,2,3,1,2,1,8,10,11,10,Maths,Poor,Always Regular,Poor,Satisfactory
GP,M,17,U,LE3,A,4,1,services,other,home,mother,2,1,0,no,no,yes,yes,yes,yes,yes,yes,4,5,4,2,4,5,30,8,8,8,Maths,Poor,Regular,Poor,Poor
GP,M,17,U,LE3,A,3,2,teacher,services,home,mother,1,1,1,no,no,no,no,yes,yes,yes,no,4,4,4,3,4,3,19,11,9,10,Maths,Poor,Mostly Regular,Satisfactory,Poor
GP,F,18,R,LE3,T,1,1,at_home,other,reputation,mother,2,4,0,no,yes,yes,yes,yes,yes,no,no,5,2,2,1,1,3,1,12,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,1,1,other,other,home,mother,2,2,0,yes,no,no,yes,yes,yes,yes,no,5,4,4,1,1,4,4,8,9,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,2,2,other,other,course,mother,1,2,0,no,yes,no,no,no,yes,yes,no,5,4,5,1,2,5,4,10,9,11,Maths,Satisfactory,Always Regular,Poor,Poor
GP,M,17,U,GT3,T,1,1,other,other,reputation,father,1,2,0,no,no,yes,no,no,yes,yes,no,4,3,3,1,2,4,2,12,10,11,Maths,Satisfactory,Always Regular,Satisfactory,Poor
GP,F,18,U,GT3,T,2,2,at_home,at_home,other,mother,1,3,0,no,yes,yes,no,yes,yes,yes,no,4,3,3,1,2,2,5,18,18,19,Maths,Excellent,Always Regular,Excellent,Excellent
GP,F,17,U,GT3,T,1,1,services,teacher,reputation,mother,1,3,0,no,yes,yes,no,yes,yes,yes,no,4,3,3,1,1,3,6,13,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,2,1,services,services,reputation,mother,1,3,0,no,no,yes,yes,yes,yes,yes,no,4,2,4,1,3,2,6,15,14,14,Maths,Satisfactory,Always Regular,Good,Satisfactory
GP,M,18,U,LE3,A,4,4,teacher,teacher,reputation,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,no,5,4,3,1,1,2,9,15,13,15,Maths,Good,Always Regular,Good,Satisfactory
GP,M,18,U,GT3,T,4,2,teacher,other,home,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,yes,4,3,2,1,4,5,11,12,11,11,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,4,3,health,services,reputation,mother,1,3,0,no,yes,yes,no,yes,yes,yes,no,4,2,2,1,2,3,0,15,15,15,Maths,Good,Always Regular,Good,Good
GP,F,18,U,LE3,T,2,1,services,at_home,reputation,mother,1,2,1,no,no,no,no,yes,yes,yes,yes,5,4,3,1,1,5,12,12,12,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,17,R,LE3,T,3,1,services,other,reputation,mother,2,4,0,no,yes,yes,no,yes,yes,no,no,3,1,2,1,1,3,6,18,18,18,Maths,Excellent,Always Regular,Excellent,Excellent
GP,M,18,R,LE3,T,3,2,services,other,reputation,mother,2,3,0,no,yes,yes,yes,yes,yes,yes,no,5,4,2,1,1,4,8,14,13,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,17,U,GT3,T,3,3,health,other,home,mother,1,1,0,no,yes,yes,no,yes,yes,yes,no,4,4,3,1,3,5,4,14,12,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,19,U,GT3,T,4,4,health,other,reputation,other,2,2,0,no,yes,yes,yes,yes,yes,yes,no,2,3,4,2,3,2,0,10,9,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,18,U,LE3,T,4,3,other,other,home,other,2,2,0,no,yes,yes,no,yes,yes,yes,yes,4,4,5,1,2,2,10,10,8,8,Maths,Poor,Mostly Regular,Poor,Poor
GP,F,18,U,GT3,T,4,3,other,other,reputation,father,1,4,0,no,yes,yes,no,yes,yes,yes,no,4,3,3,1,1,3,0,14,13,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,LE3,T,4,4,teacher,teacher,home,mother,1,1,0,no,yes,yes,no,yes,yes,yes,yes,1,4,2,2,2,1,5,16,15,16,Maths,Good,Always Regular,Good,Good
GP,F,18,U,LE3,A,4,4,health,other,home,mother,1,2,0,no,yes,no,no,yes,yes,yes,yes,4,2,4,1,1,4,14,12,10,11,Maths,Satisfactory,Mostly Regular,Satisfactory,Poor
GP,M,17,U,LE3,T,4,4,other,teacher,home,father,2,1,0,no,no,yes,no,yes,yes,yes,no,4,1,1,2,2,5,0,11,11,10,Maths,Poor,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,4,2,other,other,reputation,mother,2,3,0,no,yes,yes,no,yes,yes,yes,no,4,3,3,1,1,3,0,15,12,14,Maths,Satisfactory,Always Regular,Good,Satisfactory
GP,F,17,U,GT3,T,3,2,health,health,reputation,father,1,4,0,no,yes,yes,yes,no,yes,yes,no,5,2,2,1,2,5,0,17,17,18,Maths,Excellent,Always Regular,Good,Good
GP,M,19,U,GT3,T,3,3,other,other,home,other,1,2,1,no,yes,no,yes,yes,yes,yes,yes,4,4,4,1,1,3,20,15,14,13,Maths,Satisfactory,Mostly Regular,Good,Satisfactory
GP,F,18,U,GT3,T,2,4,services,at_home,reputation,other,1,2,1,no,yes,yes,yes,yes,yes,yes,no,4,4,3,1,1,3,8,14,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,20,U,GT3,A,3,2,services,other,course,other,1,1,0,no,no,no,yes,yes,yes,no,no,5,5,3,1,1,5,0,17,18,18,Maths,Excellent,Always Regular,Good,Excellent
GP,M,19,U,GT3,T,4,4,teacher,services,reputation,other,2,1,1,no,yes,yes,no,yes,yes,yes,yes,4,3,4,1,1,4,38,8,9,8,Maths,Poor,Regular,Poor,Poor
GP,M,19,R,GT3,T,3,3,other,services,reputation,father,1,2,1,no,no,no,yes,yes,yes,no,yes,4,5,3,1,2,5,0,15,12,12,Maths,Satisfactory,Always Regular,Good,Satisfactory
GP,F,19,U,LE3,T,1,1,at_home,other,reputation,other,1,2,1,yes,yes,no,yes,no,yes,yes,no,4,4,3,1,3,3,18,12,10,10,Maths,Poor,Mostly Regular,Satisfactory,Poor
GP,F,19,U,LE3,T,1,2,services,services,home,other,1,2,1,no,no,no,yes,no,yes,no,yes,4,2,4,2,2,3,0,9,9,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,19,U,GT3,T,2,1,at_home,other,other,other,3,2,0,no,yes,no,no,yes,no,yes,yes,3,4,1,1,1,2,20,14,12,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,M,19,U,GT3,T,1,2,other,services,course,other,1,2,1,no,no,no,no,no,yes,yes,no,4,5,2,2,2,4,3,13,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,19,U,LE3,T,3,2,services,other,reputation,other,2,2,1,no,yes,yes,no,no,yes,yes,yes,4,2,2,1,2,1,22,13,10,11,Maths,Satisfactory,Mostly Regular,Satisfactory,Poor
GP,F,19,U,GT3,T,1,1,at_home,health,home,other,1,3,2,no,no,no,no,no,yes,yes,yes,4,1,2,1,1,3,14,15,13,13,Maths,Satisfactory,Mostly Regular,Good,Satisfactory
GP,F,19,R,GT3,T,2,3,other,other,reputation,other,1,3,1,no,no,no,no,yes,yes,yes,yes,4,1,2,1,1,3,40,13,11,11,Maths,Satisfactory,Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,2,1,services,other,course,mother,2,2,0,no,yes,yes,yes,yes,yes,yes,no,5,3,3,1,2,1,0,8,8,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,18,U,GT3,T,4,3,other,other,course,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,yes,4,3,4,1,1,5,9,9,10,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,R,GT3,T,3,4,at_home,services,course,father,1,3,0,no,yes,yes,yes,no,yes,yes,no,4,3,4,2,5,5,0,11,11,10,Maths,Poor,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,4,4,teacher,other,course,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,4,4,3,3,5,2,11,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,A,4,3,services,services,course,mother,1,2,0,no,yes,yes,no,yes,yes,yes,yes,5,2,2,1,2,5,23,13,13,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,2,2,other,other,course,mother,1,2,0,no,yes,no,no,yes,yes,no,yes,4,2,2,1,1,3,12,11,9,9,Maths,Poor,Mostly Regular,Satisfactory,Poor
GP,F,17,R,LE3,T,2,2,services,services,course,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,no,3,3,2,2,2,3,3,11,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,3,1,services,services,course,father,1,3,0,no,yes,no,no,no,yes,yes,no,3,4,3,2,3,5,1,12,14,15,Maths,Good,Always Regular,Satisfactory,Satisfactory
GP,F,17,U,LE3,T,0,2,at_home,at_home,home,father,2,3,0,no,no,no,no,yes,yes,yes,no,3,3,3,2,3,2,0,16,15,15,Maths,Good,Always Regular,Good,Good
GP,M,18,U,GT3,T,4,4,other,other,course,mother,1,3,0,no,no,no,yes,yes,yes,yes,no,4,3,3,2,2,3,3,9,12,11,Maths,Satisfactory,Always Regular,Poor,Satisfactory
GP,M,17,U,GT3,T,3,3,other,services,reputation,mother,1,1,0,no,no,no,yes,no,yes,yes,no,4,3,5,3,5,5,3,14,15,16,Maths,Good,Always Regular,Satisfactory,Good
GP,M,17,R,GT3,T,2,2,services,other,course,mother,4,1,0,no,yes,no,no,yes,yes,yes,no,4,4,5,5,5,4,8,11,10,10,Maths,Poor,Always Regular,Satisfactory,Poor
GP,F,17,U,GT3,T,4,4,teacher,services,course,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,no,5,4,4,1,3,4,7,10,9,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,4,4,teacher,teacher,course,mother,2,3,0,no,yes,yes,no,no,yes,yes,yes,4,3,3,1,2,4,4,14,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,LE3,T,2,2,other,other,course,mother,1,4,0,no,yes,no,yes,yes,yes,yes,no,4,5,5,2,4,5,2,9,8,8,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,R,GT3,T,2,4,at_home,other,course,father,1,3,0,no,yes,no,no,yes,yes,yes,yes,4,4,3,1,1,5,7,12,14,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,F,18,U,GT3,T,3,3,services,services,home,mother,1,2,0,no,no,no,yes,yes,yes,yes,no,5,3,4,1,1,4,0,7,0,0,Maths,Failure,Always Regular,Poor,Failure
GP,F,18,U,LE3,T,2,2,other,other,home,other,1,2,0,no,no,no,yes,no,yes,yes,yes,4,3,3,1,1,2,0,8,8,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,18,R,GT3,T,2,2,at_home,other,course,mother,2,4,0,no,no,no,yes,yes,yes,no,no,4,4,4,1,1,4,0,10,9,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,3,4,services,other,course,mother,1,3,0,no,no,no,no,yes,yes,yes,no,4,4,5,1,3,5,16,16,15,15,Maths,Good,Mostly Regular,Good,Good
GP,F,19,R,GT3,A,3,1,services,at_home,home,other,1,3,1,no,no,yes,no,yes,yes,no,no,5,4,3,1,2,5,12,14,13,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
GP,F,17,U,GT3,T,3,2,other,other,home,mother,1,2,0,no,yes,yes,no,yes,yes,yes,yes,4,3,2,2,3,2,0,7,8,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,18,U,LE3,T,3,3,services,services,home,mother,1,4,0,no,yes,no,no,yes,yes,yes,no,5,3,3,1,1,1,7,16,15,17,Maths,Good,Always Regular,Good,Good
GP,F,17,R,GT3,A,3,2,other,other,home,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,3,3,2,3,2,4,9,10,10,Maths,Poor,Always Regular,Poor,Poor
GP,F,19,U,GT3,T,2,1,services,services,home,other,1,3,1,no,no,yes,yes,yes,yes,yes,yes,4,3,4,1,3,3,4,11,12,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,U,GT3,T,4,4,teacher,services,home,father,1,2,1,no,yes,no,yes,yes,yes,yes,no,4,3,3,2,2,2,0,10,10,0,Maths,Failure,Always Regular,Poor,Poor
GP,M,18,U,LE3,T,3,4,services,other,home,mother,1,2,0,no,no,no,yes,yes,yes,yes,yes,4,3,3,1,3,5,11,16,15,15,Maths,Good,Mostly Regular,Good,Good
GP,F,17,U,GT3,A,2,2,at_home,at_home,home,father,1,2,1,no,yes,no,no,yes,yes,yes,yes,3,3,1,1,2,4,0,9,8,0,Maths,Failure,Always Regular,Poor,Poor
GP,F,18,U,GT3,T,2,3,at_home,other,course,mother,1,3,0,no,yes,no,no,yes,yes,yes,no,4,3,3,1,2,3,4,11,10,10,Maths,Poor,Always Regular,Satisfactory,Poor
GP,F,18,U,GT3,T,3,2,other,services,other,mother,1,3,0,no,no,no,no,yes,yes,yes,yes,5,4,3,2,3,1,7,13,13,14,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
GP,M,18,R,GT3,T,4,3,teacher,services,course,mother,1,3,0,no,no,no,no,yes,yes,yes,yes,5,3,2,1,2,4,9,16,15,16,Maths,Good,Always Regular,Good,Good
GP,M,18,U,GT3,T,4,3,teacher,other,course,mother,1,3,0,no,yes,yes,no,yes,yes,yes,yes,5,4,5,2,3,5,0,10,10,9,Maths,Poor,Always Regular,Poor,Poor
GP,F,17,U,GT3,T,4,3,health,other,reputation,mother,1,3,0,no,yes,yes,yes,yes,yes,yes,yes,4,4,3,1,3,4,0,13,15,15,Maths,Good,Always Regular,Satisfactory,Good
MS,M,18,R,GT3,T,3,2,other,other,course,mother,2,1,1,no,yes,no,no,no,yes,yes,no,2,5,5,5,5,5,10,11,13,13,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
MS,M,19,R,GT3,T,1,1,other,services,home,other,3,2,3,no,no,no,no,yes,yes,yes,no,5,4,4,3,3,2,8,8,7,8,Maths,Poor,Always Regular,Poor,Poor
MS,M,17,U,GT3,T,3,3,health,other,course,mother,2,2,0,no,yes,yes,no,yes,yes,yes,no,4,5,4,2,3,3,2,13,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,18,U,LE3,T,1,3,at_home,services,course,mother,1,1,1,no,no,no,no,yes,no,yes,yes,4,3,3,2,3,3,7,8,7,8,Maths,Poor,Always Regular,Poor,Poor
MS,M,19,R,GT3,T,1,1,other,other,home,other,3,1,1,no,yes,no,no,yes,yes,yes,no,4,4,4,3,3,5,4,8,8,8,Maths,Poor,Always Regular,Poor,Poor
MS,M,17,R,GT3,T,4,3,services,other,home,mother,2,2,0,no,yes,yes,yes,no,yes,yes,yes,4,5,5,1,3,2,4,13,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,GT3,T,3,3,services,services,course,father,1,2,0,no,yes,no,no,yes,yes,no,yes,5,3,4,1,1,5,0,10,9,9,Maths,Poor,Always Regular,Poor,Poor
MS,F,17,R,GT3,T,4,4,teacher,services,other,father,2,2,0,no,yes,yes,yes,yes,yes,yes,no,4,3,3,1,2,5,4,12,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,U,LE3,A,3,2,services,other,reputation,mother,2,2,0,no,no,no,no,yes,yes,no,yes,1,2,3,1,2,5,2,12,12,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,18,U,LE3,T,1,1,other,services,home,father,2,1,0,no,no,no,no,no,yes,yes,yes,3,3,2,1,2,3,4,10,10,10,Maths,Poor,Always Regular,Poor,Poor
MS,F,18,U,LE3,T,1,1,at_home,services,course,father,2,3,0,no,no,no,no,yes,yes,yes,no,5,3,2,1,1,4,0,18,16,16,Maths,Good,Always Regular,Excellent,Good
MS,F,18,R,LE3,A,1,4,at_home,other,course,mother,3,2,0,no,no,no,no,yes,yes,no,yes,4,3,4,1,4,5,0,13,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,18,R,LE3,T,1,1,at_home,other,other,mother,2,2,1,no,no,no,yes,no,no,no,no,4,4,3,2,3,5,2,13,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,18,U,GT3,T,3,3,services,services,other,mother,2,2,0,no,yes,no,no,yes,yes,yes,yes,4,3,2,1,3,3,0,11,11,10,Maths,Poor,Always Regular,Satisfactory,Satisfactory
MS,F,17,U,LE3,T,4,4,at_home,at_home,course,mother,1,2,0,no,yes,yes,yes,yes,yes,yes,yes,2,3,4,1,1,1,0,16,15,15,Maths,Good,Always Regular,Good,Good
MS,F,17,R,GT3,T,1,2,other,services,course,father,2,2,0,no,no,no,no,no,yes,no,no,3,2,2,1,2,3,0,12,11,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,M,18,R,GT3,T,1,3,at_home,other,course,mother,2,2,0,no,yes,yes,no,yes,yes,no,no,3,3,4,2,4,3,4,10,10,10,Maths,Poor,Always Regular,Poor,Poor
MS,M,18,U,LE3,T,4,4,teacher,services,other,mother,2,3,0,no,no,yes,no,yes,yes,yes,yes,4,2,2,2,2,5,0,13,13,13,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,R,GT3,T,1,1,other,services,reputation,mother,3,1,1,no,yes,yes,no,yes,yes,yes,yes,5,2,1,1,2,1,0,7,6,0,Maths,Failure,Always Regular,Poor,Poor
MS,F,18,U,GT3,T,2,3,at_home,services,course,father,2,1,0,no,yes,yes,no,yes,yes,yes,yes,5,2,3,1,2,4,0,11,10,10,Maths,Poor,Always Regular,Satisfactory,Poor
MS,F,18,R,GT3,T,4,4,other,teacher,other,father,3,2,0,no,yes,yes,no,no,yes,yes,yes,3,2,2,4,2,5,10,14,12,11,Maths,Satisfactory,Mostly Regular,Satisfactory,Satisfactory
MS,F,19,U,LE3,T,3,2,services,services,home,other,2,2,2,no,no,no,yes,yes,yes,no,yes,3,2,2,1,1,3,4,7,7,9,Maths,Poor,Always Regular,Poor,Poor
MS,M,18,R,LE3,T,1,2,at_home,services,other,father,3,1,0,no,yes,yes,yes,yes,no,yes,yes,4,3,3,2,3,3,3,14,12,12,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,U,GT3,T,2,2,other,at_home,home,mother,1,3,0,no,no,no,yes,yes,yes,no,yes,3,4,3,1,1,3,8,13,11,11,Maths,Satisfactory,Always Regular,Satisfactory,Satisfactory
MS,F,17,R,GT3,T,1,2,other,other,course,mother,1,1,0,no,no,no,yes,yes,yes,yes,no,3,5,5,1,3,1,14,6,5,5,Maths,Failure,Mostly Regular,Poor,Failure
MS,F,18,R,LE3,T,4,4,other,other,reputation,mother,2,3,0,no,no,no,no,yes,yes,yes,no,5,4,4,1,1,1,0,19,18,19,Maths,Excellent,Always Regular,Excellent,Excellent
MS,F,18,R,GT3,T,1,1,other,other,home,mother,4,3,0,no,no,no,no,yes,yes,yes,no,4,3,2,1,2,4,2,8,8,10,Maths,Poor,Always Regular,Poor,Poor
MS,F,20,U,GT3,T,4,2,health,other,course,other,2,3,2,no,yes,yes,no,no,yes,yes,yes,5,4,3,1,1,3,4,15,14,15,Maths,Good,Always Regular,Good,Satisfactory
MS,F,18,R,LE3,T,4,4,teacher,services,course,mother,1,2,0,no,no,yes,yes,yes,yes,yes,no,5,4,3,3,4,2,4,8,9,10,Maths,Poor,Always Regular,Poor,Poor
MS,F,18,U,GT3,T,3,3,other,other,home,mother,1,2,0,no,no,yes,no,yes,yes,yes,yes,4,1,3,1,2,1,0,15,15,15,Maths,Good,Always Regular,Good,Good
MS,F,17,R,GT3,T,3,1,at_home,other,reputation,mother,1,2,0,no,yes,yes,yes,no,yes,yes,no,4,5,4,2,3,1,17,10,10,10,Maths,Poor,Mostly Regular,Poor,Poor
MS,M,18,U,GT3,T,4,4,teacher,teacher,home,father,1,2,0,no,no,yes,yes,no,yes,yes,no,3,2,4,1,4,2,4,15,14,14,Maths,Satisfactory,Always Regular,Good,Satisfactory
MS,M,18,R,GT3,T,2,1,other,other,other,mother,2,1,0,no,no,no,yes,no,yes,yes,yes,4,4,3,1,3,5,5,7,6,7,Maths,Poor,Always Regular,Poor,Poor
MS,M,17,U,GT3,T,2,3,other,services,home,father,2,2,0,no,no,no,yes,yes,yes,yes,no,4,4,3,1,1,3,2,11,11,10,Maths,Poor,Always Regular,Satisfactory,Satisfactory
MS,M,19,R,GT3,T,1,1,other,services,other,mother,2,1,1,no,no,no,no,yes,yes,no,no,4,3,2,1,3,5,0,6,5,0,Maths,Failure,Always Regular,Poor,Failure
MS,M,18,R,GT3,T,4,2,other,other,home,father,2,1,1,no,no,yes,no,yes,yes,no,no,5,4,3,4,3,3,14,6,5,5,Maths,Failure,Mostly Regular,Poor,Failure
MS,F,18,R,GT3,T,2,2,at_home,other,other,mother,2,3,0,no,no,yes,no,yes,yes,no,no,5,3,3,1,3,4,2,10,9,10,Maths,Poor,Always Regular,Poor,Poor
MS,F,18,R,GT3,T,4,4,teacher,at_home,reputation,mother,3,1,0,no,yes,yes,yes,yes,yes,yes,yes,4,4,3,2,2,5,7,6,5,6,Maths,Poor,Always Regular,Poor,Failure
MS,F,19,R,GT3,T,2,3,services,other,course,mother,1,3,1,no,no,no,yes,no,yes,yes,no,5,4,2,1,2,5,0,7,5,0,Maths,Failure,Always Regular,Poor,Failure
MS,F,18,U,LE3,T,3,1,teacher,services,course,mother,1,2,0,no,yes,yes,no,yes,yes,yes,no,4,3,4,1,1,1,0,7,9,8,Maths,Poor,Always Regular,Poor,Poor
MS,F,18,U,GT3,T,1,1,other,other,course,mother,2,2,1,no,no,no,yes,yes,yes,no,no,1,1,1,1,1,5,0,6,5,0,Maths,Failure,Always Regular,Poor,Failure
MS,M,20,U,LE3,A,2,2,services,services,course,other,1,2,2,no,yes,yes,no,yes,yes,no,no,5,5,4,4,5,4,11,9,9,9,Maths,Poor,Mostly Regular,Poor,Poor
MS,M,17,U,LE3,T,3,1,services,services,course,mother,2,1,0,no,no,no,no,no,yes,yes,no,2,4,5,3,4,2,3,14,16,16,Maths,Good,Always Regular,Satisfactory,Good
MS,M,21,R,GT3,T,1,1,other,other,course,other,1,1,3,no,no,no,no,no,yes,no,no,5,5,3,3,3,3,3,10,8,7,Maths,Poor,Always Regular,Poor,Poor
MS,M,18,R,LE3,T,3,2,services,other,course,mother,3,1,0,no,no,no,no,no,yes,yes,no,4,4,1,3,4,5,0,11,12,10,Maths,Poor,Always Regular,Satisfactory,Satisfactory
MS,M,19,U,LE3,T,1,1,other,at_home,course,father,1,1,0,no,no,no,no,yes,yes,yes,no,3,2,3,3,3,5,5,8,9,9,Maths,Poor,Always Regular,Poor,Poor