@relation 'x' @attribute 'school' {'GP','MS'} @attribute 'sex' {'F','M'} @attribute 'age' numeric @attribute 'address' {'R','U'} @attribute 'famsize' {'GT3','LE3'} @attribute 'Pstatus' {'A','T'} @attribute 'Medu' numeric @attribute 'Fedu' numeric @attribute 'Mjob' {'at_home','health','other','services','teacher'} @attribute 'Fjob' {'at_home','health','other','services','teacher'} @attribute 'reason' {'course','home','other','reputation'} @attribute 'guardian' {'father','mother','other'} @attribute 'traveltime' numeric @attribute 'studytime' numeric @attribute 'failures' numeric @attribute 'schoolsup' {'no','yes'} @attribute 'famsup' {'no','yes'} @attribute 'paid' {'no','yes'} @attribute 'activities' {'no','yes'} @attribute 'nursery' {'no','yes'} @attribute 'higher' {'no','yes'} @attribute 'internet' {'no','yes'} @attribute 'romantic' {'no','yes'} @attribute 'famrel' numeric @attribute 'freetime' numeric @attribute 'goout' numeric @attribute 'Dalc' numeric @attribute 'Walc' numeric @attribute 'health' numeric @attribute 'absences' numeric @attribute 'G1' numeric @attribute 'G2' numeric @attribute 'G3' numeric @data "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 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"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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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 "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