@relation untitled
@attribute school string
@attribute sex string
@attribute age integer
@attribute address string
@attribute famsize string
@attribute Pstatus string
@attribute Medu integer
@attribute Fedu integer
@attribute Mjob string
@attribute Fjob string
@attribute reason string
@attribute guardian string
@attribute traveltime integer
@attribute studytime integer
@attribute failures integer
@attribute schoolsup string
@attribute famsup string
@attribute paid string
@attribute activities string
@attribute nursery string
@attribute higher string
@attribute internet string
@attribute romantic string
@attribute famrel integer
@attribute freetime integer
@attribute goout integer
@attribute Dalc integer
@attribute Walc integer
@attribute health integer
@attribute absences integer
@attribute G1 integer
@attribute G2 integer
@attribute G3 integer
@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',4,3,4,1,1,3,6,5,6,6
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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
'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