school
				 
			stringclasses 2
				values  | sex
				 
			stringclasses 2
				values  | age
				 
			int64 15 
			22 
			 | address
				 
			stringclasses 2
				values  | famsize
				 
			stringclasses 2
				values  | Pstatus
				 
			stringclasses 2
				values  | Medu
				 
			int64 0 
			4 
			 | Fedu
				 
			int64 0 
			4 
			 | Mjob
				 
			stringclasses 5
				values  | Fjob
				 
			stringclasses 5
				values  | reason
				 
			stringclasses 4
				values  | guardian
				 
			stringclasses 3
				values  | traveltime
				 
			int64 1 
			4 
			 | studytime
				 
			int64 1 
			4 
			 | failures
				 
			int64 0 
			3 
			 | schoolsup
				 
			stringclasses 2
				values  | famsup
				 
			stringclasses 2
				values  | paid
				 
			stringclasses 2
				values  | activities
				 
			stringclasses 2
				values  | nursery
				 
			stringclasses 2
				values  | higher
				 
			stringclasses 2
				values  | internet
				 
			stringclasses 2
				values  | romantic
				 
			stringclasses 2
				values  | famrel
				 
			int64 1 
			5 
			 | freetime
				 
			int64 1 
			5 
			 | goout
				 
			int64 1 
			5 
			 | Dalc
				 
			int64 1 
			5 
			 | Walc
				 
			int64 1 
			5 
			 | health
				 
			int64 1 
			5 
			 | absences
				 
			int64 0 
			75 
			 | G1
				 
			int64 0 
			19 
			 | G2
				 
			int64 0 
			19 
			 | G3
				 
			int64 0 
			20 
			 | 
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
	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 
							 | 
					
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