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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