School
stringclasses
2 values
Gender
stringclasses
2 values
Age
int64
15
22
Address
stringclasses
2 values
Family_Size
stringclasses
2 values
Parental_Status
stringclasses
2 values
Mother_Education
int64
0
4
Father_Education
int64
0
4
Mother_Job
stringclasses
5 values
Father_Job
stringclasses
5 values
Reason_for_Choosing_School
stringclasses
4 values
Guardian
stringclasses
3 values
Travel_Time
int64
1
4
Study_Time
int64
1
4
Number_of_Failures
int64
0
3
School_Support
stringclasses
2 values
Family_Support
stringclasses
2 values
Extra_Paid_Class
stringclasses
2 values
Extra_Curricular_Activities
stringclasses
2 values
Attended_Nursery
stringclasses
2 values
Wants_Higher_Education
stringclasses
2 values
Internet_Access
stringclasses
2 values
In_Relationship
stringclasses
2 values
Family_Relationship
int64
1
5
Free_Time
int64
1
5
Going_Out
int64
1
5
Weekend_Alcohol_Consumption
int64
1
5
Weekday_Alcohol_Consumption
int64
1
5
Health_Status
int64
1
5
Number_of_Absences
int64
0
32
Grade_1
int64
0
19
Grade_2
int64
0
19
Final_Grade
int64
0
19
Dropped_Out
bool
2 classes
GP
M
16
U
GT3
T
4
4
services
services
other
mother
1
1
0
yes
yes
no
yes
yes
yes
yes
no
4
5
5
5
5
4
12
9
9
8
true
GP
M
16
U
GT3
T
4
4
services
teacher
other
father
1
3
0
no
yes
no
yes
yes
yes
yes
yes
4
4
3
1
1
4
0
16
16
16
false
GP
M
15
U
GT3
T
4
4
services
other
course
mother
1
1
0
no
yes
yes
yes
no
yes
yes
no
5
3
3
1
1
5
2
12
13
12
false
GP
F
15
U
GT3
T
3
2
services
other
home
mother
2
2
0
yes
yes
no
no
yes
yes
yes
no
4
3
5
1
1
2
16
11
10
10
false
GP
M
15
U
GT3
A
3
4
services
other
course
mother
1
2
0
no
yes
no
yes
yes
yes
yes
no
5
4
4
1
1
1
0
16
16
16
false
GP
F
15
U
GT3
A
3
3
other
health
reputation
father
1
4
0
yes
no
no
no
yes
yes
no
no
4
3
3
1
1
4
10
10
10
10
false
GP
F
15
U
GT3
T
2
2
other
other
course
mother
1
4
0
yes
yes
no
no
yes
yes
yes
no
5
1
2
1
1
3
4
10
10
10
false
GP
M
16
U
GT3
T
3
3
services
other
home
father
1
3
0
no
yes
no
yes
yes
yes
yes
no
5
3
3
1
1
5
4
13
14
14
false
GP
M
15
R
GT3
T
4
4
other
other
home
father
4
4
0
no
yes
no
yes
yes
yes
yes
yes
1
3
5
3
5
1
8
12
10
11
false
GP
F
16
U
LE3
T
4
4
health
health
other
mother
1
3
0
no
yes
no
yes
yes
yes
yes
yes
5
4
5
1
1
4
2
15
15
14
false
GP
M
15
U
LE3
A
4
4
teacher
teacher
course
mother
1
1
0
no
no
no
yes
yes
yes
yes
no
5
5
3
1
1
4
4
13
14
14
false
GP
F
16
R
GT3
T
3
3
services
other
reputation
father
1
3
0
yes
yes
no
yes
yes
yes
yes
no
4
1
2
1
1
2
4
11
11
11
false
GP
F
16
U
GT3
T
2
2
at_home
other
home
mother
1
2
1
yes
no
no
yes
yes
yes
yes
no
3
1
2
1
1
5
12
8
10
10
false
GP
M
15
U
LE3
T
4
2
teacher
other
course
mother
1
1
0
no
no
no
no
yes
yes
yes
no
3
5
2
1
1
3
10
18
17
18
false
GP
M
15
R
GT3
T
2
1
health
services
reputation
mother
1
2
0
no
no
no
yes
yes
yes
yes
yes
5
4
2
1
1
5
4
10
9
10
false
GP
M
16
U
GT3
T
4
4
teacher
teacher
course
father
1
2
0
no
yes
no
yes
yes
yes
yes
no
5
4
4
1
2
5
6
16
14
14
false
GP
M
15
U
GT3
T
4
4
other
teacher
reputation
father
2
2
0
no
yes
no
yes
yes
yes
no
no
4
4
3
1
1
2
4
16
15
16
false
GP
M
16
U
GT3
T
3
3
other
services
home
father
2
1
0
no
no
no
yes
yes
yes
yes
no
5
4
2
1
1
5
6
14
14
15
false
GP
M
17
R
GT3
T
1
3
other
other
course
father
3
2
1
no
yes
no
yes
yes
yes
yes
no
5
2
4
1
4
5
14
12
11
11
false
GP
M
15
U
GT3
T
3
4
other
other
reputation
father
1
1
0
no
no
no
no
yes
yes
yes
no
3
4
3
1
2
4
2
14
13
14
false
GP
F
15
U
GT3
T
1
2
at_home
services
course
mother
1
2
0
no
no
no
no
no
yes
yes
no
3
2
3
1
2
1
0
14
14
14
false
GP
M
15
U
GT3
T
2
2
services
services
home
father
1
4
0
no
yes
no
yes
yes
yes
yes
no
5
5
4
1
2
5
6
14
13
13
false
GP
F
16
U
LE3
T
2
4
other
health
course
father
2
2
0
no
yes
no
yes
yes
yes
yes
yes
4
2
2
1
2
5
2
14
12
13
false
GP
M
16
U
GT3
T
4
4
health
other
course
mother
1
1
0
no
yes
no
yes
yes
yes
yes
no
3
4
4
1
4
5
4
12
13
13
false
GP
F
16
U
GT3
T
2
2
other
other
home
mother
1
2
0
no
no
no
no
yes
yes
yes
yes
5
4
4
1
1
5
0
12
11
11
false
GP
M
15
U
GT3
T
3
4
services
services
home
father
1
1
0
yes
no
no
no
yes
yes
yes
no
5
5
5
3
2
5
2
9
9
9
true
GP
F
15
U
LE3
A
3
4
other
other
home
mother
1
2
0
yes
no
no
yes
yes
yes
yes
yes
5
3
2
1
1
1
0
10
11
11
false
GP
F
19
U
GT3
T
0
1
at_home
other
course
other
1
2
2
no
yes
no
no
no
no
no
no
3
4
2
1
1
5
0
9
10
11
false
GP
M
16
R
GT3
T
4
4
teacher
teacher
course
mother
1
1
0
no
no
no
yes
yes
yes
yes
no
3
5
5
2
5
4
8
14
14
15
false
GP
M
16
U
GT3
T
2
3
other
other
course
mother
2
3
0
no
yes
no
no
no
yes
yes
yes
3
2
3
2
2
1
4
13
12
13
false
GP
F
15
R
GT3
T
3
4
services
teacher
course
father
2
3
0
no
yes
no
no
yes
yes
yes
yes
4
2
2
2
2
5
0
10
11
12
false
GP
F
18
U
GT3
T
2
1
services
other
reputation
mother
1
2
3
no
yes
no
yes
yes
no
yes
yes
5
4
5
1
3
5
10
10
9
8
true
GP
F
17
U
LE3
A
2
1
other
other
course
mother
3
1
0
no
yes
no
no
yes
yes
yes
no
3
2
2
1
2
5
8
11
10
11
false
GP
F
15
U
GT3
T
1
1
at_home
other
course
mother
3
1
0
no
yes
no
yes
no
yes
yes
yes
4
3
3
1
2
4
6
11
12
13
false
GP
F
17
U
LE3
T
2
2
other
other
course
father
1
1
0
no
yes
no
no
yes
yes
yes
yes
3
4
4
1
3
5
2
13
12
12
false
GP
F
16
U
GT3
A
3
4
services
other
course
father
1
1
0
no
no
no
no
yes
yes
yes
no
3
2
1
1
4
5
12
15
13
14
false
GP
M
16
U
GT3
T
2
1
at_home
other
course
mother
4
1
0
no
no
no
no
yes
yes
no
no
3
2
1
1
1
2
4
9
9
11
false
GP
F
16
U
GT3
A
2
2
other
other
home
mother
1
1
1
no
no
no
no
yes
yes
no
no
5
3
4
1
1
5
12
13
11
11
false
GP
M
15
R
GT3
T
3
4
at_home
teacher
course
mother
4
2
0
no
yes
no
no
yes
yes
no
yes
5
3
3
1
1
5
2
12
11
11
false
GP
F
15
U
GT3
T
4
4
services
at_home
course
mother
1
3
0
no
yes
no
yes
yes
yes
yes
yes
4
3
3
1
1
5
4
13
14
15
false
GP
M
17
R
GT3
T
3
4
at_home
other
course
mother
3
2
0
no
no
no
no
yes
yes
no
no
5
4
5
2
4
5
2
10
9
10
false
GP
F
16
R
GT3
T
1
1
at_home
other
course
mother
4
2
0
no
yes
no
no
yes
yes
no
no
5
1
3
1
1
3
0
14
13
13
false
GP
M
18
U
LE3
T
3
1
services
services
course
mother
2
1
0
no
no
no
yes
yes
yes
yes
yes
3
3
4
4
5
4
2
11
11
12
false
GP
F
18
U
GT3
A
3
2
other
services
course
other
1
3
0
no
yes
no
yes
no
yes
yes
yes
4
3
3
5
1
5
10
12
11
11
false
GP
F
16
R
GT3
T
1
1
other
services
reputation
mother
2
1
0
no
yes
no
yes
yes
yes
no
yes
3
3
3
1
2
1
8
12
11
11
false
GP
F
16
U
GT3
A
3
3
other
other
course
other
2
1
0
no
yes
no
yes
no
yes
yes
yes
4
3
2
1
1
5
4
9
9
10
false
GP
M
16
U
LE3
T
1
1
services
other
course
mother
1
2
2
no
no
no
no
yes
yes
no
yes
4
4
4
1
3
5
0
10
10
10
false
GP
F
15
U
GT3
T
4
4
teacher
teacher
course
mother
2
1
0
no
no
no
yes
yes
yes
yes
no
4
3
2
1
1
5
6
13
14
14
false
GP
F
15
R
GT3
T
1
1
other
other
course
mother
3
1
1
no
no
no
yes
yes
yes
yes
yes
5
5
5
1
1
1
2
8
9
9
true
GP
M
15
U
GT3
T
4
3
teacher
services
course
father
2
4
0
yes
yes
no
no
yes
yes
yes
no
2
2
2
1
1
3
6
9
11
11
false
GP
F
15
U
GT3
A
3
3
services
services
home
mother
1
2
0
no
no
no
no
no
yes
no
yes
1
3
2
2
3
1
24
9
8
9
true
GP
M
16
U
GT3
T
4
4
services
services
course
mother
1
3
0
no
yes
no
yes
yes
yes
yes
no
5
3
3
1
3
5
0
15
13
13
false
GP
M
16
U
LE3
T
2
2
services
services
reputation
father
2
1
0
no
yes
no
yes
yes
yes
yes
no
2
3
3
2
2
2
4
12
11
11
false
GP
F
15
U
GT3
T
4
4
teacher
services
course
mother
1
3
0
no
yes
no
yes
yes
yes
yes
no
4
2
2
1
1
5
2
13
13
13
false
GP
F
16
U
LE3
T
1
1
at_home
at_home
course
mother
1
1
0
no
no
no
no
yes
yes
yes
no
3
4
4
3
3
1
4
10
11
11
false
GP
M
17
U
GT3
T
2
1
other
other
home
mother
1
1
0
no
yes
no
no
yes
yes
yes
no
5
4
5
1
2
5
22
9
7
6
true
GP
F
15
U
GT3
T
1
1
other
services
course
father
1
2
0
no
yes
no
no
yes
yes
yes
no
4
4
2
1
2
5
0
12
12
12
false
GP
F
15
U
LE3
A
2
1
at_home
other
home
mother
2
1
0
no
yes
no
yes
yes
no
yes
yes
4
4
2
1
1
5
0
11
10
10
false
GP
F
15
U
GT3
T
3
2
health
services
home
father
1
2
1
no
yes
no
no
yes
yes
yes
no
3
3
2
1
1
3
2
11
11
11
false
GP
F
15
U
GT3
T
1
2
at_home
other
course
mother
1
2
0
no
yes
no
no
no
yes
yes
no
4
3
2
1
1
5
6
13
12
13
false
GP
F
15
U
GT3
T
1
2
at_home
services
course
father
1
2
0
no
no
no
no
no
yes
no
yes
2
3
4
2
4
1
6
11
11
11
false
GP
M
16
U
GT3
T
4
4
teacher
teacher
course
mother
1
1
0
no
yes
no
no
yes
no
yes
yes
3
3
2
2
1
5
16
9
9
8
true
GP
M
15
U
LE3
A
2
1
services
other
course
mother
4
1
0
no
no
no
no
yes
yes
yes
no
4
5
5
2
5
5
0
12
11
11
false
GP
M
18
U
LE3
T
1
1
other
other
course
mother
1
1
2
no
no
no
no
yes
no
yes
yes
2
3
5
2
5
4
0
11
9
0
true
GP
M
16
U
LE3
T
2
1
at_home
other
course
mother
1
1
1
no
no
no
yes
yes
yes
no
yes
4
4
4
3
5
5
6
9
10
10
false
GP
F
15
R
GT3
T
3
3
services
services
reputation
other
2
3
0
no
yes
yes
yes
yes
yes
yes
yes
4
2
1
2
3
3
2
13
13
13
false
GP
M
19
U
GT3
T
3
2
services
at_home
home
mother
1
1
0
no
yes
no
no
yes
no
yes
yes
4
5
4
1
1
4
6
11
9
11
false
GP
F
17
U
GT3
T
4
4
other
teacher
course
mother
1
1
0
yes
yes
no
no
yes
yes
no
yes
4
2
1
1
1
4
0
13
13
13
false
GP
M
15
R
GT3
T
2
3
at_home
services
course
mother
1
2
0
yes
no
yes
yes
yes
yes
no
no
4
4
4
1
1
1
0
7
8
8
true
GP
M
17
R
LE3
T
1
2
other
other
reputation
mother
1
1
3
no
no
no
no
yes
yes
no
no
2
2
2
3
3
5
14
9
8
10
false
GP
F
18
R
GT3
T
1
1
at_home
other
course
mother
3
1
3
no
yes
no
yes
no
yes
no
no
5
2
5
1
5
4
6
11
10
11
false
GP
M
16
R
GT3
T
2
2
at_home
other
course
mother
3
1
0
no
no
no
no
no
yes
no
no
4
2
2
1
2
3
4
12
10
11
false
GP
M
16
U
GT3
T
3
3
other
services
course
father
1
2
1
no
yes
no
no
yes
yes
yes
yes
4
5
5
4
4
5
0
10
10
1
true
GP
M
16
U
LE3
T
1
2
health
services
course
mother
2
1
2
no
no
no
no
no
yes
yes
no
4
4
5
3
5
5
0
9
8
10
false
GP
M
17
R
LE3
T
2
1
at_home
other
course
mother
2
1
1
no
no
yes
yes
yes
no
yes
yes
3
3
2
2
2
5
8
8
8
9
true
GP
M
17
R
GT3
T
3
2
other
other
course
mother
2
2
2
yes
yes
no
no
yes
yes
yes
yes
4
4
4
1
4
3
4
7
6
8
true
GP
M
15
U
LE3
T
1
2
other
other
course
mother
2
1
0
no
no
no
yes
yes
yes
no
no
4
4
4
2
4
5
2
8
9
10
false
GP
M
16
U
GT3
T
1
3
at_home
services
course
father
1
1
1
no
no
no
no
yes
no
yes
no
5
3
3
1
4
2
2
9
8
8
true
GP
M
17
R
LE3
T
1
1
other
services
course
mother
4
2
0
no
no
no
yes
yes
no
no
yes
5
3
5
1
5
5
0
8
8
8
true
GP
M
17
U
GT3
T
3
2
services
services
course
mother
2
1
3
no
yes
no
yes
no
no
no
no
4
5
2
1
1
2
10
8
7
8
true
GP
M
16
U
GT3
T
2
2
other
other
course
father
1
2
0
no
no
no
no
yes
no
yes
no
4
3
5
2
4
4
0
9
10
11
false
GP
F
16
U
GT3
T
4
2
health
services
home
father
1
2
0
no
no
no
no
yes
yes
yes
yes
4
2
3
1
1
3
0
17
17
18
false
GP
F
16
U
GT3
T
2
2
other
other
home
mother
1
2
0
no
yes
no
no
no
yes
yes
no
5
1
5
1
1
4
0
12
12
13
false
GP
F
16
U
GT3
T
4
4
health
health
reputation
mother
1
2
0
no
yes
no
no
yes
yes
yes
yes
4
4
2
1
1
3
0
16
16
17
false
GP
M
16
U
GT3
T
3
4
other
other
course
father
3
1
1
no
yes
no
yes
no
yes
yes
no
3
4
5
2
4
2
4
9
9
10
false
GP
M
16
U
GT3
T
1
0
other
other
reputation
mother
2
2
0
no
yes
no
yes
yes
yes
yes
yes
4
3
2
1
1
3
0
16
17
18
false
GP
M
17
U
LE3
T
4
4
teacher
other
reputation
mother
1
2
0
no
yes
no
yes
yes
yes
yes
no
4
4
4
1
3
5
0
11
9
10
false
GP
F
16
U
GT3
T
1
3
at_home
services
home
mother
1
2
0
no
no
no
yes
no
yes
yes
yes
4
3
5
1
1
3
0
14
13
13
false
GP
F
16
U
LE3
T
3
3
other
other
reputation
mother
2
2
0
no
yes
no
yes
yes
yes
yes
no
4
4
5
1
1
4
0
14
14
15
false
GP
M
17
U
LE3
T
4
3
teacher
other
course
mother
2
2
0
no
no
no
yes
yes
yes
yes
no
4
4
4
4
4
4
0
10
11
11
false
GP
F
16
U
GT3
T
2
2
services
other
reputation
mother
2
2
0
no
no
no
yes
no
yes
yes
no
3
4
4
1
4
5
0
13
12
14
false
GP
M
17
U
GT3
T
3
3
other
other
reputation
father
1
2
0
no
no
no
yes
no
yes
yes
no
4
3
4
1
4
4
4
11
9
10
false
GP
M
16
R
GT3
T
4
2
teacher
services
other
mother
1
1
0
no
yes
no
yes
yes
yes
yes
yes
4
3
3
3
4
3
8
10
9
11
false
GP
M
17
U
GT3
T
4
3
other
other
course
mother
1
2
0
no
yes
yes
yes
yes
yes
yes
yes
5
2
3
1
1
2
4
11
11
13
false
GP
M
16
U
GT3
T
4
3
teacher
other
home
mother
1
2
0
no
yes
yes
yes
yes
yes
yes
no
3
4
3
2
3
3
4
11
10
11
false
GP
M
16
U
GT3
T
3
3
services
other
home
mother
1
2
0
no
no
no
yes
yes
yes
yes
yes
4
2
3
1
2
3
0
11
12
13
false
GP
F
17
U
GT3
T
2
4
services
services
reputation
father
1
2
0
no
yes
no
yes
yes
yes
no
no
5
4
2
2
3
5
0
17
18
17
false
GP
F
17
U
LE3
T
3
3
other
other
reputation
mother
1
2
0
no
yes
no
yes
yes
yes
yes
yes
5
3
3
2
3
1
32
14
13
14
false
GP
F
16
U
GT3
T
3
2
other
other
reputation
mother
1
2
0
no
yes
no
no
yes
yes
yes
no
1
2
2
1
2
1
8
14
15
16
false
GP
M
17
U
GT3
T
3
3
services
services
other
mother
1
2
0
no
yes
no
yes
yes
yes
yes
yes
4
3
4
2
3
4
6
11
13
14
false