Marital status
int64
Application mode
int64
Application order
int64
Course
int64
Daytime/evening attendance
int64
Previous qualification
int64
Nacionality
int64
Mother's qualification
int64
Father's qualification
int64
Mother's occupation
int64
Father's occupation
int64
Displaced
int64
Educational special needs
int64
Debtor
int64
Tuition fees up to date
int64
Gender
int64
Scholarship holder
int64
Age at enrollment
int64
International
int64
Curricular units 1st sem (credited)
int64
Curricular units 1st sem (enrolled)
int64
Curricular units 1st sem (evaluations)
int64
Curricular units 1st sem (approved)
int64
Curricular units 1st sem (grade)
float64
Curricular units 1st sem (without evaluations)
int64
Curricular units 2nd sem (credited)
int64
Curricular units 2nd sem (enrolled)
int64
Curricular units 2nd sem (evaluations)
int64
Curricular units 2nd sem (approved)
int64
Curricular units 2nd sem (grade)
float64
Curricular units 2nd sem (without evaluations)
int64
Unemployment rate
float64
Inflation rate
float64
GDP
float64
Target
string
1
8
5
2
1
1
1
13
10
6
10
1
0
0
1
1
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
6
1
11
1
1
1
1
3
4
4
1
0
0
0
1
0
19
0
0
6
6
6
14
0
0
6
6
6
13.666667
0
13.9
-0.3
0.79
Graduate
1
1
5
5
1
1
1
22
27
10
10
1
0
0
0
1
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
10.8
1.4
1.74
Dropout
1
8
2
15
1
1
1
23
27
6
4
1
0
0
1
0
0
20
0
0
6
8
6
13.428571
0
0
6
10
5
12.4
0
9.4
-0.8
-3.12
Graduate
2
12
1
3
0
1
1
22
28
10
10
0
0
0
1
0
0
45
0
0
6
9
5
12.333333
0
0
6
6
6
13
0
13.9
-0.3
0.79
Graduate
2
12
1
17
0
12
1
22
27
10
8
0
0
1
1
1
0
50
0
0
5
10
5
11.857143
0
0
5
17
5
11.5
5
16.2
0.3
-0.92
Graduate
1
1
1
12
1
1
1
13
28
8
11
1
0
0
1
0
1
18
0
0
7
9
7
13.3
0
0
8
8
8
14.345
0
15.5
2.8
-4.06
Graduate
1
9
4
11
1
1
1
22
27
10
10
1
0
0
0
1
0
22
0
0
5
5
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
1
3
10
1
1
15
1
1
10
10
0
0
0
1
0
1
21
1
0
6
8
6
13.875
0
0
6
7
6
14.142857
0
16.2
0.3
-0.92
Graduate
1
1
1
10
1
1
1
1
14
5
8
1
0
1
0
0
0
18
0
0
6
9
5
11.4
0
0
6
14
2
13.5
0
8.9
1.4
3.51
Dropout
1
1
1
14
1
1
1
23
14
6
8
1
0
0
1
0
0
18
0
0
6
6
6
12.333333
0
0
6
7
5
14.2
0
13.9
-0.3
0.79
Graduate
1
1
1
12
1
1
1
13
28
10
10
1
0
0
1
0
1
18
0
0
8
8
7
13.214286
0
0
8
8
7
13.214286
0
12.7
3.7
-1.7
Graduate
1
1
2
16
1
1
1
13
27
5
10
1
0
0
1
0
0
19
0
0
6
6
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
1
17
1
11
1
16
1
1
1
5
8
1
0
0
1
0
1
21
0
0
6
7
6
10.571429
0
0
6
8
5
11
0
8.9
1.4
3.51
Graduate
1
1
1
6
1
1
1
23
27
6
6
1
0
0
1
0
1
18
0
0
5
7
4
13.25
0
0
5
5
5
12
0
10.8
1.4
1.74
Graduate
1
1
1
15
1
1
1
13
27
10
4
1
0
0
1
0
0
20
0
0
6
6
5
13.2
0
0
6
7
0
0
0
15.5
2.8
-4.06
Dropout
1
9
1
10
1
1
1
13
28
6
9
1
0
0
1
0
0
18
0
0
6
10
1
12
0
0
6
14
2
11
0
10.8
1.4
1.74
Enrolled
1
8
2
12
1
1
1
13
1
6
5
1
0
0
1
0
0
18
0
0
7
8
7
13.30625
0
0
8
8
8
14.545
0
15.5
2.8
-4.06
Graduate
1
1
1
8
1
1
1
3
14
4
6
1
0
0
1
0
0
20
0
0
5
8
4
12.5
1
0
5
8
4
12.25
2
10.8
1.4
1.74
Graduate
1
1
1
16
1
1
1
13
14
8
8
1
0
0
1
0
0
18
0
0
7
7
6
11.666667
0
0
7
8
6
13.5
0
16.2
0.3
-0.92
Enrolled
1
1
3
2
1
1
1
1
1
10
9
0
0
0
1
0
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Graduate
1
9
4
13
1
1
1
1
28
5
8
1
0
0
1
0
0
20
0
0
7
14
7
11.4375
0
0
8
9
8
11.425
0
12.7
3.7
-1.7
Enrolled
1
1
4
12
1
1
1
13
14
2
2
1
0
0
1
0
0
18
0
0
8
12
7
12.857143
0
0
8
12
7
12.857143
0
12.7
3.7
-1.7
Graduate
1
1
4
14
1
1
1
1
28
5
8
1
0
0
1
0
1
19
0
0
6
8
6
13.375
0
0
6
7
6
12.285714
0
11.1
0.6
2.02
Graduate
1
1
1
12
1
1
1
13
14
4
8
0
0
0
1
0
0
19
0
0
7
8
6
13.296667
0
0
8
9
7
14.114286
0
11.1
0.6
2.02
Graduate
1
1
1
10
1
1
1
13
28
10
10
1
0
1
1
0
1
18
0
0
6
8
5
11.6
0
0
6
12
4
11
0
7.6
2.6
0.32
Enrolled
1
8
2
10
1
1
1
13
28
8
9
1
0
0
1
0
0
21
0
0
6
9
6
11.375
0
0
6
9
6
13.285714
0
16.2
0.3
-0.92
Graduate
1
1
1
6
1
1
1
13
14
4
4
1
0
0
1
0
0
18
0
0
5
9
5
12.666667
2
0
5
7
4
13
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9
1
1
1
13
1
10
10
1
0
0
1
0
0
20
0
0
5
6
5
12
0
0
5
6
5
12.333333
0
16.2
0.3
-0.92
Graduate
1
8
2
12
1
1
1
3
3
2
11
1
0
0
1
1
0
19
0
0
7
9
6
12.933333
0
0
7
7
6
13.716667
0
16.2
0.3
-0.92
Enrolled
1
15
1
4
1
14
1
4
5
5
3
0
0
0
1
1
0
21
0
0
6
15
5
11.857143
0
0
6
17
5
10.571429
0
16.2
0.3
-0.92
Enrolled
1
16
1
5
1
1
1
27
3
16
22
1
0
0
1
1
0
20
0
2
6
7
6
12.833333
0
0
6
9
4
13.4
0
8.9
1.4
3.51
Graduate
1
1
1
9
1
1
1
1
1
5
7
0
0
0
0
1
0
18
0
0
5
9
3
11.333333
0
0
5
8
2
13.5
0
8.9
1.4
3.51
Enrolled
1
9
1
3
0
1
1
13
1
10
6
1
0
0
1
0
0
19
0
0
6
6
6
12.666667
0
0
6
8
6
14.375
0
12.4
0.5
1.79
Graduate
1
1
1
17
0
1
1
2
27
4
10
0
0
0
1
1
0
34
0
0
5
6
5
12.4
0
0
5
9
5
13.428571
0
13.9
-0.3
0.79
Graduate
1
12
1
1
1
1
1
23
27
10
7
0
0
1
0
1
0
37
0
0
7
7
0
0
0
0
7
7
1
10
0
8.9
1.4
3.51
Dropout
1
12
1
7
1
8
1
19
27
1
1
1
0
0
1
1
0
43
0
0
5
0
0
0
0
0
5
0
0
0
0
7.6
2.6
0.32
Dropout
1
14
1
9
1
1
1
22
27
7
7
0
0
0
1
0
0
55
0
0
5
10
1
10
0
0
5
8
2
12
2
16.2
0.3
-0.92
Dropout
4
12
1
17
0
1
1
13
14
10
4
1
0
0
1
0
0
39
0
0
5
8
5
11
0
0
5
5
5
11.6
0
7.6
2.6
0.32
Graduate
1
15
1
8
1
14
3
4
4
4
7
0
0
1
0
0
0
20
1
2
6
13
3
11.666667
0
1
6
11
3
12
0
12.4
0.5
1.79
Dropout
1
1
5
15
1
1
1
3
3
3
3
0
0
1
1
0
0
18
0
0
6
6
4
12.75
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
2
9
1
1
1
3
14
3
8
1
0
0
1
0
0
22
0
0
5
5
5
14.8
0
0
5
5
5
15.8
0
8.9
1.4
3.51
Graduate
1
1
6
12
1
1
1
1
3
3
3
1
1
0
1
0
0
22
0
0
7
9
5
13.928
0
0
8
9
7
14.342857
0
11.1
0.6
2.02
Graduate
1
8
1
15
1
1
1
1
28
6
6
0
0
0
0
0
0
20
0
0
6
7
4
13
0
0
6
7
5
13.8
0
12.4
0.5
1.79
Dropout
1
12
1
17
0
1
1
22
27
10
10
0
0
0
1
0
0
29
0
0
5
0
0
0
0
0
5
0
0
0
0
16.2
0.3
-0.92
Dropout
1
8
1
17
0
1
1
23
28
5
6
0
0
0
1
0
0
24
0
0
5
9
2
11.5
0
0
5
11
3
14.333333
1
7.6
2.6
0.32
Enrolled
1
8
2
10
1
1
1
13
14
10
10
1
0
0
1
0
0
18
0
0
6
6
6
11.666667
0
0
6
8
5
13.2
0
11.1
0.6
2.02
Graduate
1
8
6
12
1
1
1
22
14
8
8
1
0
0
1
0
1
22
0
0
7
8
6
13.516667
0
0
8
9
7
13.771429
0
11.1
0.6
2.02
Graduate
1
15
1
3
0
14
1
1
14
10
10
0
0
0
1
0
1
21
0
3
6
6
6
11.5
0
2
6
7
6
13.285714
0
12.4
0.5
1.79
Graduate
1
1
1
10
1
1
1
22
28
10
10
0
0
0
1
0
1
19
0
0
6
7
5
12.333333
0
0
6
7
6
12.833333
0
12.7
3.7
-1.7
Graduate
1
12
1
11
1
1
1
13
28
10
8
0
0
0
1
0
1
24
0
0
6
6
6
13.666667
0
0
6
6
6
14.166667
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
22
28
7
7
1
0
0
1
0
1
19
0
0
8
10
6
11.833333
0
0
8
10
6
11.833333
0
9.4
-0.8
-3.12
Enrolled
1
1
1
15
1
1
1
1
14
8
8
1
0
0
1
0
1
20
0
0
6
11
4
14
0
0
6
12
3
11
0
9.4
-0.8
-3.12
Enrolled
1
1
3
8
1
1
1
22
27
12
12
0
0
0
1
0
0
19
0
0
5
7
5
14.714286
0
0
5
5
5
15.8
0
7.6
2.6
0.32
Graduate
1
12
1
17
0
1
1
23
28
10
10
0
0
0
1
0
0
27
0
0
5
12
5
10.6
0
0
5
10
5
11
0
9.4
-0.8
-3.12
Dropout
1
1
1
12
1
1
1
1
14
6
6
1
0
0
1
0
0
18
0
0
7
9
7
13.044444
0
0
8
10
8
13.595
0
15.5
2.8
-4.06
Graduate
2
4
1
11
1
3
1
1
3
5
4
0
0
0
1
0
0
39
0
0
6
10
0
0
0
0
6
6
0
0
0
12.4
0.5
1.79
Dropout
1
12
1
8
1
15
1
3
3
3
3
1
0
0
1
0
0
27
0
0
6
9
5
13
0
5
11
13
10
12.9
0
12.4
0.5
1.79
Dropout
1
8
1
12
1
1
1
23
28
8
11
1
0
0
1
0
0
18
0
0
8
8
8
14.935
0
0
8
8
8
14.935
0
9.4
-0.8
-3.12
Graduate
1
1
3
2
1
1
1
23
27
5
10
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Enrolled
1
1
2
12
1
1
1
13
14
10
10
0
0
0
1
0
0
18
0
0
7
8
6
13.133333
0
0
8
12
7
12.221429
0
16.2
0.3
-0.92
Graduate
1
15
1
10
1
14
1
13
1
10
10
0
0
0
1
0
1
21
0
3
6
7
6
12
0
2
6
7
6
12
0
13.9
-0.3
0.79
Graduate
1
8
3
2
1
1
1
1
27
5
8
1
0
0
1
1
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Enrolled
1
8
1
5
1
1
1
1
1
4
5
1
0
0
1
1
0
19
0
0
6
6
5
11.4
0
0
6
8
1
10
0
10.8
1.4
1.74
Enrolled
1
14
1
5
1
1
1
1
1
4
4
0
0
0
1
1
0
24
0
0
6
6
0
0
0
0
6
6
0
0
0
12.7
3.7
-1.7
Enrolled
4
13
1
12
1
12
1
1
1
6
6
1
0
0
1
1
0
29
0
2
7
10
5
11.9
0
1
8
10
5
11
0
13.9
-0.3
0.79
Dropout
1
1
3
2
1
1
1
13
14
6
4
1
0
0
1
1
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Graduate
1
15
1
4
1
14
1
13
27
10
10
1
0
0
1
1
0
23
0
0
6
8
6
12.571429
0
0
6
7
6
12.428571
0
8.9
1.4
3.51
Graduate
1
1
3
9
1
1
1
1
28
8
8
0
0
1
1
1
0
19
0
0
5
8
5
11.2
0
0
5
10
4
10.75
3
16.2
0.3
-0.92
Dropout
1
12
1
11
1
1
1
13
27
8
11
0
0
0
1
1
0
26
0
0
6
7
6
12
0
0
6
8
5
10.8
0
12.7
3.7
-1.7
Enrolled
1
8
1
9
1
1
1
23
27
6
6
0
0
0
1
1
0
18
0
0
5
9
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Enrolled
1
8
1
12
1
1
1
22
14
9
5
0
0
0
1
1
0
24
0
0
7
8
7
11.975
0
0
8
8
8
13.75
0
13.9
-0.3
0.79
Graduate
1
1
1
2
1
1
1
13
14
6
11
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Dropout
1
8
4
11
1
1
1
23
27
6
8
1
0
0
1
1
0
18
0
0
6
12
3
11.666667
0
0
6
12
1
12
0
12.4
0.5
1.79
Dropout
1
1
2
15
1
1
1
23
28
10
10
1
0
0
1
1
0
18
0
0
6
8
6
12.333333
0
0
6
11
3
12.333333
0
10.8
1.4
1.74
Graduate
1
8
3
9
1
1
1
13
14
5
8
1
0
1
1
1
0
18
0
0
5
8
3
10.333333
0
0
5
11
3
10.857143
0
10.8
1.4
1.74
Dropout
1
9
4
11
1
1
1
13
27
8
8
1
0
0
1
1
1
21
0
0
6
8
4
10.5
0
0
6
11
1
11
0
9.4
-0.8
-3.12
Dropout
1
8
4
15
1
1
1
1
14
10
9
1
0
1
1
1
1
19
0
0
6
6
6
13.666667
0
0
6
6
6
13.333333
0
8.9
1.4
3.51
Graduate
1
8
4
12
1
1
1
23
27
10
10
0
0
0
1
1
1
22
0
0
7
7
7
14.842857
0
0
8
9
8
15.055556
0
16.2
0.3
-0.92
Graduate
2
12
1
3
0
1
1
22
27
10
7
0
0
0
1
1
0
33
0
0
6
8
6
12
0
0
6
6
6
11.666667
0
10.8
1.4
1.74
Graduate
1
1
6
16
1
1
1
13
14
10
10
1
0
0
1
1
0
20
0
0
6
8
5
12.2
0
0
6
7
5
12.2
0
10.8
1.4
1.74
Dropout
1
12
1
17
0
2
1
3
3
3
3
1
0
0
1
1
0
35
0
0
1
1
0
0
1
0
5
0
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
4
1
4
1
3
3
5
3
0
0
1
1
1
0
24
0
6
12
17
6
12.166667
0
7
12
14
10
13.3
0
12.4
0.5
1.79
Dropout
1
8
1
11
1
1
1
13
14
5
5
0
0
0
1
1
0
18
0
0
5
6
5
12
0
0
5
8
3
11.333333
0
12.7
3.7
-1.7
Enrolled
2
12
1
3
0
1
1
22
27
10
7
1
0
0
1
0
0
33
0
0
6
7
6
11
0
0
6
11
5
11
0
9.4
-0.8
-3.12
Graduate
1
13
1
12
1
1
1
22
28
10
8
1
0
0
1
0
1
22
0
0
8
8
7
13.08
0
0
8
8
7
13.08
0
10.8
1.4
1.74
Graduate
1
12
1
14
1
1
1
1
14
5
6
0
0
0
1
0
1
25
0
0
5
7
4
10.5
0
0
5
7
5
11.6
0
9.4
-0.8
-3.12
Graduate
1
8
1
5
1
1
1
13
28
5
1
1
0
0
1
1
0
20
0
0
6
9
6
10.666667
1
0
6
6
5
11.2
0
7.6
2.6
0.32
Graduate
1
1
6
9
1
1
1
23
27
10
10
1
0
0
1
1
0
23
0
0
5
6
4
14
0
0
5
5
5
13.8
0
11.1
0.6
2.02
Enrolled
1
14
2
7
1
1
1
23
14
10
7
1
0
1
1
1
0
18
0
0
5
9
2
10
0
0
5
9
0
0
0
15.5
2.8
-4.06
Enrolled
1
12
1
12
1
1
1
1
1
5
11
0
0
0
1
1
0
24
0
0
7
18
0
0
0
0
7
7
0
0
0
13.9
-0.3
0.79
Dropout
1
8
2
15
1
1
14
13
1
10
10
1
0
0
0
0
0
21
1
0
6
6
6
14
0
0
6
6
6
13.5
0
8.9
1.4
3.51
Graduate
1
6
1
8
1
1
14
1
1
5
5
0
0
0
1
0
0
26
1
0
6
7
2
12
1
0
6
6
0
0
0
8.9
1.4
3.51
Dropout
2
12
1
16
1
8
1
22
24
1
1
0
0
0
1
0
0
39
0
0
6
12
3
12.666667
0
0
6
14
0
0
1
7.6
2.6
0.32
Dropout
2
12
1
3
0
1
1
22
14
10
10
0
0
0
1
0
0
44
0
2
8
11
8
11.875
0
0
6
7
6
12.333333
0
12.7
3.7
-1.7
Graduate
1
6
1
7
1
1
12
23
3
10
3
1
0
0
1
1
0
19
1
0
5
9
5
14
0
0
5
11
3
13.25
0
13.9
-0.3
0.79
Enrolled
1
1
5
15
1
1
1
22
1
6
6
1
0
0
1
0
0
18
0
0
6
6
6
13.666667
0
0
6
6
6
13.333333
0
8.9
1.4
3.51
Graduate
1
1
5
12
1
1
1
22
27
8
8
1
0
0
1
0
1
18
0
0
7
7
7
13.75
0
0
8
9
8
14.477778
0
12.4
0.5
1.79
Graduate
1
1
1
6
1
1
1
1
2
10
2
1
0
0
1
0
0
19
0
0
5
7
5
14.2
2
0
5
7
5
13.8
0
12.7
3.7
-1.7
Enrolled
1
1
4
12
1
1
1
3
3
3
3
1
0
1
0
0
0
19
0
0
7
10
4
11.96
0
0
7
7
0
0
0
13.9
-0.3
0.79
Dropout