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
15
1
7
1
14
1
5
31
4
3
0
0
0
1
1
0
23
0
3
7
12
3
14
0
1
6
12
1
14
0
12.4
0.5
1.79
Enrolled
1
8
1
5
1
1
1
13
14
8
8
0
0
0
1
1
0
18
0
0
6
7
6
12.333333
0
0
6
10
5
10.8
4
16.2
0.3
-0.92
Enrolled
1
1
1
9
1
1
1
22
27
10
10
0
0
1
1
1
1
22
0
0
5
8
5
10.666667
0
0
5
11
2
11
0
15.5
2.8
-4.06
Enrolled
1
9
5
7
1
1
1
3
2
3
4
1
0
0
1
1
0
19
0
0
5
9
5
11.833333
0
0
5
9
5
14.714286
0
12.4
0.5
1.79
Enrolled
1
8
1
9
1
1
1
1
14
5
9
0
0
0
1
1
0
20
0
0
5
14
0
0
0
0
5
5
0
0
0
11.1
0.6
2.02
Dropout
1
1
3
5
1
1
1
22
27
10
10
1
0
0
1
1
1
22
0
0
6
6
6
11.666667
0
0
6
6
6
12.166667
0
7.6
2.6
0.32
Enrolled
1
4
1
8
1
3
1
2
28
3
4
1
0
0
0
1
0
18
0
2
5
7
2
13
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
4
14
2
17
0
13
1
3
1
3
10
0
0
0
1
1
0
39
0
0
2
5
0
0
0
0
4
4
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
12
1
1
1
13
1
12
12
0
0
0
1
1
0
18
0
0
8
8
0
0
3
0
8
8
0
0
3
10.8
1.4
1.74
Dropout
1
8
3
7
1
1
1
1
28
4
4
0
0
0
1
1
1
18
0
0
5
5
5
13
0
0
5
5
5
14.2
0
8.9
1.4
3.51
Graduate
1
1
1
10
1
1
1
13
28
10
10
0
0
0
1
1
1
19
0
0
6
7
6
13.857143
0
0
6
6
6
14
0
13.9
-0.3
0.79
Graduate
1
1
1
12
1
1
1
1
14
10
10
0
0
0
1
1
0
18
0
0
7
7
6
13.391667
0
0
8
8
8
12.4875
0
12.4
0.5
1.79
Graduate
1
1
1
9
1
1
1
19
14
1
5
1
0
0
1
1
1
18
0
0
5
7
4
12.75
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
15
1
8
1
14
1
22
27
7
7
1
0
0
1
1
0
22
0
0
5
7
4
14.5
0
0
5
5
5
14.6
0
10.8
1.4
1.74
Graduate
1
1
1
10
1
1
1
1
1
4
5
0
0
0
1
1
0
19
0
0
6
7
6
12.166667
0
0
6
6
6
12.166667
0
12.4
0.5
1.79
Graduate
1
1
1
8
1
1
1
13
27
10
9
1
0
0
1
1
0
18
0
0
5
5
5
15.4
0
0
5
5
5
15.6
0
12.7
3.7
-1.7
Dropout
1
12
1
7
1
12
1
1
1
5
4
0
0
1
0
1
0
31
0
0
5
9
2
13.333333
0
0
5
9
2
16
4
16.2
0.3
-0.92
Dropout
1
12
1
17
0
1
1
3
1
4
4
0
0
0
1
1
0
28
0
0
5
5
0
0
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
1
5
1
1
1
1
1
5
9
0
0
0
1
1
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
8
1
11
1
1
1
1
1
5
9
0
0
0
1
1
0
20
0
0
6
7
6
13.714286
0
0
6
8
6
14.714286
0
16.2
0.3
-0.92
Graduate
4
12
1
10
1
1
1
13
3
10
3
0
0
0
1
1
0
50
0
0
6
7
4
12.25
0
0
6
7
0
0
0
8.9
1.4
3.51
Dropout
1
14
1
5
1
1
1
1
2
5
3
0
0
0
1
1
0
38
0
1
6
9
5
16
1
0
6
11
4
16.5
0
13.9
-0.3
0.79
Enrolled
2
12
1
17
0
1
1
22
27
10
10
1
0
0
1
1
0
31
0
0
5
8
1
11
0
0
5
5
1
13
0
9.4
-0.8
-3.12
Dropout
1
12
1
12
1
1
1
1
27
10
10
1
0
0
1
1
0
27
0
0
7
7
7
14.085714
0
0
7
7
7
14.085714
0
7.6
2.6
0.32
Enrolled
1
9
1
10
1
1
1
1
3
10
3
1
0
0
1
1
0
21
0
0
6
9
6
10.166667
0
0
6
10
6
10.5
0
12.7
3.7
-1.7
Graduate
2
12
1
7
1
1
1
22
27
10
10
0
0
0
1
1
0
34
0
0
5
8
1
10
0
0
5
9
0
0
0
8.9
1.4
3.51
Dropout
1
16
1
7
1
1
1
2
27
3
10
1
0
0
1
1
0
19
0
0
5
10
0
0
0
0
5
7
1
10
0
7.6
2.6
0.32
Enrolled
2
12
1
17
0
1
1
22
27
2
5
1
0
0
0
1
0
40
0
0
5
10
2
10.5
0
0
5
5
3
10.666667
0
9.4
-0.8
-3.12
Dropout
1
1
1
2
1
1
1
23
14
10
3
1
0
0
1
1
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Graduate
2
12
1
5
1
9
1
22
28
6
11
0
0
1
0
1
1
46
0
0
6
6
0
0
0
0
6
6
0
0
0
15.5
2.8
-4.06
Dropout
1
14
5
3
0
1
1
19
24
1
1
0
0
0
1
1
0
37
0
0
6
12
0
0
0
0
5
10
0
0
0
7.6
2.6
0.32
Dropout
1
12
1
4
1
1
1
13
27
10
8
1
0
0
1
1
0
31
0
0
6
8
0
0
0
0
6
10
0
0
0
16.2
0.3
-0.92
Dropout
1
12
1
4
1
1
1
1
14
5
11
0
0
0
1
1
0
34
0
0
6
15
5
13.333333
0
0
6
15
5
12.4
0
12.4
0.5
1.79
Graduate
1
1
6
2
1
1
1
8
8
5
5
1
0
0
1
1
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
14
1
1
1
23
27
10
10
0
0
0
1
1
1
18
0
0
6
7
6
13.571429
0
0
6
6
6
14.333333
0
12.4
0.5
1.79
Graduate
1
8
4
5
1
1
1
1
1
4
4
1
0
0
1
1
1
19
0
0
6
6
6
12.833333
0
0
6
7
6
11.166667
0
11.1
0.6
2.02
Graduate
1
14
1
17
0
1
1
22
14
10
5
0
0
0
1
1
0
40
0
1
5
6
4
10.25
0
3
8
18
5
11.2
5
15.5
2.8
-4.06
Dropout
1
12
1
8
1
1
1
1
28
10
10
0
0
0
1
1
0
25
0
0
6
6
0
0
0
0
6
6
0
0
0
12.4
0.5
1.79
Dropout
1
8
5
7
1
1
1
23
28
6
10
1
0
1
1
1
0
20
0
0
5
5
4
14.5
0
0
6
8
3
13.333333
0
11.1
0.6
2.02
Dropout
1
8
1
7
1
1
1
13
14
10
10
0
0
0
1
1
0
20
0
0
5
6
5
15.8
0
0
5
8
5
13.714286
0
11.1
0.6
2.02
Enrolled
1
12
1
4
1
1
1
22
27
10
11
1
0
0
0
1
0
43
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
8
4
7
1
1
1
22
14
10
5
1
0
0
1
1
0
18
0
0
5
8
4
12.5
0
0
5
7
3
14.666667
1
7.6
2.6
0.32
Enrolled
1
14
1
4
1
1
1
2
4
5
2
0
0
0
1
1
0
35
0
16
18
22
18
11.666667
0
12
13
13
12
11.5
1
15.5
2.8
-4.06
Graduate
1
8
2
17
0
1
1
22
14
10
5
0
0
0
1
1
0
23
0
0
5
6
4
13
0
0
5
5
5
13
0
7.6
2.6
0.32
Graduate
1
8
1
12
1
1
1
3
3
3
3
0
0
0
1
1
0
19
0
0
7
8
7
12.121429
0
0
9
12
8
11.50625
0
12.4
0.5
1.79
Graduate
1
17
1
6
1
16
1
1
14
4
9
1
0
0
1
1
1
21
0
7
11
15
9
14.222222
0
4
9
15
7
13.75
0
8.9
1.4
3.51
Graduate
1
14
1
14
1
1
1
3
14
5
9
0
0
0
1
1
0
19
0
0
6
17
4
12.5
0
0
6
8
4
13.25
0
13.9
-0.3
0.79
Enrolled
1
9
1
7
1
1
1
1
1
5
4
1
0
0
1
1
0
20
0
0
5
7
5
12.166667
0
0
5
7
5
15.285714
0
12.4
0.5
1.79
Graduate
1
12
1
14
1
1
1
13
14
4
4
0
1
0
1
1
1
30
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
4
12
1
11
1
1
1
22
14
10
10
1
0
0
1
1
0
44
0
0
6
6
6
12.666667
0
0
6
6
6
11.5
0
12.4
0.5
1.79
Graduate
1
9
1
12
1
1
1
13
3
5
10
0
0
0
1
1
0
19
0
0
8
8
7
13.614286
0
0
8
8
7
13.614286
0
12.7
3.7
-1.7
Graduate
1
15
1
8
1
14
1
2
1
4
7
1
0
0
1
1
0
22
0
11
18
32
12
12.857143
1
8
12
15
10
14.3
0
16.2
0.3
-0.92
Graduate
1
1
1
8
1
1
1
3
3
2
3
0
0
0
1
1
0
18
0
0
5
7
4
14
0
0
5
5
5
14.2
0
7.6
2.6
0.32
Graduate
1
8
1
14
1
1
1
22
27
10
10
1
0
0
1
1
1
21
0
0
6
8
4
14.75
0
0
6
6
5
11.8
0
12.7
3.7
-1.7
Graduate
1
1
2
6
1
1
1
22
14
12
12
0
0
0
1
1
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
7.6
2.6
0.32
Dropout
1
8
4
14
1
1
1
3
1
3
4
1
0
0
1
1
0
18
0
0
6
8
6
13.625
0
0
6
7
6
14.285714
0
11.1
0.6
2.02
Graduate
1
1
1
2
1
1
1
1
1
5
4
0
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Graduate
1
15
1
4
1
14
1
1
28
7
7
1
0
0
1
1
0
21
0
0
6
12
4
11.8
0
0
6
11
4
11.875
0
16.2
0.3
-0.92
Dropout
1
12
1
4
1
1
1
3
3
3
3
0
0
0
1
1
0
31
0
0
6
8
6
15.125
0
0
6
10
6
14.6
0
16.2
0.3
-0.92
Graduate
1
8
5
11
1
1
1
1
1
3
4
1
0
0
1
1
0
21
0
0
6
10
4
11.5
0
0
6
10
2
10.5
0
9.4
-0.8
-3.12
Dropout
1
12
1
7
1
1
1
13
14
10
8
0
0
1
1
1
0
24
0
0
5
12
1
10
0
0
5
11
1
11
0
8.9
1.4
3.51
Enrolled
1
13
1
15
1
1
1
13
6
5
4
0
0
0
1
1
0
27
0
0
4
8
0
0
0
0
5
10
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
5
9
1
1
1
13
14
10
10
1
0
0
1
1
0
20
0
0
5
9
3
10.333333
0
0
5
6
5
12.8
0
12.4
0.5
1.79
Graduate
1
15
1
7
1
14
1
1
14
5
6
1
0
0
1
1
0
22
0
0
5
9
0
0
0
0
5
6
2
11.666667
0
10.8
1.4
1.74
Enrolled
1
1
1
4
1
1
1
13
14
10
10
0
0
0
1
1
1
19
0
0
6
9
4
12
2
0
6
10
4
12.5
0
15.5
2.8
-4.06
Enrolled
1
9
1
15
1
1
1
1
1
5
8
1
0
0
1
1
0
19
0
0
6
6
6
13.833333
0
0
6
6
6
14.5
0
8.9
1.4
3.51
Graduate
1
1
1
2
1
1
1
1
1
8
5
1
0
1
1
1
0
23
0
13
17
19
13
12.153846
0
10
17
28
11
11.909091
1
11.1
0.6
2.02
Enrolled
1
8
1
8
1
1
1
10
10
3
9
1
0
0
1
1
0
18
0
0
6
7
6
14
0
0
6
8
6
13.666667
0
12.4
0.5
1.79
Graduate
1
1
1
15
1
1
1
3
2
5
7
1
0
0
0
1
0
29
0
0
6
8
6
16.5
0
0
6
6
5
13.8
0
11.1
0.6
2.02
Enrolled
1
12
1
8
1
1
1
1
14
5
6
1
0
0
1
1
0
29
0
0
5
11
1
18
2
0
5
10
3
13.333333
2
10.8
1.4
1.74
Dropout
1
15
1
4
1
1
1
1
1
5
6
0
0
0
1
1
0
20
0
0
6
11
6
11.285714
0
0
6
12
5
11.777778
0
16.2
0.3
-0.92
Enrolled
1
1
5
2
1
1
1
13
3
10
3
1
0
0
1
1
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Graduate
1
8
3
2
1
1
1
3
29
3
6
1
1
0
1
1
0
22
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Enrolled
1
1
2
14
1
1
1
3
1
4
6
1
0
0
1
1
0
20
0
0
6
10
5
14
0
0
6
10
6
12
0
11.1
0.6
2.02
Enrolled
1
12
1
8
1
1
1
13
14
10
6
1
0
0
1
1
0
24
0
0
5
13
4
13.75
1
0
5
9
3
12
0
9.4
-0.8
-3.12
Enrolled
1
1
1
14
1
1
1
22
27
6
9
0
0
0
0
1
0
21
0
0
6
9
4
13.25
0
0
6
6
5
11
0
12.7
3.7
-1.7
Dropout
1
12
1
9
1
1
1
22
1
8
4
0
0
0
1
1
1
25
0
0
5
7
4
14.25
0
0
5
7
4
14.75
0
12.7
3.7
-1.7
Graduate
1
12
1
9
1
1
1
22
27
10
10
0
0
0
0
1
0
32
0
0
5
9
0
0
1
0
5
5
0
0
0
9.4
-0.8
-3.12
Dropout
1
14
1
17
0
1
1
3
4
3
3
0
0
0
0
1
0
26
0
8
12
12
8
11.25
0
3
8
8
3
11.333333
0
7.6
2.6
0.32
Dropout
1
1
1
8
1
1
1
2
27
10
8
1
0
0
1
1
1
18
0
0
6
7
6
13.5
0
0
6
8
6
12.5
0
12.4
0.5
1.79
Graduate
1
8
1
11
1
1
1
1
14
5
8
0
0
0
1
1
1
19
0
0
6
8
5
12.666667
0
0
6
10
6
12.857143
0
16.2
0.3
-0.92
Graduate
1
1
3
5
1
1
1
13
28
6
8
1
0
0
1
1
1
19
0
0
6
6
6
15.166667
0
0
6
6
6
12.333333
0
12.4
0.5
1.79
Graduate
1
4
1
7
1
15
1
1
1
5
5
0
0
0
1
1
0
27
0
4
6
6
6
13.166667
0
2
5
7
5
15.142857
0
11.1
0.6
2.02
Dropout
1
17
1
4
1
1
1
13
1
10
10
0
0
1
1
1
0
21
0
7
12
20
10
11.8
0
5
12
15
9
11.444444
0
8.9
1.4
3.51
Enrolled
1
8
1
7
1
1
1
13
1
5
6
0
0
0
1
1
0
20
0
0
5
10
4
11.5
0
0
5
11
0
0
0
13.9
-0.3
0.79
Enrolled
1
15
1
5
1
14
1
13
28
5
1
1
0
0
1
1
0
21
0
0
6
6
6
14.5
0
0
6
8
6
11.333333
0
12.4
0.5
1.79
Graduate
1
1
5
15
1
1
1
22
3
6
3
1
0
0
1
1
0
22
0
0
6
10
5
13.4
0
0
6
12
3
10.666667
0
9.4
-0.8
-3.12
Enrolled
1
1
1
2
1
1
1
1
28
6
8
1
0
1
0
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Graduate
1
8
4
9
1
1
1
23
14
6
6
1
0
0
1
1
1
18
0
0
5
8
4
10.8
0
0
5
10
2
12.5
0
11.1
0.6
2.02
Dropout
1
12
2
10
1
1
1
13
1
6
6
0
0
0
1
1
0
28
0
0
5
6
0
0
0
0
5
5
0
0
0
13.9
-0.3
0.79
Dropout
2
12
1
4
1
1
1
1
27
10
2
0
0
1
0
1
0
25
0
3
10
23
6
11.428571
0
2
7
15
4
12
1
15.5
2.8
-4.06
Dropout
1
14
1
4
1
1
1
22
1
6
5
0
0
0
1
1
0
25
0
8
14
24
8
12.5
2
6
13
23
10
11.6
0
15.5
2.8
-4.06
Dropout
1
1
1
9
1
1
1
23
14
10
6
0
0
0
1
1
0
18
0
0
5
11
2
13.5
0
0
5
11
3
12.333333
0
8.9
1.4
3.51
Enrolled
1
1
1
11
1
1
1
4
14
5
6
0
0
0
1
1
0
26
0
0
6
6
0
0
0
0
6
12
0
0
0
10.8
1.4
1.74
Dropout
1
8
3
9
1
1
1
22
27
7
6
1
0
0
1
1
1
18
0
0
5
8
5
12.75
0
0
5
7
5
11.5
0
13.9
-0.3
0.79
Graduate
1
14
1
15
1
1
1
13
28
10
8
1
0
0
1
1
0
22
0
0
6
17
3
11.333333
3
0
6
14
3
12.333333
0
15.5
2.8
-4.06
Enrolled
1
12
1
4
1
1
1
1
3
5
6
0
0
0
1
1
0
25
0
0
6
8
0
0
0
0
6
10
0
0
0
16.2
0.3
-0.92
Dropout
1
1
2
15
1
1
1
3
1
5
5
1
0
0
1
1
0
19
0
0
6
9
5
11.4
0
0
6
13
5
12.4
0
8.9
1.4
3.51
Enrolled
1
8
2
15
1
1
1
3
14
3
4
1
0
0
1
1
0
19
0
0
6
7
6
14.428571
0
0
6
7
6
14.571429
0
13.9
-0.3
0.79
Graduate
1
8
1
12
1
1
1
1
1
6
6
0
0
0
1
1
0
19
0
0
7
9
7
12.492857
0
0
8
10
8
11.7125
0
16.2
0.3
-0.92
Graduate