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
1
1
5
1
1
1
23
27
4
4
0
0
0
1
1
0
18
0
0
6
6
6
14
0
0
6
7
6
13.857143
0
8.9
1.4
3.51
Graduate
1
1
1
14
1
1
1
1
1
12
12
1
0
1
1
1
0
20
0
0
6
10
1
12
1
0
6
0
0
0
0
10.8
1.4
1.74
Dropout
2
12
1
17
0
1
1
22
14
6
4
1
0
0
1
1
0
33
0
0
5
5
5
14.2
0
0
5
6
5
13.833333
0
10.8
1.4
1.74
Graduate
2
12
1
12
1
1
1
22
27
29
42
0
0
0
1
0
0
35
0
0
7
11
5
13.34
0
0
7
9
5
10.84
0
12.4
0.5
1.79
Enrolled
1
12
1
12
1
15
1
22
27
10
8
0
0
0
1
0
0
27
0
3
8
12
7
12.457143
0
3
8
12
7
12.457143
0
12.7
3.7
-1.7
Enrolled
1
8
5
15
1
1
1
23
28
8
8
1
0
0
0
0
0
19
0
0
6
12
3
11
0
0
6
12
3
12
0
9.4
-0.8
-3.12
Dropout
1
12
1
17
0
1
14
22
14
10
10
0
0
0
1
0
1
31
1
0
5
13
4
10.5
0
0
5
10
4
10.5
0
15.5
2.8
-4.06
Enrolled
1
1
1
2
1
1
1
13
27
8
8
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Graduate
1
14
1
5
1
1
1
13
27
8
8
1
0
0
1
1
0
22
0
9
13
13
13
14
0
7
12
13
12
13
0
15.5
2.8
-4.06
Graduate
1
14
1
12
1
1
16
1
1
7
7
0
0
0
1
0
0
39
1
0
7
0
0
0
0
0
8
0
0
0
0
12.7
3.7
-1.7
Dropout
1
8
1
11
1
1
1
1
1
5
9
1
0
0
0
1
0
22
0
0
1
1
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
2
12
1
17
0
1
1
22
14
10
11
0
0
0
1
1
0
47
0
0
5
8
4
10
0
0
5
8
4
12.5
0
9.4
-0.8
-3.12
Enrolled
1
8
1
2
1
1
1
13
27
6
10
1
0
0
1
1
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Graduate
1
5
1
11
1
1
10
3
1
10
10
1
0
0
1
0
0
19
1
0
6
6
6
13.5
0
0
6
6
6
14.333333
0
12.4
0.5
1.79
Graduate
1
8
1
12
1
1
1
13
27
10
10
1
0
0
1
0
0
19
0
0
7
0
0
0
0
0
8
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
1
2
1
1
1
13
27
10
8
1
0
0
1
0
1
21
0
15
17
18
17
13.388889
0
15
17
18
17
14.888889
0
11.1
0.6
2.02
Graduate
1
4
1
12
1
5
1
13
1
5
2
1
0
0
0
0
0
39
0
0
7
0
0
0
0
0
8
0
0
0
0
12.4
0.5
1.79
Dropout
1
8
1
2
1
1
1
13
1
5
2
1
0
0
1
1
0
19
0
6
12
12
12
13.583333
0
4
11
12
11
13.583333
0
8.9
1.4
3.51
Graduate
1
1
1
2
1
1
1
22
14
10
9
0
0
0
1
1
1
20
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Enrolled
1
12
1
9
1
9
1
1
1
10
5
1
0
1
0
1
0
24
0
0
5
5
0
0
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
12
1
17
0
1
1
13
14
10
10
1
0
0
1
1
0
27
0
0
5
9
1
10
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
2
12
1
17
0
1
1
22
27
10
10
0
0
0
1
1
0
29
0
0
5
5
5
15.2
0
0
5
5
5
15.2
0
11.1
0.6
2.02
Graduate
1
8
1
6
1
1
1
13
1
10
5
1
0
0
1
1
0
20
0
0
6
12
4
12.8
0
0
6
17
0
0
0
12.4
0.5
1.79
Dropout
1
1
1
14
1
1
1
13
1
8
5
0
0
0
1
1
0
21
0
0
5
7
5
11.166667
0
0
5
5
4
11
0
9.4
-0.8
-3.12
Dropout
1
1
1
2
1
1
1
3
2
3
3
1
0
0
1
1
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Enrolled
1
1
1
12
1
1
1
1
1
5
4
0
0
0
1
1
0
19
0
0
8
9
7
12.828571
0
0
8
9
7
12.828571
0
12.7
3.7
-1.7
Graduate
1
8
1
15
1
1
1
1
1
6
2
0
0
1
0
1
0
19
0
0
6
6
6
12.5
0
0
6
10
4
12.6
0
15.5
2.8
-4.06
Dropout
1
12
1
7
1
1
1
22
27
10
10
0
0
0
1
1
1
28
0
0
5
12
3
10
0
0
5
10
3
12.4
0
12.4
0.5
1.79
Graduate
1
6
1
11
1
1
12
13
1
10
8
1
0
0
0
0
0
21
1
0
6
6
6
11.5
0
0
6
10
4
13.25
0
13.9
-0.3
0.79
Graduate
1
5
1
12
1
1
10
3
3
3
10
1
0
1
0
0
0
23
1
0
8
11
7
11.328571
0
0
8
11
7
11.328571
0
12.7
3.7
-1.7
Dropout
4
12
1
4
1
1
1
13
14
10
5
0
0
0
1
0
0
39
0
0
6
15
2
13
2
0
6
13
3
13
1
15.5
2.8
-4.06
Enrolled
1
8
3
12
1
1
1
23
1
10
6
1
0
0
1
0
0
18
0
0
7
7
6
13.033333
0
0
7
7
6
13.033333
0
7.6
2.6
0.32
Graduate
2
6
1
15
1
1
14
22
27
10
7
0
0
0
1
0
0
59
1
0
6
8
6
12.166667
0
0
6
7
4
11.75
0
11.1
0.6
2.02
Graduate
1
4
1
7
1
4
1
4
3
3
8
0
0
1
1
1
0
30
0
0
5
6
4
14.5
0
0
5
10
3
16.2
0
13.9
-0.3
0.79
Enrolled
1
1
1
6
1
1
1
1
28
10
10
1
0
0
1
0
0
18
0
0
5
7
5
14.4
1
0
5
5
5
13.6
0
12.7
3.7
-1.7
Graduate
2
15
1
17
0
14
1
22
27
10
10
0
0
0
1
0
0
41
0
2
6
10
4
12.25
0
3
7
9
6
12.5
0
9.4
-0.8
-3.12
Enrolled
1
12
1
12
1
1
1
22
14
10
9
1
0
0
1
0
0
27
0
0
7
14
0
0
0
0
7
14
0
0
0
11.1
0.6
2.02
Dropout
1
1
1
10
1
1
1
23
14
10
11
1
0
0
1
0
1
18
0
0
6
6
6
12.666667
0
0
6
6
6
12
0
9.4
-0.8
-3.12
Graduate
1
9
5
16
1
1
1
23
14
8
8
1
0
1
0
0
0
20
0
0
6
14
2
12
0
0
6
14
3
11.666667
0
10.8
1.4
1.74
Dropout
2
12
1
7
1
3
1
22
27
5
8
0
0
0
0
0
0
32
0
0
5
6
0
0
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
8
1
9
1
1
1
23
27
4
6
1
0
0
1
0
0
19
0
0
5
5
3
11.666667
0
0
5
10
4
10.8
0
9.4
-0.8
-3.12
Dropout
2
12
1
16
1
9
1
22
27
8
9
0
0
0
1
0
0
41
0
0
6
0
0
0
0
0
6
0
0
0
0
16.2
0.3
-0.92
Dropout
4
8
5
3
0
1
1
13
14
12
12
0
0
0
1
0
0
38
0
0
5
12
1
10
0
0
5
10
0
0
0
10.8
1.4
1.74
Dropout
1
4
1
8
1
2
3
27
1
5
10
0
0
0
1
1
0
35
1
0
7
8
0
0
1
0
6
9
0
0
0
8.9
1.4
3.51
Dropout
1
12
1
3
0
1
1
19
24
1
1
1
0
0
1
0
0
27
0
0
6
11
4
12.25
0
0
6
16
3
12
0
7.6
2.6
0.32
Dropout
1
8
1
5
1
1
1
1
27
5
10
1
0
0
1
0
0
19
0
0
6
10
4
12
1
0
6
6
6
12.5
0
7.6
2.6
0.32
Graduate
1
9
1
15
1
1
1
13
27
10
6
0
0
0
0
0
0
18
0
0
6
7
5
12.6
0
0
6
6
5
11.8
0
11.1
0.6
2.02
Enrolled
2
12
1
17
0
7
1
19
24
1
1
0
0
0
0
0
0
39
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
2
4
1
11
1
2
1
22
27
10
10
0
0
0
0
0
0
37
0
0
5
5
0
0
0
0
5
10
0
0
0
10.8
1.4
1.74
Dropout
5
12
1
12
1
1
1
23
28
10
10
0
0
0
0
0
0
37
0
0
8
8
0
0
1
0
8
8
0
0
1
12.7
3.7
-1.7
Dropout
2
14
1
3
0
1
1
19
24
1
1
0
0
0
1
0
1
35
0
11
16
16
16
12.6875
0
11
13
13
13
12
0
9.4
-0.8
-3.12
Graduate
1
14
1
9
1
1
1
22
27
10
10
0
0
0
1
0
0
49
0
9
13
22
10
10.4
0
4
9
18
6
10.666667
0
12.7
3.7
-1.7
Graduate
1
4
1
9
1
15
1
22
27
10
10
0
0
0
1
0
0
52
0
11
15
26
14
10.466667
0
9
12
16
12
10.923077
0
13.9
-0.3
0.79
Graduate
1
1
2
6
1
1
1
1
28
6
6
1
0
0
1
0
0
18
0
0
5
10
5
14.333333
2
0
5
8
5
13
1
9.4
-0.8
-3.12
Graduate
1
12
1
3
0
1
1
22
27
10
10
0
0
0
1
0
1
30
0
0
7
7
6
14.666667
1
0
6
7
6
14.333333
0
10.8
1.4
1.74
Graduate
1
1
2
12
1
1
1
1
14
3
8
1
0
0
1
0
0
21
0
0
7
7
7
12.835714
0
0
8
8
8
14.23125
0
11.1
0.6
2.02
Graduate
1
1
1
7
1
1
1
22
14
10
6
1
0
0
1
1
0
20
0
0
5
5
0
0
0
0
5
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
8
1
9
1
1
1
1
28
7
7
1
0
1
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
7
1
2
1
1
1
22
27
10
10
1
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
Dropout
1
1
3
12
1
1
1
3
14
3
11
1
0
0
1
1
0
18
0
0
8
8
8
13.24875
0
0
8
8
8
13.24875
0
9.4
-0.8
-3.12
Graduate
1
6
1
1
1
1
14
2
3
3
5
0
0
0
1
1
0
20
1
0
7
10
7
12.857143
0
0
7
7
4
12.75
0
8.9
1.4
3.51
Enrolled
1
8
1
8
1
1
1
23
14
6
8
1
0
0
1
0
0
21
0
0
6
12
5
13.6
0
0
6
10
4
14.25
0
12.4
0.5
1.79
Enrolled
1
1
4
9
1
1
1
1
1
4
5
1
0
0
1
0
1
22
0
0
5
6
3
14
0
0
5
8
5
12.4
0
11.1
0.6
2.02
Graduate
1
15
1
8
1
14
1
13
14
6
6
1
0
1
0
0
0
20
0
1
6
11
3
12
0
0
6
11
2
11
0
12.4
0.5
1.79
Enrolled
1
8
4
6
1
1
1
22
1
4
10
0
0
0
1
0
0
20
0
0
6
9
6
13.166667
0
0
6
8
4
14
0
13.9
-0.3
0.79
Enrolled
1
8
6
10
1
1
1
1
14
8
8
1
0
0
1
0
1
19
0
0
6
8
6
13.625
0
0
6
7
6
12.166667
0
12.7
3.7
-1.7
Graduate
1
8
5
12
1
1
1
13
28
10
6
1
0
0
1
0
1
18
0
0
7
8
7
14.85
0
0
8
9
8
15.611111
0
13.9
-0.3
0.79
Graduate
1
1
2
9
1
1
1
1
14
5
5
1
0
0
1
1
0
21
0
0
5
9
4
10.75
0
0
5
6
5
11.4
0
11.1
0.6
2.02
Graduate
1
6
1
13
1
1
12
13
1
10
5
0
0
1
1
0
0
19
1
0
7
11
0
0
4
0
7
11
2
11.666667
0
8.9
1.4
3.51
Enrolled
1
14
1
8
1
1
3
22
27
10
7
0
0
0
1
0
0
37
1
0
6
0
0
0
0
0
6
0
0
0
0
13.9
-0.3
0.79
Dropout
2
1
1
3
0
1
1
22
27
10
10
1
0
0
1
0
0
45
0
8
12
14
12
14
0
2
7
12
7
13.857143
0
7.6
2.6
0.32
Enrolled
1
12
1
4
1
12
1
22
27
10
11
0
0
1
0
1
0
38
0
0
6
8
0
0
0
0
6
10
0
0
0
16.2
0.3
-0.92
Dropout
6
12
1
17
0
9
1
22
27
12
12
1
0
0
0
1
0
55
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
5
12
1
4
1
1
1
22
27
10
8
0
0
1
0
0
0
28
0
0
6
17
5
13
0
0
6
11
4
11.75
0
13.9
-0.3
0.79
Dropout
5
4
1
17
0
2
1
22
27
7
7
0
0
0
1
0
0
46
0
6
8
12
8
12.375
0
4
9
11
5
12.4
0
8.9
1.4
3.51
Graduate
1
1
4
2
1
1
1
13
14
5
5
1
1
0
1
0
0
22
0
0
0
0
0
0
0
0
0
0
0
0
0
16.2
0.3
-0.92
Graduate
2
12
2
14
1
12
1
22
27
10
10
0
0
0
1
0
0
46
0
0
6
10
5
11.4
0
0
6
9
4
13.75
0
12.4
0.5
1.79
Dropout
1
12
1
17
0
1
1
13
27
6
6
0
0
0
1
0
0
28
0
0
5
9
4
11.25
0
0
5
7
4
13
0
7.6
2.6
0.32
Enrolled
1
1
3
6
1
1
1
22
14
10
9
1
0
1
0
0
0
18
0
0
5
7
3
13
0
0
5
8
3
12
0
7.6
2.6
0.32
Dropout
1
7
1
2
1
1
1
23
27
10
10
1
0
0
1
1
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Enrolled
1
1
1
15
1
1
1
22
27
10
8
1
0
0
1
1
1
21
0
0
6
6
6
13.5
0
0
6
6
6
14.166667
0
12.7
3.7
-1.7
Graduate
1
7
2
5
1
1
1
1
3
5
3
1
0
0
1
0
0
18
0
0
6
11
1
11
1
0
6
11
4
11
4
7.6
2.6
0.32
Enrolled
1
14
1
17
0
1
1
13
27
4
10
0
0
0
1
0
0
34
0
0
5
9
0
0
0
0
5
10
1
11
0
13.9
-0.3
0.79
Dropout
1
8
1
16
1
1
1
22
28
10
10
1
0
0
1
0
1
21
0
0
6
9
5
12
0
0
6
8
5
11.2
0
10.8
1.4
1.74
Dropout
1
1
1
15
1
1
1
22
14
10
10
1
0
0
1
0
1
18
0
0
6
8
5
13
0
0
6
7
6
13
0
15.5
2.8
-4.06
Graduate
1
1
1
2
1
1
1
17
28
10
9
1
0
0
1
1
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Graduate
1
1
1
9
1
1
1
23
27
8
8
1
0
0
1
0
0
18
0
0
5
8
4
12
0
0
5
8
4
12.25
0
9.4
-0.8
-3.12
Enrolled
1
8
2
7
1
1
1
1
2
4
4
1
0
0
1
1
0
21
0
0
5
10
5
11.166667
0
0
5
10
3
10.8
0
12.4
0.5
1.79
Enrolled
1
8
1
11
1
1
1
22
27
6
5
1
0
0
1
1
0
19
0
0
6
13
2
10.5
0
0
6
11
1
12
0
10.8
1.4
1.74
Dropout
1
8
2
3
0
1
1
1
14
5
13
1
0
0
1
1
0
22
0
0
6
7
6
12.666667
0
0
6
6
6
12.166667
0
7.6
2.6
0.32
Graduate
1
15
1
4
1
14
1
1
14
5
8
0
0
0
1
1
0
23
0
1
6
6
1
11
0
0
6
8
0
0
0
15.5
2.8
-4.06
Dropout
1
8
4
2
1
1
1
3
1
3
11
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
4
9
1
1
1
13
28
6
6
1
0
0
1
1
0
18
0
0
5
6
4
11.5
0
0
5
12
2
10.333333
0
10.8
1.4
1.74
Enrolled
1
1
3
2
1
1
1
23
27
10
4
1
0
1
0
1
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
8
1
9
1
1
1
1
28
10
10
1
0
0
1
1
0
19
0
0
5
10
2
10.5
0
0
5
5
4
11.75
0
12.4
0.5
1.79
Enrolled
1
1
1
14
1
1
1
1
27
5
10
0
0
0
1
1
0
19
0
0
5
8
4
12.5
0
0
5
6
4
11
0
7.6
2.6
0.32
Enrolled
1
1
2
12
1
1
1
22
27
10
10
1
0
0
1
1
0
22
0
0
7
9
6
12.833333
0
0
8
12
6
12.5
0
16.2
0.3
-0.92
Enrolled
1
1
1
15
1
1
1
13
1
10
10
0
0
0
1
1
1
18
0
0
6
7
6
15.571429
0
0
6
7
6
16.142857
0
13.9
-0.3
0.79
Graduate
1
8
1
10
1
1
1
22
27
8
8
1
0
0
1
1
0
18
0
0
6
10
4
12
0
0
6
7
5
11.8
0
9.4
-0.8
-3.12
Dropout
1
8
1
15
1
1
1
23
28
10
10
0
0
1
1
1
0
19
0
0
6
6
4
11.25
0
0
6
6
3
11.333333
0
16.2
0.3
-0.92
Dropout