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
3
12
1
1
1
3
1
5
2
1
0
0
1
1
0
18
0
0
8
15
5
12.288
1
0
8
15
5
12.288
1
10.8
1.4
1.74
Dropout
1
14
2
3
0
3
1
19
24
1
1
0
0
0
1
1
0
31
0
8
12
21
12
12.333333
0
6
10
13
7
13.285714
2
7.6
2.6
0.32
Graduate
1
1
2
9
1
1
1
1
1
10
10
0
0
0
1
1
1
18
0
0
5
9
4
11.5
0
0
5
5
5
12.8
0
12.4
0.5
1.79
Graduate
1
14
2
14
1
1
1
13
1
5
5
1
0
0
1
1
0
22
0
4
6
6
6
11.833333
0
0
6
11
4
11.142857
0
10.8
1.4
1.74
Dropout
1
16
1
9
1
12
1
13
14
10
6
0
0
1
0
1
0
38
0
0
5
5
0
0
0
0
5
5
0
0
0
8.9
1.4
3.51
Dropout
1
14
1
17
0
3
1
3
1
3
10
0
0
0
1
1
0
33
0
0
5
5
0
0
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
3
7
1
1
1
1
1
4
6
0
0
0
1
1
1
19
0
0
5
10
5
11.8
0
0
5
12
3
11.5
0
11.1
0.6
2.02
Enrolled
1
8
1
14
1
1
1
3
3
2
2
0
0
0
1
1
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
5
7
1
1
1
1
14
5
8
0
0
0
0
1
1
18
0
0
5
6
5
12.2
0
0
5
8
4
12
0
8.9
1.4
3.51
Enrolled
1
16
1
17
0
1
1
1
1
6
4
1
0
0
1
1
0
27
0
2
6
6
6
12.333333
0
0
5
5
5
13
0
11.1
0.6
2.02
Graduate
1
12
1
11
1
1
1
22
27
10
10
0
0
0
1
1
0
26
0
0
6
7
6
12.428571
0
0
6
6
6
12.833333
0
7.6
2.6
0.32
Graduate
1
1
6
12
1
1
1
1
14
4
4
1
0
0
1
0
1
19
0
0
7
7
7
12.765714
0
0
8
9
8
13.544444
0
12.4
0.5
1.79
Graduate
2
16
1
12
1
1
1
22
27
6
6
0
0
0
1
1
0
44
0
0
7
11
5
12.1
0
0
7
10
5
12.6
0
11.1
0.6
2.02
Dropout
1
1
2
9
1
1
1
22
28
10
10
1
0
0
1
1
0
19
0
0
5
10
5
12
0
0
5
9
5
11.5
0
13.9
-0.3
0.79
Graduate
1
9
1
5
1
1
1
1
27
5
8
1
0
0
1
1
0
20
0
0
6
6
0
0
0
0
6
6
0
0
0
9.4
-0.8
-3.12
Dropout
1
12
1
4
1
12
1
13
27
2
2
0
0
1
1
1
0
24
0
0
6
10
6
14.888889
0
0
6
11
6
13.727273
0
16.2
0.3
-0.92
Enrolled
4
14
1
17
0
1
1
22
27
7
7
0
0
0
1
0
0
31
0
7
14
19
13
11.357143
0
9
14
14
13
12
1
9.4
-0.8
-3.12
Graduate
1
14
1
5
1
1
1
22
27
10
10
1
0
0
1
0
0
25
0
0
6
6
6
13.5
0
0
6
6
6
12.5
0
9.4
-0.8
-3.12
Graduate
1
8
4
15
1
1
1
2
27
10
10
1
0
1
0
0
0
19
0
0
6
6
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
8
3
12
1
1
1
3
2
4
4
1
0
0
1
0
0
18
0
0
7
7
7
13.884286
0
0
8
9
8
14.75
0
11.1
0.6
2.02
Dropout
1
14
1
6
1
1
1
13
28
5
10
1
0
0
0
0
0
19
0
0
6
12
5
13
0
0
6
12
3
11.666667
0
13.9
-0.3
0.79
Enrolled
1
1
3
12
1
1
1
3
1
5
4
1
0
0
1
0
1
19
0
0
7
11
4
12.65
0
0
7
9
5
11.1
0
12.4
0.5
1.79
Enrolled
1
8
1
9
1
1
1
1
28
5
6
1
0
0
1
0
0
19
0
0
5
10
1
11
0
0
5
13
0
0
0
12.7
3.7
-1.7
Enrolled
1
12
1
14
1
1
1
1
1
5
5
0
0
0
1
0
0
24
0
0
6
12
2
11.666667
0
0
6
20
2
10.5
6
16.2
0.3
-0.92
Dropout
1
1
1
10
1
1
1
3
3
4
4
0
0
0
1
0
0
20
0
0
6
6
6
14.5
0
0
6
6
6
12.666667
0
12.4
0.5
1.79
Graduate
1
8
1
11
1
1
1
13
27
6
4
0
0
0
1
0
0
18
0
0
6
7
6
14.714286
0
0
6
7
6
14.166667
0
12.7
3.7
-1.7
Graduate
1
1
1
10
1
1
1
23
1
6
8
0
0
0
1
0
1
18
0
0
6
7
6
13.285714
0
0
6
6
6
14.333333
0
12.4
0.5
1.79
Graduate
1
8
1
6
1
1
1
1
28
5
10
1
0
0
1
0
0
21
0
0
5
13
3
11.333333
2
0
5
12
2
10.5
1
9.4
-0.8
-3.12
Enrolled
1
4
1
12
1
3
1
22
27
5
6
0
0
1
0
0
0
28
0
0
7
7
0
0
7
0
7
7
0
0
7
13.9
-0.3
0.79
Dropout
1
1
1
9
1
1
1
23
27
6
7
0
0
0
1
0
1
18
0
0
5
11
4
11.571429
0
0
5
9
5
12
0
13.9
-0.3
0.79
Enrolled
1
1
1
16
1
1
1
22
14
10
9
0
0
1
1
0
0
18
0
0
6
10
5
13
0
0
6
10
4
11.5
0
12.7
3.7
-1.7
Dropout
1
1
1
10
1
1
1
1
1
5
5
0
0
0
1
0
1
18
0
0
6
9
6
11.5
0
0
6
11
5
14
0
11.1
0.6
2.02
Graduate
1
8
2
9
1
1
1
22
14
10
9
1
0
0
1
0
1
18
0
0
5
8
5
11.8
0
0
5
10
5
11.6
3
16.2
0.3
-0.92
Graduate
1
1
1
9
1
1
1
13
14
10
10
1
0
0
0
0
1
19
0
0
5
7
3
10.666667
0
0
5
10
3
12.285714
0
10.8
1.4
1.74
Dropout
1
8
1
12
1
1
1
13
28
4
10
0
0
0
1
0
1
19
0
0
7
11
6
13.8875
0
0
8
9
8
14.864444
0
15.5
2.8
-4.06
Graduate
1
1
1
10
1
1
1
23
28
29
43
0
0
1
1
0
1
20
0
0
6
7
5
11.4
0
0
6
9
6
11.5
0
8.9
1.4
3.51
Graduate
2
14
1
3
0
1
1
22
14
10
4
0
0
0
1
0
0
34
0
9
11
17
9
12.333333
0
3
7
12
7
12.142857
0
9.4
-0.8
-3.12
Graduate
2
12
1
12
1
1
1
22
27
10
10
1
0
0
1
0
0
39
0
0
7
8
5
12.16
0
0
7
8
5
12.16
0
7.6
2.6
0.32
Enrolled
1
8
3
12
1
1
1
3
14
3
6
1
0
0
1
0
0
19
0
0
8
8
8
13.4275
0
0
8
8
8
13.4275
0
9.4
-0.8
-3.12
Graduate
1
12
1
5
1
1
1
1
14
5
5
1
0
0
1
0
0
24
0
0
6
6
6
15.166667
0
0
6
6
2
15.5
0
15.5
2.8
-4.06
Graduate
1
5
1
15
1
1
9
23
27
1
6
1
0
0
1
0
0
18
1
0
6
12
0
0
1
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
8
1
8
1
1
1
13
14
4
11
1
0
0
1
1
0
19
0
0
5
11
2
10.5
2
0
5
9
0
0
3
10.8
1.4
1.74
Dropout
1
1
1
9
1
1
1
1
28
4
7
0
0
0
1
1
1
18
0
0
5
5
5
11.8
0
0
5
8
3
11
0
9.4
-0.8
-3.12
Graduate
1
1
2
9
1
1
1
3
1
4
4
1
1
1
1
1
0
20
0
0
5
6
5
13.2
0
0
5
10
5
11.4
3
16.2
0.3
-0.92
Enrolled
1
1
6
12
1
1
1
1
1
10
10
1
1
1
1
1
0
19
0
2
7
8
7
13.075
0
1
8
11
8
12.361111
0
12.4
0.5
1.79
Graduate
1
1
1
8
1
1
1
3
14
3
5
1
0
0
1
1
0
19
0
0
6
8
4
11.6
0
0
6
14
2
13
0
11.1
0.6
2.02
Dropout
1
8
1
4
1
1
1
22
3
6
3
0
0
0
1
1
0
19
0
0
6
10
6
13.666667
0
0
6
10
4
12.25
0
13.9
-0.3
0.79
Dropout
2
12
1
17
0
1
1
21
12
10
11
1
0
0
1
1
0
41
0
0
5
9
4
10.75
0
0
5
7
2
10
0
9.4
-0.8
-3.12
Dropout
1
1
2
12
1
1
1
5
5
3
3
0
0
0
1
1
0
19
0
0
7
10
6
13.492857
0
0
8
9
8
12.688889
0
12.4
0.5
1.79
Graduate
1
14
3
11
1
1
1
3
3
3
3
0
0
0
1
1
0
19
0
0
6
14
3
12.5
0
0
6
9
4
11
0
12.7
3.7
-1.7
Enrolled
1
4
1
12
1
3
1
1
1
8
11
1
0
0
0
1
0
23
0
0
7
0
0
0
0
0
8
0
0
0
0
12.7
3.7
-1.7
Dropout
1
1
1
7
1
1
1
13
28
10
8
0
0
0
1
1
0
18
0
0
5
12
5
13.285714
0
0
5
16
5
14.8
0
12.4
0.5
1.79
Dropout
1
1
1
9
1
1
1
3
14
4
4
0
0
0
1
1
0
19
0
0
5
6
5
12.6
0
0
5
13
5
11.8
5
16.2
0.3
-0.92
Graduate
1
15
1
4
1
14
1
3
3
3
11
1
0
0
1
1
0
20
0
0
6
7
6
14
0
0
6
7
6
14.666667
0
12.4
0.5
1.79
Graduate
1
12
1
6
1
1
1
22
27
12
12
0
0
1
0
1
0
35
0
0
5
7
2
11.5
0
0
5
8
2
10.5
0
7.6
2.6
0.32
Dropout
4
12
2
14
1
12
1
13
1
12
12
0
0
0
0
1
0
34
0
0
6
6
0
0
0
0
6
9
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
5
1
1
1
3
3
10
10
1
0
1
0
0
1
19
0
0
6
6
6
11.833333
0
0
6
8
6
12.875
0
10.8
1.4
1.74
Graduate
1
6
1
10
1
1
12
13
1
10
10
1
0
1
0
1
0
22
1
0
6
10
5
11.5
0
0
6
8
5
12.4
0
13.9
-0.3
0.79
Graduate
1
8
3
5
1
1
1
1
4
5
3
0
0
0
1
1
0
20
0
0
6
6
6
14.166667
0
0
6
8
6
12.333333
0
11.1
0.6
2.02
Graduate
2
13
1
17
0
1
1
3
2
3
3
0
0
0
1
1
0
27
0
2
2
2
2
12.5
0
0
5
6
2
12.5
0
12.7
3.7
-1.7
Enrolled
2
12
1
7
1
1
1
13
14
1
6
0
0
1
1
1
0
30
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
12
1
7
1
1
1
1
1
5
5
0
0
0
1
1
0
34
0
0
5
7
0
0
0
0
5
8
1
11
0
10.8
1.4
1.74
Enrolled
1
1
1
11
1
1
1
1
1
6
5
1
0
0
0
1
0
20
0
0
6
14
2
10.5
0
0
6
16
0
0
0
10.8
1.4
1.74
Dropout
1
8
1
5
1
1
1
22
28
10
6
1
0
0
1
1
0
18
0
0
6
6
6
11.833333
0
0
6
6
6
13.166667
0
7.6
2.6
0.32
Graduate
1
1
1
8
1
1
1
7
14
5
5
0
0
0
1
1
1
26
0
0
5
9
0
0
0
0
5
6
0
0
0
7.6
2.6
0.32
Dropout
1
12
1
17
0
1
1
1
1
4
8
0
0
0
1
1
0
26
0
0
5
5
5
12.4
0
0
5
5
5
12.4
0
15.5
2.8
-4.06
Graduate
1
12
2
9
1
1
1
13
14
6
10
0
0
0
0
1
0
26
0
0
5
5
2
10.5
0
0
5
9
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
17
0
1
1
22
27
10
7
0
0
1
0
1
0
31
0
0
5
9
0
0
0
0
5
6
0
0
0
12.4
0.5
1.79
Dropout
1
1
3
2
1
1
1
22
14
10
9
1
0
0
1
1
1
20
0
6
12
12
12
14.583333
0
4
11
14
11
14.333333
0
8.9
1.4
3.51
Graduate
1
1
1
15
1
1
1
13
9
1
1
1
0
0
1
1
0
19
0
0
6
6
6
11.666667
0
0
6
10
3
12.666667
0
7.6
2.6
0.32
Graduate
1
8
1
14
1
1
1
19
3
8
3
1
0
1
0
1
0
23
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
6
12
1
1
1
1
1
5
5
1
0
0
1
1
1
20
0
0
7
14
1
13
0
0
7
15
0
0
0
11.1
0.6
2.02
Dropout
1
16
1
12
1
1
1
1
1
5
11
0
0
0
1
1
0
20
0
0
7
7
7
15.66
0
7
10
11
9
15.011111
0
11.1
0.6
2.02
Graduate
1
12
1
3
0
1
1
19
24
1
1
1
0
0
1
1
0
29
0
0
6
10
0
0
1
0
5
10
0
0
0
7.6
2.6
0.32
Dropout
1
1
4
15
1
1
1
13
14
8
8
1
0
0
1
1
1
20
0
0
6
6
6
12.166667
0
0
6
8
4
12.75
0
9.4
-0.8
-3.12
Graduate
1
1
1
12
1
1
1
22
27
10
10
0
0
0
1
1
0
24
0
0
7
7
6
13.3
0
0
7
7
6
13.3
0
7.6
2.6
0.32
Graduate
1
12
1
13
1
12
1
27
1
4
8
0
0
0
1
1
0
37
0
0
7
15
0
0
0
0
7
13
0
0
1
11.1
0.6
2.02
Dropout
1
1
5
12
1
1
1
22
14
5
5
1
0
0
1
1
0
18
0
0
7
0
0
0
0
0
8
0
0
0
0
7.6
2.6
0.32
Dropout
1
1
2
2
1
1
1
2
14
6
6
1
0
1
0
1
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Dropout
1
8
1
12
1
1
1
13
3
5
10
0
0
0
1
1
0
18
0
0
8
8
7
13.557143
0
0
8
8
7
13.557143
0
12.7
3.7
-1.7
Graduate
2
15
1
7
1
14
1
22
27
10
10
0
0
1
1
1
0
41
0
3
7
15
5
14.333333
0
1
6
16
6
14.636364
0
12.4
0.5
1.79
Enrolled
1
12
1
4
1
1
1
22
27
10
5
0
0
0
1
1
0
35
0
0
6
16
4
12
0
0
6
11
3
10.333333
0
13.9
-0.3
0.79
Dropout
1
8
1
11
1
1
1
13
28
10
10
0
0
0
1
0
0
19
0
0
5
5
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
1
1
2
1
1
1
1
14
11
6
1
0
0
1
1
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Graduate
2
12
1
12
1
1
1
22
27
29
37
0
0
0
1
0
0
48
0
0
7
11
4
11.75
0
0
7
14
3
11.725
0
11.1
0.6
2.02
Enrolled
1
1
1
12
1
1
1
13
2
10
4
1
0
0
1
0
0
19
0
0
7
7
6
12.183333
0
0
7
7
6
12.183333
0
7.6
2.6
0.32
Graduate
1
15
1
4
1
14
1
22
27
10
8
1
0
0
0
1
0
30
0
4
9
18
6
11.833333
0
1
8
21
4
11
0
15.5
2.8
-4.06
Dropout
2
14
1
15
1
1
1
22
27
6
1
0
0
1
0
1
0
51
0
0
4
4
0
0
0
0
4
4
0
0
0
12.7
3.7
-1.7
Dropout
1
5
1
6
1
1
9
2
14
3
9
0
0
0
1
0
0
18
1
0
6
8
6
15
0
0
6
10
5
14.333333
0
11.1
0.6
2.02
Graduate
1
1
1
2
1
1
1
1
1
10
4
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Graduate
1
1
1
2
1
1
1
25
33
5
5
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Graduate
1
1
5
12
1
1
1
23
27
8
8
1
0
0
1
0
1
18
0
0
8
8
8
13.435
0
0
8
8
8
13.435
0
9.4
-0.8
-3.12
Graduate
1
1
1
8
1
1
1
2
16
5
4
1
0
0
1
0
0
18
0
0
5
8
4
13.5
2
0
5
9
0
0
3
10.8
1.4
1.74
Dropout
1
1
1
2
1
1
1
2
3
5
9
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
12.4
0.5
1.79
Enrolled
1
9
1
2
1
1
1
1
1
5
4
1
0
0
1
0
0
23
0
15
17
18
17
11.5
0
16
17
17
17
12.176471
0
12.4
0.5
1.79
Graduate
1
1
1
5
1
1
1
13
14
8
10
1
0
0
1
0
0
19
0
0
6
10
2
10.5
0
0
6
6
3
11
0
7.6
2.6
0.32
Enrolled
1
1
1
6
1
1
1
13
27
9
9
0
1
0
1
0
0
21
0
0
6
13
4
12
0
0
6
17
2
11.5
0
11.1
0.6
2.02
Enrolled
1
1
1
15
1
1
1
3
3
3
3
1
0
1
0
0
0
18
0
0
6
7
5
12.2
0
0
6
11
4
11.5
0
11.1
0.6
2.02
Dropout
1
1
1
2
1
1
1
10
10
5
2
1
1
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Graduate
1
17
1
6
1
16
1
3
1
3
9
1
0
0
1
0
0
21
0
7
11
15
10
14.5
0
4
9
15
8
14
0
8.9
1.4
3.51
Graduate