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
12
1
1
1
23
27
10
10
0
0
0
1
1
1
18
0
0
8
8
8
15.63375
0
0
8
8
8
15.63375
0
9.4
-0.8
-3.12
Graduate
1
1
1
15
1
1
1
1
1
6
6
1
0
0
1
1
0
18
0
0
6
6
6
13.666667
0
0
6
6
6
14.5
0
12.7
3.7
-1.7
Graduate
1
8
6
15
1
1
1
19
24
1
1
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
1
1
10
1
1
1
23
28
8
8
1
0
0
1
1
0
18
0
0
6
8
6
12.5
0
0
6
7
6
11.5
0
10.8
1.4
1.74
Graduate
1
12
1
14
1
1
1
1
14
5
10
0
0
0
1
1
1
25
0
0
6
8
6
12.285714
0
0
6
6
6
13
0
15.5
2.8
-4.06
Graduate
1
1
1
7
1
1
1
3
1
5
2
0
0
0
1
1
0
18
0
0
5
10
2
14
0
0
5
7
3
11
1
7.6
2.6
0.32
Enrolled
1
1
5
2
1
1
1
1
1
5
5
0
0
0
1
1
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Dropout
1
1
4
9
1
1
1
1
28
9
10
1
0
0
1
1
0
19
0
0
5
5
4
10.75
0
0
5
6
4
12.25
0
12.4
0.5
1.79
Enrolled
1
12
1
13
1
12
1
13
1
8
11
0
0
0
1
1
0
25
0
0
7
14
4
12.95
1
0
7
11
4
13.125
1
15.5
2.8
-4.06
Dropout
1
1
3
12
1
1
1
22
28
10
6
1
0
0
1
0
0
19
0
0
7
7
6
12.45
0
0
7
7
6
12.45
0
7.6
2.6
0.32
Graduate
1
15
1
17
0
14
1
22
27
10
10
0
0
0
1
0
0
31
0
2
6
12
4
12.25
0
3
7
9
7
12
0
9.4
-0.8
-3.12
Enrolled
1
1
3
12
1
1
1
13
14
6
5
1
0
0
1
0
1
20
0
0
8
8
8
13.38125
0
0
8
8
8
13.38125
0
9.4
-0.8
-3.12
Graduate
1
13
1
12
1
1
14
3
1
4
11
1
0
0
0
0
0
33
1
1
7
10
5
12.16
0
0
6
7
5
11.34
0
12.4
0.5
1.79
Dropout
1
15
1
6
1
14
1
1
3
10
5
0
0
1
0
0
0
24
0
2
6
11
4
12.5
0
1
6
18
2
11.5
0
12.4
0.5
1.79
Enrolled
1
8
4
10
1
1
1
13
27
10
10
1
0
0
1
0
1
18
0
0
6
8
6
12.75
0
0
6
10
6
12.166667
0
12.7
3.7
-1.7
Graduate
1
8
2
12
1
1
1
1
14
5
11
1
0
0
1
0
0
19
0
0
8
8
8
13.3425
0
0
8
8
8
13.3425
0
9.4
-0.8
-3.12
Graduate
1
1
4
12
1
1
1
23
28
8
8
1
0
0
1
0
1
20
0
0
7
10
7
14.175
0
0
8
14
6
13.03125
0
15.5
2.8
-4.06
Graduate
2
12
1
12
1
1
1
22
28
5
5
0
0
0
1
1
1
33
0
0
8
16
1
10
1
0
8
16
1
10
1
12.7
3.7
-1.7
Enrolled
1
12
1
7
1
1
1
23
27
8
8
0
0
0
1
1
0
24
0
0
5
9
0
0
0
0
5
8
2
14.5
2
7.6
2.6
0.32
Dropout
1
12
1
17
0
12
1
2
1
3
5
0
0
0
1
1
0
24
0
0
5
7
0
0
0
0
5
7
0
0
0
16.2
0.3
-0.92
Dropout
1
8
1
6
1
1
1
23
27
10
10
1
0
0
1
1
0
18
0
0
5
6
5
12
0
0
5
8
5
12.142857
0
10.8
1.4
1.74
Graduate
1
1
2
11
1
1
1
22
27
10
10
1
0
0
1
0
1
18
0
0
6
8
6
10.571429
0
0
6
9
5
11.4
0
16.2
0.3
-0.92
Graduate
1
16
1
6
1
1
1
3
3
3
9
1
0
0
1
0
0
22
0
4
12
19
11
14.153846
0
5
12
20
12
15.428571
0
8.9
1.4
3.51
Graduate
1
1
1
15
1
1
1
2
1
10
10
1
1
0
1
0
1
18
0
0
6
9
6
11.166667
0
0
6
11
5
12.4
0
10.8
1.4
1.74
Graduate
1
1
1
2
1
1
1
13
14
4
11
1
0
0
1
0
0
21
0
13
17
20
17
12
0
14
17
18
17
12.666667
0
11.1
0.6
2.02
Graduate
2
12
1
17
0
1
1
22
27
6
2
1
0
0
1
0
0
38
0
0
5
11
3
11.333333
0
0
5
9
4
12
0
9.4
-0.8
-3.12
Dropout
1
14
1
10
1
1
1
19
24
13
13
0
0
0
1
0
1
29
0
9
16
17
16
12.588235
0
10
13
14
13
13.357143
0
9.4
-0.8
-3.12
Graduate
1
15
1
8
1
14
1
23
27
5
10
1
0
0
1
0
1
20
0
0
6
11
4
12
0
0
6
9
4
10.75
0
16.2
0.3
-0.92
Enrolled
1
8
1
11
1
1
1
23
27
5
10
1
0
0
0
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
2
14
1
17
0
1
1
22
27
10
10
0
0
0
1
1
0
37
0
7
12
13
12
12.25
0
8
13
13
13
12.846154
0
9.4
-0.8
-3.12
Graduate
1
1
3
9
1
1
1
3
3
6
11
0
0
0
1
1
0
20
0
0
5
7
5
11.6
0
0
5
5
5
12.8
0
12.4
0.5
1.79
Graduate
1
1
1
8
1
1
1
13
14
12
9
1
0
0
0
1
0
20
0
0
5
7
4
13
0
0
5
11
3
12
2
10.8
1.4
1.74
Dropout
2
12
1
7
1
1
1
22
28
10
11
0
0
1
1
1
0
40
0
0
5
11
3
10.666667
0
0
5
5
2
12.5
0
16.2
0.3
-0.92
Dropout
2
12
1
3
0
1
1
22
3
10
11
0
0
0
1
1
0
44
0
5
11
21
9
12.333333
0
8
11
16
9
11
0
12.4
0.5
1.79
Enrolled
1
1
1
9
1
1
1
1
1
10
10
0
0
0
0
1
0
21
0
0
5
7
2
11
0
0
5
9
3
11.428571
0
10.8
1.4
1.74
Dropout
1
15
1
5
1
14
1
2
14
4
9
0
0
0
1
1
0
21
0
2
7
10
6
13.428571
0
5
9
9
8
13.125
0
16.2
0.3
-0.92
Graduate
1
1
6
12
1
1
1
3
1
3
2
1
0
0
1
1
0
18
0
0
8
10
8
13.05375
2
0
8
10
8
13.05375
2
9.4
-0.8
-3.12
Graduate
1
1
5
12
1
1
1
1
3
10
11
1
0
0
1
1
0
18
0
0
7
10
6
12.035714
0
0
8
9
7
13.75
0
13.9
-0.3
0.79
Enrolled
1
12
1
4
1
1
1
3
1
6
10
0
0
0
1
1
0
27
0
0
6
6
6
14.166667
0
0
6
7
6
13.833333
0
11.1
0.6
2.02
Graduate
2
12
1
5
1
12
1
22
27
10
11
0
0
0
0
1
0
38
0
0
6
6
0
0
0
0
6
8
0
0
0
10.8
1.4
1.74
Dropout
1
9
1
8
1
1
1
3
3
6
3
0
0
0
1
1
0
18
0
0
6
11
5
13.6
0
0
6
13
3
12.666667
0
13.9
-0.3
0.79
Dropout
1
8
4
11
1
1
1
1
1
5
3
1
0
0
1
1
0
19
0
0
6
7
5
12.2
0
0
6
12
2
12
0
7.6
2.6
0.32
Enrolled
1
1
1
8
1
1
1
3
14
3
10
1
0
0
1
1
0
18
0
0
6
8
6
13.714286
0
0
6
7
5
13.333333
0
15.5
2.8
-4.06
Dropout
1
14
1
15
1
1
1
1
1
10
7
0
0
1
0
1
0
19
0
0
6
10
3
11.666667
0
0
6
11
2
10
0
16.2
0.3
-0.92
Dropout
1
12
1
14
1
1
1
22
27
12
12
0
0
1
0
1
0
44
0
0
6
9
1
14
0
0
6
6
0
0
0
12.7
3.7
-1.7
Dropout
1
15
1
6
1
14
1
1
1
5
5
1
1
0
1
1
0
26
0
2
6
20
4
12.5
0
1
6
16
3
10
0
15.5
2.8
-4.06
Dropout
1
14
1
8
1
1
1
13
1
10
5
0
0
1
0
1
0
24
0
0
6
11
5
11.833333
0
0
6
11
4
11.5
0
15.5
2.8
-4.06
Dropout
1
12
1
4
1
1
1
13
1
10
7
1
0
0
0
1
0
27
0
0
6
6
0
0
0
0
6
8
0
0
0
15.5
2.8
-4.06
Dropout
1
12
1
4
1
1
1
1
1
10
5
0
0
1
0
1
0
27
0
0
6
0
0
0
0
0
6
0
0
0
0
13.9
-0.3
0.79
Dropout
1
14
1
5
1
1
1
23
28
8
8
1
0
0
1
1
0
25
0
11
17
18
13
11.538462
0
10
15
15
10
12.4
0
12.7
3.7
-1.7
Dropout
1
15
1
4
1
1
1
3
2
3
7
1
0
0
1
1
0
21
0
4
9
14
7
11.285714
2
2
8
15
4
12.25
0
12.7
3.7
-1.7
Enrolled
1
1
1
2
1
1
1
23
14
10
10
1
0
0
1
1
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Graduate
1
8
2
5
1
1
1
24
29
4
4
1
0
0
1
1
0
20
0
0
6
7
5
11.8
0
0
6
9
4
12
0
15.5
2.8
-4.06
Enrolled
1
15
1
7
1
14
1
13
3
6
3
0
0
0
1
1
0
20
0
0
5
16
0
0
0
0
5
12
2
10.5
0
12.7
3.7
-1.7
Enrolled
1
8
5
7
1
1
1
3
1
3
10
1
0
1
0
1
0
20
0
0
5
5
0
0
0
0
5
5
0
0
0
8.9
1.4
3.51
Dropout
1
1
1
7
1
1
1
1
1
4
4
0
0
0
0
1
1
18
0
0
5
5
5
14.2
0
0
5
5
5
14.2
0
8.9
1.4
3.51
Enrolled
1
8
1
2
1
1
1
4
4
4
4
0
0
1
1
1
0
19
0
5
12
12
10
12.7
0
4
11
16
10
12.272727
0
8.9
1.4
3.51
Enrolled
1
15
1
8
1
14
1
1
27
5
9
1
0
0
0
0
0
22
0
1
6
10
3
12.666667
0
0
6
7
0
0
0
15.5
2.8
-4.06
Dropout
1
1
4
14
1
1
1
4
14
3
6
1
0
0
1
0
0
19
0
0
6
7
6
14.428571
0
0
6
8
6
15
2
16.2
0.3
-0.92
Graduate
1
1
4
12
1
1
1
1
1
5
8
1
0
0
1
0
1
18
0
0
7
7
7
13.117143
0
0
8
9
7
12.6
0
11.1
0.6
2.02
Graduate
1
1
2
10
1
1
1
13
14
29
36
1
0
1
1
0
0
20
0
0
6
7
6
12.666667
0
0
6
7
6
11.833333
0
8.9
1.4
3.51
Graduate
1
8
1
2
1
1
14
1
1
6
8
1
0
0
1
0
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Dropout
1
12
1
15
1
1
1
1
14
2
4
0
0
0
1
1
0
36
0
0
6
7
6
15.285714
0
0
6
6
6
16.5
0
10.8
1.4
1.74
Graduate
1
6
1
9
1
1
12
22
2
7
5
0
0
1
1
1
0
19
1
0
5
12
3
10.5
0
0
5
8
4
11.25
0
12.4
0.5
1.79
Graduate
1
17
1
9
1
16
1
1
1
7
7
0
0
0
1
1
1
21
0
6
11
11
11
12.636364
0
3
9
11
9
12.6
0
8.9
1.4
3.51
Graduate
1
1
1
9
1
1
1
13
28
10
10
1
0
0
1
0
0
26
0
0
5
6
0
0
0
0
5
0
0
0
0
15.5
2.8
-4.06
Dropout
1
12
1
4
1
1
14
1
1
10
10
0
0
1
0
0
0
29
1
3
9
9
3
14.333333
0
1
7
8
1
14
0
15.5
2.8
-4.06
Dropout
1
15
1
11
1
14
1
13
2
10
4
0
0
0
0
1
0
26
0
2
8
14
8
15.125
0
1
6
12
6
13.666667
0
11.1
0.6
2.02
Enrolled
1
4
1
12
1
3
1
3
14
3
7
0
0
0
1
1
0
27
0
0
7
0
0
0
0
0
8
0
0
0
0
12.4
0.5
1.79
Dropout
1
16
1
9
1
1
1
3
3
3
3
0
0
1
1
1
0
32
0
2
7
16
3
12
0
3
8
10
3
10.333333
0
8.9
1.4
3.51
Enrolled
1
7
3
16
1
1
1
22
14
10
6
1
0
0
1
0
1
23
0
0
6
10
4
14.25
1
0
6
8
5
12
0
7.6
2.6
0.32
Enrolled
1
12
1
9
1
1
14
23
28
10
9
0
0
0
1
0
0
24
1
0
5
12
2
10.5
0
0
5
9
4
10
2
16.2
0.3
-0.92
Enrolled
1
1
2
15
1
1
1
1
1
10
10
1
0
0
1
0
1
19
0
0
6
7
6
13.5
0
0
6
7
6
14.428571
0
16.2
0.3
-0.92
Graduate
1
13
1
4
1
1
1
13
14
5
5
1
0
0
1
1
0
25
0
0
6
14
5
11.666667
0
0
6
11
4
12
0
15.5
2.8
-4.06
Enrolled
1
8
6
11
1
1
1
1
14
5
6
1
0
0
1
1
0
19
0
0
6
13
5
10.8
0
0
6
12
3
10
0
9.4
-0.8
-3.12
Enrolled
1
1
3
15
1
1
1
1
3
1
1
0
0
0
0
1
0
20
0
0
4
4
0
0
0
0
4
8
0
0
0
10.8
1.4
1.74
Dropout
2
1
1
11
1
1
1
13
28
5
8
0
0
0
1
1
0
33
0
3
9
11
9
12.8
0
2
7
9
7
11.428571
0
12.7
3.7
-1.7
Graduate
2
12
1
17
0
1
1
22
10
10
10
0
0
1
1
1
0
35
0
0
5
6
5
10.8
0
0
5
7
5
12
2
9.4
-0.8
-3.12
Dropout
1
1
1
9
1
1
1
22
28
8
8
1
0
0
1
1
0
23
0
0
5
8
4
11.4
0
0
5
7
4
11
0
11.1
0.6
2.02
Graduate
1
1
1
12
1
1
1
22
14
10
10
1
0
0
1
1
0
19
0
0
7
7
7
13.725714
0
0
8
8
8
14.5
0
11.1
0.6
2.02
Graduate
1
1
1
14
1
1
1
1
27
10
11
0
0
0
1
1
0
21
0
0
6
6
5
12.8
0
0
6
9
5
12.25
0
10.8
1.4
1.74
Enrolled
1
1
5
5
1
1
1
1
14
4
4
1
0
0
1
1
1
21
0
0
6
6
6
13.5
0
0
6
6
6
11.166667
0
11.1
0.6
2.02
Graduate
1
12
1
12
1
1
1
22
27
4
8
0
0
0
1
1
0
27
0
0
8
8
7
15.57
0
0
8
8
7
15.57
0
10.8
1.4
1.74
Dropout
1
8
3
9
1
1
1
3
28
15
36
1
0
1
1
1
0
19
0
0
5
10
4
11
0
0
5
13
2
12
0
8.9
1.4
3.51
Enrolled
1
4
2
12
1
3
1
22
28
10
10
0
0
0
1
1
0
28
0
0
7
7
7
14.114286
0
0
8
9
8
15.911111
0
16.2
0.3
-0.92
Dropout
1
14
1
9
1
1
1
22
28
8
8
0
0
0
1
1
0
25
0
0
5
12
3
11
1
0
5
12
4
11.5
0
9.4
-0.8
-3.12
Enrolled
2
12
1
10
1
12
1
22
27
10
5
0
0
0
1
1
0
42
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
4
1
17
0
3
1
22
27
10
10
0
0
0
1
1
0
27
0
0
5
6
4
13.5
0
0
5
6
4
13.75
0
7.6
2.6
0.32
Graduate
1
1
1
5
1
1
1
3
3
1
2
1
0
0
1
1
0
23
0
0
6
9
4
11.25
1
0
6
10
0
0
4
7.6
2.6
0.32
Dropout
1
8
3
11
1
1
1
13
1
5
5
1
0
0
1
1
1
18
0
0
6
7
6
12.142857
0
0
6
8
6
11.333333
0
8.9
1.4
3.51
Graduate
2
12
1
12
1
1
1
22
27
10
5
0
0
0
1
1
0
26
0
0
8
8
7
13.075714
0
0
8
8
7
13.075714
0
10.8
1.4
1.74
Graduate
1
1
4
9
1
1
1
3
1
4
11
0
0
0
1
1
0
18
0
0
5
0
0
0
0
0
5
0
0
0
0
8.9
1.4
3.51
Dropout
1
12
1
17
0
1
1
3
5
3
3
0
0
1
1
1
0
29
0
1
5
9
3
11
0
0
5
11
2
13.5
0
12.7
3.7
-1.7
Dropout
1
8
1
6
1
1
1
1
1
5
8
1
0
0
1
1
0
22
0
0
6
16
0
0
0
0
6
7
0
0
0
16.2
0.3
-0.92
Dropout
1
14
1
12
1
1
1
13
27
27
42
1
0
0
1
0
0
21
0
0
7
12
4
13.125
0
0
7
8
6
12.333333
0
13.9
-0.3
0.79
Enrolled
1
1
3
12
1
1
1
23
28
8
10
1
0
0
1
0
1
19
0
0
8
8
7
13.512857
0
0
8
8
7
13.512857
0
10.8
1.4
1.74
Graduate
1
1
1
10
1
1
1
23
27
10
8
1
0
0
1
0
1
18
0
0
6
7
6
12.833333
0
0
6
6
6
12.166667
0
10.8
1.4
1.74
Graduate
1
1
3
6
1
1
1
23
1
10
10
1
0
0
1
0
1
18
0
0
5
8
3
15
2
0
5
9
3
11.666667
0
9.4
-0.8
-3.12
Dropout
1
12
1
4
1
12
1
22
28
5
10
0
0
1
0
0
0
40
0
0
6
12
5
12.8
0
0
6
16
3
13.333333
0
11.1
0.6
2.02
Dropout
1
8
3
11
1
1
12
23
3
10
4
1
0
1
0
0
0
20
1
0
6
14
3
12.333333
0
0
6
16
0
0
0
10.8
1.4
1.74
Dropout