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
4
1
14
1
1
27
7
7
1
0
0
1
1
0
20
0
0
6
14
5
11.714286
0
0
6
15
5
12
0
16.2
0.3
-0.92
Graduate
1
14
1
2
1
14
1
23
27
10
8
0
0
0
0
1
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Dropout
1
8
6
9
1
1
1
22
27
10
10
1
0
0
1
1
0
25
0
13
15
15
13
10.769231
0
11
14
15
12
11.833333
0
7.6
2.6
0.32
Dropout
1
8
4
15
1
1
1
1
1
5
6
1
0
0
1
1
0
18
0
0
6
10
5
11.6
0
0
6
6
6
12
0
9.4
-0.8
-3.12
Dropout
1
1
1
9
1
1
1
13
1
8
6
1
0
0
1
1
0
19
0
0
5
6
4
13.75
0
0
5
5
0
0
0
12.4
0.5
1.79
Dropout
1
1
5
9
1
1
1
13
3
10
10
1
0
0
1
1
0
18
0
0
5
14
4
11
0
0
5
9
5
10.5
0
13.9
-0.3
0.79
Dropout
1
13
1
9
1
1
1
13
1
5
5
0
0
0
0
1
0
25
0
0
5
6
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
12
1
2
1
1
1
19
24
1
1
1
0
0
1
1
0
38
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Dropout
1
15
1
2
1
14
1
1
1
2
8
0
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
12.4
0.5
1.79
Dropout
1
1
4
15
1
1
1
1
14
10
10
1
0
0
1
1
0
19
0
0
6
7
6
12.333333
0
0
6
10
5
13.2
0
16.2
0.3
-0.92
Graduate
1
15
1
6
1
14
1
23
27
10
5
1
0
0
1
1
1
22
0
0
6
9
6
13.428571
0
1
6
12
6
13.625
0
12.4
0.5
1.79
Graduate
1
1
6
7
1
1
1
2
1
4
6
1
0
0
1
1
0
18
0
0
5
10
0
0
0
0
5
10
1
10
3
7.6
2.6
0.32
Enrolled
1
4
1
17
0
3
1
13
14
4
10
0
0
0
0
1
0
32
0
0
5
12
4
14.75
0
0
5
9
2
15
0
16.2
0.3
-0.92
Dropout
1
14
1
16
1
1
1
2
29
3
6
0
0
0
1
1
0
37
0
19
21
21
21
12.47619
0
13
19
19
19
12.210526
0
12.4
0.5
1.79
Graduate
1
8
1
7
1
1
1
22
27
10
7
1
0
0
1
1
0
21
0
0
5
8
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
11
1
1
1
1
3
5
2
1
0
0
1
1
0
18
0
0
6
15
3
11.666667
0
0
6
14
2
12.5
0
10.8
1.4
1.74
Dropout
1
1
3
5
1
1
1
28
3
15
21
1
0
1
1
1
0
19
0
0
6
6
6
12
0
0
6
7
6
13.571429
0
8.9
1.4
3.51
Graduate
1
8
1
14
1
1
1
1
14
5
9
0
0
0
1
1
1
19
0
0
6
7
6
12
0
0
6
6
6
14
0
12.4
0.5
1.79
Graduate
1
1
1
2
1
1
14
1
1
10
8
1
0
0
0
0
0
19
1
6
12
12
12
15.25
0
4
11
12
11
15
0
8.9
1.4
3.51
Graduate
1
8
1
15
1
1
1
13
28
10
10
1
0
0
1
1
1
19
0
0
6
9
5
12.4
0
0
6
6
6
13.166667
0
12.7
3.7
-1.7
Graduate
1
6
1
9
1
1
12
1
1
10
8
0
0
1
1
1
0
21
1
0
5
9
3
12.333333
0
0
5
8
4
11.25
0
8.9
1.4
3.51
Enrolled
4
12
1
17
0
1
1
13
14
8
9
0
0
0
1
0
0
28
0
0
5
8
4
11.5
0
0
5
7
4
12
0
10.8
1.4
1.74
Enrolled
1
1
1
15
1
1
7
1
1
4
6
1
0
1
0
0
0
19
1
0
6
8
5
12.2
0
0
6
6
4
11.75
0
16.2
0.3
-0.92
Dropout
1
12
1
17
0
12
1
22
27
10
7
0
0
1
1
0
0
28
0
0
5
14
2
10.5
0
0
5
6
0
0
0
12.4
0.5
1.79
Dropout
1
1
1
12
1
1
1
13
14
8
10
0
0
0
1
0
1
19
0
0
8
8
7
14.4
0
0
8
8
7
14.4
0
12.7
3.7
-1.7
Graduate
2
4
1
3
0
3
1
13
28
4
8
0
0
0
1
0
0
32
0
8
14
18
13
12.846154
0
7
11
19
10
12.8
0
10.8
1.4
1.74
Graduate
1
12
1
3
0
14
1
13
27
10
9
0
0
1
0
0
0
26
0
0
6
13
4
12
0
0
6
7
5
13.2
0
16.2
0.3
-0.92
Dropout
2
12
1
9
1
9
1
22
27
10
10
0
0
0
1
0
0
25
0
0
5
0
0
0
0
0
5
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
14
2
16
1
1
1
23
22
5
2
0
0
0
1
0
0
31
0
3
7
8
6
13.666667
0
1
6
8
5
13.5
0
9.4
-0.8
-3.12
Dropout
1
8
1
10
1
1
1
22
1
10
6
1
0
0
1
0
1
20
0
0
6
10
5
11.857143
0
0
6
8
6
11.666667
0
12.7
3.7
-1.7
Graduate
1
1
4
10
1
1
1
1
27
9
10
1
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
1
8
1
2
1
1
1
22
14
6
10
1
0
0
1
0
0
23
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Dropout
1
1
1
10
1
1
1
22
1
10
10
1
0
0
1
0
0
18
0
0
6
8
5
13.2
0
0
6
6
6
11.333333
0
9.4
-0.8
-3.12
Graduate
1
1
2
10
1
1
1
13
28
10
9
1
0
0
1
0
1
19
0
0
6
8
6
12.714286
0
0
6
12
5
11
0
13.9
-0.3
0.79
Dropout
1
1
1
11
1
1
1
23
14
10
11
0
0
0
1
0
0
18
0
0
6
6
6
12.5
0
0
6
6
6
12.666667
0
15.5
2.8
-4.06
Graduate
1
1
1
9
1
1
1
1
1
5
7
1
0
0
1
0
0
21
0
0
5
9
3
10.666667
0
0
5
13
2
12.5
0
7.6
2.6
0.32
Enrolled
1
1
2
15
1
1
1
22
27
10
8
1
0
0
1
0
0
20
0
0
6
12
1
17
0
0
6
12
1
17
0
9.4
-0.8
-3.12
Enrolled
1
1
1
6
1
1
1
1
14
5
10
1
0
0
1
0
0
24
0
0
5
6
5
13
1
0
5
9
4
13.25
0
12.7
3.7
-1.7
Graduate
1
1
1
14
1
1
1
22
27
10
7
0
0
0
1
0
1
18
0
0
5
7
3
12.666667
0
0
5
5
4
12.5
0
9.4
-0.8
-3.12
Enrolled
1
13
1
12
1
1
1
3
27
3
7
1
0
0
1
0
0
25
0
0
14
14
12
13.291667
1
0
14
14
12
13.291667
1
7.6
2.6
0.32
Graduate
1
8
1
6
1
1
1
2
3
3
3
0
0
0
1
0
0
20
0
0
5
12
3
11.666667
2
0
5
11
4
11.5
1
9.4
-0.8
-3.12
Graduate
1
8
2
12
1
1
1
13
27
6
10
1
0
0
1
0
0
18
0
0
8
8
7
14.24
0
0
8
8
7
14.24
0
10.8
1.4
1.74
Graduate
1
12
1
14
1
1
1
19
24
1
1
1
0
0
1
0
0
24
0
0
5
10
3
13
0
0
5
11
3
11.333333
0
7.6
2.6
0.32
Dropout
1
8
2
12
1
1
1
1
1
6
11
1
0
0
1
0
0
18
0
0
7
9
5
14.06
0
0
7
9
6
12.571429
0
12.4
0.5
1.79
Enrolled
1
8
5
10
1
1
1
23
27
10
10
0
0
1
0
0
0
21
0
0
6
10
5
11.833333
0
0
6
10
5
13.2
0
13.9
-0.3
0.79
Dropout
1
1
1
15
1
1
1
1
14
6
11
1
0
0
1
0
0
18
0
0
6
6
6
12.833333
0
0
6
6
6
13.333333
0
9.4
-0.8
-3.12
Graduate
1
8
2
11
1
1
1
10
14
6
6
1
0
0
1
0
0
20
0
0
6
16
1
10
0
0
6
12
0
0
0
10.8
1.4
1.74
Dropout
1
8
5
9
1
1
1
1
1
5
5
1
0
0
1
0
0
19
0
0
5
9
2
11
0
0
5
12
2
10
0
7.6
2.6
0.32
Dropout
1
1
1
12
1
1
1
3
1
3
10
1
0
0
1
0
0
20
0
0
7
7
7
14.105714
0
0
8
8
8
13.6625
0
11.1
0.6
2.02
Graduate
1
1
5
12
1
1
1
23
14
10
7
1
0
0
1
0
0
20
0
0
8
12
7
12.471429
0
0
8
12
7
12.471429
0
12.7
3.7
-1.7
Graduate
1
15
1
6
1
14
1
3
1
5
4
1
0
0
1
0
1
20
0
2
6
11
6
11.833333
0
1
6
17
5
11.857143
0
12.4
0.5
1.79
Graduate
1
1
3
5
1
1
1
1
1
5
9
1
0
0
1
0
0
20
0
0
6
6
6
12.5
0
0
6
6
6
12.833333
0
7.6
2.6
0.32
Graduate
1
1
6
16
1
1
1
23
28
10
8
1
0
0
1
0
0
18
0
0
6
7
6
11.666667
0
0
6
7
6
12.333333
0
10.8
1.4
1.74
Dropout
1
1
1
2
1
1
1
3
1
5
5
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
Graduate
4
12
1
17
0
1
1
22
28
10
10
0
0
0
1
0
0
30
0
0
5
11
3
10.333333
0
0
5
10
4
12.8
0
12.4
0.5
1.79
Enrolled
1
1
2
6
1
1
1
4
14
3
6
1
0
0
1
0
0
18
0
0
5
8
5
16.166667
2
0
5
9
5
14.285714
1
9.4
-0.8
-3.12
Graduate
1
12
1
6
1
12
1
22
27
5
9
0
0
0
1
0
0
35
0
0
6
11
3
12.666667
0
0
6
7
0
0
0
11.1
0.6
2.02
Dropout
1
12
1
3
0
1
1
13
27
8
9
0
0
1
0
0
0
31
0
0
6
14
2
10.5
0
0
6
6
3
12.333333
0
11.1
0.6
2.02
Dropout
1
14
1
11
1
1
1
22
27
10
10
1
0
1
1
0
0
19
0
0
6
13
2
11.5
0
0
6
13
1
11
0
7.6
2.6
0.32
Dropout
1
1
4
10
1
1
1
1
14
5
6
1
0
0
1
0
0
19
0
0
6
6
6
13
0
0
6
8
5
13.4
0
8.9
1.4
3.51
Graduate
1
8
4
12
1
1
1
13
27
5
9
1
0
0
1
0
0
19
0
0
7
7
6
11.966667
0
0
7
7
6
11.966667
0
7.6
2.6
0.32
Graduate
1
8
1
12
1
1
1
3
3
3
4
0
0
0
1
0
0
19
0
0
8
8
8
13.3475
0
0
8
8
8
13.3475
0
9.4
-0.8
-3.12
Graduate
1
1
3
6
1
1
1
1
28
10
12
0
0
0
1
0
0
21
0
0
5
7
5
12
0
0
5
7
4
12.5
0
7.6
2.6
0.32
Graduate
1
8
3
16
1
1
1
19
24
1
1
0
0
0
1
0
0
18
0
0
6
10
2
10.5
0
0
6
13
0
0
0
7.6
2.6
0.32
Dropout
1
8
1
10
1
1
1
22
27
10
10
1
0
0
1
0
0
18
0
0
6
9
4
11.5
0
0
6
10
4
10.75
0
7.6
2.6
0.32
Enrolled
1
1
2
2
1
1
1
23
28
5
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
Graduate
1
1
1
14
1
1
1
3
14
4
10
1
0
0
1
1
0
18
0
0
6
9
6
13.571429
0
0
6
11
4
14
0
12.4
0.5
1.79
Graduate
1
8
1
6
1
1
1
13
14
2
2
1
0
0
1
1
0
18
0
0
6
10
6
14.7
0
0
6
10
6
12
0
16.2
0.3
-0.92
Graduate
1
12
1
17
0
1
1
22
27
10
10
1
0
0
0
1
0
25
0
0
5
5
0
0
0
0
5
5
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
12
1
1
1
2
2
4
4
1
0
0
1
1
0
18
0
0
7
8
6
11.833333
0
0
7
8
6
11.833333
0
7.6
2.6
0.32
Enrolled
1
1
3
2
1
1
1
1
3
6
3
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Graduate
1
1
6
12
1
1
1
23
14
4
4
1
0
0
1
1
0
18
0
0
7
7
7
13.175714
0
0
8
8
8
14.925
0
12.4
0.5
1.79
Graduate
1
12
1
4
1
1
1
10
10
10
10
0
0
0
1
1
0
24
0
0
6
7
0
0
0
0
6
10
0
0
0
12.4
0.5
1.79
Dropout
1
1
1
10
1
1
1
22
27
8
10
0
0
0
1
0
0
19
0
0
6
12
2
13
0
0
6
9
6
10.833333
0
7.6
2.6
0.32
Enrolled
5
4
1
12
1
15
1
22
27
5
10
0
0
0
1
0
0
29
0
1
8
11
7
13.742857
0
1
8
11
7
13.742857
0
12.7
3.7
-1.7
Graduate
1
14
1
17
0
1
1
22
27
10
10
1
0
0
1
0
0
27
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
8
6
12
1
1
1
23
1
10
11
1
0
0
1
0
0
18
0
0
7
8
7
12.217143
0
0
8
11
7
12.11875
0
11.1
0.6
2.02
Graduate
2
14
1
17
0
1
1
22
27
10
10
0
0
0
1
0
0
28
0
14
15
15
14
11.071429
0
12
14
16
12
11.333333
1
9.4
-0.8
-3.12
Dropout
2
12
1
16
1
12
1
22
27
10
10
0
0
0
1
0
1
32
0
0
7
10
7
13.428571
0
2
8
8
8
13.25
0
13.9
-0.3
0.79
Graduate
1
12
1
17
0
1
1
22
27
8
8
0
0
0
1
0
0
30
0
0
5
7
5
11.4
0
0
5
6
5
13.666667
0
10.8
1.4
1.74
Dropout
1
4
1
12
1
2
1
23
27
8
9
0
0
0
1
0
0
29
0
0
8
14
4
11.325
1
0
8
14
4
11.325
1
12.7
3.7
-1.7
Dropout
1
1
2
10
1
1
1
1
14
5
9
0
0
0
1
0
0
20
0
0
6
13
0
0
0
0
5
11
0
0
0
9.4
-0.8
-3.12
Enrolled
1
1
1
12
1
1
1
1
1
10
10
0
0
0
1
0
0
19
0
0
8
8
7
15
0
0
8
8
7
15
0
12.7
3.7
-1.7
Graduate
1
12
2
3
0
1
1
22
27
10
10
0
0
0
1
0
0
29
0
0
6
7
6
13.166667
0
0
6
8
6
15.625
0
12.4
0.5
1.79
Graduate
2
1
1
10
1
1
1
22
24
10
8
0
0
0
0
0
0
27
0
0
6
12
2
11
0
0
6
14
4
10.5
0
9.4
-0.8
-3.12
Dropout
1
1
1
10
1
1
1
13
14
31
45
0
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
1
8
1
14
1
1
1
22
28
9
8
1
0
0
1
0
1
21
0
0
5
7
3
12.333333
0
0
5
5
2
12.5
0
7.6
2.6
0.32
Dropout
2
1
1
17
0
1
1
22
27
10
10
0
0
0
0
0
0
29
0
0
5
6
4
12.25
0
0
5
6
5
10.166667
0
10.8
1.4
1.74
Dropout
2
14
1
9
1
2
1
22
27
10
10
0
0
1
0
0
0
42
0
13
13
13
13
11.923077
0
12
12
12
12
12.5
0
15.5
2.8
-4.06
Dropout
1
1
1
10
1
1
1
13
14
10
8
0
0
0
1
0
1
18
0
0
6
6
6
14.333333
0
0
6
7
6
14.142857
0
15.5
2.8
-4.06
Graduate
1
12
1
6
1
1
1
23
28
10
10
1
0
0
1
0
0
24
0
0
5
6
5
12
0
0
5
5
5
13
0
10.8
1.4
1.74
Graduate
2
4
1
12
1
3
1
22
27
10
6
0
0
0
1
0
0
32
0
0
7
9
7
13.761111
0
1
8
11
7
12.06375
0
15.5
2.8
-4.06
Enrolled
1
1
1
9
1
1
1
22
1
5
11
0
0
0
1
0
0
18
0
0
5
6
4
11.25
0
0
5
8
5
11
0
10.8
1.4
1.74
Enrolled
1
12
1
17
0
1
1
23
28
6
8
0
0
0
1
0
0
27
0
0
5
10
3
12.333333
0
0
5
10
3
10.666667
0
11.1
0.6
2.02
Graduate
1
1
4
12
1
1
1
23
1
10
11
1
0
0
1
0
0
18
0
0
8
8
8
14.88875
0
0
8
8
8
14.88875
0
9.4
-0.8
-3.12
Graduate
1
8
3
15
1
1
1
19
24
13
13
1
0
1
1
0
1
19
0
0
6
8
6
12.166667
0
0
6
8
5
12.4
0
9.4
-0.8
-3.12
Dropout
1
1
2
15
1
1
1
13
27
10
11
1
0
0
1
0
1
18
0
0
6
7
6
12.666667
0
0
6
6
6
13.333333
0
11.1
0.6
2.02
Graduate
1
3
4
16
1
1
1
3
28
4
9
1
0
0
1
0
0
21
0
0
6
9
5
12.6
0
0
6
9
3
11.666667
0
9.4
-0.8
-3.12
Enrolled
1
12
1
9
1
1
1
23
28
8
10
0
1
0
1
0
1
26
0
0
5
8
4
13
0
0
5
10
4
12.25
2
16.2
0.3
-0.92
Graduate
1
1
1
11
1
1
1
22
14
10
10
1
0
0
1
0
1
22
0
0
6
9
6
13.875
0
0
6
6
6
14.333333
0
9.4
-0.8
-3.12
Graduate