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
8
3
6
1
1
1
22
28
10
10
1
0
0
1
0
0
20
0
0
5
13
3
11.333333
2
0
5
8
5
12.6
0
9.4
-0.8
-3.12
Enrolled
1
8
2
11
1
1
1
23
28
10
10
1
0
0
1
0
0
18
0
0
6
6
6
12.666667
0
0
6
7
5
14.6
0
11.1
0.6
2.02
Graduate
1
1
1
5
1
1
1
1
1
5
5
0
0
0
0
0
0
18
0
1
6
10
5
12.2
1
0
6
11
4
10.833333
0
13.9
-0.3
0.79
Enrolled
1
4
2
6
1
3
1
3
3
2
2
0
0
0
0
0
0
28
0
0
5
9
1
12
1
0
4
10
0
0
4
10.8
1.4
1.74
Dropout
1
1
2
12
1
1
1
22
1
8
8
1
0
0
1
0
1
18
0
0
8
12
7
11.721429
0
0
8
12
7
11.721429
0
12.7
3.7
-1.7
Graduate
1
12
1
12
1
12
1
22
28
23
34
0
0
0
1
0
0
27
0
0
7
12
4
14
0
0
7
14
3
12.525
0
12.4
0.5
1.79
Enrolled
1
12
1
1
1
1
1
3
1
3
5
0
0
0
1
0
0
26
0
0
7
9
7
14.75
0
0
7
12
5
13.8
3
16.2
0.3
-0.92
Enrolled
1
1
2
15
1
1
1
13
1
10
4
1
0
0
1
0
0
18
0
0
6
6
6
12.666667
0
0
6
6
6
13.666667
0
12.7
3.7
-1.7
Graduate
1
1
1
8
1
1
1
5
5
3
3
0
0
0
1
0
0
18
0
0
5
12
4
13
2
0
5
6
5
14
0
9.4
-0.8
-3.12
Dropout
1
1
2
9
1
1
1
1
14
5
7
0
1
0
1
0
0
21
0
0
5
6
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
1
2
5
1
1
1
4
1
3
4
1
0
0
1
0
0
18
0
0
6
8
4
10.75
0
0
6
9
0
0
0
9.4
-0.8
-3.12
Enrolled
2
12
1
3
0
1
1
19
24
13
13
0
0
0
0
0
0
32
0
0
5
5
0
0
0
0
5
10
0
0
0
10.8
1.4
1.74
Dropout
1
12
2
14
1
1
1
19
24
1
1
0
0
0
1
0
0
28
0
0
5
6
4
12.5
0
0
5
7
4
11.75
0
7.6
2.6
0.32
Graduate
1
12
1
17
0
1
1
22
14
10
3
0
0
0
0
0
0
40
0
0
4
4
0
0
0
0
5
0
0
0
0
12.7
3.7
-1.7
Dropout
2
9
2
3
0
1
1
22
27
10
11
0
0
1
0
0
0
39
0
0
5
5
0
0
0
0
4
4
0
0
0
9.4
-0.8
-3.12
Dropout
2
9
2
10
1
1
1
22
27
10
11
0
0
1
0
0
0
39
0
0
6
0
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
12
1
4
1
1
1
22
14
10
5
0
0
0
1
0
0
50
0
0
6
7
6
12.5
0
0
6
15
5
12.4
0
8.9
1.4
3.51
Graduate
1
8
2
16
1
1
1
1
1
10
5
1
0
0
1
0
0
23
0
0
6
10
5
12.8
0
0
6
9
3
11.666667
0
10.8
1.4
1.74
Dropout
4
12
1
3
0
12
1
19
24
1
1
0
0
0
1
0
0
48
0
0
6
11
1
10
0
0
6
11
1
11
0
9.4
-0.8
-3.12
Dropout
1
8
2
16
1
1
1
22
27
10
10
1
0
0
1
0
0
23
0
0
6
11
4
11.25
0
0
6
10
5
10.2
0
7.6
2.6
0.32
Dropout
1
1
6
12
1
1
1
22
1
6
6
1
0
0
1
0
1
18
0
0
8
8
7
12.61
0
0
8
8
7
12.61
0
10.8
1.4
1.74
Graduate
1
8
1
8
1
1
1
3
14
3
10
0
0
0
1
0
0
18
0
0
5
14
2
12
2
0
5
6
5
12.6
0
9.4
-0.8
-3.12
Graduate
1
6
1
10
1
1
12
3
27
3
9
1
0
0
0
0
0
20
1
0
6
9
5
13
0
0
6
7
6
13.5
0
13.9
-0.3
0.79
Graduate
1
9
3
6
1
1
18
1
1
10
10
1
0
0
1
0
1
18
1
0
5
9
4
12
0
0
5
8
5
13
0
10.8
1.4
1.74
Graduate
1
1
1
13
1
1
18
5
3
2
2
1
0
0
1
0
0
18
1
0
7
8
4
12
0
0
8
8
0
0
0
16.2
0.3
-0.92
Dropout
1
14
1
7
1
1
1
1
1
10
4
0
0
0
1
1
0
31
0
0
5
12
1
12
0
0
5
9
1
11
4
16.2
0.3
-0.92
Dropout
1
12
1
7
1
12
1
13
14
6
4
1
0
0
1
1
0
24
0
0
5
9
1
12
0
0
5
6
3
10.5
0
10.8
1.4
1.74
Enrolled
1
12
1
2
1
1
1
3
1
3
11
1
0
0
1
1
0
24
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Graduate
1
12
1
9
1
1
1
22
27
10
10
0
0
1
0
1
0
26
0
0
5
5
0
0
0
0
5
9
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
8
1
1
1
3
3
3
3
1
0
1
1
1
0
18
0
0
6
11
5
13.625
0
0
6
9
4
11.75
0
16.2
0.3
-0.92
Dropout
1
8
1
9
1
1
1
22
27
5
8
0
0
0
1
1
1
19
0
0
5
12
3
11.666667
0
0
5
10
3
11.666667
0
12.7
3.7
-1.7
Enrolled
1
8
1
14
1
1
1
13
27
10
9
1
0
0
1
1
0
22
0
0
6
0
0
0
0
0
6
0
0
0
0
13.9
-0.3
0.79
Dropout
1
1
2
12
1
1
1
4
2
3
4
1
0
0
1
1
0
18
0
0
8
8
7
11.69
0
0
8
8
7
11.69
0
10.8
1.4
1.74
Graduate
1
15
1
5
1
14
1
1
14
5
8
0
0
1
0
1
0
20
0
0
6
11
0
0
6
0
6
12
0
0
12
16.2
0.3
-0.92
Dropout
1
15
1
2
1
14
1
4
4
3
3
0
0
0
1
1
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Graduate
1
14
1
17
0
1
1
3
3
5
5
1
0
0
1
1
0
24
0
0
5
10
4
11.5
0
0
5
11
5
11.285714
0
13.9
-0.3
0.79
Graduate
1
12
1
7
1
1
1
3
3
5
5
1
0
0
1
1
0
27
0
0
5
10
1
14
0
0
5
0
0
0
0
8.9
1.4
3.51
Dropout
1
8
1
11
1
1
1
3
14
5
5
0
0
0
1
1
0
21
0
0
6
7
5
11
0
0
6
7
5
12.4
0
15.5
2.8
-4.06
Graduate
1
15
1
4
1
14
1
13
28
4
10
1
0
0
1
1
0
21
0
0
6
7
6
12.857143
0
0
6
6
6
13.166667
0
12.4
0.5
1.79
Graduate
1
9
3
15
1
1
1
13
1
10
10
1
0
0
1
1
0
19
0
0
6
9
4
12.5
0
0
6
6
6
11.333333
0
10.8
1.4
1.74
Dropout
1
12
1
12
1
1
1
13
14
6
6
0
0
0
1
1
0
28
0
0
7
7
7
14.528571
0
0
8
11
8
15.018182
0
16.2
0.3
-0.92
Graduate
1
1
1
9
1
1
1
13
14
6
8
0
0
0
1
1
0
20
0
0
5
8
5
10
0
0
5
10
2
12
0
7.6
2.6
0.32
Enrolled
1
15
1
4
1
14
1
1
14
5
11
0
0
0
1
1
1
21
0
0
6
8
6
13
0
0
6
10
6
12.625
0
15.5
2.8
-4.06
Graduate
1
1
1
12
1
1
1
1
1
6
4
0
0
0
1
1
1
18
0
0
7
7
7
15.957143
0
0
8
9
8
15.188889
0
16.2
0.3
-0.92
Graduate
1
8
2
7
1
1
1
13
1
10
11
1
0
0
1
1
1
18
0
0
5
6
5
13.2
0
0
5
8
5
12.6
0
8.9
1.4
3.51
Enrolled
1
1
2
9
1
1
1
13
1
6
11
0
0
0
1
1
0
20
0
0
5
9
4
10.2
0
0
5
6
3
11
0
15.5
2.8
-4.06
Enrolled
1
12
1
7
1
15
1
1
1
6
11
0
0
0
1
1
0
25
0
2
5
6
5
14.2
0
1
5
5
2
13.5
0
16.2
0.3
-0.92
Enrolled
1
1
1
14
1
1
1
23
14
6
7
0
0
1
1
1
0
22
0
0
6
8
6
12.625
0
0
6
11
2
14.5
0
11.1
0.6
2.02
Enrolled
1
1
1
12
1
1
1
22
27
10
10
0
0
0
1
1
0
18
0
0
8
11
6
13.496667
1
0
8
11
6
13.496667
1
9.4
-0.8
-3.12
Enrolled
1
8
2
9
1
1
1
13
28
10
8
1
0
0
1
1
0
19
0
0
5
8
5
13.25
0
0
5
8
5
11
0
13.9
-0.3
0.79
Graduate
1
1
5
7
1
1
1
10
14
5
6
1
0
0
1
1
0
19
0
0
5
12
3
12
0
0
5
10
3
12
0
12.4
0.5
1.79
Dropout
1
12
1
15
1
12
1
13
1
8
10
1
0
1
0
1
0
25
0
0
6
10
4
13
0
0
6
9
4
13.75
0
12.7
3.7
-1.7
Dropout
1
14
1
5
1
1
1
10
10
2
11
0
0
1
1
1
0
21
0
5
11
12
9
11.777778
0
3
8
11
3
13.666667
0
15.5
2.8
-4.06
Dropout
1
8
3
7
1
1
1
1
2
4
3
1
0
0
1
1
0
19
0
0
5
10
2
11
0
0
6
10
0
0
0
11.1
0.6
2.02
Dropout
1
8
2
9
1
1
1
1
1
5
5
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
15
1
4
1
14
1
3
2
3
3
0
0
0
1
1
0
25
0
9
14
16
14
12.428571
0
3
9
13
6
10.857143
0
15.5
2.8
-4.06
Dropout
1
8
1
9
1
1
1
13
1
8
5
1
0
0
1
1
0
20
0
0
5
8
3
11
0
0
5
11
3
12
0
10.8
1.4
1.74
Enrolled
1
1
1
2
1
1
1
22
27
10
10
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
Graduate
1
15
1
11
1
14
1
24
29
32
44
1
0
1
1
1
0
23
0
0
6
12
3
11.5
0
0
6
12
3
10.666667
0
8.9
1.4
3.51
Enrolled
1
13
1
12
1
1
1
1
3
10
11
1
0
0
1
1
0
23
0
0
8
8
8
12.5075
0
0
8
8
8
12.5075
0
9.4
-0.8
-3.12
Graduate
1
17
1
4
1
16
1
3
28
20
30
0
0
0
1
1
0
21
0
7
12
18
11
12.090909
0
5
12
14
11
12
0
8.9
1.4
3.51
Graduate
1
1
1
8
1
1
1
1
1
4
4
1
0
0
1
1
0
20
0
0
5
14
2
11
3
0
5
9
3
12.666667
0
9.4
-0.8
-3.12
Enrolled
1
12
1
17
0
1
1
1
1
5
11
0
0
0
1
1
0
25
0
0
5
13
1
10
0
0
5
8
2
11.333333
0
12.4
0.5
1.79
Dropout
1
1
1
8
1
1
1
13
28
10
10
1
0
0
1
1
0
18
0
0
6
6
6
13.5
0
0
6
9
5
13.2
0
8.9
1.4
3.51
Graduate
1
1
6
5
1
6
1
1
1
10
10
1
0
0
1
1
0
22
0
0
6
6
6
14.166667
0
0
6
8
6
13.625
0
10.8
1.4
1.74
Graduate
1
12
1
14
1
1
1
13
14
4
10
0
0
0
1
1
0
27
0
0
6
7
6
14
0
0
6
7
6
14.714286
0
8.9
1.4
3.51
Graduate
1
12
1
4
1
12
1
4
1
3
5
0
0
0
1
1
0
25
0
0
3
4
0
0
0
0
3
5
0
0
0
16.2
0.3
-0.92
Dropout
1
8
4
7
1
1
1
19
26
1
6
1
0
0
1
1
0
18
0
0
5
9
3
11.666667
0
0
5
10
3
11.333333
4
7.6
2.6
0.32
Dropout
1
8
1
6
1
1
1
23
14
9
9
0
0
0
1
1
0
20
0
0
5
7
5
14.6
1
0
5
5
5
14.2
0
12.7
3.7
-1.7
Graduate
1
12
1
4
1
1
1
3
4
3
3
0
0
0
1
1
0
27
0
0
6
10
5
13
0
0
6
13
5
11.5
0
16.2
0.3
-0.92
Graduate
1
1
1
3
0
1
1
1
1
10
10
0
0
0
1
1
0
20
0
0
6
7
6
12.166667
0
0
6
9
6
12
0
7.6
2.6
0.32
Graduate
1
1
1
9
1
1
1
23
27
10
10
1
0
0
1
1
0
22
0
0
5
9
0
0
0
0
5
5
1
12
0
7.6
2.6
0.32
Dropout
1
8
6
7
1
1
1
13
3
6
11
1
0
0
1
1
0
19
0
0
5
10
3
10.5
0
0
5
11
3
10.8
0
12.4
0.5
1.79
Dropout
1
1
6
9
1
1
1
3
14
5
6
0
0
0
1
1
0
20
0
0
5
14
3
12.4
0
0
5
8
5
10.833333
0
13.9
-0.3
0.79
Enrolled
1
14
4
2
1
1
1
13
10
10
11
0
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
2
12
1
6
1
7
1
1
1
5
5
1
0
0
0
1
0
29
0
0
5
12
0
0
4
0
5
8
0
0
1
9.4
-0.8
-3.12
Dropout
1
1
2
12
1
1
1
3
1
10
10
0
0
0
1
1
0
19
0
0
8
8
7
13.828571
0
0
8
8
7
13.828571
0
12.7
3.7
-1.7
Graduate
1
12
2
17
0
1
1
13
27
10
9
1
0
0
1
0
1
28
0
0
5
7
5
10.6
0
0
5
6
5
10.2
0
9.4
-0.8
-3.12
Enrolled
2
1
1
10
1
1
1
22
27
6
6
0
0
0
1
0
0
20
0
0
6
7
6
11.5
0
0
6
6
6
11.666667
0
7.6
2.6
0.32
Graduate
1
1
4
5
1
1
1
22
27
10
9
1
0
0
1
0
0
20
0
0
6
6
4
13.5
0
0
6
8
6
13.625
0
10.8
1.4
1.74
Graduate
1
12
1
3
0
1
1
19
5
1
2
1
0
0
1
0
0
31
0
0
6
12
0
0
0
0
6
0
0
0
0
7.6
2.6
0.32
Dropout
1
8
5
12
1
1
1
10
1
6
6
1
0
0
1
0
0
18
0
0
7
8
7
12.5375
0
0
8
9
7
12.614286
0
13.9
-0.3
0.79
Graduate
1
8
1
14
1
1
1
1
14
9
8
1
0
0
1
0
0
19
0
0
6
6
6
14.833333
0
0
6
8
6
13.285714
0
8.9
1.4
3.51
Enrolled
1
1
1
9
1
1
1
22
28
10
9
1
0
0
1
0
0
18
0
0
5
10
4
12
0
0
5
9
4
12.8
0
13.9
-0.3
0.79
Graduate
1
8
1
11
1
1
1
22
27
8
8
0
0
0
1
0
0
19
0
0
6
8
5
11.8
0
0
6
8
5
11.6
0
10.8
1.4
1.74
Graduate
1
1
1
9
1
1
1
1
14
4
4
0
0
0
1
0
1
18
0
0
5
5
5
15
0
0
5
5
5
15.2
0
12.7
3.7
-1.7
Graduate
1
8
1
6
1
1
1
23
14
12
12
0
0
0
1
0
0
19
0
0
5
7
3
12
0
0
5
7
5
13.2
0
7.6
2.6
0.32
Graduate
1
8
1
15
1
1
1
23
28
10
9
1
0
0
1
0
1
18
0
0
6
6
6
12.833333
0
0
6
7
6
12.285714
0
15.5
2.8
-4.06
Graduate
1
1
3
11
1
1
1
22
27
10
4
1
0
0
1
0
0
19
0
0
6
12
6
11.666667
0
0
6
14
3
12
0
7.6
2.6
0.32
Graduate
1
1
4
13
1
1
1
22
1
6
5
0
0
0
1
0
0
19
0
0
7
9
7
12.1625
0
0
8
8
8
13.825
0
13.9
-0.3
0.79
Graduate
1
1
2
14
1
1
1
13
1
10
4
1
0
0
1
0
0
18
0
0
6
6
6
13.833333
0
0
6
11
6
14.555556
0
10.8
1.4
1.74
Graduate
1
1
1
12
1
1
1
3
14
3
9
0
0
0
1
0
0
19
0
0
7
12
4
12.45
0
0
7
11
5
11.7
0
16.2
0.3
-0.92
Enrolled
1
15
1
14
1
14
1
22
1
10
5
0
0
0
1
0
1
20
0
2
6
9
6
12.125
0
2
6
7
6
13.571429
0
11.1
0.6
2.02
Graduate
1
8
1
14
1
1
1
1
14
5
9
1
0
0
1
0
0
20
0
0
6
8
5
13.4
0
0
6
10
4
13
0
12.7
3.7
-1.7
Enrolled
1
8
1
4
1
1
1
22
27
5
7
0
0
1
1
0
0
20
0
0
6
8
6
13.333333
0
0
6
8
5
14
0
11.1
0.6
2.02
Enrolled
1
12
1
17
0
3
1
22
27
10
10
0
0
0
1
0
0
29
0
10
15
15
11
11.454545
0
9
13
16
11
11.545455
0
10.8
1.4
1.74
Dropout
1
8
1
16
1
1
1
23
10
8
1
0
0
0
0
0
1
20
0
0
6
10
4
12
0
0
6
14
3
10
0
7.6
2.6
0.32
Dropout
4
12
1
16
1
1
1
22
1
10
11
0
0
1
0
0
0
31
0
0
7
8
6
12.666667
0
0
7
9
5
12.6
0
8.9
1.4
3.51
Dropout
1
8
1
14
1
1
1
13
27
8
5
0
1
0
1
0
0
20
0
0
6
7
6
12.666667
0
0
6
9
6
13.777778
0
10.8
1.4
1.74
Graduate
1
8
1
4
1
1
1
23
27
10
10
1
0
0
1
0
0
21
0
12
18
22
18
11.888889
1
11
13
13
13
11.461538
0
15.5
2.8
-4.06
Graduate