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
17
1
5
1
16
1
25
14
4
6
1
0
0
0
0
1
22
0
0
6
8
6
11
0
0
6
10
4
12
0
8.9
1.4
3.51
Enrolled
1
1
2
10
1
1
1
13
1
10
9
1
0
1
0
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
11.1
0.6
2.02
Dropout
1
8
4
9
1
1
1
13
14
6
6
1
0
0
1
0
0
19
0
0
5
7
5
13.6
0
0
5
6
5
12.2
0
8.9
1.4
3.51
Graduate
1
1
1
15
1
1
1
23
28
10
10
1
0
0
1
0
0
18
0
0
6
6
6
15.5
0
0
6
6
6
14
0
11.1
0.6
2.02
Graduate
1
1
3
16
1
1
1
1
3
6
4
0
0
0
1
0
0
19
0
0
7
7
7
13.857143
0
0
7
7
7
14.285714
0
11.1
0.6
2.02
Graduate
1
8
2
9
1
1
1
13
1
10
4
1
0
1
1
0
0
20
0
0
5
10
2
11.5
0
0
5
8
3
10
0
11.1
0.6
2.02
Enrolled
1
8
3
5
1
1
1
1
28
4
6
1
0
0
1
0
1
18
0
0
6
6
6
13
0
0
6
6
6
12.166667
0
16.2
0.3
-0.92
Graduate
1
1
1
8
1
1
1
3
3
3
11
0
0
1
0
0
0
23
0
0
6
10
6
14
0
0
6
11
4
13
0
11.1
0.6
2.02
Enrolled
1
1
4
15
1
1
1
1
3
5
8
1
0
0
1
0
0
20
0
0
4
4
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
1
5
5
1
1
1
3
1
10
4
1
0
0
1
0
0
20
0
0
6
6
6
11.166667
0
0
6
9
6
11.5
0
12.4
0.5
1.79
Enrolled
1
1
1
10
1
1
1
1
1
10
5
1
0
1
0
0
1
22
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
1
8
2
16
1
1
1
13
28
6
8
1
0
0
1
0
1
18
0
0
7
8
7
12.142857
0
0
7
9
6
13.666667
0
11.1
0.6
2.02
Graduate
1
8
1
12
1
1
1
13
28
10
10
0
0
0
1
0
1
18
0
0
7
7
7
14.145714
0
0
8
9
8
13.627778
0
11.1
0.6
2.02
Graduate
1
1
1
12
1
1
1
3
4
4
4
0
0
0
1
0
0
18
0
0
7
7
7
14.45
0
0
8
9
8
14.144444
0
11.1
0.6
2.02
Graduate
1
1
1
16
1
1
1
13
3
5
5
0
0
0
1
0
0
18
0
0
7
7
7
15.714286
0
0
7
7
7
15
0
11.1
0.6
2.02
Graduate
1
16
1
9
1
1
1
1
1
5
5
0
0
0
1
0
0
21
0
0
5
9
5
12.8
0
0
5
11
3
12.666667
0
11.1
0.6
2.02
Enrolled
1
8
1
5
1
1
1
1
27
5
6
0
0
0
1
0
0
20
0
0
6
6
6
12.5
0
0
6
8
6
11.5
0
10.8
1.4
1.74
Enrolled
1
7
1
5
1
1
1
1
1
5
5
1
0
0
1
0
0
18
0
0
6
6
6
14.5
0
0
6
6
6
12.833333
0
12.4
0.5
1.79
Graduate
1
8
2
12
1
1
1
13
27
4
6
1
0
0
0
0
1
20
0
0
7
7
7
13.462857
0
0
8
10
7
13.164286
0
11.1
0.6
2.02
Enrolled
1
1
1
3
0
1
1
19
27
10
12
1
0
0
1
0
0
25
0
0
6
6
6
12.833333
0
0
6
6
6
12.833333
0
7.6
2.6
0.32
Graduate
1
1
1
9
1
1
1
13
14
10
10
1
0
0
1
0
1
18
0
0
5
10
5
12
0
0
5
8
4
11.6
0
13.9
-0.3
0.79
Graduate
1
1
3
2
1
1
1
10
14
10
4
1
0
0
1
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Graduate
1
1
1
6
1
1
3
1
14
5
8
1
0
0
1
0
0
20
1
0
7
9
6
14.714286
0
1
7
16
6
13.2
0
12.4
0.5
1.79
Enrolled
1
1
2
10
1
1
1
13
14
10
10
1
0
0
1
0
1
20
0
0
6
7
6
12.571429
0
0
6
7
6
13.285714
0
12.4
0.5
1.79
Graduate
1
9
4
15
1
1
1
1
1
10
10
1
0
0
1
0
1
21
0
0
6
6
6
12.5
0
0
6
6
6
11.5
0
11.1
0.6
2.02
Graduate
1
8
3
14
1
1
1
1
3
5
4
1
0
0
1
0
0
18
0
0
6
8
6
14
0
0
6
9
5
14
0
8.9
1.4
3.51
Graduate
1
8
1
16
1
1
1
1
1
6
8
1
0
0
1
0
0
18
0
0
7
8
7
11.571429
0
0
7
9
6
13.166667
0
11.1
0.6
2.02
Dropout
1
1
3
5
1
1
1
1
3
10
8
1
0
0
1
0
1
18
0
0
6
6
6
15.833333
0
0
6
6
6
15.333333
0
11.1
0.6
2.02
Graduate
1
1
4
12
1
1
1
13
14
5
6
1
0
0
1
0
0
18
0
0
8
8
8
14.25
0
0
8
8
8
14.25
0
9.4
-0.8
-3.12
Graduate
1
14
1
14
1
1
1
3
14
4
6
0
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
8
1
11
1
1
1
24
3
4
4
1
0
0
1
0
0
20
0
0
6
8
6
11.666667
0
0
6
10
6
11
0
13.9
-0.3
0.79
Dropout
1
12
1
10
1
7
1
19
24
1
1
0
0
0
1
0
0
47
0
0
6
12
0
0
0
0
5
10
0
0
0
7.6
2.6
0.32
Dropout
1
14
1
8
1
1
3
1
3
10
3
0
0
1
1
0
0
21
1
2
5
9
5
13.2
2
0
5
7
2
12.5
2
10.8
1.4
1.74
Enrolled
2
12
1
8
1
1
1
22
27
10
7
0
0
0
1
1
0
31
0
1
6
11
2
12
1
1
6
12
1
10
1
16.2
0.3
-0.92
Dropout
2
12
1
7
1
1
1
22
27
12
6
1
0
0
1
1
0
46
0
0
5
6
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
3
7
1
1
1
3
1
4
5
1
0
0
1
1
0
18
0
0
5
9
4
12
0
0
5
10
2
11
0
8.9
1.4
3.51
Enrolled
1
8
3
7
1
1
1
3
3
4
5
1
1
0
1
1
0
19
0
0
5
10
3
13.333333
0
0
5
9
4
10.75
0
8.9
1.4
3.51
Dropout
1
16
1
13
1
1
1
1
27
24
44
1
0
0
1
1
0
23
0
0
7
11
5
12.414286
0
0
7
13
2
13.5
0
8.9
1.4
3.51
Enrolled
1
15
1
8
1
14
1
3
1
3
9
0
0
0
0
1
0
22
0
0
5
5
0
0
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
1
9
1
1
1
23
1
4
11
1
0
0
1
1
0
19
0
0
5
5
5
13.8
0
0
5
7
5
12.4
0
9.4
-0.8
-3.12
Graduate
1
1
1
9
1
1
14
3
3
10
10
0
0
1
0
0
0
19
1
0
5
14
0
0
0
0
5
5
0
0
0
8.9
1.4
3.51
Dropout
1
8
1
9
1
1
1
3
1
4
5
0
0
0
0
1
0
22
0
0
5
10
4
11.5
0
0
5
11
4
14
0
8.9
1.4
3.51
Enrolled
1
12
1
8
1
1
1
3
24
4
1
0
0
1
0
1
0
29
0
0
5
11
0
0
4
0
5
6
0
0
1
9.4
-0.8
-3.12
Dropout
1
1
3
12
1
1
1
22
28
10
6
1
0
0
1
0
0
18
0
0
7
7
6
14.016667
0
0
7
7
6
14.016667
0
7.6
2.6
0.32
Graduate
1
1
1
10
1
1
1
23
24
10
10
1
0
0
1
0
0
18
0
0
6
9
5
11.4
0
0
6
8
5
10.8
0
9.4
-0.8
-3.12
Graduate
1
1
1
2
1
1
1
22
27
10
9
1
0
1
0
0
1
23
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
12
1
17
0
1
1
1
1
32
23
0
0
0
1
0
0
34
0
0
5
12
5
10.4
0
0
5
11
5
12
0
12.4
0.5
1.79
Graduate
1
8
1
9
1
1
1
13
14
10
10
0
0
0
1
0
0
19
0
0
5
11
3
10.666667
0
0
5
9
4
10.25
0
11.1
0.6
2.02
Graduate
1
1
1
6
1
1
1
1
1
3
6
1
0
0
1
0
0
18
0
0
5
9
4
14.25
0
0
5
8
5
12.714286
0
10.8
1.4
1.74
Enrolled
1
8
6
12
1
1
1
1
14
5
5
0
0
0
1
0
1
20
0
3
7
7
7
13.914286
0
5
8
8
8
14.10625
0
11.1
0.6
2.02
Graduate
1
1
6
12
1
1
1
3
3
2
2
1
0
0
1
0
0
19
0
0
7
9
7
13.761111
0
0
8
11
7
12.82375
0
15.5
2.8
-4.06
Graduate
1
3
2
16
1
1
1
13
14
5
6
1
0
0
1
0
0
22
0
0
6
10
5
12.6
0
0
6
9
4
11.25
0
12.7
3.7
-1.7
Enrolled
1
1
1
10
1
1
1
13
14
10
10
1
0
0
1
0
1
23
0
0
6
7
6
13.857143
0
0
6
6
6
14.166667
0
10.8
1.4
1.74
Graduate
2
12
1
12
1
1
1
1
14
10
10
0
0
0
1
1
1
34
0
0
8
8
7
13.842857
0
0
8
8
7
13.842857
0
12.7
3.7
-1.7
Graduate
1
8
4
7
1
1
1
13
14
6
6
1
0
1
0
1
0
18
0
0
5
12
0
0
0
0
5
8
0
0
0
9.4
-0.8
-3.12
Enrolled
1
1
3
15
1
1
1
1
29
5
2
1
1
0
1
1
0
21
0
0
6
6
5
11.8
0
0
6
9
0
0
0
16.2
0.3
-0.92
Dropout
1
1
1
10
1
1
1
1
14
5
4
1
0
0
1
1
0
22
0
0
6
6
6
12.666667
0
0
6
6
6
13.833333
0
10.8
1.4
1.74
Dropout
1
12
1
4
1
9
1
22
1
10
11
0
0
0
1
1
0
28
0
0
6
6
0
0
0
0
6
6
0
0
0
11.1
0.6
2.02
Dropout
1
3
4
7
1
1
1
13
27
5
7
1
0
0
1
1
0
23
0
0
5
7
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
15
1
1
1
19
28
1
4
0
0
0
1
1
0
20
0
0
6
11
4
10.75
0
0
6
13
2
10
0
7.6
2.6
0.32
Dropout
1
9
2
7
1
1
1
1
2
6
5
1
0
0
1
1
0
18
0
0
5
7
5
12.6
0
0
5
9
3
13.25
0
13.9
-0.3
0.79
Dropout
1
12
2
9
1
9
1
13
28
10
10
1
0
1
0
1
0
28
0
0
5
5
0
0
0
0
5
5
0
0
0
9.4
-0.8
-3.12
Dropout
1
15
1
5
1
14
1
1
14
6
9
0
0
0
1
1
0
21
0
2
7
7
2
12
0
5
9
10
7
12.142857
0
12.4
0.5
1.79
Dropout
1
12
1
14
1
1
1
23
14
10
9
0
0
1
0
1
0
25
0
0
6
7
3
14
0
0
6
9
2
14.5
0
13.9
-0.3
0.79
Dropout
1
15
1
6
1
14
1
1
1
6
5
1
1
0
0
1
0
19
0
2
6
6
6
14
0
1
6
11
6
13.5
0
12.4
0.5
1.79
Dropout
1
1
4
12
1
1
1
1
1
5
11
1
0
0
1
1
1
18
0
0
7
7
7
14.682857
0
0
8
9
8
15.055556
0
12.4
0.5
1.79
Graduate
1
12
1
7
1
3
1
1
28
12
12
0
0
0
1
1
0
29
0
0
3
3
0
0
3
0
5
0
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
7
1
12
1
22
28
4
8
0
0
0
1
1
1
29
0
0
5
6
0
0
0
0
5
7
0
0
0
12.4
0.5
1.79
Dropout
1
9
1
11
1
1
1
13
14
5
6
0
0
0
1
1
0
20
0
0
6
7
6
13.857143
0
0
6
7
5
12.8
0
16.2
0.3
-0.92
Graduate
1
1
1
2
1
1
1
13
1
10
8
0
0
0
1
1
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Graduate
1
1
1
11
1
1
1
1
1
29
44
0
0
0
1
1
0
20
0
0
6
8
6
13.142857
0
0
6
7
6
12.5
0
8.9
1.4
3.51
Graduate
2
12
1
7
1
1
1
19
24
1
1
1
0
0
1
1
0
33
0
0
5
14
1
18
0
0
5
9
2
13
0
9.4
-0.8
-3.12
Dropout
1
13
1
17
0
1
1
13
14
6
6
0
0
0
1
1
0
30
0
11
15
15
13
11.461538
0
6
11
15
10
11.583333
1
16.2
0.3
-0.92
Graduate
1
1
1
13
1
1
1
1
1
2
2
0
0
0
1
1
1
21
0
0
7
14
5
11.2
0
0
8
11
6
11.583333
0
16.2
0.3
-0.92
Enrolled
1
1
1
4
1
1
1
1
14
32
45
0
0
1
1
1
0
18
0
0
6
6
5
15
0
0
6
8
4
14.5
0
8.9
1.4
3.51
Graduate
1
1
1
12
1
1
1
23
28
10
10
0
0
0
1
1
1
19
0
0
7
9
7
14.244444
0
0
8
12
8
12.233333
0
15.5
2.8
-4.06
Graduate
1
8
1
5
1
1
1
23
14
10
10
0
0
0
1
1
1
21
0
0
6
8
4
11.5
0
0
6
7
5
11
0
15.5
2.8
-4.06
Dropout
1
12
2
13
1
1
1
13
14
5
6
0
0
0
1
1
1
25
0
0
7
7
2
10
0
0
7
7
0
0
0
15.5
2.8
-4.06
Dropout
1
1
2
14
1
1
1
13
14
8
11
0
0
0
1
1
0
19
0
0
5
7
3
12.333333
0
0
5
5
5
11.6
0
9.4
-0.8
-3.12
Graduate
1
15
1
5
1
14
1
13
1
10
4
1
0
0
1
1
0
23
0
2
7
8
5
12.2
0
5
9
10
7
12.142857
1
16.2
0.3
-0.92
Dropout
1
8
2
5
1
1
1
23
28
10
9
1
0
0
1
1
1
19
0
0
6
6
6
13.666667
0
0
6
7
5
13.2
0
12.4
0.5
1.79
Graduate
1
1
1
2
1
1
1
3
2
3
6
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
12
1
4
1
1
1
13
27
10
7
0
0
1
0
1
0
31
0
0
6
15
1
11
0
0
6
10
0
0
0
16.2
0.3
-0.92
Dropout
1
12
1
4
1
1
1
22
27
5
8
0
0
1
0
1
0
32
0
0
6
8
3
13
0
4
10
14
6
11.428571
0
16.2
0.3
-0.92
Dropout
1
7
2
12
1
1
1
2
28
5
10
1
0
0
1
0
1
19
0
0
8
12
7
12.6
0
0
8
12
7
12.6
0
10.8
1.4
1.74
Graduate
1
13
1
15
1
6
1
19
24
1
1
1
0
0
1
0
0
34
0
8
10
11
10
12.2
0
5
10
12
9
12.333333
0
7.6
2.6
0.32
Graduate
1
7
6
15
1
1
1
23
12
1
1
1
0
0
1
0
0
21
0
0
6
6
6
13.166667
0
0
6
6
6
13
0
7.6
2.6
0.32
Graduate
1
14
2
10
1
1
1
22
27
10
8
1
0
0
1
0
1
53
0
4
7
16
6
11
0
2
7
9
7
11
0
9.4
-0.8
-3.12
Graduate
1
1
1
12
1
1
1
13
14
5
8
0
0
0
1
0
1
19
0
0
7
7
7
14.014286
0
0
8
8
8
15.35
0
13.9
-0.3
0.79
Graduate
1
1
3
15
1
1
1
23
28
10
6
0
0
0
1
0
1
20
0
0
6
9
4
13
0
0
6
13
4
11.25
0
10.8
1.4
1.74
Graduate
1
1
2
15
1
1
1
1
14
10
10
1
0
0
1
0
0
18
0
0
6
6
6
14
0
0
6
6
6
14.666667
0
10.8
1.4
1.74
Graduate
1
12
1
2
1
1
1
22
28
28
44
0
0
0
0
0
0
32
0
0
0
0
0
0
0
0
0
0
0
0
0
16.2
0.3
-0.92
Dropout
1
14
1
12
1
1
1
22
27
10
10
1
0
0
1
0
1
21
0
0
8
8
7
14.428571
0
0
8
8
7
14.428571
0
12.7
3.7
-1.7
Graduate
1
4
1
3
0
3
1
22
10
10
5
0
0
0
0
0
0
26
0
0
5
9
0
0
0
0
5
10
0
0
0
9.4
-0.8
-3.12
Dropout
1
13
1
6
1
14
1
1
1
5
8
1
0
0
1
0
0
26
0
11
18
45
18
11.833333
10
9
13
27
13
12.461538
5
15.5
2.8
-4.06
Graduate
2
15
1
17
0
14
1
1
27
5
10
0
0
0
0
0
0
21
0
0
5
12
3
11.333333
0
0
5
10
1
13
0
15.5
2.8
-4.06
Dropout
1
8
1
15
1
1
1
22
27
6
6
0
0
0
1
0
0
18
0
0
6
9
6
12.5
0
0
6
9
6
13
0
7.6
2.6
0.32
Graduate
1
14
1
5
1
14
1
13
27
6
10
1
0
0
1
0
1
21
0
4
12
12
12
13.333333
0
5
12
12
11
12.545455
0
15.5
2.8
-4.06
Graduate
1
1
1
11
1
1
1
23
14
10
6
1
0
0
1
0
0
21
0
0
6
10
6
10.833333
0
0
6
10
4
11
0
7.6
2.6
0.32
Enrolled
1
8
1
14
1
1
1
13
14
8
8
0
0
0
1
0
1
19
0
0
6
6
6
13
0
0
6
6
6
14
0
13.9
-0.3
0.79
Graduate