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
8
1
1
1
1
14
5
5
0
0
0
1
0
0
18
0
0
6
7
6
15.571429
0
0
6
7
6
14.714286
0
11.1
0.6
2.02
Graduate
2
12
1
3
0
12
1
22
27
5
9
0
0
0
1
0
0
32
0
0
6
8
5
13.8
0
0
6
7
6
12.166667
0
9.4
-0.8
-3.12
Graduate
2
12
2
9
1
1
1
13
27
10
8
0
0
1
0
0
0
29
0
0
5
8
3
10.666667
0
0
5
14
2
14.8
0
10.8
1.4
1.74
Dropout
1
1
6
10
1
1
1
1
28
32
35
1
0
1
1
0
1
20
0
0
6
8
5
11.6
0
0
6
8
4
11.75
0
8.9
1.4
3.51
Graduate
1
12
1
10
1
1
1
19
24
1
1
1
0
0
0
0
0
28
0
0
6
11
1
13
0
0
6
12
0
0
0
9.4
-0.8
-3.12
Dropout
1
4
1
9
1
3
1
23
28
2
10
0
0
0
1
0
0
27
0
0
5
9
3
12
0
0
5
11
4
13.625
0
10.8
1.4
1.74
Graduate
1
14
2
12
1
1
1
22
24
12
1
0
0
1
1
0
0
22
0
11
14
14
12
12.333333
2
11
14
14
12
12.333333
2
7.6
2.6
0.32
Graduate
2
12
1
4
1
12
1
13
27
10
11
0
0
1
1
0
0
37
0
0
6
10
6
12.875
0
0
6
12
6
12.9
0
16.2
0.3
-0.92
Enrolled
1
4
1
3
0
3
1
22
28
1
6
0
0
0
0
0
0
28
0
0
6
12
1
11
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
2
12
1
4
1
1
1
22
27
10
10
0
0
1
0
0
0
43
0
0
6
10
4
12.25
0
0
6
13
4
10.5
0
8.9
1.4
3.51
Dropout
1
14
1
13
1
1
1
22
27
10
10
1
0
0
0
0
0
32
0
0
7
7
0
0
7
0
8
8
0
0
7
10.8
1.4
1.74
Dropout
1
8
1
10
1
1
1
1
1
10
10
0
0
0
1
0
1
20
0
0
6
11
4
10.75
0
0
6
13
5
11.5
0
15.5
2.8
-4.06
Enrolled
4
12
1
12
1
12
1
23
1
10
5
0
0
0
1
0
1
35
0
0
8
9
8
13.63
1
0
8
9
8
13.63
1
9.4
-0.8
-3.12
Graduate
1
1
1
14
1
1
1
22
27
1
1
1
0
0
1
0
0
21
0
0
5
8
3
13
0
0
5
7
4
11.5
1
7.6
2.6
0.32
Graduate
1
1
4
12
1
1
1
13
14
8
10
1
0
0
1
0
1
18
0
0
7
9
6
13.533333
0
0
7
7
7
12.228571
0
12.4
0.5
1.79
Enrolled
1
1
1
12
1
1
1
3
28
4
8
0
0
0
1
0
1
18
0
0
7
7
7
16.9
0
0
8
9
8
16.377778
0
16.2
0.3
-0.92
Graduate
1
8
4
10
1
1
1
13
14
6
9
1
0
0
1
0
0
18
0
0
6
10
5
12
0
0
6
11
4
12
0
16.2
0.3
-0.92
Graduate
1
15
1
3
0
14
1
13
27
8
7
1
0
0
1
0
0
22
0
3
6
6
6
12.5
0
2
6
7
6
13.285714
0
12.4
0.5
1.79
Graduate
1
1
2
12
1
1
1
1
1
5
11
1
0
0
1
0
0
19
0
0
8
8
7
12.764286
0
0
8
8
7
12.764286
0
10.8
1.4
1.74
Graduate
1
9
2
9
1
1
1
13
28
10
8
1
0
0
1
0
1
18
0
0
5
8
5
13.75
0
0
5
6
5
12.166667
0
13.9
-0.3
0.79
Graduate
1
1
2
2
1
1
1
24
1
4
5
1
0
1
1
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
12.4
0.5
1.79
Dropout
1
1
1
12
1
1
1
13
1
10
6
0
0
0
1
0
1
18
0
0
7
7
7
14.604286
0
0
8
9
8
15.683333
0
11.1
0.6
2.02
Graduate
2
12
1
17
0
12
1
13
29
6
4
0
0
1
0
0
0
31
0
0
5
7
0
0
0
0
5
7
0
0
0
16.2
0.3
-0.92
Dropout
2
12
1
3
0
12
1
1
14
2
6
0
0
1
1
0
1
33
0
0
6
9
5
13.833333
0
0
6
7
6
12.5
0
9.4
-0.8
-3.12
Graduate
1
1
3
12
1
1
1
13
28
8
8
1
0
0
1
0
1
19
0
0
8
8
8
13.57625
0
0
8
8
8
13.57625
0
9.4
-0.8
-3.12
Graduate
1
8
1
10
1
1
1
23
28
8
8
1
0
0
1
0
1
18
0
0
6
7
6
15.142857
0
0
6
6
6
15.833333
0
12.7
3.7
-1.7
Graduate
1
1
1
9
1
1
1
7
14
5
4
0
0
0
1
0
0
23
0
0
5
8
3
10.666667
0
0
5
8
5
11.6
0
7.6
2.6
0.32
Graduate
1
8
1
10
1
1
1
23
28
6
8
1
0
0
1
0
0
20
0
0
6
11
5
11.2
0
0
6
6
6
12
0
9.4
-0.8
-3.12
Graduate
1
1
5
12
1
1
1
23
28
5
9
1
0
0
1
0
0
18
0
0
8
8
8
13.76375
0
0
8
8
8
13.76375
0
9.4
-0.8
-3.12
Graduate
1
17
1
6
1
16
1
1
1
5
4
1
0
1
1
0
0
21
0
7
9
10
8
13.25
0
4
9
14
5
12.2
0
8.9
1.4
3.51
Enrolled
1
1
1
10
1
1
1
13
28
6
7
0
0
0
1
0
1
22
0
0
6
10
5
10.714286
0
0
6
10
5
12.2
0
12.7
3.7
-1.7
Graduate
1
1
1
10
1
1
1
1
14
5
5
1
0
1
1
0
0
20
0
0
6
6
6
12.166667
0
0
6
7
6
11.666667
0
9.4
-0.8
-3.12
Graduate
1
4
1
12
1
3
1
13
28
5
11
1
0
0
1
0
0
23
0
1
7
8
6
14.357143
0
1
7
8
6
14.357143
0
7.6
2.6
0.32
Graduate
1
8
2
15
1
1
1
3
1
5
6
1
0
0
1
0
0
19
0
0
6
6
6
12.833333
0
0
6
6
6
12.666667
0
16.2
0.3
-0.92
Graduate
1
8
6
12
1
1
1
1
27
2
2
1
0
0
1
0
0
19
0
0
8
8
7
13.925714
0
0
8
8
7
13.925714
0
10.8
1.4
1.74
Graduate
1
12
1
17
0
1
1
13
28
8
5
0
0
0
1
0
0
26
0
0
5
9
2
12
0
0
5
9
3
11
0
10.8
1.4
1.74
Dropout
1
1
6
12
1
1
1
1
27
5
4
1
0
0
1
0
0
18
0
0
7
7
7
13.442857
0
0
8
9
8
13.744444
0
16.2
0.3
-0.92
Graduate
1
9
1
7
1
1
1
1
27
8
8
1
0
0
1
1
0
18
0
0
5
5
1
16
0
0
5
5
0
0
0
9.4
-0.8
-3.12
Dropout
1
15
1
4
1
14
1
23
27
10
10
1
0
0
1
1
0
20
0
0
6
8
6
13.125
0
0
6
10
6
13.2
0
16.2
0.3
-0.92
Graduate
1
1
1
14
1
1
1
3
1
5
5
0
0
0
1
1
0
19
0
0
6
7
0
0
0
0
6
6
0
0
0
15.5
2.8
-4.06
Dropout
1
14
1
17
0
1
1
22
27
10
10
0
0
0
0
1
0
32
0
5
9
9
5
11.4
0
4
4
4
4
11
0
10.8
1.4
1.74
Dropout
2
12
1
8
1
1
1
13
14
5
5
0
0
0
0
1
0
31
0
0
4
12
2
11
2
0
5
9
3
11.666667
0
9.4
-0.8
-3.12
Dropout
1
12
1
7
1
12
1
1
14
5
6
0
0
0
1
1
0
25
0
0
5
13
1
11
0
0
5
11
1
10
0
13.9
-0.3
0.79
Enrolled
1
13
1
6
1
14
1
13
3
10
2
1
0
0
1
0
0
21
0
2
6
14
5
13.666667
0
2
6
10
5
13
0
16.2
0.3
-0.92
Graduate
2
14
1
17
0
1
1
22
27
5
10
0
0
0
0
0
0
31
0
2
6
10
4
11.75
0
0
5
6
1
10
0
12.7
3.7
-1.7
Dropout
2
12
1
16
1
1
1
22
27
6
6
0
0
0
1
0
0
34
0
0
7
11
1
10
0
0
7
7
1
13
0
16.2
0.3
-0.92
Dropout
1
1
1
10
1
1
1
13
14
10
10
0
0
0
1
0
1
18
0
0
6
8
6
13.5
0
0
6
9
6
12.833333
0
11.1
0.6
2.02
Graduate
1
1
3
10
1
1
1
13
14
10
10
1
0
1
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
17
1
14
1
16
1
13
27
4
7
1
0
1
1
0
0
21
0
0
6
12
1
12
0
0
6
11
1
11
0
8.9
1.4
3.51
Enrolled
1
1
2
16
1
1
1
23
27
6
4
1
0
0
0
0
0
18
0
0
6
11
3
13
0
0
6
10
5
11.8
0
9.4
-0.8
-3.12
Dropout
1
1
1
11
1
1
1
13
29
5
9
1
0
0
1
0
0
20
0
0
6
7
6
14.833333
0
0
6
6
6
16
0
11.1
0.6
2.02
Graduate
1
14
1
15
1
1
1
23
27
10
6
1
0
0
1
0
0
20
0
0
6
6
6
11.833333
0
0
6
7
6
12.857143
0
15.5
2.8
-4.06
Graduate
1
8
3
14
1
1
1
23
28
8
9
1
1
0
1
0
1
18
0
0
6
10
5
12
0
0
6
11
5
12.333333
0
11.1
0.6
2.02
Graduate
1
1
1
10
1
1
1
23
28
8
9
1
0
0
1
0
0
19
0
0
6
11
4
12.75
0
0
6
7
6
11.333333
0
7.6
2.6
0.32
Graduate
1
14
1
6
1
1
1
13
14
6
2
1
0
0
1
0
0
19
0
0
5
5
0
0
5
0
5
7
4
14.75
1
12.7
3.7
-1.7
Enrolled
4
12
1
8
1
1
1
3
1
6
6
1
0
0
1
0
1
30
0
0
6
7
0
0
0
0
6
16
1
10
0
11.1
0.6
2.02
Dropout
1
8
1
10
1
1
1
13
28
6
6
1
0
0
1
0
0
19
0
0
6
6
6
12
0
0
6
7
6
12.857143
0
11.1
0.6
2.02
Graduate
1
1
3
13
1
1
1
23
27
8
8
1
0
0
1
0
0
19
0
0
7
9
7
11.677778
0
0
8
8
8
13.8
0
12.7
3.7
-1.7
Graduate
1
1
4
12
1
1
1
1
27
5
8
1
0
0
1
0
1
19
0
0
8
8
7
13.6
0
0
8
8
7
13.6
0
12.7
3.7
-1.7
Graduate
1
1
1
6
1
1
1
13
28
10
10
1
0
0
1
0
0
19
0
0
6
7
6
16
0
0
6
8
6
15.875
0
12.4
0.5
1.79
Graduate
1
1
3
10
1
1
1
1
1
4
4
1
0
0
1
0
0
20
0
0
6
9
5
11.8
0
0
6
7
6
11.5
0
7.6
2.6
0.32
Graduate
1
13
1
7
1
1
1
13
27
10
4
0
0
1
1
1
0
25
0
0
5
5
0
0
0
2
6
7
2
14
0
13.9
-0.3
0.79
Dropout
1
1
2
15
1
1
1
13
14
10
10
0
0
0
1
1
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
2
12
1
16
1
1
1
22
14
8
4
0
0
1
1
0
1
34
0
0
6
7
6
16.142857
0
0
6
10
6
16.2
0
9.4
-0.8
-3.12
Graduate
1
9
2
12
1
1
1
23
27
10
6
1
0
0
1
0
1
18
0
0
8
8
7
11.785714
0
0
8
8
7
11.785714
0
12.7
3.7
-1.7
Graduate
1
1
6
12
1
1
1
1
1
5
6
1
0
0
1
0
1
18
0
0
8
8
8
13.42375
0
0
8
8
8
13.42375
0
9.4
-0.8
-3.12
Graduate
1
1
1
14
1
1
1
23
28
10
11
0
0
0
1
0
0
20
0
0
6
8
6
12.5
0
0
6
10
5
14.166667
0
11.1
0.6
2.02
Graduate
1
8
2
12
1
1
1
13
27
10
8
1
0
0
1
0
1
20
0
0
8
8
7
12.464286
0
0
8
8
7
12.464286
0
10.8
1.4
1.74
Graduate
1
17
1
17
0
1
1
23
28
29
44
0
0
1
1
0
0
23
0
6
11
18
8
12.375
0
3
9
15
5
12.6
0
8.9
1.4
3.51
Enrolled
1
12
1
14
1
1
1
22
27
7
7
0
0
0
1
0
0
28
0
0
6
8
1
10
0
0
6
9
0
0
0
10.8
1.4
1.74
Dropout
1
8
1
15
1
1
1
22
14
10
11
0
0
0
1
0
0
18
0
0
6
8
5
12.6
0
0
6
10
6
12.428571
0
15.5
2.8
-4.06
Enrolled
1
14
1
9
1
1
1
13
28
10
10
1
0
0
1
0
0
19
0
0
5
5
5
12.6
0
0
5
6
4
12.4
0
16.2
0.3
-0.92
Graduate
2
1
1
9
1
1
1
23
27
10
9
1
0
0
1
0
0
34
0
0
5
7
2
10
0
0
5
6
4
12
0
7.6
2.6
0.32
Dropout
2
16
1
16
1
1
1
22
27
8
9
0
0
0
1
0
0
35
0
0
7
7
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
4
1
17
0
15
1
22
27
10
8
0
0
0
1
0
0
32
0
0
5
7
5
11.6
0
0
5
8
5
12.333333
0
12.4
0.5
1.79
Graduate
1
8
2
11
1
1
1
13
14
5
8
1
0
0
1
0
0
19
0
0
6
8
6
12.166667
0
0
6
6
6
13.5
0
11.1
0.6
2.02
Graduate
1
8
5
14
1
1
1
1
14
10
8
1
0
0
1
0
0
18
0
0
6
10
4
13.6
0
0
6
7
5
12.666667
0
11.1
0.6
2.02
Graduate
2
12
1
9
1
1
1
22
27
10
10
0
0
0
0
0
0
35
0
0
5
8
4
12.5
1
0
5
8
5
11.8
0
9.4
-0.8
-3.12
Dropout
1
12
1
3
0
1
1
1
10
5
6
0
0
0
1
1
1
24
0
0
6
6
4
12.25
0
0
6
10
4
11.5
0
12.4
0.5
1.79
Enrolled
1
8
1
10
1
1
1
13
27
10
10
1
0
0
1
0
1
20
0
0
6
7
6
11.714286
0
0
6
8
6
12.625
0
13.9
-0.3
0.79
Graduate
1
1
3
15
1
1
4
13
14
5
10
1
0
0
1
1
1
18
1
0
6
7
6
13.5
0
0
6
7
6
13
0
16.2
0.3
-0.92
Graduate
1
1
3
12
1
1
1
23
14
8
10
1
0
0
1
1
1
20
0
0
8
8
7
13.024286
0
0
8
8
7
13.024286
0
10.8
1.4
1.74
Graduate
1
8
5
11
1
1
1
1
14
5
8
1
0
0
0
1
0
18
0
0
6
12
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
7
1
1
1
13
14
5
5
0
0
0
1
1
1
18
0
0
5
6
5
17.333333
0
0
5
8
5
18.571429
0
12.4
0.5
1.79
Graduate
1
1
1
14
1
1
1
13
27
6
8
0
0
0
1
1
1
20
0
0
5
7
4
11
0
0
5
7
4
11.5
0
9.4
-0.8
-3.12
Graduate
1
8
2
16
1
1
1
13
28
4
4
1
0
0
1
1
0
19
0
0
7
10
6
13.666667
0
0
7
9
6
12.5
0
12.4
0.5
1.79
Dropout
1
1
2
5
1
1
1
1
1
5
10
1
0
0
1
1
1
20
0
0
6
9
6
11.375
0
0
6
6
5
13.8
0
7.6
2.6
0.32
Enrolled
1
1
1
10
1
1
1
13
1
10
10
0
0
0
1
1
0
19
0
0
6
6
6
12.833333
0
0
6
8
6
11.833333
0
10.8
1.4
1.74
Graduate
1
1
1
15
1
1
1
21
27
1
1
1
0
0
1
1
0
20
0
0
6
9
5
12.6
0
0
6
11
4
11.5
0
7.6
2.6
0.32
Graduate
1
1
1
12
1
1
1
13
14
10
8
1
0
0
1
1
0
22
0
0
7
8
6
14.333333
0
0
8
9
7
13.771429
0
11.1
0.6
2.02
Graduate
1
8
2
7
1
1
1
1
14
10
9
0
0
0
1
1
1
18
0
0
5
8
4
13.5
0
0
6
10
6
13.625
0
11.1
0.6
2.02
Enrolled
1
1
1
12
1
1
1
23
28
10
10
0
0
0
1
1
0
19
0
0
8
8
7
14.285714
0
0
8
8
7
14.285714
0
12.7
3.7
-1.7
Graduate
1
15
1
4
1
14
1
1
14
10
8
0
0
0
1
1
0
22
0
2
6
15
3
11.75
0
0
6
12
2
10
0
13.9
-0.3
0.79
Dropout
1
8
5
7
1
1
4
4
10
3
10
1
0
0
1
1
0
20
1
0
5
5
5
14.8
0
0
5
5
5
17.6
0
8.9
1.4
3.51
Graduate
2
12
1
4
1
1
1
1
31
10
4
0
0
1
0
1
0
34
0
0
6
7
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
2
12
1
3
0
12
1
1
1
5
5
0
0
0
1
1
0
24
0
0
6
14
1
10
0
0
5
5
0
0
0
16.2
0.3
-0.92
Dropout
1
12
2
14
1
1
1
19
24
1
1
1
0
0
1
1
0
26
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
12
1
12
1
1
1
22
27
10
7
0
0
0
1
1
0
35
0
0
7
10
4
12.6
0
0
7
9
5
12.38
0
12.4
0.5
1.79
Dropout
1
1
1
17
0
1
1
2
27
5
10
1
0
0
1
1
0
22
0
0
5
9
5
12.428571
1
0
5
7
5
11.8
0
7.6
2.6
0.32
Graduate
1
9
1
11
1
1
1
23
28
6
6
1
0
0
1
1
0
26
0
0
6
10
4
10
0
0
6
11
3
12
0
9.4
-0.8
-3.12
Enrolled