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
1
15
1
1
1
23
28
10
6
0
0
0
1
0
0
21
0
0
6
8
5
11.8
0
0
6
8
5
11.833333
0
15.5
2.8
-4.06
Enrolled
1
9
1
3
0
1
1
1
1
5
4
0
0
1
1
0
0
20
0
0
6
13
4
10.8
0
0
6
15
4
12
0
16.2
0.3
-0.92
Graduate
1
1
6
12
1
1
1
22
27
10
9
1
0
0
1
0
1
18
0
0
7
8
7
13.26
0
0
8
8
8
14.28625
0
15.5
2.8
-4.06
Graduate
1
1
2
15
1
1
1
19
14
4
1
1
0
0
0
0
0
20
0
0
6
10
4
12
0
0
6
15
3
10.666667
0
7.6
2.6
0.32
Dropout
1
1
1
10
1
1
1
13
28
10
10
0
1
0
1
0
1
20
0
0
6
9
6
11.875
0
0
6
7
6
14.428571
0
16.2
0.3
-0.92
Graduate
1
14
1
12
1
1
1
13
14
5
8
0
0
0
1
0
1
18
0
0
7
11
5
12.16
0
0
7
7
2
13.4
0
16.2
0.3
-0.92
Enrolled
1
7
1
5
1
1
1
1
1
4
4
1
0
0
1
0
0
18
0
0
6
6
1
15
0
0
6
7
4
12.5
0
9.4
-0.8
-3.12
Enrolled
1
1
1
15
1
1
1
22
27
10
10
1
0
0
1
0
0
18
0
0
6
6
6
13.333333
0
0
6
9
5
13.2
0
9.4
-0.8
-3.12
Graduate
1
8
1
6
1
1
1
2
14
3
10
1
0
0
1
0
0
18
0
0
5
12
2
11.5
0
0
5
12
3
11.8
2
10.8
1.4
1.74
Enrolled
1
15
1
6
1
14
1
3
3
3
3
1
0
0
1
0
0
22
0
2
6
7
6
14.428571
0
1
6
9
5
13
0
13.9
-0.3
0.79
Graduate
1
15
3
6
1
14
1
1
14
5
2
1
0
0
1
0
0
19
0
0
5
10
1
13
1
0
5
8
3
15.333333
0
12.7
3.7
-1.7
Enrolled
1
8
1
4
1
1
1
13
1
10
3
1
0
0
1
0
1
19
0
0
6
7
6
15
0
0
6
8
6
14.333333
0
12.4
0.5
1.79
Graduate
1
1
2
13
1
1
1
13
14
10
10
1
0
0
1
0
0
18
0
0
7
9
7
15.155556
0
0
8
8
8
16.8
0
12.7
3.7
-1.7
Graduate
1
1
1
10
1
1
1
23
28
28
42
1
0
1
1
0
0
20
0
0
6
8
6
10.666667
0
0
6
7
6
11.857143
0
11.1
0.6
2.02
Graduate
1
8
1
16
1
1
1
23
27
6
6
1
0
0
1
0
0
18
0
0
6
9
5
11
0
0
6
9
4
11.25
0
10.8
1.4
1.74
Dropout
1
8
2
14
1
1
1
1
14
6
6
1
0
0
1
0
0
21
0
0
6
0
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
1
1
10
1
1
1
1
14
5
5
0
0
0
1
0
0
19
0
0
6
7
6
12.285714
0
0
6
7
6
12
0
12.4
0.5
1.79
Graduate
1
1
5
12
1
1
1
23
28
10
10
1
0
0
1
0
0
18
0
0
8
8
8
12.82875
0
0
8
8
8
12.82875
0
9.4
-0.8
-3.12
Dropout
1
1
4
15
1
1
4
10
10
12
5
1
0
0
1
0
0
18
1
0
6
6
6
12.666667
0
0
6
8
5
14.4
0
7.6
2.6
0.32
Graduate
1
8
1
2
1
1
1
1
1
7
8
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
Enrolled
1
8
1
6
1
1
1
13
14
5
10
1
0
1
0
0
1
21
0
0
6
16
2
13
0
0
6
8
0
0
0
15.5
2.8
-4.06
Dropout
1
1
1
9
1
1
1
1
28
6
6
0
0
1
1
0
0
19
0
0
5
10
5
10.875
0
0
5
8
4
12.4
0
13.9
-0.3
0.79
Graduate
1
1
1
9
1
1
1
22
27
10
8
1
0
0
1
0
1
19
0
0
5
5
5
12.8
0
0
5
8
5
11.6
0
9.4
-0.8
-3.12
Graduate
1
8
3
10
1
1
1
1
14
5
11
1
0
0
1
0
0
19
0
0
6
10
5
11.285714
0
0
6
7
0
0
0
16.2
0.3
-0.92
Dropout
1
1
1
2
1
1
1
5
3
4
4
0
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Graduate
1
14
1
11
1
1
1
23
28
10
10
0
0
0
1
0
1
19
0
0
6
0
0
0
0
0
6
11
1
10
0
10.8
1.4
1.74
Dropout
1
8
2
12
1
1
1
23
1
6
8
1
0
0
1
0
1
20
0
0
7
9
6
13.766667
0
0
8
9
8
13.744444
0
16.2
0.3
-0.92
Dropout
1
1
3
12
1
1
1
12
13
2
2
1
0
0
0
0
0
18
0
0
8
9
6
12.758333
1
0
8
9
6
12.758333
1
9.4
-0.8
-3.12
Dropout
1
1
1
2
1
1
1
13
14
9
9
1
0
0
1
0
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Dropout
1
1
1
5
1
1
1
13
1
6
8
1
0
0
1
0
0
18
0
0
6
6
6
12.666667
0
0
6
8
6
13.25
0
10.8
1.4
1.74
Graduate
1
1
1
6
1
1
1
13
27
4
8
0
0
0
1
0
0
18
0
0
6
13
6
12
0
0
6
16
4
12.75
0
11.1
0.6
2.02
Enrolled
1
1
1
10
1
1
1
1
27
6
8
0
0
0
1
0
1
19
0
0
6
8
6
12.25
0
0
6
8
6
12
0
16.2
0.3
-0.92
Graduate
1
1
2
9
1
1
1
13
27
5
6
1
0
0
1
0
0
20
0
0
5
8
3
11.333333
0
0
5
8
5
12.2
0
7.6
2.6
0.32
Graduate
1
8
5
12
1
1
1
1
1
5
6
1
0
0
1
0
1
19
0
0
7
9
7
13.507143
0
0
8
12
8
13.05
0
16.2
0.3
-0.92
Graduate
1
1
3
12
1
1
1
13
28
2
2
1
0
0
1
0
0
18
0
0
8
8
7
13.614286
0
0
8
8
7
13.614286
0
12.7
3.7
-1.7
Graduate
1
12
1
11
1
1
1
13
1
5
2
0
0
1
1
0
0
25
0
0
6
6
0
0
0
0
6
6
0
0
0
15.5
2.8
-4.06
Dropout
1
8
5
5
1
1
1
22
27
10
10
1
0
0
0
0
0
18
0
0
6
9
4
11.5
1
0
6
6
6
12.166667
0
7.6
2.6
0.32
Graduate
1
1
5
15
1
1
1
23
14
10
10
1
0
0
1
0
0
19
0
0
6
7
6
12.333333
0
0
6
7
6
12.5
0
8.9
1.4
3.51
Graduate
1
8
2
13
1
1
1
13
28
5
9
1
0
0
1
0
1
19
0
0
7
7
7
11.971429
0
0
8
8
8
14.4375
0
15.5
2.8
-4.06
Graduate
1
1
1
9
1
1
1
13
14
6
9
0
0
1
0
0
1
20
0
0
5
12
2
13
1
0
5
13
2
11.5
0
9.4
-0.8
-3.12
Dropout
1
8
5
12
1
1
1
1
1
6
5
1
0
0
1
0
0
18
0
0
7
9
7
12.385714
0
0
8
9
7
12.728571
0
13.9
-0.3
0.79
Enrolled
1
8
4
6
1
1
1
23
27
5
10
1
0
0
1
0
0
20
0
0
5
12
2
13.5
0
0
5
12
5
11.285714
1
10.8
1.4
1.74
Graduate
1
8
1
10
1
1
1
1
1
10
10
1
0
0
1
0
0
21
0
0
6
8
6
12.166667
0
0
6
7
6
13.285714
0
11.1
0.6
2.02
Graduate
1
1
2
2
1
1
1
3
1
3
4
1
0
0
1
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Graduate
2
12
1
3
0
9
1
22
27
8
10
0
0
0
1
0
0
42
0
0
6
6
6
11.666667
0
0
6
6
6
13.666667
0
10.8
1.4
1.74
Graduate
1
8
1
8
1
1
1
3
3
3
3
1
0
1
0
0
0
18
0
0
6
9
5
12.4
0
0
6
12
5
14.166667
0
8.9
1.4
3.51
Enrolled
1
1
1
5
1
1
1
22
27
10
7
0
0
0
1
0
1
19
0
0
6
7
5
13.4
0
0
6
6
6
12.833333
0
15.5
2.8
-4.06
Graduate
1
1
6
11
1
1
1
23
14
10
6
1
0
0
1
0
0
18
0
0
6
11
6
12
0
0
6
11
4
12.5
0
8.9
1.4
3.51
Graduate
1
5
1
6
1
1
1
13
14
5
6
1
0
0
1
0
0
21
0
0
5
6
5
14.2
0
0
5
5
5
14.8
0
10.8
1.4
1.74
Graduate
1
1
1
10
1
1
1
23
27
6
6
0
0
0
1
0
1
20
0
0
6
8
6
12.125
0
0
6
7
6
14.428571
0
16.2
0.3
-0.92
Graduate
1
1
1
16
1
1
1
1
14
4
4
1
0
0
1
0
0
20
0
0
7
7
7
13.857143
0
0
7
7
7
13.285714
0
11.1
0.6
2.02
Graduate
1
15
1
6
1
14
1
3
1
3
10
1
0
0
1
0
0
21
0
1
6
13
3
11.75
0
1
6
13
5
12.333333
0
12.4
0.5
1.79
Enrolled
1
1
4
12
1
1
1
23
27
8
8
1
0
0
1
0
0
19
0
0
7
9
7
14.283333
0
0
8
9
8
13.125556
0
15.5
2.8
-4.06
Graduate
1
13
1
10
1
1
1
1
14
5
10
0
0
0
1
0
0
21
0
10
13
21
11
13.272727
0
6
11
13
9
13
0
7.6
2.6
0.32
Graduate
1
1
1
5
1
1
1
23
14
23
44
1
1
0
1
0
0
19
0
0
6
6
6
14.666667
0
0
6
7
6
15.142857
0
8.9
1.4
3.51
Graduate
1
1
1
12
1
1
1
13
14
10
10
0
0
0
1
0
1
19
0
0
7
10
7
15.115
0
0
8
10
8
15.092
0
15.5
2.8
-4.06
Graduate
1
8
2
2
1
1
1
1
1
5
2
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Enrolled
1
15
1
6
1
14
1
22
14
10
11
1
0
0
1
0
0
22
0
1
6
13
6
15
0
1
6
7
6
13.142857
0
16.2
0.3
-0.92
Graduate
1
1
2
16
1
1
1
3
1
4
6
0
0
0
1
0
0
21
0
0
6
8
5
13.2
0
0
6
9
5
14.333333
0
9.4
-0.8
-3.12
Graduate
1
8
4
11
1
1
1
22
27
6
9
1
0
0
1
0
1
18
0
0
6
14
2
11
0
0
6
14
3
10.333333
0
7.6
2.6
0.32
Dropout
1
1
4
12
1
1
1
1
3
2
3
0
0
0
1
0
1
20
0
0
8
8
7
14.565714
0
0
8
8
7
14.565714
0
10.8
1.4
1.74
Graduate
1
8
2
14
1
1
1
19
27
1
1
1
0
1
0
0
0
18
0
0
5
8
3
12
0
0
5
6
4
10.75
0
7.6
2.6
0.32
Dropout
1
8
1
10
1
1
1
13
27
8
10
0
0
0
1
0
0
20
0
0
6
6
0
0
0
0
5
5
0
0
0
8.9
1.4
3.51
Dropout
1
8
4
12
1
1
1
1
1
4
4
1
0
0
1
0
0
23
0
0
7
7
6
13.796667
0
0
8
11
7
13.775
0
12.4
0.5
1.79
Graduate
1
1
2
15
1
1
1
1
1
4
4
1
0
0
1
0
0
18
0
0
6
6
6
14.833333
0
0
6
6
6
15.333333
0
12.7
3.7
-1.7
Graduate
1
15
1
10
1
14
1
1
1
10
4
1
0
0
1
0
0
20
0
3
6
6
6
12.833333
0
2
6
6
6
13.833333
0
12.4
0.5
1.79
Graduate
1
8
1
12
1
1
1
23
27
6
10
1
0
0
1
0
1
18
0
0
8
8
7
14.962857
0
0
8
8
7
14.962857
0
10.8
1.4
1.74
Graduate
1
1
6
9
1
1
1
23
28
10
10
1
0
0
1
0
0
20
0
0
5
8
4
12
0
0
5
8
5
11.2
0
11.1
0.6
2.02
Graduate
1
9
2
12
1
1
1
1
3
4
3
1
0
0
1
0
0
18
0
0
7
8
7
12.4
0
0
8
9
8
12.8
0
16.2
0.3
-0.92
Graduate
1
8
1
14
1
1
1
3
3
3
2
1
0
0
1
0
0
20
0
0
6
7
6
15.571429
0
0
6
6
6
17.166667
0
16.2
0.3
-0.92
Graduate
1
1
5
12
1
1
1
1
1
6
9
1
0
0
1
0
0
19
0
0
8
8
7
13.714286
0
0
8
8
7
13.714286
0
12.7
3.7
-1.7
Graduate
1
15
1
6
1
14
1
1
14
5
5
0
0
0
1
0
0
21
0
2
6
9
6
13.142857
0
0
6
9
6
12.166667
0
13.9
-0.3
0.79
Graduate
2
4
1
5
1
17
1
22
1
10
8
0
0
0
1
0
0
33
0
0
6
7
6
15
0
0
6
8
3
11
0
11.1
0.6
2.02
Graduate
1
1
1
6
1
1
1
10
2
5
3
0
0
1
0
0
0
24
0
0
5
6
1
13
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
14
1
10
1
1
1
1
28
5
4
0
0
0
1
0
1
20
0
8
11
12
11
12
0
6
11
14
11
12.75
0
13.9
-0.3
0.79
Graduate
1
1
1
2
1
1
1
13
28
10
2
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Graduate
1
1
4
5
1
1
1
1
1
8
4
1
0
0
1
0
0
18
0
0
6
6
6
15.166667
0
0
6
6
6
14.166667
0
15.5
2.8
-4.06
Graduate
1
14
1
3
0
6
1
19
24
1
1
0
0
1
1
0
0
29
0
1
6
9
4
12
0
1
6
13
2
10.5
0
7.6
2.6
0.32
Dropout
1
8
1
12
1
1
1
1
1
6
6
0
1
0
1
0
0
18
0
0
7
7
7
13.642857
0
0
8
11
8
14.772727
0
16.2
0.3
-0.92
Graduate
1
1
3
15
1
1
1
23
27
6
6
1
0
0
1
0
0
19
0
0
6
8
6
12.666667
0
0
6
7
6
12.714286
0
9.4
-0.8
-3.12
Graduate
1
8
1
2
1
1
1
23
28
8
8
1
0
0
1
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Dropout
1
8
1
10
1
1
1
13
14
6
5
0
0
0
1
0
1
18
0
0
6
8
5
10.8
0
0
6
9
6
10.5
0
12.4
0.5
1.79
Graduate
1
14
1
12
1
1
1
13
14
8
8
0
0
0
1
0
1
19
0
0
7
9
6
14.25
0
0
8
11
8
13.063636
0
16.2
0.3
-0.92
Graduate
1
13
1
16
1
1
1
22
14
10
4
0
0
0
1
0
0
20
0
6
14
22
12
12.153846
0
5
12
18
10
12.9
0
10.8
1.4
1.74
Dropout
1
8
2
10
1
1
1
2
1
4
5
1
0
0
1
0
0
19
0
0
6
14
1
11.5
0
0
6
12
2
10.5
0
7.6
2.6
0.32
Enrolled
1
8
1
11
1
1
1
13
14
8
6
1
0
0
1
0
1
19
0
0
6
10
4
12.25
0
0
6
9
3
12.333333
0
9.4
-0.8
-3.12
Graduate
1
1
1
5
1
1
1
13
27
5
5
0
0
0
1
0
1
18
0
1
6
8
6
12
1
0
6
12
5
11.142857
0
13.9
-0.3
0.79
Enrolled
1
1
6
12
1
1
1
13
28
6
8
1
0
0
1
0
1
18
0
0
8
8
8
13.40375
0
0
8
8
8
13.40375
0
9.4
-0.8
-3.12
Graduate
1
8
1
11
1
1
1
3
1
3
4
0
0
0
1
0
1
19
0
0
6
15
6
11.333333
0
0
6
9
3
12.666667
0
9.4
-0.8
-3.12
Graduate
1
8
4
15
1
1
1
1
1
6
6
0
0
1
1
1
0
20
0
0
6
7
5
12.2
0
0
6
6
6
12.333333
0
12.7
3.7
-1.7
Dropout
1
8
1
2
1
1
1
22
27
10
7
1
0
0
1
1
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Enrolled
1
1
6
12
1
1
1
4
14
3
4
1
0
0
1
1
0
18
0
0
7
0
0
0
0
0
8
0
0
0
0
16.2
0.3
-0.92
Dropout
1
12
1
4
1
1
1
3
1
3
5
0
0
1
0
1
0
35
0
0
6
8
5
16.166667
0
0
6
10
4
16
0
8.9
1.4
3.51
Dropout
1
8
1
7
1
1
1
13
28
10
8
0
0
0
1
1
0
18
0
0
5
10
3
11
0
0
5
6
3
11
1
16.2
0.3
-0.92
Enrolled
1
1
1
2
1
1
1
22
14
6
9
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
1
2
15
1
1
1
23
14
5
8
1
0
0
1
1
1
19
0
0
6
8
4
12
0
0
6
8
6
12.285714
0
15.5
2.8
-4.06
Enrolled
1
8
2
9
1
1
1
1
28
6
8
1
0
0
1
1
0
20
0
0
5
8
2
10.5
0
0
5
11
4
12.25
0
10.8
1.4
1.74
Enrolled
1
14
1
5
1
1
1
1
1
5
8
1
0
0
1
1
0
19
0
3
6
7
3
11.666667
0
1
6
13
4
10.333333
0
13.9
-0.3
0.79
Enrolled
1
1
3
9
1
1
1
23
28
10
10
1
0
0
1
1
0
19
0
0
5
8
3
11
0
0
5
7
2
10
0
12.7
3.7
-1.7
Dropout
1
12
2
13
1
1
1
1
1
10
11
0
0
0
1
1
0
24
0
0
7
18
0
0
0
0
7
13
0
0
1
11.1
0.6
2.02
Dropout