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
9
1
1
1
1
14
4
5
0
0
0
1
1
0
19
0
0
5
7
3
12.333333
0
0
5
5
0
0
0
8.9
1.4
3.51
Dropout
1
1
5
11
1
1
1
3
14
4
10
1
0
0
0
1
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
15
1
2
1
14
1
3
3
3
3
0
0
1
1
1
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Graduate
1
16
1
14
1
1
1
3
3
2
11
0
0
1
1
1
0
21
0
5
11
12
10
12.1
0
2
8
9
8
13.333333
0
11.1
0.6
2.02
Graduate
1
1
2
15
1
1
1
1
14
8
8
1
0
0
1
0
1
19
0
0
6
7
6
14.714286
0
0
6
6
6
15
0
13.9
-0.3
0.79
Graduate
1
1
3
15
1
1
1
13
14
10
10
1
0
0
1
0
0
18
0
0
6
6
6
12.666667
0
0
6
7
6
12.833333
0
12.7
3.7
-1.7
Graduate
1
17
1
4
1
16
1
1
28
9
9
0
0
0
1
0
1
23
0
7
12
14
12
14.384615
0
5
10
12
10
13.3
0
8.9
1.4
3.51
Graduate
1
8
3
9
1
1
1
13
28
6
8
1
0
0
1
0
1
18
0
0
5
5
5
13.4
0
0
5
6
5
12.2
0
12.7
3.7
-1.7
Graduate
1
9
1
12
1
1
1
22
28
6
8
1
0
0
1
0
0
18
0
0
8
8
7
13.314286
0
0
8
8
7
13.314286
0
12.7
3.7
-1.7
Graduate
1
1
3
12
1
1
1
23
28
10
10
1
0
0
1
0
0
19
0
0
8
8
7
11.988571
0
0
8
8
7
11.988571
0
10.8
1.4
1.74
Graduate
1
17
1
9
1
16
1
1
14
21
37
1
0
0
1
0
0
21
0
6
11
17
11
11.545455
0
3
9
13
8
12.888889
0
8.9
1.4
3.51
Graduate
1
1
1
6
1
1
1
22
27
10
7
1
0
0
1
0
1
18
0
0
6
13
6
16.461538
0
0
6
8
6
13.875
0
15.5
2.8
-4.06
Graduate
1
1
1
15
1
1
1
23
27
10
6
1
0
0
1
0
1
24
0
0
6
7
6
13.666667
0
0
6
6
6
12.833333
0
10.8
1.4
1.74
Graduate
1
1
4
12
1
1
1
3
29
3
4
1
0
0
1
0
0
18
0
0
7
8
7
12.65
0
0
8
9
8
13.411111
0
16.2
0.3
-0.92
Dropout
1
1
1
14
1
1
1
13
1
6
8
1
0
0
1
0
0
18
0
0
6
7
6
12.333333
0
0
6
10
3
12
0
13.9
-0.3
0.79
Enrolled
1
8
2
12
1
1
1
13
27
10
8
1
0
0
1
0
0
20
0
0
7
8
6
14.37
0
0
8
10
7
14.65
0
12.4
0.5
1.79
Graduate
1
8
2
6
1
1
1
1
14
5
10
1
0
0
1
0
0
19
0
0
5
13
3
12
2
0
5
8
4
11.75
0
9.4
-0.8
-3.12
Enrolled
1
1
5
15
1
1
1
19
28
1
9
1
0
0
0
0
1
18
0
0
6
12
3
12
0
0
6
15
3
10.666667
0
7.6
2.6
0.32
Dropout
1
14
1
11
1
1
1
1
14
6
8
0
0
0
1
0
1
19
0
0
6
11
4
12
0
0
6
14
3
11
0
10.8
1.4
1.74
Dropout
1
8
2
16
1
1
1
1
28
5
9
1
0
0
1
0
0
19
0
0
6
10
5
12.6
0
0
6
7
5
11.2
0
10.8
1.4
1.74
Graduate
1
1
5
10
1
3
1
1
28
10
4
0
0
1
1
0
0
18
0
0
6
6
6
12.166667
0
0
6
6
6
12.333333
0
10.8
1.4
1.74
Graduate
1
1
2
16
1
1
1
13
1
32
16
1
0
0
1
0
0
20
0
0
7
8
6
13.5
0
0
7
8
6
14
0
11.1
0.6
2.02
Enrolled
1
1
5
12
1
1
1
23
28
10
10
1
0
0
1
0
1
18
0
0
8
8
8
13.76375
0
0
8
8
8
13.76375
0
9.4
-0.8
-3.12
Graduate
1
8
6
13
1
1
1
23
28
6
6
1
0
0
1
0
1
19
0
0
7
11
6
12.4
0
0
7
8
6
12.8
0
11.1
0.6
2.02
Graduate
1
8
3
9
1
1
1
3
28
3
11
1
0
0
1
0
0
18
0
0
5
16
4
10.666667
0
0
5
11
2
12
0
13.9
-0.3
0.79
Enrolled
1
1
2
12
1
1
1
22
27
10
10
1
0
0
1
0
0
18
0
0
7
7
6
14.333333
0
0
7
7
6
14.333333
0
7.6
2.6
0.32
Graduate
1
1
1
6
1
1
1
1
27
5
10
1
0
0
1
0
0
21
0
0
6
12
4
12.5
0
0
6
13
2
12.666667
0
11.1
0.6
2.02
Enrolled
1
8
1
11
1
1
1
19
28
1
8
1
0
1
0
0
0
19
0
0
6
14
1
10
0
0
6
13
0
0
0
7.6
2.6
0.32
Dropout
1
1
4
12
1
1
1
1
1
4
4
1
0
0
1
0
0
21
0
0
7
8
7
14.69625
0
0
8
9
8
14.622222
0
12.4
0.5
1.79
Graduate
1
1
1
6
1
1
1
4
1
3
10
0
0
0
1
0
0
18
0
0
6
14
4
11.5
0
0
6
17
3
13.75
0
11.1
0.6
2.02
Enrolled
1
8
3
13
1
1
1
13
28
10
8
0
0
0
1
0
1
18
0
0
7
9
7
12.855556
0
0
8
8
8
13.9125
0
12.7
3.7
-1.7
Graduate
1
1
1
12
1
1
1
1
1
4
11
0
0
0
1
0
0
18
0
0
7
7
7
13.7
0
0
8
9
8
13.994444
0
11.1
0.6
2.02
Graduate
1
1
1
8
1
1
1
3
1
2
4
0
0
0
0
0
0
23
0
0
5
9
0
0
3
1
5
10
1
12
3
10.8
1.4
1.74
Dropout
1
1
1
10
1
1
1
13
27
8
8
1
0
0
1
0
0
20
0
0
6
13
3
11.2
0
0
6
9
4
12
0
16.2
0.3
-0.92
Enrolled
1
1
1
12
1
1
1
23
28
6
6
0
0
0
1
0
0
18
0
0
7
7
7
13.285714
0
0
8
9
8
13.333333
0
16.2
0.3
-0.92
Graduate
1
8
2
16
1
1
1
1
14
3
11
1
0
0
1
0
0
19
0
0
6
9
5
13
0
0
6
8
5
10.4
0
7.6
2.6
0.32
Enrolled
1
12
1
12
1
1
1
1
28
4
8
0
0
0
1
0
1
27
0
0
7
8
6
12.6
0
0
7
9
6
11.685714
0
12.4
0.5
1.79
Enrolled
1
8
1
9
1
1
1
22
27
10
7
1
0
1
0
0
1
19
0
0
5
5
5
12.8
0
0
5
5
4
12
0
11.1
0.6
2.02
Enrolled
1
14
1
8
1
1
1
1
14
10
10
1
0
0
1
0
0
21
0
0
6
14
5
11.5
1
0
6
13
5
11
1
15.5
2.8
-4.06
Dropout
1
9
1
12
1
1
1
22
28
8
9
1
0
0
1
0
1
19
0
0
8
8
7
11.4
0
0
8
8
7
11.4
0
10.8
1.4
1.74
Graduate
1
15
1
10
1
1
1
22
27
7
10
0
0
0
1
0
1
21
0
3
6
6
6
12.333333
0
2
6
8
6
11.333333
0
13.9
-0.3
0.79
Graduate
1
1
5
15
1
1
1
13
14
10
10
1
0
0
1
0
0
18
0
0
6
7
5
12.8
0
0
6
10
4
12.2
0
10.8
1.4
1.74
Graduate
1
8
1
6
1
1
1
13
28
8
8
1
0
0
1
0
1
20
0
0
5
8
5
12
1
0
5
8
4
15
1
12.7
3.7
-1.7
Graduate
1
1
1
16
1
1
1
22
27
10
8
1
0
0
1
0
1
18
0
0
6
8
5
13
0
0
6
9
5
13.5
0
9.4
-0.8
-3.12
Graduate
1
8
1
5
1
1
1
1
1
5
9
1
0
1
0
0
1
18
0
0
6
6
6
11.833333
0
0
6
8
6
11
0
12.7
3.7
-1.7
Dropout
1
1
3
6
1
1
1
1
3
5
5
1
0
0
1
0
0
18
0
0
6
8
6
14
0
0
6
9
6
13.333333
0
8.9
1.4
3.51
Graduate
1
8
4
15
1
1
1
1
1
4
4
1
0
0
1
0
1
18
0
0
6
6
6
12.333333
0
0
6
6
6
13.5
0
16.2
0.3
-0.92
Graduate
1
1
3
12
1
1
1
1
1
8
8
1
0
0
1
0
1
19
0
0
7
10
5
13.04
0
0
7
7
7
12.5
0
12.4
0.5
1.79
Enrolled
1
17
1
6
1
16
1
13
28
9
10
1
0
1
0
0
0
23
0
7
11
18
11
13.166667
0
4
9
15
8
13.333333
0
8.9
1.4
3.51
Enrolled
1
12
1
6
1
12
1
13
14
5
10
1
0
0
1
0
1
24
0
1
6
7
6
12.5
0
0
6
11
6
12.833333
0
8.9
1.4
3.51
Graduate
1
1
1
2
1
1
1
1
1
4
4
1
0
0
1
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Graduate
1
1
3
12
1
1
1
13
14
10
10
1
0
0
1
0
0
18
0
0
8
8
7
15.657143
0
0
8
8
7
15.657143
0
12.7
3.7
-1.7
Graduate
1
1
2
5
1
1
1
1
14
5
4
0
0
0
1
0
0
19
0
0
6
6
6
12.166667
0
0
6
6
6
11.333333
0
12.7
3.7
-1.7
Graduate
1
8
2
16
1
1
1
23
14
5
10
1
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
10
1
1
1
1
28
6
9
0
0
0
1
0
1
20
0
0
6
11
5
10.6
0
0
6
9
5
11.166667
0
11.1
0.6
2.02
Enrolled
1
1
1
6
1
1
1
1
10
5
6
0
0
0
1
0
0
20
0
0
6
10
6
13.428571
0
0
6
11
5
12.666667
0
13.9
-0.3
0.79
Enrolled
1
12
1
15
1
1
1
19
27
1
1
0
0
0
1
0
0
26
0
0
6
8
4
11.75
0
0
6
12
0
0
0
7.6
2.6
0.32
Dropout
1
12
1
11
1
12
1
13
1
10
6
0
0
1
0
1
0
36
0
0
5
10
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
8
1
2
1
1
1
1
1
5
11
0
0
0
0
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
13
1
7
1
1
1
13
27
10
10
0
0
0
0
1
0
27
0
0
5
0
0
0
0
0
5
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
4
7
1
1
1
3
1
15
31
0
0
0
1
1
0
18
0
0
5
9
1
13
0
0
5
5
0
0
0
8.9
1.4
3.51
Dropout
1
1
4
12
1
1
1
22
28
10
10
1
0
0
1
1
1
18
0
0
8
8
7
13.331429
0
0
8
8
7
13.331429
0
10.8
1.4
1.74
Graduate
1
12
1
5
1
1
1
23
28
6
6
0
0
0
1
1
0
28
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
1
15
1
2
1
14
1
13
1
10
10
1
0
0
1
1
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
13
27
5
10
0
0
0
1
1
0
19
0
0
7
7
6
13.7
0
0
7
7
6
13.7
0
7.6
2.6
0.32
Graduate
1
12
1
14
1
7
1
6
16
4
4
0
0
1
0
1
0
26
0
0
5
5
0
0
0
0
5
5
0
0
5
9.4
-0.8
-3.12
Dropout
1
16
1
7
1
1
1
1
14
4
6
1
0
0
1
1
0
20
0
4
9
12
9
13.454545
0
2
7
9
6
13.875
0
11.1
0.6
2.02
Dropout
1
1
6
12
1
1
1
23
28
10
10
1
0
0
1
1
0
19
0
0
8
8
7
12.2
0
0
8
8
7
12.2
0
12.7
3.7
-1.7
Graduate
1
1
1
9
1
1
1
13
14
8
4
1
0
0
1
1
0
21
0
0
5
8
3
10
0
0
5
10
4
11
0
12.7
3.7
-1.7
Dropout
1
17
1
14
1
16
1
1
14
10
10
0
0
0
1
1
1
23
0
0
6
7
5
13
0
0
6
7
6
12.857143
0
8.9
1.4
3.51
Graduate
1
12
1
3
0
13
1
23
27
5
9
0
0
0
1
1
0
29
0
0
6
11
6
12
0
0
6
6
6
14
0
11.1
0.6
2.02
Graduate
1
1
1
12
1
1
1
1
1
10
10
0
0
0
1
1
0
20
0
0
8
8
7
15.028571
0
0
8
8
7
15.028571
0
12.7
3.7
-1.7
Graduate
1
1
1
10
1
1
1
1
14
6
10
0
0
0
1
1
0
18
0
0
6
8
6
12
0
0
6
7
6
11.714286
0
15.5
2.8
-4.06
Graduate
1
1
1
15
1
1
1
1
28
4
6
1
0
0
1
1
0
19
0
0
6
8
5
12
0
0
6
8
5
12.4
0
9.4
-0.8
-3.12
Graduate
1
4
1
13
1
3
1
1
27
5
9
0
0
0
0
1
0
23
0
3
7
7
3
13.666667
0
3
8
8
3
11.333333
4
10.8
1.4
1.74
Dropout
1
1
1
2
1
1
1
23
1
6
2
0
0
0
1
1
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Dropout
1
8
1
9
1
1
1
1
1
10
4
1
0
0
1
1
0
18
0
0
5
6
5
12
0
0
5
7
4
12.5
0
15.5
2.8
-4.06
Enrolled
1
1
1
2
1
1
1
22
14
8
8
1
0
0
1
1
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Graduate
1
1
5
5
1
1
1
13
27
6
6
1
0
1
0
1
0
21
0
0
6
6
1
14
0
0
6
7
0
0
7
9.4
-0.8
-3.12
Dropout
1
16
1
10
1
1
1
1
1
6
10
0
0
0
1
1
0
22
0
0
6
6
0
0
0
0
6
7
0
0
0
11.1
0.6
2.02
Dropout
1
9
1
13
1
1
1
3
14
3
9
1
0
0
1
1
0
21
0
0
7
8
7
12.375
0
0
7
11
5
12.583333
0
8.9
1.4
3.51
Graduate
1
12
1
12
1
1
1
23
14
10
10
1
0
0
0
1
0
32
0
0
7
0
0
0
0
0
8
0
0
0
0
16.2
0.3
-0.92
Dropout
1
4
1
4
1
3
1
1
14
5
2
1
0
0
1
1
0
27
0
14
18
21
18
11.421053
0
10
13
16
13
11.076923
1
15.5
2.8
-4.06
Graduate
1
1
1
12
1
1
1
13
28
10
9
1
0
0
1
1
0
18
0
0
7
7
6
13.35
0
0
7
7
6
13.35
0
7.6
2.6
0.32
Graduate
1
12
1
5
1
1
1
1
1
6
4
1
0
0
1
1
1
24
0
0
6
6
6
15
0
0
6
6
2
16
0
15.5
2.8
-4.06
Graduate
1
1
1
8
1
1
1
13
27
2
10
1
0
0
1
1
0
22
0
0
5
9
2
10.5
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
14
1
8
1
1
1
2
3
4
3
1
0
0
0
1
0
22
0
0
6
0
0
0
0
0
4
6
0
0
2
10.8
1.4
1.74
Dropout
1
1
3
9
1
1
1
22
27
10
6
1
0
0
1
1
0
19
0
0
5
8
5
13.25
0
0
5
6
5
11.833333
0
13.9
-0.3
0.79
Graduate
1
8
6
7
1
1
1
22
11
5
12
1
0
0
1
1
0
19
0
0
5
10
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
2
6
1
1
1
1
14
4
4
1
0
0
1
1
0
21
0
0
5
7
4
11.5
0
0
5
15
3
10.6
4
10.8
1.4
1.74
Enrolled
1
1
2
12
1
1
1
1
1
3
8
1
0
0
1
0
1
18
0
0
8
8
8
13.88125
0
0
8
8
8
13.88125
0
9.4
-0.8
-3.12
Graduate
1
1
2
11
1
1
1
3
14
4
11
1
0
0
1
0
0
18
0
0
6
8
6
11.333333
0
0
6
8
5
12.6
0
9.4
-0.8
-3.12
Graduate
1
1
1
2
1
1
1
13
14
10
10
1
0
1
1
0
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
16.2
0.3
-0.92
Dropout
1
8
1
10
1
1
1
1
14
5
10
1
0
0
1
0
0
19
0
0
6
7
6
12.857143
0
0
6
7
6
13.666667
0
13.9
-0.3
0.79
Graduate
1
8
5
15
1
1
1
23
28
29
39
1
0
1
1
0
0
19
0
0
6
6
5
11.6
0
0
6
6
6
12.5
0
8.9
1.4
3.51
Graduate
1
8
1
11
1
1
1
10
1
10
4
1
0
0
1
0
1
18
0
0
6
9
5
11.4
0
0
6
6
6
11.333333
0
12.4
0.5
1.79
Graduate
1
1
1
8
1
1
1
1
1
4
10
1
0
0
1
0
0
20
0
0
6
11
6
13.333333
0
0
6
10
6
13
0
16.2
0.3
-0.92
Enrolled
1
15
1
5
1
14
1
10
27
4
10
0
0
1
1
0
1
22
0
2
7
7
7
13.571429
0
5
9
9
9
13.777778
0
12.4
0.5
1.79
Graduate
2
12
1
13
1
12
1
22
28
10
10
0
0
0
1
0
0
31
0
0
7
13
6
11.833333
0
0
7
8
7
12.228571
0
12.4
0.5
1.79
Graduate
1
8
1
16
1
1
1
13
14
10
9
0
0
0
1
0
1
19
0
0
7
7
7
14.428571
0
0
7
7
7
14.142857
0
16.2
0.3
-0.92
Graduate