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
15
1
6
1
14
1
2
2
7
7
0
0
0
0
1
0
20
0
2
6
10
5
13.2
0
1
6
21
3
12
0
12.4
0.5
1.79
Enrolled
2
12
1
9
1
12
1
22
14
10
4
0
0
0
1
1
0
49
0
0
5
9
3
14
0
0
5
8
3
13.666667
0
8.9
1.4
3.51
Dropout
1
4
1
13
1
4
1
5
5
3
3
1
0
0
1
1
0
43
0
4
4
4
4
13.875
0
1
1
1
1
12.5
0
11.1
0.6
2.02
Dropout
2
12
1
17
0
1
1
22
27
10
10
1
0
0
1
1
0
32
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
12
1
10
1
9
1
22
27
10
10
0
0
0
1
1
0
47
0
3
9
9
9
13.111111
0
3
7
7
7
14.857143
0
10.8
1.4
1.74
Graduate
5
12
1
17
0
1
1
22
27
10
10
0
0
0
1
1
1
37
0
0
5
8
5
13
0
0
5
11
4
13.333333
2
16.2
0.3
-0.92
Dropout
2
12
1
3
0
1
1
13
1
5
9
0
0
0
1
1
0
41
0
6
10
10
10
12.5
0
3
7
7
7
12.142857
0
10.8
1.4
1.74
Graduate
2
12
1
4
1
1
1
22
27
10
7
0
0
0
1
1
0
60
0
17
18
18
18
14.111111
0
11
13
13
13
14.230769
0
15.5
2.8
-4.06
Graduate
2
12
1
11
1
1
1
1
14
10
10
0
0
0
1
1
0
47
0
6
11
11
11
14.727273
0
6
9
9
9
15.777778
0
10.8
1.4
1.74
Graduate
1
12
1
3
0
1
1
22
9
10
8
0
0
1
0
1
0
50
0
0
6
6
0
0
0
0
5
6
0
0
0
12.4
0.5
1.79
Dropout
2
12
1
17
0
12
1
23
28
12
12
1
0
0
1
1
0
45
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
12
1
7
1
1
1
22
27
10
9
0
0
1
0
1
0
45
0
0
5
5
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
2
12
1
6
1
1
1
22
27
12
12
0
0
0
1
1
0
33
0
0
5
7
4
13.5
0
0
5
6
5
11.6
0
7.6
2.6
0.32
Graduate
1
1
1
12
1
1
1
3
3
3
3
0
0
0
1
1
0
18
0
0
8
8
7
13.105714
0
0
8
8
7
13.105714
0
10.8
1.4
1.74
Graduate
2
12
1
6
1
1
1
22
27
7
7
0
0
0
1
1
0
43
0
0
5
8
5
13.5
2
0
5
5
5
14.4
0
9.4
-0.8
-3.12
Graduate
1
14
1
3
0
1
1
13
27
5
11
0
0
0
1
1
0
44
0
9
13
18
13
11.846154
0
9
11
11
11
12
0
12.7
3.7
-1.7
Graduate
1
12
1
8
1
7
1
19
26
1
12
0
0
0
1
1
0
29
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
4
12
1
14
1
1
1
2
1
4
10
0
0
1
0
1
0
53
0
0
6
11
3
14.333333
0
0
6
6
0
0
0
12.7
3.7
-1.7
Dropout
2
13
1
17
0
6
1
22
27
10
10
0
0
0
1
1
0
37
0
0
5
10
5
15.8
0
0
5
5
5
17.6
0
9.4
-0.8
-3.12
Enrolled
1
14
1
14
1
1
1
23
1
9
11
1
0
0
1
1
0
18
0
0
6
16
5
13.8
0
0
6
7
5
12.4
0
13.9
-0.3
0.79
Enrolled
1
14
1
1
1
12
1
23
28
5
5
0
0
1
1
1
0
35
0
3
10
18
6
12.666667
0
1
9
11
3
12
2
16.2
0.3
-0.92
Dropout
1
1
1
11
1
1
1
13
1
4
8
0
0
0
1
1
0
23
0
0
6
10
6
13
0
0
6
9
6
12
0
11.1
0.6
2.02
Enrolled
1
1
1
2
1
1
1
13
28
10
6
1
0
0
1
1
0
22
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Graduate
1
12
1
3
0
1
1
22
27
12
6
0
0
0
0
1
0
33
0
0
6
6
1
11
0
0
6
0
0
0
0
10.8
1.4
1.74
Dropout
1
4
3
8
1
3
1
22
18
12
11
0
0
0
0
1
0
41
0
0
5
9
0
0
4
0
5
9
0
0
3
10.8
1.4
1.74
Dropout
4
4
1
12
1
3
1
22
28
10
8
0
0
0
1
1
0
51
0
4
7
7
7
15.2
0
6
8
8
8
16.575
0
13.9
-0.3
0.79
Graduate
1
16
1
14
1
1
1
10
5
4
4
0
0
0
1
1
0
19
0
2
6
7
6
14.428571
0
1
7
8
7
14.375
0
11.1
0.6
2.02
Graduate
1
12
1
17
0
1
1
22
27
10
10
0
0
0
1
1
0
35
0
0
5
5
0
0
0
0
5
5
0
0
0
11.1
0.6
2.02
Dropout
1
1
2
2
1
1
14
13
1
5
8
1
0
0
1
1
0
20
1
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Graduate
1
14
1
14
1
1
1
3
2
3
3
1
0
0
1
1
0
18
0
0
6
13
4
13.75
0
0
6
8
5
11.2
0
13.9
-0.3
0.79
Enrolled
1
1
1
15
1
1
1
13
27
10
10
0
0
1
0
1
1
18
0
0
6
11
5
12.166667
0
0
6
15
3
12
0
13.9
-0.3
0.79
Dropout
1
15
1
4
1
14
1
2
1
5
7
0
0
0
1
1
0
21
0
0
6
12
5
12.142857
0
0
6
11
5
11.666667
0
13.9
-0.3
0.79
Graduate
1
1
1
11
1
1
1
1
14
7
7
1
0
0
1
1
0
21
0
0
6
9
6
12
0
0
6
8
5
11.6
0
13.9
-0.3
0.79
Graduate
2
12
2
9
1
1
1
13
27
5
8
0
0
0
1
1
0
34
0
0
5
10
3
11.666667
1
0
5
7
4
12.75
0
9.4
-0.8
-3.12
Graduate
4
12
1
8
1
1
1
22
27
7
8
1
0
0
1
1
0
34
0
0
6
9
0
0
0
0
6
6
0
0
0
16.2
0.3
-0.92
Dropout
1
8
2
14
1
1
1
3
3
5
11
1
0
0
1
1
0
21
0
0
6
10
6
11.875
0
0
6
8
5
12
0
11.1
0.6
2.02
Graduate
1
14
1
15
1
1
1
3
27
4
8
0
0
0
1
1
0
32
0
6
11
15
7
11.285714
0
5
7
10
6
12.333333
0
13.9
-0.3
0.79
Enrolled
1
8
2
11
1
1
1
22
27
6
8
1
0
0
1
1
0
30
0
0
6
17
2
10
0
0
6
15
3
11.333333
0
7.6
2.6
0.32
Dropout
1
1
1
2
1
1
1
1
3
4
8
1
0
1
1
1
0
19
0
6
12
13
11
12
0
4
11
15
10
11.181818
0
8.9
1.4
3.51
Enrolled
1
16
1
15
1
1
1
1
14
9
9
1
0
0
1
1
0
20
0
1
7
7
6
13.833333
0
1
6
7
5
13
0
8.9
1.4
3.51
Dropout
1
1
1
5
1
1
1
13
14
10
8
1
0
0
1
1
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
1
1
1
11
1
1
1
3
3
3
3
0
0
0
1
1
0
19
0
0
6
7
6
14.428571
0
0
6
6
6
12.5
0
8.9
1.4
3.51
Graduate
1
8
3
12
1
1
1
3
3
4
4
1
0
0
1
1
0
18
0
0
7
8
5
14.2
0
0
7
9
6
12.4
0
12.4
0.5
1.79
Dropout
1
12
1
17
0
1
1
1
14
5
9
0
0
0
1
1
0
27
0
0
5
8
4
11.5
0
0
5
9
3
10.333333
0
12.7
3.7
-1.7
Dropout
1
12
1
15
1
9
1
1
1
10
10
1
0
0
1
1
0
52
0
0
6
7
5
13
0
0
6
6
6
15
0
9.4
-0.8
-3.12
Graduate
2
14
1
4
1
1
1
1
1
5
6
1
0
0
0
1
0
29
0
0
6
6
0
0
0
0
6
8
0
0
0
15.5
2.8
-4.06
Dropout
1
16
1
4
1
14
1
1
14
5
5
1
0
1
0
1
0
22
0
0
6
12
3
11.333333
0
0
6
13
2
11
0
8.9
1.4
3.51
Dropout
1
14
1
6
1
1
11
23
28
10
7
1
0
0
1
1
0
28
1
13
18
45
18
12.5
12
10
13
26
12
11.428571
6
15.5
2.8
-4.06
Graduate
1
12
1
14
1
6
1
1
1
12
4
1
0
0
1
1
0
30
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
2
12
1
1
1
1
1
6
4
1
0
0
1
0
0
18
0
0
7
7
7
13.471429
0
0
8
9
8
13.944444
0
16.2
0.3
-0.92
Graduate
1
1
2
14
1
1
1
23
27
6
6
1
0
0
1
0
0
21
0
0
5
5
4
11.75
0
0
5
5
3
13.333333
0
9.4
-0.8
-3.12
Graduate
1
1
1
5
1
1
1
22
27
10
10
1
0
1
1
0
1
20
0
0
6
9
6
13.333333
0
0
6
10
6
14.666667
0
12.7
3.7
-1.7
Graduate
1
13
1
12
1
1
1
22
27
4
4
1
0
0
1
0
1
21
0
0
8
8
8
13.105
0
0
8
8
8
13.105
0
9.4
-0.8
-3.12
Graduate
2
12
1
17
0
12
1
13
27
8
10
0
0
1
0
0
0
32
0
0
5
5
0
0
0
0
5
6
0
0
0
10.8
1.4
1.74
Dropout
1
1
3
5
1
1
1
22
27
10
10
1
0
0
1
1
1
20
0
0
6
6
6
15.5
0
0
6
7
6
12.166667
0
12.4
0.5
1.79
Graduate
1
1
4
2
1
1
1
1
14
5
6
1
0
1
0
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Dropout
1
6
1
14
1
1
14
1
1
10
6
0
0
1
0
1
0
18
1
0
6
6
4
11.25
0
0
6
7
3
12.333333
0
8.9
1.4
3.51
Dropout
1
14
1
17
0
1
1
22
2
10
5
1
0
0
0
1
0
23
0
10
15
24
12
11
0
10
14
21
11
11.363636
1
7.6
2.6
0.32
Dropout
1
1
1
11
1
1
1
1
1
4
4
1
0
0
1
1
0
20
0
0
6
10
6
12.333333
0
0
6
9
4
13
0
12.4
0.5
1.79
Graduate
2
14
2
9
1
1
1
22
27
10
10
1
0
0
1
0
0
46
0
4
9
18
8
11.375
2
0
5
11
5
11.8
0
9.4
-0.8
-3.12
Graduate
1
8
1
4
1
1
1
3
3
3
3
0
0
0
1
1
0
27
0
16
18
19
18
12.222222
0
9
12
15
12
12.384615
0
15.5
2.8
-4.06
Graduate
1
3
1
2
1
1
1
3
14
2
11
1
0
0
1
1
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
16.2
0.3
-0.92
Enrolled
2
14
3
3
0
12
1
22
27
10
10
1
0
0
1
1
0
41
0
5
9
11
9
12
0
3
7
8
6
12
0
9.4
-0.8
-3.12
Graduate
1
6
1
9
1
1
8
1
3
30
4
0
0
1
1
1
0
40
1
0
5
10
1
11
0
0
5
10
1
10
0
11.1
0.6
2.02
Enrolled
2
15
1
3
0
14
1
1
1
6
6
0
0
0
1
1
0
37
0
12
16
17
16
14.125
0
6
11
14
10
13
0
12.4
0.5
1.79
Graduate
1
1
4
9
1
1
1
23
28
6
11
0
0
0
1
1
0
20
0
0
5
8
5
10.2
0
0
5
7
5
11.2
0
12.4
0.5
1.79
Enrolled
1
15
1
8
1
14
1
1
1
5
5
1
0
0
1
0
0
20
0
0
5
7
4
12
1
0
5
6
4
12.4
0
10.8
1.4
1.74
Enrolled
1
4
1
17
0
15
1
1
27
5
2
0
0
0
1
0
0
26
0
8
9
11
9
12.333333
0
4
7
7
7
12.571429
0
12.4
0.5
1.79
Graduate
2
12
1
3
0
1
1
22
27
10
8
0
0
0
1
1
0
54
0
4
9
9
9
14.333333
0
2
7
7
7
13.857143
0
8.9
1.4
3.51
Graduate
1
8
5
14
1
1
1
13
14
6
6
1
0
0
1
1
0
21
0
0
6
6
6
15.166667
0
0
6
9
6
14
0
10.8
1.4
1.74
Graduate
1
1
1
6
1
1
1
1
1
10
10
1
0
0
1
0
1
20
0
0
6
8
6
15.142857
0
0
6
8
6
15.142857
0
11.1
0.6
2.02
Graduate
1
8
6
15
1
1
1
1
14
6
6
1
0
0
1
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
1
1
3
12
1
1
1
1
14
5
10
1
0
0
1
0
0
19
0
0
7
9
6
13.411429
0
0
8
12
7
13.294444
0
15.5
2.8
-4.06
Enrolled
1
1
2
10
1
1
1
23
1
5
11
1
0
0
1
0
0
18
0
0
6
7
6
12.333333
0
0
6
7
6
12.166667
0
9.4
-0.8
-3.12
Graduate
1
1
1
6
1
1
1
3
1
3
9
1
0
0
1
0
0
19
0
0
6
13
4
11.8
0
0
6
18
4
12.2
0
12.4
0.5
1.79
Enrolled
1
15
1
6
1
14
1
1
1
5
8
1
0
1
1
0
0
22
0
2
6
9
6
12
0
1
6
12
3
12
0
13.9
-0.3
0.79
Dropout
1
14
1
6
1
1
1
2
1
5
5
0
0
0
1
0
0
19
0
0
6
7
6
15
0
0
6
8
6
15.625
0
12.4
0.5
1.79
Graduate
1
1
1
2
1
1
1
3
2
5
3
1
0
0
1
0
0
21
0
6
12
12
8
13.875
0
4
11
13
9
12.7
1
8.9
1.4
3.51
Dropout
1
8
1
16
1
1
1
3
3
18
24
0
0
0
1
0
0
20
0
0
7
9
6
11.833333
0
0
7
7
6
14.333333
0
11.1
0.6
2.02
Enrolled
1
8
3
15
1
1
1
1
14
6
6
1
0
0
1
0
1
18
0
0
6
6
6
12.5
0
0
6
6
6
13.833333
0
16.2
0.3
-0.92
Graduate
1
8
1
15
1
1
1
23
28
8
8
1
0
0
1
0
1
18
0
0
6
6
6
15
0
0
6
6
6
15.5
0
8.9
1.4
3.51
Graduate
1
8
1
14
1
1
1
1
1
6
5
1
0
1
1
0
0
20
0
0
6
10
2
11.666667
0
0
6
10
4
10.5
0
15.5
2.8
-4.06
Dropout
1
1
1
12
1
1
1
13
27
4
9
0
0
0
1
0
1
18
0
0
7
10
7
14.668
0
0
8
8
8
14.63375
0
15.5
2.8
-4.06
Graduate
1
1
3
12
1
1
1
3
3
2
4
1
0
0
1
0
0
18
0
0
8
9
6
13.345
2
0
8
9
6
13.345
2
9.4
-0.8
-3.12
Enrolled
1
1
2
15
1
1
1
1
24
10
10
1
0
0
1
0
1
20
0
0
6
7
5
12.8
0
0
6
6
6
12.333333
0
12.4
0.5
1.79
Graduate
1
1
1
10
1
1
1
1
1
2
2
1
0
0
1
0
0
19
0
0
6
10
6
10.833333
0
0
6
7
6
12.142857
0
11.1
0.6
2.02
Graduate
1
1
1
5
1
1
1
3
3
2
3
1
0
0
1
0
0
18
0
0
6
6
6
13.666667
0
0
6
6
5
14
0
12.7
3.7
-1.7
Graduate
1
1
1
12
1
1
1
3
1
5
6
0
0
0
1
0
0
18
0
0
8
8
7
14.537143
0
0
8
8
7
14.537143
0
10.8
1.4
1.74
Graduate
1
3
3
6
1
1
1
22
27
1
12
0
0
1
1
0
1
18
0
0
5
5
5
14.4
0
0
5
5
5
14
0
7.6
2.6
0.32
Dropout
1
8
3
2
1
1
1
13
1
6
5
1
0
0
1
0
1
20
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Graduate
1
8
1
15
1
1
1
1
14
10
10
0
0
0
1
0
1
19
0
0
6
6
6
13.166667
0
0
6
6
6
13.833333
0
11.1
0.6
2.02
Graduate
1
12
1
12
1
1
1
3
3
3
3
0
0
0
0
1
0
36
0
0
6
15
2
11.5
0
0
7
9
0
0
0
15.5
2.8
-4.06
Dropout
1
8
1
10
1
1
1
1
30
10
3
0
0
0
1
0
1
19
0
0
6
7
6
11.333333
0
0
6
7
6
12.428571
0
11.1
0.6
2.02
Graduate
1
8
3
10
1
1
1
3
1
3
6
1
0
0
1
0
0
18
0
0
6
6
6
12
0
0
6
6
5
13.6
0
8.9
1.4
3.51
Graduate
1
1
3
15
1
1
1
13
14
4
4
0
0
0
1
0
1
18
0
0
6
6
6
13.166667
0
0
6
6
6
12.166667
0
12.4
0.5
1.79
Graduate
1
1
3
15
1
1
1
23
28
6
9
1
0
0
1
0
1
18
0
0
6
6
6
14.833333
0
0
6
6
6
14.166667
0
8.9
1.4
3.51
Graduate
1
15
1
5
1
1
1
1
1
10
9
1
0
0
1
0
0
19
0
2
7
7
7
13
0
5
9
9
9
13.222222
0
12.4
0.5
1.79
Graduate
1
9
3
12
1
1
1
1
1
5
9
1
0
0
1
0
0
18
0
0
7
8
7
13.087143
0
0
8
8
8
12.95
0
11.1
0.6
2.02
Graduate
1
1
1
8
1
1
1
1
27
10
10
1
0
0
1
0
1
19
0
0
6
8
6
13.333333
0
0
6
7
6
13.666667
0
8.9
1.4
3.51
Graduate
1
1
1
16
1
1
1
3
1
4
8
1
0
0
1
0
0
18
0
0
6
7
6
12.166667
0
0
6
10
4
12.75
0
10.8
1.4
1.74
Enrolled