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
13
14
10
8
0
0
0
1
0
0
19
0
0
5
7
2
10
0
0
5
11
2
14
0
10.8
1.4
1.74
Dropout
1
14
2
10
1
1
1
23
28
6
6
0
0
0
1
0
1
19
0
0
6
8
6
11.428571
0
0
6
11
5
11.2
0
10.8
1.4
1.74
Graduate
1
4
1
12
1
3
1
22
28
8
8
1
0
0
1
0
0
27
0
0
8
8
8
12.8875
0
0
8
8
8
12.8875
0
9.4
-0.8
-3.12
Graduate
1
1
2
12
1
1
1
22
1
10
5
1
0
0
1
0
1
18
0
0
7
7
6
12.95
0
0
7
7
6
12.95
0
7.6
2.6
0.32
Graduate
1
1
2
9
1
1
1
13
14
10
10
1
0
0
1
0
0
20
0
0
5
12
1
10
2
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
3
12
1
1
1
1
1
6
6
1
0
0
1
0
1
19
0
0
7
7
7
13.094286
0
0
8
8
8
12.55
0
12.4
0.5
1.79
Graduate
1
1
4
14
1
1
1
1
1
8
8
1
0
0
1
0
0
20
0
0
6
7
0
0
0
0
6
6
0
0
0
16.2
0.3
-0.92
Dropout
1
8
2
10
1
1
1
13
28
8
7
1
0
0
1
0
1
19
0
0
6
12
5
11.714286
0
0
6
11
6
11
0
12.7
3.7
-1.7
Graduate
1
8
5
10
1
1
1
13
1
6
6
1
0
0
1
0
0
20
0
0
6
8
4
11.25
0
0
6
15
3
10
0
9.4
-0.8
-3.12
Enrolled
1
1
1
2
1
1
1
23
14
8
11
0
0
0
1
0
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
1
16
1
1
1
22
27
10
6
0
0
0
1
0
0
18
0
0
6
6
6
13.166667
0
0
6
6
6
13.333333
0
7.6
2.6
0.32
Graduate
1
1
1
6
1
1
1
13
1
6
5
1
0
0
1
0
0
20
0
0
5
7
4
12.75
0
0
5
5
5
13.4
0
10.8
1.4
1.74
Graduate
2
12
1
17
0
1
1
22
27
10
10
0
0
0
0
0
0
38
0
0
5
6
5
10.6
0
0
5
9
2
11
0
12.7
3.7
-1.7
Dropout
4
12
1
3
0
1
1
22
27
10
8
0
0
0
1
0
0
42
0
0
6
8
5
11.2
0
0
6
6
6
12
0
8.9
1.4
3.51
Graduate
1
12
1
12
1
1
1
22
27
10
7
0
0
0
1
0
0
32
0
0
7
0
0
0
0
0
8
0
0
0
0
13.9
-0.3
0.79
Dropout
1
6
1
15
1
1
12
13
14
5
6
1
0
0
1
0
0
22
1
0
6
6
6
13
0
0
6
6
6
13.666667
0
12.4
0.5
1.79
Graduate
2
12
1
17
0
1
1
19
24
12
12
1
0
0
1
0
0
28
0
0
5
10
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
2
12
1
3
0
7
1
22
27
9
11
1
0
0
1
0
0
37
0
0
6
0
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
15
1
4
1
14
1
22
28
10
5
0
0
0
1
0
0
43
0
0
6
8
6
14.166667
0
0
6
9
6
15
0
15.5
2.8
-4.06
Graduate
6
12
1
3
0
1
1
22
1
10
8
0
0
0
1
0
1
41
0
0
6
10
5
12.833333
0
0
6
6
6
12.333333
0
13.9
-0.3
0.79
Graduate
4
12
1
3
0
12
1
22
27
10
4
0
0
0
1
0
1
29
0
0
6
11
4
11.75
0
0
6
9
5
10.4
0
10.8
1.4
1.74
Graduate
1
12
1
3
0
1
1
22
27
10
10
0
0
0
1
0
1
35
0
0
6
8
6
10.833333
0
0
6
7
6
11.5
0
10.8
1.4
1.74
Graduate
1
8
6
10
1
1
1
1
3
5
3
1
0
0
1
0
0
18
0
0
6
8
4
11.75
0
0
6
8
4
12.25
0
9.4
-0.8
-3.12
Dropout
1
12
1
12
1
12
1
22
27
10
7
0
0
0
0
0
1
39
0
0
7
14
3
11.5
0
0
7
9
2
10.5
0
16.2
0.3
-0.92
Dropout
4
12
1
17
0
1
1
22
27
10
10
0
0
0
1
0
0
37
0
0
5
14
2
10
0
0
5
7
3
11.333333
0
12.7
3.7
-1.7
Enrolled
1
12
1
12
1
1
1
22
27
10
8
1
0
0
1
0
1
26
0
0
7
7
6
13.7
0
0
7
7
6
13.7
0
7.6
2.6
0.32
Graduate
1
4
1
6
1
3
1
13
15
5
12
1
0
0
1
0
0
32
0
0
5
8
1
14
2
0
5
12
0
0
4
10.8
1.4
1.74
Dropout
2
12
1
3
0
1
1
22
27
7
9
0
0
1
1
0
0
37
0
3
8
12
7
11.375
0
2
7
10
6
12.166667
0
13.9
-0.3
0.79
Enrolled
1
12
1
6
1
1
1
22
14
29
35
1
0
1
1
0
0
28
0
0
6
17
0
0
0
0
6
6
0
0
0
8.9
1.4
3.51
Enrolled
1
1
1
10
1
1
1
13
27
1
1
1
0
0
1
0
0
19
0
0
6
10
0
0
4
0
6
0
0
0
0
7.6
2.6
0.32
Dropout
1
1
5
9
1
1
1
22
28
8
8
1
0
0
1
0
0
18
0
0
5
9
1
11
0
0
5
9
2
12.5
0
7.6
2.6
0.32
Enrolled
1
1
1
16
1
1
1
13
28
10
10
0
0
0
1
0
1
19
0
0
7
10
6
13
0
0
7
7
7
13.285714
0
12.4
0.5
1.79
Graduate
2
4
1
14
1
3
1
22
27
8
8
0
0
0
1
0
0
32
0
4
11
15
8
13.6
0
2
8
10
8
15.111111
0
13.9
-0.3
0.79
Graduate
2
12
1
9
1
1
1
22
27
10
10
1
0
0
1
0
0
31
0
0
5
8
3
11
0
0
5
9
2
11.5
0
7.6
2.6
0.32
Dropout
1
12
1
12
1
1
1
3
1
3
6
1
0
0
1
0
0
34
0
0
8
11
7
11.705714
0
0
8
11
7
11.705714
0
10.8
1.4
1.74
Enrolled
1
1
3
2
1
1
1
1
1
4
4
1
0
0
1
0
0
20
0
6
12
12
12
13.25
0
4
11
14
11
14.333333
0
8.9
1.4
3.51
Graduate
1
12
1
12
1
12
1
23
28
10
10
0
0
0
1
0
0
28
0
0
7
15
1
10.75
0
0
7
10
1
10
0
13.9
-0.3
0.79
Dropout
1
15
1
17
0
14
1
22
27
7
7
0
0
0
1
0
0
31
0
2
6
8
6
12
0
2
7
8
7
13.428571
0
9.4
-0.8
-3.12
Enrolled
1
1
1
15
1
1
1
13
28
5
11
1
0
0
1
0
0
18
0
0
6
7
6
12.666667
0
0
6
8
4
12.25
0
7.6
2.6
0.32
Enrolled
4
12
1
3
0
12
1
22
27
12
8
0
0
0
0
0
0
31
0
0
6
8
5
11.4
0
0
6
9
3
11
0
9.4
-0.8
-3.12
Dropout
1
1
3
15
1
1
1
13
14
6
6
1
0
0
1
0
0
19
0
0
6
6
6
13
0
0
6
8
5
12.4
0
12.4
0.5
1.79
Graduate
1
1
1
10
1
1
1
22
14
10
5
1
0
0
1
0
1
19
0
0
6
8
6
14
0
0
6
8
6
12.285714
0
16.2
0.3
-0.92
Graduate
2
12
1
10
1
12
1
22
27
10
10
1
0
0
1
0
0
31
0
0
6
11
0
0
0
0
5
10
0
0
0
9.4
-0.8
-3.12
Enrolled
1
4
1
6
1
3
1
1
14
10
11
0
0
0
1
0
0
34
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
7
1
13
1
1
1
22
27
10
8
1
0
0
1
0
1
18
0
0
7
7
7
15.285714
0
0
8
8
8
16.075
0
12.4
0.5
1.79
Graduate
1
8
2
11
1
1
1
22
27
8
8
1
0
0
1
0
0
18
0
0
6
6
6
13.166667
0
0
6
6
6
12.666667
0
11.1
0.6
2.02
Graduate
1
1
1
9
1
1
1
3
14
4
4
0
0
1
1
1
0
19
0
0
5
7
5
13.6
0
0
5
11
5
12.833333
5
16.2
0.3
-0.92
Graduate
1
8
2
15
1
1
1
3
5
1
3
1
0
0
0
1
1
22
0
0
4
8
0
0
0
0
4
8
0
0
0
7.6
2.6
0.32
Dropout
2
14
1
14
1
1
1
19
24
1
1
0
0
0
1
1
0
32
0
6
10
12
10
11.4
0
4
9
9
4
11.5
0
7.6
2.6
0.32
Graduate
1
12
1
9
1
1
1
22
3
10
3
0
0
0
1
1
0
61
0
0
5
0
0
0
0
0
5
0
0
0
0
15.5
2.8
-4.06
Dropout
1
12
1
17
0
1
1
22
27
10
10
1
0
0
1
1
0
30
0
0
5
7
5
11
0
0
5
5
5
11.6
0
7.6
2.6
0.32
Graduate
2
12
1
17
0
1
1
22
27
10
10
0
0
1
0
1
0
45
0
0
5
9
0
0
0
0
5
11
0
0
0
12.4
0.5
1.79
Dropout
1
15
1
4
1
14
1
1
14
5
9
0
0
0
1
1
0
20
0
0
6
7
6
13.571429
0
0
6
6
6
12.666667
0
12.4
0.5
1.79
Graduate
1
9
5
12
1
1
1
13
1
2
11
0
0
0
1
0
0
19
0
0
7
0
0
0
0
0
8
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
13
1
7
1
1
1
3
1
3
10
1
0
0
1
1
0
26
0
4
10
14
4
11.25
0
4
11
11
4
12
0
7.6
2.6
0.32
Dropout
1
8
4
14
1
1
1
1
1
5
12
1
0
0
1
1
0
19
0
0
5
6
3
13.333333
0
0
5
5
1
11
0
7.6
2.6
0.32
Dropout
1
8
1
15
1
1
1
13
27
10
10
0
0
0
1
1
1
19
0
0
6
6
6
12
0
0
6
7
6
11.666667
0
16.2
0.3
-0.92
Graduate
1
1
3
15
1
1
1
23
1
10
5
1
0
0
1
1
0
19
0
0
6
6
6
12.5
0
0
6
7
5
13
0
12.4
0.5
1.79
Graduate
1
1
1
9
1
1
1
1
14
6
6
1
0
0
1
1
1
19
0
0
5
6
5
13.2
0
0
5
6
5
12.666667
0
16.2
0.3
-0.92
Graduate
1
1
3
14
1
1
1
11
9
1
1
1
0
0
0
1
0
19
0
0
5
5
0
0
0
0
4
4
0
0
0
7.6
2.6
0.32
Dropout
1
12
1
14
1
1
1
19
24
1
1
1
0
0
0
1
0
28
0
0
5
7
3
11.666667
0
0
5
8
2
11.5
1
7.6
2.6
0.32
Dropout
1
14
1
9
1
1
1
22
27
10
10
0
0
0
1
1
0
24
0
10
15
16
15
13.466667
1
10
14
14
14
13.642857
0
9.4
-0.8
-3.12
Graduate
1
1
1
8
1
1
1
3
1
3
5
0
0
0
1
1
0
18
0
0
5
7
3
13.666667
0
0
5
5
5
13.2
0
7.6
2.6
0.32
Graduate
1
1
2
7
1
1
1
23
28
6
6
0
0
0
1
1
0
18
0
0
5
9
2
11.666667
0
0
5
9
2
12.5
2
7.6
2.6
0.32
Enrolled
1
1
1
15
1
1
1
1
3
4
8
1
0
0
1
1
1
18
0
0
6
7
6
11.666667
0
0
6
12
5
10.2
0
12.4
0.5
1.79
Graduate
1
15
1
4
1
14
1
4
1
3
9
0
0
0
1
1
0
21
0
0
6
9
5
13.4
0
0
6
9
5
12.4
0
8.9
1.4
3.51
Graduate
2
12
1
17
0
1
1
13
27
10
6
0
0
0
0
1
0
28
0
0
5
5
0
0
0
0
5
6
0
0
0
12.4
0.5
1.79
Dropout
1
12
1
4
1
9
1
22
14
10
11
0
0
0
1
1
0
58
0
0
6
9
0
0
0
0
6
6
0
0
0
13.9
-0.3
0.79
Dropout
2
12
1
17
0
1
1
19
24
1
1
1
0
0
0
1
0
49
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
1
28
4
6
0
0
0
1
1
0
24
0
0
5
6
3
10.666667
0
0
5
9
2
10.5
0
15.5
2.8
-4.06
Enrolled
1
14
1
14
1
1
1
19
24
1
1
0
0
0
1
1
0
25
0
0
5
5
4
13.75
0
0
5
5
4
14.75
0
7.6
2.6
0.32
Graduate
4
13
1
9
1
1
1
22
28
8
4
1
0
0
1
1
0
33
0
0
5
5
1
10
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
2
12
2
7
1
12
1
22
27
8
8
0
0
0
0
1
0
33
0
0
5
11
0
0
0
0
5
5
0
0
0
9.4
-0.8
-3.12
Dropout
2
14
1
16
1
1
1
22
27
8
8
0
0
0
1
1
0
40
0
0
2
4
1
16
0
0
4
5
4
15.5
0
13.9
-0.3
0.79
Graduate
2
12
1
17
0
1
1
22
14
10
4
0
0
0
1
1
0
48
0
0
5
9
5
12.285714
0
0
5
8
5
11.125
0
16.2
0.3
-0.92
Graduate
1
8
3
7
1
1
1
1
14
10
4
1
0
1
0
1
0
18
0
0
5
10
3
12
0
0
5
8
3
10.333333
0
8.9
1.4
3.51
Enrolled
1
12
1
12
1
12
1
23
28
10
9
1
0
0
1
1
0
24
0
0
7
7
6
12.666667
1
0
7
7
6
12.666667
1
7.6
2.6
0.32
Graduate
2
1
1
6
1
1
1
13
14
30
29
0
0
0
1
1
1
23
0
0
5
6
5
11.8
0
0
5
7
4
13.25
1
10.8
1.4
1.74
Graduate
1
12
1
17
0
12
1
13
27
8
6
1
0
1
0
1
0
39
0
0
5
6
5
10.6
0
0
5
7
5
14.666667
0
10.8
1.4
1.74
Dropout
1
9
1
4
1
1
1
1
28
10
7
0
0
0
1
1
0
21
0
5
11
16
9
11.9
0
3
9
14
8
12.25
0
15.5
2.8
-4.06
Graduate
1
13
1
7
1
6
1
20
25
7
7
1
0
0
1
1
0
34
0
4
6
8
4
11.25
0
1
5
8
2
10.5
0
7.6
2.6
0.32
Dropout
2
12
1
17
0
1
1
13
14
5
5
0
0
0
1
1
1
41
0
0
5
9
4
11
0
0
5
6
5
11.4
0
8.9
1.4
3.51
Enrolled
1
1
1
15
1
1
1
1
28
5
6
0
0
0
1
1
0
18
0
0
6
6
6
12
0
0
6
6
6
12.5
0
12.7
3.7
-1.7
Graduate
2
12
1
17
0
1
1
23
28
10
4
0
0
0
1
1
0
34
0
0
5
10
4
11.75
0
0
5
10
4
10.833333
0
13.9
-0.3
0.79
Enrolled
1
1
1
9
1
1
1
1
1
3
11
0
0
0
1
1
0
19
0
0
5
8
2
10
0
0
5
8
1
16
0
7.6
2.6
0.32
Dropout
1
1
1
12
1
1
1
13
14
4
4
0
0
0
1
1
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
4
1
4
1
4
1
1
1
5
7
0
0
0
1
1
0
28
0
0
6
14
6
14.875
0
0
6
12
6
15.8
0
16.2
0.3
-0.92
Graduate
1
8
1
5
1
1
1
1
1
6
1
1
0
0
1
1
0
18
0
0
6
7
5
10.8
1
0
6
6
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
10
1
1
1
2
2
4
5
1
0
0
1
1
0
19
0
0
6
11
3
12
0
0
6
12
2
10
0
11.1
0.6
2.02
Dropout
1
8
2
6
1
1
1
13
28
10
2
1
0
1
0
1
0
19
0
0
6
10
5
12.5
0
0
6
19
2
13.5
0
12.4
0.5
1.79
Dropout
1
8
1
12
1
1
1
1
3
10
3
1
0
0
1
0
0
18
0
0
7
7
7
14.728571
0
0
8
11
8
16.327273
0
16.2
0.3
-0.92
Graduate
1
1
1
8
1
1
1
3
3
3
3
1
0
0
1
0
0
18
0
0
6
8
6
12
0
0
6
8
5
14.8
0
12.4
0.5
1.79
Graduate
1
1
1
15
1
1
1
1
3
4
4
1
0
0
1
0
0
18
0
0
6
8
6
11.428571
0
0
6
7
6
11
0
11.1
0.6
2.02
Dropout
1
15
2
10
1
14
1
3
14
5
10
1
0
0
1
0
0
19
0
3
6
6
6
14.166667
0
2
6
6
6
13.5
0
12.4
0.5
1.79
Graduate
2
4
1
10
1
3
1
22
27
29
43
0
0
0
1
0
0
31
0
1
6
12
5
12.5
0
0
6
10
5
14.6
0
12.7
3.7
-1.7
Graduate
1
12
1
3
0
1
1
22
27
10
9
0
0
0
1
0
1
33
0
0
6
6
6
14.166667
0
0
6
6
6
14.333333
0
12.7
3.7
-1.7
Graduate
1
1
3
12
1
1
1
3
1
19
26
1
0
0
1
0
1
20
0
0
7
10
5
14.46
0
0
7
8
6
13.55
0
12.4
0.5
1.79
Enrolled
1
15
1
6
1
14
3
13
1
7
5
1
0
0
1
0
0
22
1
0
6
12
5
12.8
0
0
6
19
2
11.5
0
12.4
0.5
1.79
Enrolled
1
8
1
11
1
1
1
1
14
4
4
1
0
0
1
0
0
19
0
0
6
8
6
12.666667
0
0
6
8
5
13.4
0
11.1
0.6
2.02
Graduate
1
1
3
5
1
1
1
19
24
1
1
1
0
0
1
0
0
18
0
0
6
6
6
12.5
0
0
6
6
6
13
0
7.6
2.6
0.32
Dropout