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
12
1
3
0
1
1
22
27
10
8
1
0
1
0
1
0
29
0
0
6
11
4
12.5
0
0
6
7
0
0
0
12.4
0.5
1.79
Dropout
1
12
1
12
1
1
1
23
3
10
2
0
0
0
1
1
0
24
0
0
7
11
7
11.294444
0
0
8
22
2
12.6
0
15.5
2.8
-4.06
Graduate
1
8
2
11
1
1
1
13
28
7
7
1
0
0
1
1
0
19
0
0
6
8
5
11.2
0
0
6
11
4
12.5
0
15.5
2.8
-4.06
Graduate
2
4
1
2
1
3
1
13
14
10
10
1
0
0
1
1
0
37
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Dropout
1
3
2
5
1
1
1
1
1
5
11
1
0
0
1
1
0
18
0
0
6
7
5
13.2
0
0
6
6
5
11.8
0
16.2
0.3
-0.92
Graduate
1
15
1
7
1
14
1
1
1
10
9
0
0
0
1
1
1
20
0
3
7
12
6
14.142857
0
1
6
10
6
14.125
0
12.4
0.5
1.79
Enrolled
1
1
5
9
1
1
1
24
29
4
4
1
0
0
0
1
0
18
0
0
5
0
0
0
0
0
5
0
0
0
0
11.1
0.6
2.02
Dropout
1
14
1
9
1
1
1
22
14
10
9
0
0
0
1
1
0
22
0
0
5
5
0
0
0
0
5
9
3
13.333333
2
16.2
0.3
-0.92
Enrolled
1
8
2
9
1
1
1
23
28
5
8
1
0
0
1
1
1
22
0
0
5
7
3
12.333333
0
0
5
9
3
10.571429
0
10.8
1.4
1.74
Enrolled
1
1
5
15
1
1
1
1
28
10
6
1
0
1
0
1
0
18
0
0
6
6
0
0
0
0
6
0
0
0
0
11.1
0.6
2.02
Dropout
1
1
3
12
1
1
1
1
1
5
5
1
0
0
1
1
0
18
0
0
8
8
7
13.1
0
0
8
8
7
13.1
0
12.7
3.7
-1.7
Graduate
1
1
1
5
1
1
1
22
27
10
10
1
0
0
1
1
0
19
0
0
6
6
6
13.5
0
0
6
6
6
13.166667
0
9.4
-0.8
-3.12
Graduate
1
1
1
7
1
1
1
23
14
6
6
0
0
0
1
1
0
19
0
0
5
7
5
10.2
0
0
5
8
3
12
0
10.8
1.4
1.74
Enrolled
1
1
1
10
1
1
1
13
28
10
10
0
0
0
1
1
0
19
0
0
6
10
5
11.571429
0
0
6
10
3
13
0
16.2
0.3
-0.92
Dropout
1
15
1
4
1
14
1
13
14
10
8
1
0
1
1
1
0
21
0
0
6
7
6
15.285714
0
0
6
6
6
15.166667
0
12.4
0.5
1.79
Graduate
1
1
2
15
1
1
1
3
1
3
5
0
0
0
1
1
0
19
0
0
6
9
5
12.6
0
6
10
16
8
11
1
8.9
1.4
3.51
Enrolled
1
9
2
13
1
1
1
3
3
3
3
0
0
0
1
1
0
18
0
0
7
11
6
13.433333
0
0
7
10
4
13.6
0
8.9
1.4
3.51
Graduate
1
7
2
9
1
1
1
13
14
5
10
1
0
0
1
1
0
19
0
0
5
8
5
11.6
0
0
5
9
3
11
0
10.8
1.4
1.74
Dropout
1
4
1
15
1
17
1
13
1
5
9
0
0
0
1
1
0
25
0
0
6
6
6
14.666667
0
0
6
6
6
13.5
0
11.1
0.6
2.02
Graduate
1
1
1
5
1
1
1
22
1
10
9
1
0
0
1
1
0
22
0
0
6
9
6
14.666667
0
0
6
12
6
14.666667
0
12.7
3.7
-1.7
Graduate
1
12
1
12
1
1
1
1
1
5
10
0
0
0
1
1
0
24
0
0
8
8
7
12.742857
0
0
8
8
7
12.742857
0
12.7
3.7
-1.7
Graduate
1
1
2
12
1
1
1
1
3
6
11
1
0
0
1
1
0
19
0
0
7
9
7
11.975
0
0
8
9
7
13.128571
0
13.9
-0.3
0.79
Graduate
1
14
1
7
1
1
1
3
1
3
4
0
0
0
1
1
0
18
0
0
5
9
4
12.25
0
0
5
11
3
11.666667
0
13.9
-0.3
0.79
Enrolled
1
8
1
2
1
1
1
23
27
5
7
0
0
0
0
1
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
2
12
1
1
1
13
14
10
8
1
0
0
1
1
1
19
0
0
8
8
7
14.935714
0
0
8
8
7
14.935714
0
10.8
1.4
1.74
Graduate
1
14
3
11
1
1
1
22
27
10
10
1
0
0
1
1
0
19
0
1
6
16
2
10.5
0
0
6
15
4
10
0
7.6
2.6
0.32
Dropout
1
1
1
14
1
1
1
3
3
4
4
1
0
0
1
1
0
19
0
0
6
9
5
13.333333
0
0
6
6
5
13
0
12.4
0.5
1.79
Graduate
1
14
1
4
1
1
1
22
27
10
7
0
0
1
1
1
0
23
0
0
6
6
0
0
0
0
6
8
0
0
0
15.5
2.8
-4.06
Dropout
2
12
1
15
1
1
1
22
28
10
4
0
0
0
1
1
0
47
0
0
6
12
5
13.8
0
0
6
13
4
14
0
12.7
3.7
-1.7
Dropout
1
1
1
5
1
1
1
1
1
4
10
0
0
0
1
1
0
19
0
0
6
6
6
11.833333
0
0
6
8
4
10.75
2
16.2
0.3
-0.92
Graduate
1
1
4
2
1
1
1
1
28
5
9
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Graduate
1
1
1
2
1
1
1
3
3
3
3
1
0
0
1
1
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
16.2
0.3
-0.92
Dropout
1
14
1
9
1
1
1
1
3
2
2
0
0
0
1
1
0
28
0
0
5
9
2
10
0
0
5
9
0
0
0
15.5
2.8
-4.06
Dropout
1
14
1
11
1
6
1
19
24
1
1
1
0
0
1
1
0
20
0
0
6
10
4
11.5
0
0
6
11
3
11.666667
0
7.6
2.6
0.32
Dropout
1
8
2
11
1
1
1
13
14
6
8
0
0
0
1
1
1
18
0
0
6
12
3
10.666667
0
0
6
9
4
12
0
15.5
2.8
-4.06
Enrolled
1
1
1
2
1
1
1
13
14
5
9
1
0
0
1
1
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
12.4
0.5
1.79
Graduate
1
1
1
11
1
1
1
23
14
10
5
0
0
0
1
1
0
19
0
0
6
10
4
12.75
0
0
6
12
2
13
0
10.8
1.4
1.74
Enrolled
1
12
1
11
1
12
1
23
27
5
6
0
0
1
0
1
0
24
0
0
6
7
0
0
0
0
6
7
0
0
0
16.2
0.3
-0.92
Dropout
1
12
1
8
1
1
1
13
1
29
29
0
0
0
1
1
0
24
0
0
6
11
6
11.333333
0
0
6
12
3
11.333333
0
16.2
0.3
-0.92
Enrolled
1
12
1
6
1
9
1
23
14
10
9
1
0
1
0
1
0
25
0
0
6
6
0
0
0
0
6
6
0
0
0
8.9
1.4
3.51
Enrolled
1
12
1
11
1
1
1
3
1
4
5
0
0
0
1
1
0
28
0
0
6
10
6
13
0
0
6
8
5
12.2
0
13.9
-0.3
0.79
Graduate
2
12
1
17
0
1
1
22
27
10
10
0
0
0
1
1
0
37
0
0
5
7
4
10.75
0
0
5
7
3
11.333333
0
7.6
2.6
0.32
Enrolled
1
14
1
7
1
1
1
1
28
5
8
0
0
0
1
1
0
19
0
0
5
8
5
12
0
0
5
12
2
10.5
0
13.9
-0.3
0.79
Enrolled
1
8
4
12
1
1
1
23
27
6
8
1
0
0
1
1
1
18
0
0
7
7
7
13.462857
0
0
8
8
8
13.90625
0
11.1
0.6
2.02
Graduate
1
12
1
11
1
12
1
22
27
12
12
0
0
0
1
1
0
48
0
0
6
13
3
10
0
0
6
15
1
10
0
7.6
2.6
0.32
Dropout
1
8
4
10
1
1
1
22
27
10
9
1
0
0
1
1
0
21
0
0
6
6
6
12.333333
0
0
6
7
6
13.666667
0
8.9
1.4
3.51
Graduate
1
8
1
12
1
1
1
1
1
5
6
0
0
0
1
1
1
19
0
0
7
11
6
12.528571
0
0
7
10
6
12.416667
0
15.5
2.8
-4.06
Enrolled
1
14
2
12
1
1
1
13
1
10
11
0
0
0
1
1
1
21
0
0
8
8
0
0
8
0
8
8
0
0
8
9.4
-0.8
-3.12
Enrolled
1
15
1
7
1
1
1
22
10
10
9
1
0
1
0
1
0
23
0
0
5
6
0
0
0
0
5
7
0
0
0
13.9
-0.3
0.79
Dropout
1
1
1
8
1
1
1
1
1
5
11
1
0
0
1
1
0
18
0
0
5
5
5
13.6
0
0
5
6
4
13.25
1
10.8
1.4
1.74
Graduate
1
15
1
10
1
14
1
1
1
5
4
0
0
0
1
1
0
22
0
3
6
7
6
12.333333
0
2
6
6
2
14
0
13.9
-0.3
0.79
Dropout
1
7
1
2
1
1
1
13
27
10
8
1
0
0
1
1
0
25
0
9
13
16
10
11.454545
0
5
11
13
7
12.25
0
12.4
0.5
1.79
Dropout
1
4
1
6
1
15
1
5
3
3
3
0
0
1
1
1
0
27
0
8
13
13
8
13.5
2
5
11
12
5
14.4
0
11.1
0.6
2.02
Dropout
1
12
1
7
1
9
1
19
24
1
1
0
0
0
0
1
0
49
0
0
5
5
0
0
0
0
5
6
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
17
0
1
1
13
27
6
6
0
0
0
0
1
0
31
0
0
5
5
2
11
0
0
5
0
0
0
0
12.7
3.7
-1.7
Dropout
1
12
1
11
1
1
1
22
27
10
7
0
0
0
1
1
0
54
0
0
6
9
6
13.714286
0
0
6
13
5
14.333333
0
16.2
0.3
-0.92
Dropout
1
4
1
1
1
15
1
23
27
6
7
1
0
1
0
1
0
25
0
18
21
26
21
12.363636
0
12
16
21
12
12.25
1
11.1
0.6
2.02
Dropout
1
15
1
4
1
14
1
5
3
3
3
0
0
0
1
1
0
20
0
1
7
13
3
10.666667
0
0
6
14
2
11.5
0
15.5
2.8
-4.06
Enrolled
1
4
1
5
1
3
1
4
4
3
3
0
0
0
1
1
0
28
0
0
6
9
2
12
0
0
6
10
3
12.666667
0
12.7
3.7
-1.7
Dropout
2
12
1
3
0
12
1
22
27
10
7
0
0
0
1
1
0
41
0
1
7
7
7
12.857143
0
0
6
6
6
13.166667
0
12.7
3.7
-1.7
Graduate
1
1
2
14
1
1
1
1
14
5
5
0
0
0
1
1
1
19
0
0
6
10
6
13.125
0
0
6
9
6
12.714286
0
11.1
0.6
2.02
Enrolled
1
14
1
9
1
1
1
1
1
5
5
0
0
0
1
1
0
22
0
0
5
6
0
0
0
0
5
8
2
11.5
0
15.5
2.8
-4.06
Dropout
1
1
1
11
1
1
1
2
1
3
4
0
0
0
1
1
0
34
0
0
6
13
2
13.5
0
0
6
6
0
0
0
15.5
2.8
-4.06
Dropout
1
12
1
4
1
1
1
23
28
10
10
0
0
1
0
1
0
28
0
5
11
14
11
15.090909
0
5
10
11
10
15
0
11.1
0.6
2.02
Dropout
1
1
1
16
1
1
1
22
27
10
5
1
0
0
1
1
0
42
0
0
6
9
5
12.4
0
0
6
10
5
11.8
0
7.6
2.6
0.32
Enrolled
1
9
1
6
1
1
1
1
14
4
6
0
0
0
0
1
0
21
0
0
6
10
5
14
0
0
6
11
4
14.8
0
11.1
0.6
2.02
Enrolled
1
4
1
4
1
3
1
24
29
10
5
0
0
0
1
1
0
50
0
2
6
8
2
13.5
0
1
6
9
1
13
0
15.5
2.8
-4.06
Dropout
1
1
4
9
1
1
1
3
1
4
5
1
0
0
1
1
0
19
0
0
5
5
0
0
0
0
5
5
0
0
0
12.4
0.5
1.79
Dropout
1
14
1
12
1
1
1
3
4
3
5
0
0
0
1
1
0
18
0
0
7
12
4
12.65
0
0
7
10
3
10.666667
0
16.2
0.3
-0.92
Dropout
2
12
1
17
0
1
1
22
27
2
2
0
0
0
1
1
0
59
0
0
5
7
0
0
0
0
5
7
0
0
0
16.2
0.3
-0.92
Dropout
2
4
1
17
0
3
1
19
24
13
13
1
0
0
0
1
0
33
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
8
2
5
1
1
1
22
28
10
11
1
0
0
1
1
1
23
0
0
6
8
6
13.333333
0
0
6
7
5
12.8
0
9.4
-0.8
-3.12
Graduate
2
12
1
17
0
12
1
22
1
6
6
0
0
0
1
1
0
44
0
0
5
9
3
11.333333
0
0
5
8
5
11.142857
0
13.9
-0.3
0.79
Dropout
2
1
4
3
0
1
1
19
24
1
1
1
0
0
1
1
0
37
0
0
6
0
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
12
1
2
1
12
1
22
27
10
10
0
0
0
1
1
0
36
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
1
2
17
0
1
1
1
3
5
3
0
0
0
0
1
0
22
0
0
5
7
3
11.666667
0
0
5
8
2
10.5
2
7.6
2.6
0.32
Dropout
2
12
1
3
0
12
1
22
27
7
7
0
0
0
1
1
0
49
0
0
6
8
6
12.166667
0
0
6
8
6
14.428571
0
12.4
0.5
1.79
Graduate
1
16
1
15
1
1
1
1
32
6
4
1
0
0
1
1
0
23
0
0
6
7
6
13.333333
0
0
6
6
4
12.75
0
11.1
0.6
2.02
Graduate
1
1
1
5
1
1
1
1
1
5
10
1
0
0
1
1
0
19
0
0
6
7
5
11.4
0
0
6
10
3
11
3
7.6
2.6
0.32
Enrolled
2
14
1
3
0
1
1
22
27
6
6
0
0
0
1
1
0
47
0
0
6
9
6
12.142857
0
0
6
6
0
0
0
16.2
0.3
-0.92
Dropout
1
14
1
4
1
1
1
1
2
5
3
0
0
0
1
1
0
28
0
9
18
36
17
13.058824
1
6
12
15
12
12.307692
0
15.5
2.8
-4.06
Graduate
1
15
1
4
1
14
1
1
28
10
7
0
0
0
1
1
0
21
0
0
6
13
4
11.75
0
0
6
15
4
10.5
0
15.5
2.8
-4.06
Enrolled
1
1
1
11
1
1
1
23
1
10
10
0
0
1
0
1
0
21
0
0
6
9
5
11.833333
0
0
6
8
5
10
0
8.9
1.4
3.51
Dropout
1
14
1
10
1
14
1
2
1
2
3
0
0
0
1
1
0
21
0
9
11
14
10
12.4
0
6
10
13
10
11.8
0
13.9
-0.3
0.79
Graduate
1
1
1
5
1
1
1
13
28
5
5
0
0
0
1
1
0
20
0
1
6
8
6
13.428571
1
0
6
12
4
11.5
0
13.9
-0.3
0.79
Enrolled
2
13
1
9
1
1
1
22
27
10
10
0
0
0
0
1
0
49
0
0
5
5
0
0
0
0
5
9
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
17
0
1
1
13
27
7
9
0
0
0
1
1
0
40
0
0
5
5
5
11
0
0
5
5
5
13.4
0
15.5
2.8
-4.06
Graduate
1
8
1
11
1
1
1
1
1
4
4
0
0
0
1
1
1
22
0
0
6
8
6
13.625
0
0
6
8
6
14.428571
0
11.1
0.6
2.02
Graduate
1
13
1
7
1
1
1
1
27
6
6
0
0
0
1
1
0
19
0
2
5
6
4
11.8
0
0
5
7
2
11.5
0
15.5
2.8
-4.06
Enrolled
1
12
1
17
0
1
1
3
28
3
8
0
0
0
1
1
0
31
0
0
5
5
0
0
0
0
5
7
0
0
0
13.9
-0.3
0.79
Dropout
1
13
1
7
1
1
1
5
5
3
3
0
0
0
1
1
0
30
0
1
6
9
2
15
0
1
6
7
2
13.5
0
15.5
2.8
-4.06
Dropout
1
1
1
10
1
1
1
22
27
6
11
0
0
0
1
1
0
19
0
0
6
9
5
10.8
0
0
6
11
5
11
0
7.6
2.6
0.32
Graduate
1
9
1
9
1
1
1
19
24
12
12
0
0
0
1
1
0
22
0
0
5
11
3
13.666667
0
0
5
10
3
11.333333
0
9.4
-0.8
-3.12
Dropout
1
1
1
15
1
1
1
13
27
10
10
0
0
0
1
1
0
19
0
0
6
8
6
12.833333
0
0
6
8
6
13.333333
0
15.5
2.8
-4.06
Graduate
1
8
1
2
1
1
1
1
27
5
10
0
0
0
0
1
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Dropout
1
8
3
14
1
1
1
1
28
5
8
0
0
0
1
1
0
19
0
0
6
8
6
15.125
0
0
6
7
6
13.428571
0
11.1
0.6
2.02
Graduate
1
14
2
9
1
1
1
1
14
4
4
1
0
0
1
1
0
22
0
0
5
11
0
0
0
0
5
7
1
10
1
16.2
0.3
-0.92
Dropout
1
1
1
10
1
1
1
4
5
3
3
0
0
0
1
1
0
22
0
0
6
10
5
11.4
0
0
6
8
5
11
0
10.8
1.4
1.74
Graduate
1
1
1
10
1
1
1
1
1
5
5
0
0
0
1
1
0
19
0
0
6
12
4
12.25
0
0
6
9
6
11
0
9.4
-0.8
-3.12
Graduate
1
12
1
11
1
14
1
1
1
6
11
0
0
0
0
1
0
26
0
0
6
0
0
0
0
0
6
0
0
0
0
16.2
0.3
-0.92
Dropout