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
1
1
6
1
1
1
1
1
5
8
1
0
0
1
0
0
19
0
0
5
9
4
13.75
0
0
5
13
4
14.333333
2
10.8
1.4
1.74
Graduate
1
1
4
10
1
1
1
13
14
5
1
1
0
0
1
0
0
20
0
0
6
8
6
11.166667
0
0
6
6
6
11.333333
0
7.6
2.6
0.32
Graduate
1
1
4
12
1
1
1
13
14
8
8
1
0
0
1
0
0
18
0
0
8
8
7
12.324286
0
0
8
8
7
12.324286
0
10.8
1.4
1.74
Graduate
1
15
1
10
1
14
1
23
28
6
11
0
0
1
1
0
0
21
0
3
6
6
6
12.166667
0
2
6
7
6
11.714286
0
13.9
-0.3
0.79
Graduate
1
8
2
10
1
1
1
13
27
10
9
0
0
0
1
0
1
18
0
0
6
11
5
11.142857
0
0
6
11
4
11.25
0
16.2
0.3
-0.92
Graduate
1
1
1
10
1
1
1
19
24
1
1
1
0
0
1
0
0
18
0
0
6
9
4
11
0
0
6
9
4
10.75
0
7.6
2.6
0.32
Graduate
1
1
2
12
1
1
1
13
28
10
10
1
0
0
1
0
0
18
0
0
8
8
7
12.914286
0
0
8
8
7
12.914286
0
12.7
3.7
-1.7
Graduate
1
1
4
15
1
1
1
3
14
2
5
1
0
0
1
0
1
18
0
0
6
6
6
13.833333
0
0
6
6
6
14.166667
0
16.2
0.3
-0.92
Graduate
1
1
1
6
1
1
1
13
1
9
8
1
0
0
1
0
0
19
0
0
6
8
6
13.857143
0
0
6
9
5
13.4
0
13.9
-0.3
0.79
Graduate
1
12
1
11
1
12
1
3
14
3
4
0
0
0
1
0
1
36
0
0
6
7
6
13.714286
0
0
6
6
5
12.8
0
16.2
0.3
-0.92
Dropout
1
1
2
12
1
1
1
23
1
8
5
1
0
0
1
0
1
18
0
0
8
8
7
12.642857
0
0
8
8
7
12.642857
0
12.7
3.7
-1.7
Graduate
1
1
1
12
1
1
1
22
27
10
10
0
0
0
1
0
1
18
0
0
7
7
6
12.916667
0
0
7
7
6
12.916667
0
7.6
2.6
0.32
Graduate
1
14
1
8
1
1
1
1
3
10
3
1
0
0
1
0
1
20
0
0
6
8
6
15.625
0
0
6
8
6
15.857143
0
13.9
-0.3
0.79
Graduate
1
12
1
17
0
1
1
22
27
10
10
0
0
0
1
0
1
26
0
0
5
7
0
0
0
0
5
8
0
0
0
16.2
0.3
-0.92
Dropout
1
14
1
15
1
1
1
1
1
5
6
0
0
0
1
0
0
21
0
0
6
8
6
11.714286
0
0
6
7
6
12
0
7.6
2.6
0.32
Graduate
1
12
1
13
1
15
1
1
1
5
6
0
0
0
1
0
0
25
0
0
7
10
6
12.125
0
0
8
9
8
13.3125
0
15.5
2.8
-4.06
Enrolled
1
9
1
9
1
1
1
13
3
6
6
1
0
0
1
0
1
19
0
0
5
7
5
11.6
0
0
5
5
5
11.6
0
12.4
0.5
1.79
Graduate
1
12
1
3
0
1
1
13
27
9
8
1
0
0
1
0
0
24
0
0
6
11
1
10
0
0
6
6
0
0
6
9.4
-0.8
-3.12
Dropout
1
12
1
3
0
1
1
1
14
6
5
0
0
0
1
0
1
27
0
0
6
16
1
10
0
0
6
13
0
0
0
8.9
1.4
3.51
Dropout
1
8
1
6
1
1
1
13
27
2
4
0
0
0
1
0
0
21
0
0
5
10
0
0
1
0
5
9
2
13.5
0
7.6
2.6
0.32
Dropout
1
1
1
9
1
1
1
23
28
8
8
0
0
0
1
0
1
18
0
0
5
7
4
13
0
0
5
8
3
12.333333
0
9.4
-0.8
-3.12
Graduate
2
1
4
16
1
1
1
22
27
6
8
0
1
0
1
0
1
19
0
0
6
6
6
13.333333
0
0
6
6
6
14.5
0
10.8
1.4
1.74
Graduate
1
1
3
11
1
1
1
1
1
4
4
1
0
0
1
0
0
18
0
0
6
9
4
11.25
0
0
6
13
2
12.5
0
9.4
-0.8
-3.12
Dropout
1
16
1
12
1
1
1
13
1
6
10
0
0
0
1
0
1
19
0
0
7
9
5
13.85
0
0
8
9
7
12.192857
0
11.1
0.6
2.02
Graduate
1
9
1
12
1
1
1
1
28
5
6
1
0
0
1
0
1
19
0
0
7
8
6
13.741667
0
0
8
9
7
14.9125
0
16.2
0.3
-0.92
Graduate
2
4
1
17
0
17
1
25
5
4
4
0
0
0
1
0
0
33
0
2
6
7
6
15.333333
0
0
5
5
5
15.8
0
11.1
0.6
2.02
Graduate
2
4
1
9
1
3
1
1
4
4
11
0
0
0
1
0
0
45
0
0
5
6
5
11
0
0
5
5
5
13.8
0
12.4
0.5
1.79
Graduate
1
1
1
10
1
1
1
1
1
10
10
0
0
0
1
0
1
20
0
0
6
6
6
12
0
0
6
7
6
12.857143
0
11.1
0.6
2.02
Graduate
1
12
2
14
1
1
1
19
24
1
1
1
0
0
1
0
0
28
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
14
1
12
1
1
1
1
1
6
9
1
0
0
1
0
1
19
0
0
8
15
7
11.571429
0
0
8
15
7
11.571429
0
12.7
3.7
-1.7
Graduate
1
1
2
11
1
1
1
1
27
5
6
1
0
0
1
0
0
18
0
0
6
10
6
12.857143
0
0
6
6
3
12.666667
0
12.7
3.7
-1.7
Graduate
1
12
1
11
1
3
1
13
14
5
7
0
0
0
1
0
0
38
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
2
14
1
1
1
1
3
5
4
0
0
0
1
0
0
19
0
0
5
5
5
13
0
0
5
5
5
13.2
0
9.4
-0.8
-3.12
Graduate
1
1
1
11
1
1
1
1
27
10
10
0
0
0
1
0
1
21
0
0
6
9
5
11
0
0
6
8
5
12
0
15.5
2.8
-4.06
Graduate
1
1
1
9
1
1
1
22
1
10
11
0
0
0
1
0
0
21
0
0
5
12
3
12
0
0
5
12
1
15
3
16.2
0.3
-0.92
Dropout
1
1
1
10
1
1
1
23
27
10
10
0
0
0
1
0
1
22
0
0
6
6
5
12.6
0
0
6
6
6
13
0
10.8
1.4
1.74
Graduate
1
1
1
16
1
1
1
13
14
6
8
0
0
0
1
0
1
18
0
0
6
8
5
13.4
0
0
6
7
6
13.166667
0
9.4
-0.8
-3.12
Graduate
1
8
2
10
1
1
1
22
27
4
10
0
1
0
1
0
1
18
0
0
6
9
6
11.333333
0
0
6
9
6
11.571429
0
15.5
2.8
-4.06
Graduate
1
1
1
8
1
1
1
13
1
10
10
1
0
0
0
0
0
25
0
0
5
14
4
13.5
2
0
5
10
4
14.25
0
9.4
-0.8
-3.12
Dropout
1
12
1
6
1
12
1
13
14
10
8
0
0
1
0
0
0
24
0
2
6
11
3
11.75
0
1
6
14
3
10.333333
0
16.2
0.3
-0.92
Dropout
1
1
3
12
1
1
1
3
1
5
5
1
0
0
1
0
0
19
0
0
7
10
6
12.471429
0
0
7
8
7
11.4625
0
12.4
0.5
1.79
Enrolled
1
7
1
2
1
1
1
3
3
4
4
1
0
0
1
0
0
24
0
11
17
19
11
12.909091
0
9
13
15
9
13.555556
0
12.4
0.5
1.79
Enrolled
1
1
2
9
1
1
1
22
14
6
6
1
0
0
1
0
1
20
0
0
5
5
5
11.6
0
0
5
5
5
13.6
0
12.4
0.5
1.79
Graduate
1
12
1
9
1
1
1
22
1
10
2
0
0
0
0
0
0
25
0
0
5
5
0
0
0
0
5
9
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
9
1
1
1
23
14
10
11
0
0
0
1
0
1
20
0
5
10
13
9
12.9
0
4
10
12
10
12.363636
0
8.9
1.4
3.51
Graduate
1
4
1
12
1
3
1
13
28
6
4
0
0
0
1
0
0
23
0
0
8
8
8
13.22
0
0
8
8
8
13.22
0
9.4
-0.8
-3.12
Graduate
1
8
3
12
1
1
1
13
27
8
7
1
0
0
1
0
1
19
0
0
8
8
7
13.151429
0
0
8
8
7
13.151429
0
10.8
1.4
1.74
Graduate
1
15
1
4
1
14
1
22
27
10
11
0
0
1
0
0
0
29
0
0
6
13
3
12.75
0
0
6
8
3
11.333333
0
13.9
-0.3
0.79
Dropout
1
1
3
11
1
1
1
13
27
5
8
1
0
0
1
0
0
21
0
0
6
8
6
11.333333
0
0
6
8
4
12.25
0
11.1
0.6
2.02
Graduate
1
1
1
14
1
1
1
13
1
10
9
1
0
0
1
0
1
18
0
0
6
10
6
13.25
0
0
6
13
5
14.142857
0
11.1
0.6
2.02
Graduate
1
1
3
5
1
1
1
13
28
10
10
1
0
0
1
0
0
19
0
0
6
7
5
12.4
0
0
6
6
5
12.4
0
9.4
-0.8
-3.12
Enrolled
1
1
3
15
1
1
1
23
27
8
8
1
0
0
1
0
1
18
0
0
6
6
6
15
0
0
6
6
6
12.833333
0
8.9
1.4
3.51
Dropout
1
1
1
6
1
1
1
7
14
12
7
0
0
0
1
0
0
19
0
0
5
6
5
14.4
0
0
5
6
5
13
0
7.6
2.6
0.32
Graduate
1
1
1
15
1
1
1
22
27
10
9
1
0
0
1
0
0
18
0
0
6
12
1
11
0
0
6
12
0
0
0
9.4
-0.8
-3.12
Enrolled
1
8
1
9
1
1
1
1
1
5
5
0
0
0
1
0
0
18
0
0
5
8
5
12.4
0
0
5
6
5
10.8
0
8.9
1.4
3.51
Graduate
2
12
1
13
1
12
1
23
27
8
8
1
0
1
0
0
1
37
0
0
7
13
1
16
0
0
7
12
0
0
0
8.9
1.4
3.51
Dropout
1
8
1
17
0
15
1
22
27
7
7
0
0
0
1
0
0
29
0
0
5
10
5
13.571429
0
0
5
14
5
12.333333
3
16.2
0.3
-0.92
Graduate
1
8
3
5
1
1
1
22
27
10
10
0
0
0
1
0
0
18
0
0
6
6
6
11.833333
0
0
6
6
6
12.5
0
7.6
2.6
0.32
Enrolled
1
1
1
10
1
1
1
1
1
10
9
1
0
0
1
0
1
19
0
0
6
8
5
11.666667
0
0
6
9
5
12.666667
0
12.4
0.5
1.79
Graduate
1
14
1
10
1
1
1
1
1
4
2
1
0
1
0
0
0
22
0
6
10
16
6
11.833333
0
2
7
8
2
13
0
16.2
0.3
-0.92
Dropout
1
1
1
11
1
1
1
22
28
10
8
0
0
0
1
0
1
20
0
0
6
8
6
11.166667
0
0
6
10
5
10.6
0
15.5
2.8
-4.06
Graduate
1
12
1
3
0
1
1
22
27
13
13
0
0
0
1
0
0
34
0
0
6
0
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
1
14
1
7
1
1
1
22
28
10
10
0
0
1
0
0
0
30
0
8
12
17
8
11.75
0
6
12
19
6
12.166667
2
7.6
2.6
0.32
Dropout
1
1
1
10
1
1
1
1
1
5
5
0
0
0
1
0
0
18
0
0
6
7
6
14
0
0
6
7
6
14
0
10.8
1.4
1.74
Graduate
1
1
1
10
1
1
1
23
14
10
6
0
0
0
1
0
0
18
0
0
6
6
6
12.833333
0
0
6
6
6
12
0
12.4
0.5
1.79
Graduate
1
1
2
15
1
1
1
3
1
2
4
1
0
0
1
0
0
18
0
0
6
11
4
12.25
0
0
6
10
3
11.666667
0
9.4
-0.8
-3.12
Graduate
1
8
4
12
1
1
1
4
1
3
4
1
0
0
1
0
0
18
0
0
8
8
7
14.828571
0
0
8
8
7
14.828571
0
12.7
3.7
-1.7
Graduate
1
1
2
15
1
1
1
23
28
10
10
1
0
0
1
0
1
19
0
0
6
7
5
11.4
0
0
6
8
5
12.8
0
12.7
3.7
-1.7
Graduate
1
1
1
5
1
1
1
22
27
10
10
1
0
0
1
0
1
19
0
0
6
6
6
13
0
0
6
8
6
12.5
0
10.8
1.4
1.74
Graduate
1
1
5
12
1
1
1
1
1
10
10
0
0
0
1
0
1
18
0
0
8
8
7
13.671429
0
0
8
8
7
13.671429
0
12.7
3.7
-1.7
Graduate
1
15
1
4
1
14
1
22
28
5
9
0
0
0
1
0
1
21
0
0
6
9
6
12.666667
0
0
6
8
5
12.8
0
13.9
-0.3
0.79
Graduate
1
1
2
9
1
1
1
1
14
10
10
1
0
0
0
0
0
20
0
0
5
10
2
10
0
0
5
12
1
13
0
7.6
2.6
0.32
Dropout
1
8
1
9
1
1
1
10
14
5
9
1
0
0
1
0
0
20
0
0
5
10
5
13.5
0
0
5
8
5
12.333333
0
13.9
-0.3
0.79
Graduate
1
1
1
12
1
1
1
5
1
3
6
0
0
0
1
0
0
19
0
2
7
8
7
12.67
0
1
8
8
8
13.55
0
11.1
0.6
2.02
Graduate
1
1
1
10
1
1
1
1
28
5
6
0
0
0
1
0
0
20
0
0
6
8
6
14.5
0
0
6
7
6
15.428571
0
16.2
0.3
-0.92
Graduate
1
8
3
12
1
1
1
10
1
5
11
1
0
0
1
0
0
18
0
0
7
7
7
13.685714
0
0
8
8
8
15.3875
0
13.9
-0.3
0.79
Graduate
1
13
1
16
1
1
1
22
28
4
4
0
0
0
1
0
0
20
0
0
6
8
5
11
0
0
6
10
3
10.666667
0
12.7
3.7
-1.7
Dropout
2
4
1
8
1
3
1
5
4
3
1
0
0
1
0
0
0
29
0
7
9
16
7
11.555556
4
5
7
12
5
13.2
2
7.6
2.6
0.32
Dropout
1
1
1
12
1
1
1
13
14
6
7
0
0
0
1
0
1
18
0
0
7
7
7
13.797143
0
0
8
8
8
13.775
0
12.4
0.5
1.79
Enrolled
1
1
1
12
1
1
1
13
14
6
6
1
0
0
1
0
1
20
0
0
7
8
7
14.00375
0
0
8
11
7
13.812857
0
15.5
2.8
-4.06
Graduate
1
7
2
9
1
1
1
23
27
10
10
1
0
0
1
0
1
22
0
0
5
8
4
12
0
0
5
8
4
11.4
2
16.2
0.3
-0.92
Graduate
4
1
1
3
0
1
1
24
14
5
11
1
0
0
1
0
1
47
0
0
6
9
5
14.166667
0
0
6
7
6
14.166667
0
16.2
0.3
-0.92
Graduate
2
16
1
17
0
1
1
22
27
9
5
0
0
0
1
0
0
31
0
1
5
5
5
14
0
0
5
5
5
13.8
0
8.9
1.4
3.51
Graduate
1
1
1
5
1
1
1
13
27
8
6
0
0
0
1
0
1
21
0
0
6
7
5
13.8
0
0
6
6
6
12.833333
0
16.2
0.3
-0.92
Graduate
1
1
1
3
0
1
1
23
28
1
1
0
0
0
1
0
0
21
0
0
6
8
5
12.8
0
0
6
10
6
11.857143
0
7.6
2.6
0.32
Graduate
2
12
1
15
1
9
1
1
1
5
5
0
0
0
1
0
0
24
0
0
6
6
6
12.166667
0
0
6
6
6
13.833333
0
7.6
2.6
0.32
Graduate
1
8
1
5
1
1
1
4
27
3
10
0
0
0
1
0
0
18
0
0
6
8
6
12.5
0
0
6
6
6
12.333333
0
15.5
2.8
-4.06
Enrolled
1
12
1
3
0
11
1
19
1
12
3
0
0
0
1
0
0
32
0
0
6
9
4
12
0
0
6
12
4
11.5
0
7.6
2.6
0.32
Graduate
1
9
2
3
0
1
1
3
1
4
5
1
0
0
1
0
1
19
0
0
6
8
6
10.833333
0
0
6
9
6
11.5
0
10.8
1.4
1.74
Graduate
1
12
1
12
1
1
1
3
3
2
2
1
0
0
1
0
0
24
0
0
8
8
8
13.385
0
0
8
8
8
13.385
0
9.4
-0.8
-3.12
Graduate
1
8
4
6
1
1
1
13
14
5
11
1
0
0
1
0
0
19
0
0
6
14
6
15.666667
0
0
6
9
6
14.5
0
15.5
2.8
-4.06
Graduate
1
15
1
4
1
14
1
13
27
7
7
0
0
1
1
0
1
19
0
0
6
9
6
14.333333
0
0
6
7
6
13.833333
0
13.9
-0.3
0.79
Graduate
1
15
1
4
1
14
1
22
27
10
5
0
0
0
1
0
0
24
0
0
6
10
6
11.428571
0
0
6
12
5
13
0
12.4
0.5
1.79
Enrolled
1
8
4
10
1
1
1
13
14
29
29
1
0
0
1
0
1
18
0
0
6
9
6
11.666667
0
0
6
8
6
11.666667
0
8.9
1.4
3.51
Graduate
1
1
1
5
1
1
1
23
27
4
7
1
0
0
1
0
1
19
0
0
6
9
5
12
0
0
6
10
2
11.333333
0
8.9
1.4
3.51
Dropout
2
1
1
12
1
1
1
3
28
3
5
0
0
0
1
0
1
19
0
0
8
8
7
14.725714
0
0
8
8
7
14.725714
0
10.8
1.4
1.74
Graduate
1
8
2
15
1
1
1
13
28
10
9
1
0
0
1
0
1
18
0
0
6
6
6
14.166667
0
0
6
6
6
13.666667
0
12.4
0.5
1.79
Graduate
1
1
1
10
1
1
1
1
1
4
4
1
0
0
1
0
0
18
0
0
6
10
6
11.571429
0
0
6
8
6
12.333333
0
12.4
0.5
1.79
Graduate
1
8
4
13
1
1
1
1
1
5
11
1
0
0
1
0
0
20
0
0
7
7
7
12.5
0
0
8
8
8
13.1375
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
13
28
6
8
0
0
0
1
0
0
18
0
0
8
10
8
12.86
2
0
8
10
8
12.86
2
9.4
-0.8
-3.12
Graduate