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
4
1
8
1
3
1
13
28
10
10
1
0
0
1
0
0
23
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
1
8
5
5
1
1
1
13
28
6
8
0
0
1
0
0
0
21
0
0
6
6
4
13
0
0
6
8
4
11.6
0
10.8
1.4
1.74
Dropout
1
4
1
12
1
15
1
1
1
10
5
0
0
0
1
0
0
24
0
4
7
7
7
16.885714
0
3
8
9
8
15.744444
0
16.2
0.3
-0.92
Graduate
1
12
1
3
0
1
1
1
1
5
5
0
0
0
1
0
0
27
0
0
6
6
6
12.5
0
1
6
6
6
12.333333
0
15.5
2.8
-4.06
Graduate
1
1
1
12
1
1
1
1
27
4
9
0
0
0
1
0
1
18
0
0
7
9
7
13.055556
0
0
8
8
8
15.8125
0
13.9
-0.3
0.79
Graduate
1
1
3
2
1
1
1
7
1
7
7
1
0
0
0
0
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
8
1
8
1
1
1
13
3
4
3
1
0
1
1
0
1
19
0
0
5
7
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
6
12
1
1
1
23
14
8
8
1
0
0
1
0
1
19
0
0
8
8
7
12.355714
0
0
8
8
7
12.355714
0
10.8
1.4
1.74
Graduate
1
8
1
6
1
1
1
13
28
32
44
0
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
14
3
12
1
1
1
23
27
7
6
1
0
0
1
0
1
18
0
0
7
8
5
11.98
0
0
7
8
5
11.98
0
7.6
2.6
0.32
Enrolled
1
1
2
16
1
1
1
22
27
29
41
1
0
1
1
0
1
20
0
0
7
7
7
13.857143
0
0
7
8
7
12.571429
0
8.9
1.4
3.51
Graduate
2
1
1
3
0
1
1
1
27
5
8
1
0
0
1
0
0
24
0
0
6
9
5
13
0
0
6
6
6
14.166667
0
9.4
-0.8
-3.12
Graduate
1
1
1
5
1
1
1
1
1
2
2
1
0
0
1
0
0
20
0
0
6
6
6
12.833333
0
0
6
10
6
11.166667
0
12.4
0.5
1.79
Graduate
1
8
3
9
1
1
1
1
14
6
8
0
0
0
1
0
0
20
0
0
5
11
4
11
0
0
5
7
5
13.2
0
12.4
0.5
1.79
Enrolled
1
1
1
12
1
1
1
13
27
10
10
1
0
0
1
0
1
19
0
0
8
8
7
12.357143
0
0
8
8
7
12.357143
0
12.7
3.7
-1.7
Graduate
1
1
6
12
1
1
1
1
27
10
10
1
0
0
1
0
1
18
0
0
8
8
7
13.857143
0
0
8
8
7
13.857143
0
12.7
3.7
-1.7
Graduate
1
8
2
10
1
3
1
22
27
8
9
1
0
0
1
0
1
20
0
0
6
6
6
12.333333
0
0
6
6
6
10.666667
0
9.4
-0.8
-3.12
Graduate
1
8
1
12
1
1
1
22
27
10
9
1
0
0
1
0
0
20
0
0
7
8
7
12.847143
0
0
8
10
8
13.788889
0
16.2
0.3
-0.92
Graduate
1
8
2
12
1
1
1
13
27
5
8
1
0
0
1
0
1
19
0
0
7
9
6
12.34
0
0
8
9
8
13.01875
0
11.1
0.6
2.02
Graduate
1
15
1
6
1
14
1
3
1
3
4
1
0
0
1
0
0
19
0
0
6
10
5
12.666667
0
0
6
19
4
11.75
0
12.4
0.5
1.79
Enrolled
1
1
1
15
1
1
1
3
14
5
6
1
0
0
1
0
0
20
0
0
6
6
6
13.833333
0
0
6
6
6
12.5
0
12.7
3.7
-1.7
Graduate
1
8
2
9
1
1
1
1
28
5
4
1
0
0
1
0
0
19
0
0
5
15
2
10.75
0
0
5
11
2
10
0
13.9
-0.3
0.79
Dropout
1
8
5
16
1
1
1
23
28
10
8
1
0
0
1
0
0
19
0
0
6
11
4
13.25
0
0
6
10
4
10.25
0
9.4
-0.8
-3.12
Dropout
1
8
1
12
1
1
1
23
27
8
6
1
0
0
1
0
1
18
0
0
8
8
8
13.73125
0
0
8
8
8
13.73125
0
9.4
-0.8
-3.12
Graduate
1
8
4
5
1
1
1
23
27
10
10
0
0
0
1
0
1
23
0
0
6
6
6
13.333333
0
0
6
8
3
12.666667
0
11.1
0.6
2.02
Dropout
1
1
1
16
1
1
1
13
14
10
9
1
0
0
1
0
0
21
0
0
6
8
5
12
0
0
6
9
5
10.8
0
12.7
3.7
-1.7
Dropout
1
15
1
3
0
14
1
22
28
7
7
1
0
0
1
0
0
23
0
5
9
10
9
10.888889
0
3
8
10
6
11.333333
0
11.1
0.6
2.02
Graduate
1
1
3
12
1
1
1
13
27
10
8
1
0
0
1
0
0
19
0
0
7
8
7
13.025
0
0
8
9
8
13.811111
0
13.9
-0.3
0.79
Graduate
1
8
2
15
1
1
1
1
28
6
7
1
0
0
1
0
0
18
0
0
6
6
6
13
0
0
6
6
6
14.166667
0
12.4
0.5
1.79
Graduate
1
1
1
15
1
1
1
13
27
10
10
1
1
0
1
0
0
19
0
0
6
10
5
11.8
0
0
6
10
5
12
0
10.8
1.4
1.74
Graduate
1
12
1
12
1
1
1
13
27
10
10
0
0
0
1
0
1
25
0
0
8
8
7
12.042857
0
0
8
8
7
12.042857
0
12.7
3.7
-1.7
Graduate
1
1
2
16
1
1
1
1
28
5
10
1
0
0
1
0
0
19
0
0
6
9
5
12.2
0
0
6
10
4
13
0
9.4
-0.8
-3.12
Enrolled
1
1
1
12
1
1
1
1
14
6
8
0
0
0
1
0
1
19
0
0
7
8
7
12.8375
0
0
8
8
8
15.5
0
13.9
-0.3
0.79
Graduate
1
12
1
13
1
1
1
23
28
29
44
0
0
1
1
0
1
24
0
0
7
13
7
11
0
0
8
13
7
11.7
0
12.7
3.7
-1.7
Graduate
1
1
1
14
1
1
1
22
27
10
8
1
0
0
1
0
1
18
0
0
6
7
6
13.5
0
0
6
9
5
14
0
8.9
1.4
3.51
Graduate
1
8
5
10
1
1
1
22
27
8
6
1
0
0
1
0
1
19
0
0
6
8
6
12.125
0
0
6
7
6
12.714286
0
16.2
0.3
-0.92
Graduate
1
1
5
12
1
1
1
22
27
10
10
0
0
0
1
0
1
18
0
0
8
12
7
12.628571
0
0
8
12
7
12.628571
0
12.7
3.7
-1.7
Graduate
1
12
1
17
0
1
1
23
1
10
5
0
0
0
1
0
0
27
0
0
5
9
3
10.666667
0
0
5
7
4
11.4
0
10.8
1.4
1.74
Enrolled
1
8
3
10
1
1
1
1
1
5
6
0
0
0
1
0
0
19
0
0
6
11
5
11.2
0
0
6
13
5
11.6
0
15.5
2.8
-4.06
Graduate
1
9
1
15
1
1
1
1
1
4
4
0
0
0
1
0
1
18
0
0
6
6
6
12.666667
0
0
6
6
6
11.833333
0
12.7
3.7
-1.7
Dropout
2
12
1
14
1
1
1
22
27
10
1
0
0
1
0
0
0
34
0
0
6
7
4
13.5
0
0
6
6
0
0
6
12.7
3.7
-1.7
Dropout
1
1
6
9
1
1
1
22
27
10
10
0
0
0
1
0
0
18
0
0
5
9
3
11.666667
0
0
5
15
2
11
0
7.6
2.6
0.32
Enrolled
1
1
1
9
1
1
1
22
28
5
10
1
0
0
1
0
0
18
0
0
5
8
2
10.5
0
0
5
7
3
12.333333
0
7.6
2.6
0.32
Enrolled
1
1
3
12
1
1
1
22
28
8
8
1
0
0
1
0
0
18
0
0
8
8
8
14.26875
0
0
8
8
8
14.26875
0
9.4
-0.8
-3.12
Enrolled
1
1
2
15
1
1
1
23
28
8
8
1
0
1
0
0
0
20
0
0
6
0
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
1
1
9
1
1
1
13
27
10
10
1
0
0
1
0
1
19
0
0
5
8
2
10.5
0
0
5
11
3
13.333333
0
7.6
2.6
0.32
Enrolled
1
1
1
10
1
1
1
22
1
4
6
0
0
0
1
0
0
21
0
0
6
11
5
11.2
0
0
6
15
1
10
0
7.6
2.6
0.32
Enrolled
2
12
1
17
0
3
1
13
14
10
8
0
0
0
1
0
0
26
0
0
5
5
5
12
0
0
5
6
5
14.833333
0
10.8
1.4
1.74
Graduate
1
14
2
13
1
1
1
1
14
5
4
0
0
0
1
0
0
27
0
0
7
9
7
12.228571
0
1
8
10
8
13.2125
0
10.8
1.4
1.74
Graduate
1
1
1
14
1
1
1
1
28
6
2
1
0
0
1
0
0
20
0
0
5
6
4
11.5
0
0
5
5
4
10.75
0
9.4
-0.8
-3.12
Graduate
1
8
1
10
1
1
1
13
1
6
1
1
0
0
1
0
0
18
0
0
6
8
6
15.375
0
0
6
7
6
16.428571
0
16.2
0.3
-0.92
Graduate
1
17
1
6
1
16
1
1
1
6
6
1
0
0
0
0
0
23
0
7
12
19
9
13.666667
0
4
9
15
6
13.5
0
8.9
1.4
3.51
Enrolled
1
12
1
12
1
12
1
1
5
5
4
0
0
0
1
0
0
24
0
0
8
11
7
12.614286
0
0
8
11
7
12.614286
0
12.7
3.7
-1.7
Graduate
1
15
1
10
1
14
1
23
28
7
10
1
0
0
1
0
1
19
0
3
6
7
5
12.2
0
2
6
6
6
11.5
0
13.9
-0.3
0.79
Graduate
1
1
1
15
1
1
1
13
28
4
6
0
0
0
1
0
0
19
0
0
6
13
4
11.75
0
0
6
10
4
11
0
10.8
1.4
1.74
Graduate
1
1
4
10
1
1
1
13
28
10
7
1
0
1
1
0
1
19
0
0
6
9
5
11.4
0
0
6
9
3
10
0
8.9
1.4
3.51
Enrolled
1
1
1
10
1
1
1
22
14
6
11
0
0
1
1
0
0
18
0
0
6
10
5
10.6
0
0
6
14
2
10
0
7.6
2.6
0.32
Enrolled
1
16
1
3
0
1
1
1
28
6
8
0
0
0
1
0
0
22
0
14
16
16
13
10.923077
0
13
13
13
11
11.454545
0
16.2
0.3
-0.92
Graduate
1
14
1
5
1
1
1
1
14
6
11
0
0
0
1
0
0
20
0
0
6
6
5
12.4
0
0
6
9
5
12.4
0
12.7
3.7
-1.7
Graduate
1
12
1
4
1
1
1
13
14
10
10
0
0
0
1
0
0
25
0
0
6
6
0
0
0
0
6
6
0
0
0
11.1
0.6
2.02
Dropout
1
15
1
4
1
14
1
1
3
5
3
0
0
0
1
0
0
21
0
0
6
6
6
15.833333
0
0
6
8
6
15.5
0
15.5
2.8
-4.06
Graduate
1
1
1
12
1
1
1
13
14
32
44
1
0
0
1
0
0
19
0
0
7
12
5
11.8
0
0
7
9
6
11.708333
0
11.1
0.6
2.02
Enrolled
1
8
4
15
1
1
1
1
14
5
2
1
0
0
1
0
0
18
0
0
6
7
6
12.571429
0
0
6
6
6
13.666667
0
13.9
-0.3
0.79
Graduate
1
1
3
14
1
1
1
22
27
1
1
1
0
0
1
0
0
18
0
0
5
7
3
12
0
0
5
7
4
13.25
1
7.6
2.6
0.32
Graduate
1
8
3
12
1
1
1
3
3
10
8
1
0
0
1
1
0
19
0
0
7
8
7
13.3625
0
0
8
9
8
14.444444
0
13.9
-0.3
0.79
Graduate
1
1
1
6
1
1
5
3
3
7
7
1
0
0
1
0
1
19
1
0
5
6
5
15.4
0
0
5
5
5
16
0
10.8
1.4
1.74
Graduate
1
8
2
15
1
1
1
22
28
6
6
1
0
1
0
0
0
18
0
0
6
9
5
12.2
0
0
6
9
4
11.75
0
10.8
1.4
1.74
Dropout
1
16
1
10
1
14
1
23
28
6
8
1
0
0
1
0
1
20
0
6
11
11
11
12.818182
0
6
11
11
11
13.545455
0
12.4
0.5
1.79
Graduate
1
8
5
12
1
1
1
1
14
5
9
1
0
0
1
0
0
19
0
0
7
0
0
0
0
0
8
0
0
0
0
12.4
0.5
1.79
Dropout
1
13
1
12
1
1
1
13
27
6
8
1
0
0
1
0
0
28
0
12
17
21
17
13.394737
0
11
17
19
17
13.554737
0
16.2
0.3
-0.92
Graduate
1
1
1
10
1
1
1
22
1
10
10
1
0
0
1
0
1
20
0
0
6
8
6
14.25
0
0
6
8
6
11
0
12.7
3.7
-1.7
Graduate
1
13
1
3
0
1
1
22
28
12
8
1
0
0
1
0
0
30
0
9
11
19
9
13.444444
1
5
7
7
7
14.714286
0
7.6
2.6
0.32
Dropout
1
1
4
12
1
1
1
1
14
10
8
1
0
0
1
0
1
19
0
0
7
8
7
12.285714
0
0
8
10
8
11.7375
0
12.4
0.5
1.79
Graduate
1
1
2
5
1
1
1
13
14
4
4
1
0
0
1
0
0
22
0
0
6
7
6
11.666667
0
0
6
7
5
13.2
0
12.7
3.7
-1.7
Graduate
1
1
1
11
1
1
1
23
28
6
9
1
0
0
1
0
0
18
0
0
6
8
6
12.166667
0
0
6
6
6
13.5
0
11.1
0.6
2.02
Graduate
1
8
1
16
1
1
1
22
27
10
10
1
0
0
1
0
0
23
0
0
6
11
2
10
0
0
6
15
2
11
0
7.6
2.6
0.32
Dropout
1
8
4
5
1
1
1
1
14
6
8
1
0
0
1
0
0
18
0
0
6
6
6
14
0
0
6
6
6
15
0
11.1
0.6
2.02
Graduate
1
1
1
16
1
1
1
22
14
8
8
1
0
0
1
0
0
18
0
0
6
9
5
11.833333
0
0
6
6
4
12
0
15.5
2.8
-4.06
Enrolled
2
12
1
15
1
12
1
22
27
1
1
0
0
1
0
1
0
50
0
0
6
7
1
15
0
0
5
12
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
2
1
1
14
3
3
3
6
1
0
0
1
0
1
19
1
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Graduate
1
8
2
11
1
1
14
13
28
10
10
1
0
0
1
0
0
22
1
0
6
7
6
10.833333
0
0
6
6
6
10.666667
0
13.9
-0.3
0.79
Graduate
1
15
1
10
1
14
14
1
1
5
7
0
0
1
1
0
1
23
1
3
6
7
6
13.142857
0
2
6
6
6
14
0
12.4
0.5
1.79
Graduate
1
9
4
6
1
1
1
1
1
5
6
0
0
1
0
0
1
20
0
2
5
8
5
14.4
1
0
5
6
5
14
0
12.7
3.7
-1.7
Dropout
4
12
1
10
1
12
1
22
27
10
11
0
0
0
0
0
0
44
0
0
6
0
0
0
0
0
6
0
0
0
0
13.9
-0.3
0.79
Dropout
4
12
1
4
1
12
1
22
27
10
10
0
0
0
1
1
0
49
0
6
12
17
7
12
0
3
12
19
9
11.222222
0
15.5
2.8
-4.06
Graduate
2
14
1
17
0
1
1
22
27
10
10
0
0
0
1
1
0
46
0
6
10
13
9
12.2
0
4
10
12
10
12.8
0
7.6
2.6
0.32
Graduate
1
12
1
6
1
14
1
22
27
2
10
1
0
0
0
1
0
41
0
3
3
3
3
12.333333
0
2
2
2
2
11
0
12.4
0.5
1.79
Dropout
1
8
3
12
1
1
1
23
14
10
9
1
0
0
1
1
0
18
0
0
7
8
7
11.8375
0
0
8
9
8
12.48125
0
13.9
-0.3
0.79
Graduate
3
12
1
17
0
1
1
22
1
10
3
0
0
0
1
1
0
43
0
0
5
5
5
11.8
0
0
5
6
5
14
0
9.4
-0.8
-3.12
Graduate
4
12
2
9
1
12
1
22
27
10
8
0
0
1
0
1
0
70
0
0
5
5
0
0
0
0
5
9
0
0
0
10.8
1.4
1.74
Dropout
4
12
1
8
1
12
1
22
28
10
5
0
0
0
1
1
0
48
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
2
14
1
4
1
1
1
22
27
10
8
0
0
0
1
1
0
41
0
18
19
19
19
12.684211
0
12
13
13
13
12.384615
0
15.5
2.8
-4.06
Graduate
1
1
1
11
1
1
1
13
14
10
4
0
0
0
1
1
0
21
0
0
6
8
6
12.571429
0
0
6
10
4
13
0
12.7
3.7
-1.7
Enrolled
1
12
1
1
1
1
14
23
27
10
9
0
0
1
0
1
0
35
1
0
7
18
3
11.25
0
0
7
7
0
0
0
16.2
0.3
-0.92
Dropout
2
12
1
8
1
12
1
2
1
3
10
1
0
0
1
1
0
44
0
1
5
13
4
14
3
1
5
9
4
15.5
2
10.8
1.4
1.74
Graduate
1
1
1
9
1
1
1
3
1
6
6
1
0
1
1
1
0
18
0
0
5
15
4
13.333333
0
0
5
6
2
13.5
0
13.9
-0.3
0.79
Dropout
2
1
1
3
0
1
1
22
27
1
1
1
0
0
1
1
0
45
0
0
6
7
6
13.666667
0
0
6
6
6
13.666667
0
7.6
2.6
0.32
Graduate
1
1
1
11
1
1
1
3
1
3
2
0
0
0
1
1
0
20
0
0
6
12
3
10
0
0
6
9
5
10.8
0
15.5
2.8
-4.06
Enrolled
1
15
1
4
1
14
1
1
28
10
2
1
0
0
1
1
0
22
0
0
6
12
5
12.6
0
0
6
11
6
11.714286
0
12.4
0.5
1.79
Graduate
1
14
1
7
1
1
1
22
28
6
8
0
0
0
1
1
0
39
0
0
5
10
3
17.333333
0
0
5
11
1
17
0
13.9
-0.3
0.79
Dropout