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
2
12
1
7
1
1
1
19
24
10
10
0
0
0
0
1
0
34
0
0
5
5
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
13
1
7
1
1
1
3
3
4
3
1
0
0
1
1
0
22
0
0
5
0
0
0
0
0
5
0
0
0
0
10.8
1.4
1.74
Dropout
2
12
2
11
1
12
1
13
14
10
6
0
0
0
1
1
0
39
0
0
6
6
6
13.5
0
0
6
6
6
13.333333
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
22
27
10
10
1
0
0
1
1
1
18
0
0
7
7
6
13.516667
0
0
7
7
6
13.516667
0
7.6
2.6
0.32
Graduate
1
1
2
5
1
1
1
22
27
10
10
1
0
0
1
1
1
21
0
0
6
6
6
13.166667
0
0
6
8
6
13.285714
0
8.9
1.4
3.51
Graduate
2
12
1
6
1
1
1
22
27
12
11
0
0
0
1
1
0
34
0
0
6
0
0
0
0
0
6
0
0
0
0
10.8
1.4
1.74
Dropout
1
15
1
4
1
14
1
22
27
10
10
0
0
0
1
1
1
22
0
0
6
8
6
13.125
0
0
6
10
6
13
0
16.2
0.3
-0.92
Graduate
1
12
1
4
1
1
1
1
27
5
8
0
0
0
1
1
0
31
0
0
6
15
3
14.4
0
0
6
20
0
0
0
16.2
0.3
-0.92
Dropout
1
9
3
16
1
1
1
23
27
6
10
1
0
0
0
1
0
19
0
0
6
10
4
12
0
0
6
12
0
0
0
10.8
1.4
1.74
Dropout
1
8
5
11
1
1
1
23
1
6
10
0
0
0
1
1
0
19
0
0
5
5
0
0
0
0
5
10
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
13
1
12
1
22
27
10
11
0
0
0
1
1
0
31
0
0
7
7
0
0
0
0
7
7
0
0
0
15.5
2.8
-4.06
Dropout
1
3
1
9
1
1
1
13
28
6
7
1
0
0
1
0
0
19
0
0
5
15
3
10.8
0
0
5
6
3
10.5
0
13.9
-0.3
0.79
Enrolled
2
12
2
14
1
1
14
22
14
10
10
0
0
0
1
0
0
30
1
0
6
0
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
16
1
12
1
1
1
22
28
4
4
1
0
0
1
0
1
20
0
2
7
7
7
16.131429
0
0
8
9
8
15.522222
0
11.1
0.6
2.02
Graduate
1
8
1
12
1
1
1
13
28
8
8
1
0
0
1
0
1
18
0
0
7
7
7
14.838571
0
0
8
9
8
14.8
0
12.4
0.5
1.79
Graduate
4
12
1
17
0
1
1
22
27
6
6
0
0
0
1
0
0
31
0
0
5
7
3
10.333333
0
0
5
6
3
12
0
10.8
1.4
1.74
Dropout
1
8
1
11
1
1
1
13
1
10
5
1
0
0
1
0
0
19
0
0
6
11
3
12
0
0
6
11
4
11.25
0
7.6
2.6
0.32
Dropout
4
12
1
3
0
1
1
22
27
10
8
0
0
0
1
0
1
43
0
0
6
6
0
0
0
0
5
5
0
0
0
8.9
1.4
3.51
Dropout
1
8
2
11
1
1
1
23
28
10
9
1
0
0
1
0
1
20
0
0
6
6
6
13.166667
0
0
6
6
6
14
0
13.9
-0.3
0.79
Graduate
1
1
2
12
1
1
1
1
1
6
10
1
0
0
1
0
1
19
0
0
8
8
8
13.9475
0
0
8
8
8
13.9475
0
9.4
-0.8
-3.12
Graduate
1
1
1
14
1
1
1
3
1
2
8
0
0
0
1
0
0
22
0
0
5
6
3
11.333333
0
0
5
5
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
3
0
1
1
3
1
2
8
0
0
0
1
0
0
26
0
2
8
11
7
12.75
0
2
7
7
7
12.285714
0
16.2
0.3
-0.92
Graduate
1
9
1
9
1
1
1
13
14
6
9
1
0
0
1
0
1
19
0
0
5
6
5
12.6
0
0
5
8
5
11.25
0
10.8
1.4
1.74
Graduate
1
4
1
12
1
3
1
13
3
5
3
1
0
0
1
0
0
29
0
0
8
8
6
12.25
1
0
8
8
6
12.25
1
12.7
3.7
-1.7
Dropout
1
6
1
13
1
1
12
3
14
14
29
0
0
0
1
0
0
20
1
0
7
14
0
0
6
0
7
12
2
11.666667
0
8.9
1.4
3.51
Enrolled
4
1
1
17
0
1
1
22
27
10
8
0
0
0
1
0
1
38
0
0
5
8
5
11
0
0
5
7
5
11.4
0
9.4
-0.8
-3.12
Enrolled
1
12
1
4
1
1
1
22
27
10
6
0
0
0
1
0
0
41
0
8
12
17
12
11.833333
0
3
12
22
9
12.7
0
15.5
2.8
-4.06
Graduate
1
1
6
12
1
1
1
13
28
5
10
1
0
0
1
0
0
19
0
0
8
10
6
13.066667
0
0
8
10
6
13.066667
0
12.7
3.7
-1.7
Dropout
1
1
1
5
1
1
1
1
28
5
6
0
0
1
1
0
0
19
0
0
6
6
6
13.833333
0
0
6
8
6
13.875
0
10.8
1.4
1.74
Graduate
4
4
1
12
1
3
1
3
14
3
4
0
0
0
1
0
0
43
0
0
7
7
3
13.833333
1
0
7
7
0
0
0
16.2
0.3
-0.92
Dropout
1
8
1
8
1
1
1
23
27
10
8
1
0
0
1
0
0
19
0
0
5
5
5
11.8
0
0
5
5
5
13.2
0
10.8
1.4
1.74
Graduate
1
1
1
2
1
1
1
13
28
10
9
1
0
0
1
1
1
19
0
6
12
12
12
13.333333
0
4
11
15
10
12.818182
0
8.9
1.4
3.51
Enrolled
1
1
6
12
1
1
1
2
14
4
10
1
0
0
1
1
0
18
0
0
8
8
8
13.74625
0
0
8
8
8
13.74625
0
9.4
-0.8
-3.12
Graduate
1
1
1
2
1
1
1
3
3
3
3
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
16.2
0.3
-0.92
Dropout
2
12
1
3
0
12
1
19
24
1
1
0
0
0
1
1
0
38
0
0
6
0
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
4
1
8
1
2
1
13
14
5
9
1
0
0
1
1
0
37
0
0
6
9
0
0
0
0
6
6
0
0
0
16.2
0.3
-0.92
Dropout
1
12
1
14
1
1
1
1
14
5
11
1
0
0
1
0
1
26
0
0
6
6
6
13.333333
0
0
6
10
5
14.5
0
10.8
1.4
1.74
Graduate
1
8
1
10
1
1
1
22
27
10
10
1
0
0
1
0
1
21
0
0
6
8
1
10
0
0
6
13
5
11.4
0
12.7
3.7
-1.7
Enrolled
1
1
3
6
1
1
1
1
14
10
10
1
0
0
1
0
1
18
0
0
6
7
6
15.666667
0
0
6
8
6
15.285714
0
8.9
1.4
3.51
Graduate
1
1
1
16
1
1
1
3
14
3
4
0
0
0
1
0
0
18
0
0
7
9
7
11.857143
0
0
7
7
7
11.857143
0
16.2
0.3
-0.92
Graduate
1
1
1
6
1
1
1
3
1
3
5
0
0
0
1
0
0
18
0
0
5
12
5
14.5
2
0
5
5
5
13.6
0
9.4
-0.8
-3.12
Graduate
1
8
1
10
1
1
1
23
1
10
5
0
0
0
1
0
0
19
0
0
6
6
6
12.166667
0
0
6
7
6
13.714286
0
15.5
2.8
-4.06
Graduate
1
1
1
15
1
1
1
13
14
10
10
1
0
0
1
0
0
18
0
0
6
6
5
12.6
0
0
6
8
6
12
0
11.1
0.6
2.02
Graduate
1
8
2
12
1
1
1
2
28
4
9
1
0
0
1
0
0
18
0
0
8
12
7
12.285714
0
0
8
12
7
12.285714
0
12.7
3.7
-1.7
Enrolled
1
8
1
10
1
1
1
23
28
29
44
0
0
1
1
0
1
19
0
0
6
6
6
12.666667
0
0
6
7
6
13
0
8.9
1.4
3.51
Graduate
1
1
1
12
1
1
1
13
28
8
9
0
0
0
1
0
0
19
0
0
7
0
0
0
0
0
8
0
0
0
0
16.2
0.3
-0.92
Dropout
1
1
1
11
1
1
1
13
1
10
9
1
0
0
1
0
1
18
0
0
6
7
6
12.857143
0
0
6
10
4
13
0
12.7
3.7
-1.7
Graduate
2
1
1
12
1
1
1
1
1
10
11
0
0
0
1
0
0
18
0
0
8
8
7
13.9
0
0
8
8
7
13.9
0
12.7
3.7
-1.7
Graduate
1
1
1
12
1
1
1
23
27
10
8
1
0
0
1
0
1
20
0
0
8
8
7
13.817143
0
0
8
8
7
13.817143
0
10.8
1.4
1.74
Graduate
1
17
1
13
1
16
1
1
14
5
6
0
0
0
1
0
1
22
0
1
7
10
6
13.314286
0
2
8
10
7
12.875
0
8.9
1.4
3.51
Graduate
1
1
1
8
1
1
1
19
1
1
1
0
0
0
1
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
7.6
2.6
0.32
Dropout
1
8
4
11
1
1
1
23
14
8
8
1
0
0
1
0
1
19
0
0
6
6
6
12.166667
0
0
6
6
6
12.166667
0
12.4
0.5
1.79
Graduate
1
1
1
11
1
1
1
22
27
10
10
1
0
0
0
0
1
20
0
0
6
12
4
11.25
0
0
6
12
3
11.333333
0
7.6
2.6
0.32
Dropout
1
14
1
5
1
1
1
2
3
4
3
0
0
0
1
0
0
19
0
1
6
6
5
12.4
0
0
6
8
6
12.75
0
10.8
1.4
1.74
Enrolled
1
1
2
15
1
1
1
22
27
6
6
1
1
0
1
0
1
20
0
0
6
6
6
14.666667
0
0
6
7
6
14.571429
0
8.9
1.4
3.51
Graduate
1
12
1
6
1
1
1
3
14
3
10
0
0
0
1
0
0
28
0
0
6
15
4
12
0
0
6
14
4
12
0
11.1
0.6
2.02
Dropout
1
1
2
6
1
1
1
1
1
31
14
0
0
0
1
0
0
19
0
0
6
8
6
14
0
0
6
18
3
12.666667
0
12.4
0.5
1.79
Graduate
1
13
1
4
1
14
1
13
1
6
6
0
0
0
1
0
0
22
0
0
6
10
6
12.571429
0
0
6
12
4
13.666667
0
15.5
2.8
-4.06
Enrolled
1
1
1
6
1
1
1
1
3
10
2
1
0
0
1
0
0
19
0
1
6
14
6
15.538462
0
0
6
9
6
12.625
0
15.5
2.8
-4.06
Graduate
1
1
3
15
1
1
1
13
14
6
6
1
0
0
0
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
13.9
-0.3
0.79
Dropout
1
3
1
8
1
1
1
5
33
3
3
1
0
0
1
0
0
18
0
0
6
6
6
15
0
0
6
6
6
14.833333
0
8.9
1.4
3.51
Graduate
1
14
1
8
1
1
1
2
1
3
4
1
0
0
1
0
0
22
0
0
5
11
4
12.25
0
0
5
9
5
13.285714
0
12.7
3.7
-1.7
Graduate
1
17
1
6
1
16
1
1
14
5
8
0
0
0
1
0
0
20
0
7
11
13
11
15.692308
0
4
9
9
9
15.555556
0
8.9
1.4
3.51
Graduate
1
12
1
17
0
1
1
1
27
10
8
0
0
0
1
0
1
24
0
0
5
7
5
12.285714
0
0
5
9
5
12.75
1
16.2
0.3
-0.92
Graduate
1
8
1
2
1
1
1
1
28
10
10
1
0
1
1
0
0
22
0
12
17
19
12
11.833333
0
10
17
22
11
11.25
0
11.1
0.6
2.02
Enrolled
1
14
1
3
0
1
1
23
14
6
5
0
0
0
1
0
0
20
0
2
6
6
6
12.166667
0
0
6
7
5
14
0
12.7
3.7
-1.7
Enrolled
1
1
1
13
1
1
1
13
28
10
10
1
0
0
1
0
1
20
0
0
7
10
7
11.888889
0
0
8
10
8
11.95625
0
12.7
3.7
-1.7
Graduate
2
4
1
3
0
3
1
23
1
10
10
0
0
0
0
0
0
35
0
0
6
0
0
0
0
0
6
0
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
14
1
1
1
1
1
6
8
0
0
0
1
0
1
18
0
0
5
6
5
11.8
0
0
5
5
5
12.6
0
9.4
-0.8
-3.12
Graduate
1
8
2
10
1
1
1
2
3
4
4
1
0
0
1
0
0
19
0
0
6
7
6
11.166667
0
0
6
9
6
11.666667
0
9.4
-0.8
-3.12
Graduate
1
9
1
12
1
1
1
3
3
4
4
0
0
0
1
0
0
18
0
0
7
7
7
14.057143
0
0
8
9
8
14.6
0
16.2
0.3
-0.92
Graduate
1
1
2
11
1
1
1
1
28
5
10
1
0
0
1
0
0
18
0
0
6
10
4
11.75
0
0
6
13
4
10
0
7.6
2.6
0.32
Dropout
2
12
1
10
1
12
1
1
2
5
7
0
0
0
1
0
0
31
0
0
6
6
6
13.166667
0
0
6
8
6
13
0
9.4
-0.8
-3.12
Enrolled
1
8
1
10
1
1
1
13
14
6
8
0
0
0
1
0
1
19
0
0
6
7
6
13.5
0
0
6
7
6
14
0
15.5
2.8
-4.06
Graduate
1
9
1
12
1
1
1
23
27
5
10
1
0
0
1
0
1
20
0
0
7
10
7
12.625
0
0
8
8
8
13.0625
0
15.5
2.8
-4.06
Graduate
1
8
3
6
1
1
1
13
28
6
8
0
0
0
1
0
0
21
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
3
12
1
1
1
13
28
10
8
1
0
0
1
0
1
18
0
0
8
8
7
13.971429
0
0
8
8
7
13.971429
0
12.7
3.7
-1.7
Graduate
1
1
5
5
1
1
1
19
1
6
8
1
0
0
1
0
0
18
0
0
6
7
2
11
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
12
1
17
0
1
1
23
14
5
9
0
0
0
1
0
0
33
0
0
5
5
5
12.8
0
0
5
6
5
15.333333
0
10.8
1.4
1.74
Graduate
1
1
2
14
1
1
1
22
27
10
8
1
0
0
1
0
1
18
0
0
6
8
6
13.571429
0
0
6
6
5
12.8
0
12.4
0.5
1.79
Enrolled
1
1
1
2
1
1
1
22
27
8
10
1
0
0
0
0
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Dropout
1
1
1
6
1
1
1
22
27
10
7
0
0
1
1
0
0
21
0
0
5
9
2
11.5
0
0
5
13
4
11
1
10.8
1.4
1.74
Enrolled
1
8
3
11
1
1
1
22
14
6
6
1
0
0
1
0
0
19
0
0
6
8
4
11.25
0
0
6
8
4
12
0
10.8
1.4
1.74
Enrolled
1
4
1
17
0
3
1
3
14
3
4
0
0
0
1
0
0
28
0
0
5
7
5
13.714286
0
0
5
7
5
13.142857
0
16.2
0.3
-0.92
Graduate
2
12
1
9
1
1
1
1
14
10
10
0
0
0
0
0
0
29
0
0
4
4
0
0
0
0
5
0
0
0
0
12.7
3.7
-1.7
Dropout
1
15
1
8
1
14
1
1
27
4
4
1
0
1
0
0
0
36
0
2
6
9
6
12
0
1
6
8
3
14.666667
0
12.4
0.5
1.79
Dropout
1
12
1
3
0
12
1
22
27
10
8
0
0
0
1
0
1
32
0
0
6
7
6
12.666667
0
0
6
7
6
13.333333
0
12.7
3.7
-1.7
Graduate
1
12
1
12
1
1
1
23
27
6
8
1
0
0
1
0
1
25
0
0
8
11
7
13.29
3
0
8
11
7
13.29
3
9.4
-0.8
-3.12
Enrolled
2
14
1
17
0
1
1
22
27
4
11
0
0
0
1
0
0
33
0
8
10
15
8
10.375
0
7
10
13
9
10.444444
0
7.6
2.6
0.32
Enrolled
2
14
1
3
0
10
1
19
24
1
1
0
0
0
0
0
0
34
0
3
7
13
3
12
0
2
7
15
1
13
1
9.4
-0.8
-3.12
Dropout
2
12
1
3
0
1
1
19
24
1
1
0
0
0
1
0
0
33
0
0
6
10
5
11.4
0
1
6
7
6
11.166667
0
7.6
2.6
0.32
Graduate
1
14
1
17
0
1
1
22
28
10
9
0
0
1
0
0
0
29
0
0
5
15
2
13.25
0
0
5
12
3
12.6
3
16.2
0.3
-0.92
Dropout
1
1
1
12
1
1
1
1
1
5
11
0
0
0
1
0
0
18
0
0
7
7
6
13.861667
0
0
8
16
0
0
1
12.4
0.5
1.79
Dropout
1
1
1
15
1
1
1
22
28
8
8
0
0
0
1
0
1
18
0
0
6
6
6
12.166667
0
0
6
7
6
12.142857
0
15.5
2.8
-4.06
Graduate
2
4
1
10
1
3
1
22
14
5
6
0
0
0
1
0
0
38
0
0
6
17
4
13.75
0
0
6
15
6
14.5
0
16.2
0.3
-0.92
Graduate
1
1
4
12
1
1
1
23
27
10
9
1
0
0
1
0
1
19
0
0
7
7
6
15.433333
0
0
7
7
6
15.433333
0
7.6
2.6
0.32
Graduate
4
12
1
3
0
12
1
22
27
10
10
0
0
0
1
0
1
39
0
0
6
6
6
13.833333
0
0
6
6
6
15.5
0
11.1
0.6
2.02
Graduate
1
14
1
17
0
3
1
22
27
10
10
0
0
0
1
0
0
37
0
7
14
21
12
11.833333
0
11
12
15
11
11.363636
0
12.7
3.7
-1.7
Graduate
1
8
2
13
1
1
1
22
27
6
6
1
0
0
1
0
0
32
0
0
7
7
0
0
0
0
8
8
0
0
0
16.2
0.3
-0.92
Dropout
1
9
1
10
1
1
1
23
24
5
1
0
0
0
1
0
0
18
0
0
1
1
0
0
1
0
6
0
0
0
0
10.8
1.4
1.74
Dropout