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
11
1
1
1
1
1
10
7
1
0
1
0
0
0
24
0
0
6
14
6
11.285714
0
0
6
16
3
10.333333
0
8.9
1.4
3.51
Dropout
1
1
1
10
1
1
1
23
27
10
6
0
0
0
1
0
1
18
0
0
6
6
6
13.833333
0
0
6
7
0
0
0
15.5
2.8
-4.06
Dropout
1
16
1
11
1
1
1
23
28
10
10
0
0
0
1
0
0
28
0
0
6
8
6
12.857143
0
0
6
8
5
12.6
0
8.9
1.4
3.51
Graduate
1
8
5
16
1
1
1
13
28
5
9
1
0
0
1
0
1
18
0
0
6
8
6
11.666667
0
0
6
9
4
12
0
10.8
1.4
1.74
Dropout
1
4
1
16
1
3
1
19
24
1
1
1
0
0
0
0
0
24
0
0
6
12
0
0
0
0
5
10
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
6
1
1
1
1
27
5
11
0
0
0
1
0
0
19
0
0
5
7
5
14.4
0
0
5
6
5
13.2
0
7.6
2.6
0.32
Graduate
2
12
1
3
0
1
1
22
27
10
9
0
0
0
1
0
0
44
0
0
6
6
6
14.833333
0
0
6
6
6
14.166667
0
10.8
1.4
1.74
Graduate
1
7
3
6
1
1
1
22
27
10
3
1
0
0
1
0
1
18
0
0
6
14
6
14.333333
0
0
6
9
6
12
0
15.5
2.8
-4.06
Graduate
1
1
1
2
1
1
1
22
27
10
8
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Graduate
1
1
6
15
1
1
1
1
1
12
12
0
0
0
1
0
0
22
0
0
6
0
0
0
0
0
6
0
0
0
0
7.6
2.6
0.32
Dropout
1
9
1
16
1
1
1
22
27
10
6
0
0
0
1
0
1
18
0
0
7
9
6
12.333333
0
0
7
7
6
12.666667
0
11.1
0.6
2.02
Graduate
2
12
1
17
0
1
1
22
27
10
5
0
0
0
1
0
0
44
0
0
5
5
5
11.8
0
0
5
5
5
12.4
0
15.5
2.8
-4.06
Graduate
5
12
1
16
1
12
1
23
1
6
4
0
0
1
1
0
0
33
0
0
6
7
5
13.2
0
0
6
7
5
10.6
0
7.6
2.6
0.32
Dropout
2
12
1
16
1
1
1
22
27
10
10
0
0
1
0
0
0
32
0
0
6
6
0
0
0
0
5
10
0
0
0
10.8
1.4
1.74
Dropout
2
12
1
4
1
1
1
13
14
5
5
0
0
0
0
0
0
35
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
1
10
1
1
1
13
14
7
7
1
0
0
1
0
0
20
0
0
6
6
6
11.5
0
0
6
7
6
13.285714
0
11.1
0.6
2.02
Graduate
1
12
1
11
1
1
1
3
1
7
7
1
0
0
1
0
0
24
0
0
6
8
5
12.6
0
0
6
7
5
12.2
0
9.4
-0.8
-3.12
Graduate
1
1
1
12
1
1
1
23
1
10
11
0
0
0
1
0
0
19
0
0
7
7
7
13.542857
0
0
8
9
8
14.222222
0
16.2
0.3
-0.92
Graduate
1
1
1
11
1
1
1
13
14
6
6
1
0
0
1
0
0
21
0
0
6
8
5
11.6
0
0
6
6
5
13
0
12.4
0.5
1.79
Enrolled
1
1
2
15
1
1
1
1
1
5
10
1
0
0
1
1
1
19
0
0
6
7
6
13.666667
0
0
6
6
6
13.833333
0
12.7
3.7
-1.7
Graduate
1
13
1
4
1
1
1
13
1
10
6
1
0
0
0
1
0
27
0
0
6
10
0
0
0
0
6
8
0
0
0
15.5
2.8
-4.06
Dropout
1
12
1
16
1
1
1
13
1
10
5
0
0
0
0
0
0
30
0
0
6
0
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
1
8
4
2
1
1
1
23
28
10
10
1
0
0
1
1
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
5
1
1
1
1
10
6
9
1
0
0
1
1
0
19
0
0
6
6
6
11.5
0
0
6
8
6
12.285714
0
8.9
1.4
3.51
Graduate
2
12
1
17
0
1
1
22
27
10
11
0
0
0
1
0
0
34
0
0
5
12
2
11.5
0
0
5
9
4
11.75
0
9.4
-0.8
-3.12
Enrolled
1
14
1
12
1
1
1
4
14
5
11
0
0
0
1
1
0
18
0
0
7
7
7
11.828571
0
0
8
10
7
12.9125
0
13.9
-0.3
0.79
Graduate
1
1
1
2
1
1
1
3
2
4
4
1
0
0
1
1
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Graduate
1
1
2
2
1
1
1
3
29
2
4
1
0
0
1
1
0
17
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Enrolled
1
1
1
12
1
1
1
13
27
5
10
1
0
0
1
0
1
19
0
0
7
7
6
12.966667
0
0
7
7
6
12.966667
0
7.6
2.6
0.32
Graduate
1
1
1
15
1
1
1
22
28
10
7
1
0
0
1
1
0
18
0
0
6
6
6
13.833333
0
0
6
6
6
13.666667
0
12.7
3.7
-1.7
Graduate
1
8
2
12
1
1
1
13
14
10
11
1
0
0
1
0
0
19
0
0
7
7
7
14.125714
0
0
8
8
8
14.36875
0
11.1
0.6
2.02
Graduate
4
12
1
11
1
1
1
23
27
10
10
0
0
1
1
0
0
45
0
4
10
12
5
12.166667
4
2
8
8
0
0
2
12.7
3.7
-1.7
Dropout
1
12
1
6
1
1
1
13
27
10
7
1
0
0
1
0
0
26
0
0
6
17
6
12.666667
0
0
6
21
4
12.25
0
15.5
2.8
-4.06
Graduate
2
12
2
17
0
1
1
22
27
10
10
1
0
0
1
1
0
51
0
0
4
4
0
0
0
0
5
0
0
0
0
12.7
3.7
-1.7
Dropout
2
12
1
15
1
12
1
22
27
7
7
0
0
1
1
1
1
49
0
0
6
8
6
12.285714
0
0
6
7
6
14.166667
0
10.8
1.4
1.74
Graduate
1
13
1
12
1
1
1
3
14
3
9
0
0
0
1
1
0
22
0
3
6
7
3
14.5
0
4
7
8
4
14.375
0
15.5
2.8
-4.06
Enrolled
1
8
1
9
1
1
1
1
27
6
10
1
0
0
1
1
0
22
0
0
5
8
2
10
0
0
5
7
1
10
0
7.6
2.6
0.32
Dropout
2
4
1
8
1
3
1
3
3
2
2
0
0
0
1
0
0
33
0
1
5
11
2
11.5
1
1
5
8
2
12
0
9.4
-0.8
-3.12
Dropout
1
5
1
14
1
1
9
22
27
10
10
0
0
0
1
0
0
20
1
0
5
6
5
11.6
0
0
5
6
4
11.5
0
9.4
-0.8
-3.12
Graduate
1
1
4
10
1
1
1
23
14
8
8
1
0
0
1
0
1
18
0
0
6
6
6
12.5
0
0
6
6
6
11.666667
0
10.8
1.4
1.74
Graduate
1
1
5
16
1
1
1
23
27
10
10
1
0
1
0
0
0
20
0
0
6
9
3
11.666667
0
0
6
10
2
11
0
10.8
1.4
1.74
Dropout
2
18
1
17
0
1
14
23
27
5
7
0
0
0
1
0
0
37
1
5
10
11
7
13.428571
0
5
10
11
10
11.6
0
8.9
1.4
3.51
Graduate
1
1
1
11
1
1
2
22
1
10
4
1
0
0
1
1
0
18
1
0
6
6
6
13.666667
0
0
6
6
6
13.5
0
7.6
2.6
0.32
Graduate
1
1
3
11
1
1
1
1
14
10
10
1
0
0
1
0
0
19
0
0
6
6
6
12.5
0
0
6
6
6
12.166667
0
12.4
0.5
1.79
Graduate
1
15
1
6
1
14
1
1
14
4
4
1
0
0
1
0
0
21
0
2
6
7
6
13
0
1
6
15
4
12.8
0
12.4
0.5
1.79
Graduate
1
1
2
12
1
1
1
13
1
10
2
0
0
0
1
0
0
20
0
0
7
9
6
12.783333
0
0
8
9
7
12.842857
0
13.9
-0.3
0.79
Graduate
1
1
2
12
1
1
1
22
1
8
8
1
0
0
1
0
0
19
0
0
7
0
0
0
0
0
8
0
0
0
0
13.9
-0.3
0.79
Dropout
1
8
2
13
1
1
1
23
14
8
8
1
0
0
1
0
0
20
0
0
7
13
4
13.5
0
0
7
11
4
11.225
0
11.1
0.6
2.02
Dropout
1
8
4
12
1
1
1
3
1
3
6
1
0
0
1
0
0
18
0
0
7
7
7
13.457143
0
0
8
8
8
15.125
0
13.9
-0.3
0.79
Graduate
1
1
4
12
1
1
1
1
14
10
8
1
0
0
1
0
0
19
0
0
8
8
7
13.442857
0
0
8
8
7
13.442857
0
12.7
3.7
-1.7
Graduate
1
1
1
10
1
1
1
22
28
10
4
0
0
0
1
0
0
18
0
0
6
13
4
11
0
0
6
12
5
10.833333
0
15.5
2.8
-4.06
Graduate
1
8
1
10
1
1
1
23
28
8
8
1
0
0
1
0
1
18
0
0
6
6
6
11.333333
0
0
6
7
6
12.285714
0
15.5
2.8
-4.06
Graduate
1
1
2
15
1
1
1
1
14
5
6
1
0
0
1
0
0
18
0
0
5
7
2
10
0
0
1
1
0
0
0
12.7
3.7
-1.7
Dropout
1
1
6
12
1
1
1
1
28
4
10
1
0
0
1
0
0
19
0
0
7
10
5
13.44
0
0
7
8
6
13.066667
0
12.4
0.5
1.79
Enrolled
1
1
2
13
1
1
1
1
14
5
6
1
0
0
1
0
1
18
0
0
7
8
7
12.214286
0
0
8
8
8
14.0625
0
16.2
0.3
-0.92
Graduate
1
1
1
5
1
1
14
22
14
10
9
1
0
0
1
0
1
19
1
0
6
6
6
14.166667
0
0
6
6
6
13.5
0
11.1
0.6
2.02
Graduate
1
17
1
4
1
16
1
1
14
10
8
0
0
1
1
0
1
24
0
7
12
13
12
12.846154
0
5
11
13
11
12.636364
0
8.9
1.4
3.51
Graduate
1
15
1
6
1
14
1
22
27
10
10
0
0
0
1
0
0
20
0
2
6
8
6
13
0
1
6
18
2
12
0
12.4
0.5
1.79
Enrolled
1
1
1
9
1
1
1
1
14
6
8
1
0
0
1
0
1
21
0
0
5
6
5
12.8
1
0
5
7
4
11.25
0
9.4
-0.8
-3.12
Graduate
1
15
1
6
1
14
1
23
27
5
11
0
0
1
0
0
0
20
0
1
6
13
4
13
0
1
6
11
5
12
0
16.2
0.3
-0.92
Dropout
1
8
6
12
1
1
1
13
27
4
10
1
0
0
1
0
1
19
0
0
7
7
7
13.371429
0
0
8
9
8
13.666667
0
16.2
0.3
-0.92
Graduate
1
8
5
13
1
1
1
13
14
10
9
1
0
0
1
0
1
19
0
0
7
8
7
13.385714
0
0
8
8
8
13.3875
0
10.8
1.4
1.74
Graduate
1
1
3
12
1
1
1
1
1
10
10
1
0
0
1
0
0
18
0
0
8
8
7
13.328571
0
0
8
8
7
13.328571
0
12.7
3.7
-1.7
Graduate
1
1
1
6
1
1
1
23
28
5
8
1
0
0
1
0
0
19
0
0
6
12
5
14
0
0
6
14
5
11
0
16.2
0.3
-0.92
Graduate
1
8
4
9
1
1
1
23
14
10
10
1
0
0
1
0
0
21
0
0
5
5
5
12.6
0
0
5
5
5
13.2
0
8.9
1.4
3.51
Graduate
1
1
2
16
1
1
1
1
28
10
9
1
0
0
1
0
1
19
0
0
6
7
6
14
0
0
6
6
6
15
0
15.5
2.8
-4.06
Graduate
1
1
5
11
1
1
1
13
1
8
11
1
0
0
1
0
1
18
0
0
6
7
6
13.428571
0
0
6
6
6
12.666667
0
8.9
1.4
3.51
Graduate
1
8
5
5
1
1
1
4
1
5
5
1
1
0
1
0
1
17
0
0
6
6
6
13
0
0
6
6
6
12.5
0
15.5
2.8
-4.06
Graduate
1
9
4
16
1
1
1
13
28
5
11
1
0
0
1
0
0
19
0
0
6
8
5
12.666667
0
0
6
8
5
11
0
15.5
2.8
-4.06
Enrolled
1
8
6
9
1
1
1
22
1
10
8
1
0
0
0
1
0
23
0
0
5
9
3
10
1
0
5
9
3
12.333333
0
9.4
-0.8
-3.12
Dropout
1
1
1
14
1
1
1
1
27
2
11
1
0
0
1
0
0
19
0
0
6
7
6
12.833333
0
0
6
10
6
11.777778
0
8.9
1.4
3.51
Graduate
1
1
1
12
1
1
1
13
3
10
5
1
0
0
1
0
0
18
0
0
7
7
6
12.916667
0
0
7
7
6
12.916667
0
7.6
2.6
0.32
Graduate
1
1
1
14
1
1
1
23
28
6
10
1
0
0
1
0
0
20
0
0
6
9
6
13.285714
0
0
6
8
5
13.8
0
15.5
2.8
-4.06
Graduate
1
1
3
6
1
1
1
1
14
10
10
1
0
0
1
0
1
19
0
0
5
6
5
14.6
0
0
5
5
5
13.8
0
10.8
1.4
1.74
Graduate
1
1
1
10
1
1
1
13
28
4
10
1
0
0
1
0
1
18
0
0
6
6
6
14
0
0
6
6
6
13.666667
0
12.4
0.5
1.79
Graduate
1
8
2
10
1
1
1
22
27
10
5
0
0
0
1
0
1
19
0
0
6
7
6
14.142857
0
0
6
6
6
15
0
13.9
-0.3
0.79
Graduate
1
1
4
10
1
1
1
23
1
5
11
1
0
0
1
0
0
19
0
0
6
8
6
11.666667
0
0
6
6
6
12.333333
0
10.8
1.4
1.74
Graduate
1
8
1
12
1
1
1
13
27
5
9
1
0
0
1
0
0
18
0
0
8
9
8
14.3775
1
0
8
9
8
14.3775
1
9.4
-0.8
-3.12
Graduate
1
8
2
12
1
1
1
3
3
4
7
1
0
0
1
0
0
18
0
0
7
8
7
12.5
0
0
8
9
7
13.042857
0
13.9
-0.3
0.79
Graduate
1
1
5
12
1
1
1
23
28
8
8
1
0
0
1
0
1
19
0
0
7
7
6
14.15
0
0
7
7
6
14.15
0
7.6
2.6
0.32
Graduate
1
1
1
12
1
1
1
23
27
10
10
0
0
0
1
0
1
19
0
0
8
12
7
12.471429
0
0
8
12
7
12.471429
0
12.7
3.7
-1.7
Graduate
1
1
1
12
1
1
1
4
4
3
2
0
0
0
1
0
0
19
0
0
7
7
6
14.15
0
0
7
7
6
14.15
0
7.6
2.6
0.32
Graduate
1
1
2
12
1
1
1
22
27
10
9
1
0
0
1
0
0
21
0
0
7
11
7
14.072222
0
0
8
8
8
14.0475
0
15.5
2.8
-4.06
Graduate
1
1
3
15
1
1
1
3
1
3
4
1
0
0
1
0
0
18
0
0
6
7
6
14.857143
0
0
6
6
6
14.666667
0
13.9
-0.3
0.79
Graduate
1
1
1
15
1
1
1
13
27
10
10
0
0
0
1
0
1
19
0
0
6
7
6
14.285714
0
0
6
6
6
13.166667
0
11.1
0.6
2.02
Graduate
1
1
4
15
1
1
1
13
27
13
12
0
0
0
0
0
0
18
0
0
4
4
0
0
0
0
4
4
0
0
0
12.7
3.7
-1.7
Dropout
1
4
1
3
0
3
1
1
1
5
5
0
0
0
1
0
0
30
0
0
6
0
0
0
0
0
6
0
0
0
0
10.8
1.4
1.74
Dropout
1
8
1
8
1
1
1
3
2
4
7
1
0
0
1
0
0
18
0
0
6
8
6
15
0
0
6
8
5
15.166667
0
13.9
-0.3
0.79
Dropout
1
1
3
12
1
1
1
13
14
5
9
1
0
0
1
0
1
20
0
0
7
7
6
12.633333
0
0
7
7
6
12.633333
0
7.6
2.6
0.32
Graduate
1
12
1
14
1
12
1
1
1
5
8
0
0
1
0
0
0
25
0
0
5
5
5
11.2
0
0
5
5
5
12.6
0
9.4
-0.8
-3.12
Dropout
1
1
5
12
1
1
1
23
27
6
8
1
0
0
1
0
0
18
0
0
7
7
6
14.233333
0
0
7
7
6
14.233333
0
7.6
2.6
0.32
Graduate
5
1
3
6
1
1
1
13
14
5
8
1
0
0
1
0
0
21
0
0
5
13
5
12.2
2
0
5
10
3
11.333333
1
9.4
-0.8
-3.12
Enrolled
1
1
1
12
1
1
1
5
4
3
2
0
0
0
1
0
0
18
0
0
8
8
7
15.7
0
0
8
8
7
15.7
0
12.7
3.7
-1.7
Graduate
1
1
1
12
1
1
1
22
27
10
10
1
0
0
1
0
0
18
0
0
7
7
6
15.2
0
0
7
7
6
15.2
0
7.6
2.6
0.32
Graduate
1
8
1
16
1
1
1
3
3
3
3
1
0
0
0
0
0
29
0
0
6
9
6
16.333333
0
0
6
8
5
15.6
0
12.7
3.7
-1.7
Dropout
1
14
1
8
1
1
1
3
3
3
3
0
0
0
1
0
0
20
0
10
17
29
14
12.5625
4
7
12
24
12
12.857143
1
15.5
2.8
-4.06
Graduate
1
4
1
12
1
3
1
3
1
5
5
0
0
0
1
0
0
26
0
0
7
0
0
0
0
0
8
0
0
0
0
13.9
-0.3
0.79
Dropout
1
1
2
10
1
1
1
23
1
8
8
1
0
0
1
0
0
21
0
0
6
8
5
12.4
0
0
6
6
6
12
0
12.4
0.5
1.79
Graduate
1
9
1
12
1
1
1
22
14
6
6
0
0
0
1
0
1
19
0
0
8
9
8
13.78125
1
0
8
9
8
13.78125
1
9.4
-0.8
-3.12
Graduate
1
8
2
11
1
1
1
13
14
6
6
1
0
1
1
0
0
19
0
0
6
10
6
12.166667
0
0
6
8
5
11.666667
0
16.2
0.3
-0.92
Dropout