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
2
2
1
1
1
1
3
4
4
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
12.4
0.5
1.79
Enrolled
1
1
2
11
1
1
1
23
28
10
8
1
0
0
1
0
1
18
0
0
6
8
6
12.285714
0
0
6
9
5
12.4
0
8.9
1.4
3.51
Graduate
1
1
1
6
1
1
1
10
1
2
12
0
0
0
1
0
0
21
0
0
5
7
5
14.4
0
0
5
5
5
13.8
0
7.6
2.6
0.32
Graduate
1
8
5
12
1
1
1
23
1
10
8
1
0
0
1
0
1
18
0
0
7
8
7
13.15
0
0
8
9
8
15.06875
0
13.9
-0.3
0.79
Graduate
1
15
1
9
1
14
9
2
27
3
9
0
0
1
0
1
0
25
1
0
5
6
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
6
1
7
1
1
14
1
3
6
9
0
0
1
1
1
0
21
1
0
5
5
0
0
0
0
6
8
0
0
0
11.1
0.6
2.02
Dropout
1
9
2
12
1
1
1
23
27
6
6
1
0
0
1
0
1
19
0
0
8
8
7
12.342857
0
0
8
8
7
12.342857
0
10.8
1.4
1.74
Graduate
1
1
2
15
1
1
1
23
1
10
10
1
0
0
1
0
0
19
0
0
6
6
5
12.2
0
0
6
7
5
10.8
0
10.8
1.4
1.74
Enrolled
1
8
1
11
1
1
1
9
24
6
1
1
0
0
1
0
0
22
0
0
6
10
4
10.5
0
0
6
14
1
11
0
7.6
2.6
0.32
Dropout
1
6
1
9
1
1
1
23
1
10
2
0
0
0
1
1
0
19
0
0
5
5
5
10.6
0
0
5
8
5
11.6
0
12.4
0.5
1.79
Graduate
1
12
1
3
0
12
1
22
27
10
6
0
0
0
1
0
0
58
0
0
6
6
0
0
0
0
6
6
0
0
0
11.1
0.6
2.02
Dropout
1
7
2
10
1
1
1
13
27
10
8
1
0
0
1
0
1
19
0
0
6
8
4
11.25
0
0
6
6
6
12
0
10.8
1.4
1.74
Graduate
1
14
1
14
1
1
9
22
27
10
10
1
0
0
1
1
0
23
1
3
9
11
6
10.5
0
4
10
10
10
11.7
0
9.4
-0.8
-3.12
Graduate
1
1
2
15
1
1
1
22
27
10
10
1
0
0
1
0
1
19
0
0
6
11
4
11
0
0
6
11
3
11.666667
0
9.4
-0.8
-3.12
Enrolled
1
9
3
12
1
1
1
13
1
5
8
1
0
0
1
0
0
18
0
0
7
7
7
13.457143
0
0
8
8
8
14.5125
0
13.9
-0.3
0.79
Graduate
1
1
2
6
1
1
1
13
14
12
12
0
0
0
1
0
0
20
0
0
5
6
5
12.6
0
0
5
8
4
12.333333
0
7.6
2.6
0.32
Graduate
1
8
5
6
1
1
1
13
14
12
8
0
0
0
0
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
1
8
1
14
1
1
1
3
14
6
6
0
0
0
1
0
0
18
0
0
6
6
6
13.666667
0
0
6
8
5
13.6
0
8.9
1.4
3.51
Graduate
1
8
4
9
1
1
1
13
14
6
8
1
0
1
1
0
1
18
0
0
5
5
5
11.6
0
0
5
5
5
11.8
0
11.1
0.6
2.02
Graduate
1
12
1
8
1
1
1
23
28
10
11
0
0
0
1
0
0
24
0
0
6
9
6
12.571429
0
0
6
10
5
12.833333
0
11.1
0.6
2.02
Dropout
1
8
4
16
1
1
1
22
27
10
6
1
0
0
1
0
0
18
0
0
6
7
5
11.8
0
0
6
7
5
11.4
0
10.8
1.4
1.74
Dropout
1
1
3
9
1
1
1
1
28
6
8
1
0
0
1
0
1
19
0
0
5
5
5
11.6
0
0
5
11
3
12.666667
0
9.4
-0.8
-3.12
Enrolled
1
8
3
10
1
1
1
13
28
10
8
1
0
0
1
0
1
19
0
0
6
8
6
11.333333
0
0
6
6
6
11.833333
0
8.9
1.4
3.51
Graduate
1
1
1
11
1
1
1
23
28
7
7
1
0
0
1
0
0
18
0
0
6
6
6
10.666667
0
0
6
6
6
11.5
0
7.6
2.6
0.32
Graduate
1
1
2
8
1
1
1
13
27
10
10
1
0
0
1
0
0
18
0
0
5
10
4
13.5
1
0
5
5
5
13.4
0
12.7
3.7
-1.7
Enrolled
1
1
1
2
1
1
1
13
14
6
6
1
0
0
1
0
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Graduate
1
15
1
6
1
1
1
4
4
3
7
0
0
0
1
0
0
22
0
2
6
9
6
13.333333
0
1
6
9
4
11.5
0
13.9
-0.3
0.79
Graduate
1
1
1
11
1
1
1
2
27
2
2
1
0
0
1
0
0
19
0
0
6
9
5
13.4
0
0
6
16
2
13.5
0
10.8
1.4
1.74
Enrolled
3
8
1
10
1
1
1
22
27
10
10
1
0
0
1
0
1
21
0
0
6
8
3
10.2
0
0
6
13
4
12.25
0
12.7
3.7
-1.7
Enrolled
1
8
1
15
1
1
1
13
28
10
8
1
0
0
1
0
1
21
0
0
6
6
5
13
0
0
6
7
6
12.833333
0
8.9
1.4
3.51
Graduate
1
1
3
12
1
1
1
23
28
6
8
1
0
0
1
0
1
18
0
0
8
11
7
12.908571
0
0
8
11
7
12.908571
0
10.8
1.4
1.74
Graduate
1
1
5
16
1
1
1
1
10
5
10
1
0
0
1
0
0
20
0
0
6
12
4
12
0
0
6
11
1
10
0
10.8
1.4
1.74
Dropout
1
1
3
11
1
1
1
22
28
8
8
1
0
0
1
0
1
18
0
0
6
9
6
10.833333
0
0
6
8
5
11
0
7.6
2.6
0.32
Enrolled
1
7
3
5
1
1
1
1
28
5
9
1
0
0
1
0
0
19
0
0
6
6
6
15.333333
0
0
6
9
6
15.833333
0
12.7
3.7
-1.7
Graduate
1
1
2
12
1
1
1
1
28
10
10
1
0
0
1
0
1
18
0
0
7
9
6
12.816667
0
0
8
11
6
12.875
0
11.1
0.6
2.02
Enrolled
1
6
1
9
1
1
14
26
1
4
5
0
0
1
0
1
0
26
1
6
7
7
6
13
0
2
6
6
2
14
0
11.1
0.6
2.02
Dropout
1
6
1
7
1
1
13
1
3
21
31
0
0
1
1
0
0
19
1
0
6
11
2
13.5
1
0
5
11
2
11
0
8.9
1.4
3.51
Enrolled
2
12
1
3
0
1
1
22
27
10
10
0
0
0
1
0
0
35
0
0
6
7
6
12.5
0
0
6
6
6
12.166667
0
15.5
2.8
-4.06
Graduate
1
9
1
14
1
1
1
1
1
10
10
1
0
0
1
0
1
19
0
0
6
7
6
13
0
0
6
6
6
14.333333
0
12.4
0.5
1.79
Graduate
1
1
1
6
1
1
1
23
27
10
7
1
0
0
1
1
0
18
0
0
5
6
4
11.75
0
0
5
10
5
12.571429
1
10.8
1.4
1.74
Graduate
1
1
5
14
1
1
1
13
14
8
4
0
0
0
1
1
0
19
0
0
5
5
4
12.5
0
0
5
5
4
14.25
0
7.6
2.6
0.32
Graduate
1
1
1
2
1
1
1
1
1
10
10
1
0
0
1
1
0
25
0
16
17
19
17
11.611111
0
14
17
22
17
12.055556
0
12.4
0.5
1.79
Graduate
1
8
6
11
1
1
1
1
1
5
4
1
0
0
1
1
0
18
0
0
6
6
6
14
0
0
6
6
6
14.666667
0
11.1
0.6
2.02
Graduate
1
8
1
4
1
1
1
1
4
10
6
1
0
1
0
1
0
26
0
0
6
8
0
0
0
0
6
10
0
0
0
16.2
0.3
-0.92
Dropout
1
14
1
17
0
1
1
1
1
7
7
0
0
0
1
1
0
34
0
0
5
5
5
13.8
0
0
5
6
5
13.833333
0
9.4
-0.8
-3.12
Graduate
1
1
2
11
1
1
1
4
14
5
4
1
0
0
0
1
0
18
0
0
5
6
0
0
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
1
2
1
1
1
3
20
4
6
0
0
0
0
1
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
8
3
7
1
1
1
1
14
5
4
1
0
0
1
1
1
18
0
0
5
9
4
12.25
0
0
5
9
3
12.333333
0
8.9
1.4
3.51
Dropout
1
15
1
4
1
14
1
22
27
10
5
0
0
0
1
1
0
20
0
0
6
12
3
11.5
0
0
6
12
3
13.666667
0
12.4
0.5
1.79
Dropout
1
15
1
5
1
14
1
1
14
5
5
0
0
0
1
1
0
25
0
2
7
9
6
12.571429
0
5
9
9
9
12.555556
0
16.2
0.3
-0.92
Graduate
1
8
1
8
1
1
1
2
1
5
2
0
0
0
1
1
0
18
0
0
6
9
6
12
0
0
6
10
5
12.166667
0
11.1
0.6
2.02
Dropout
1
1
1
4
1
1
1
13
27
10
10
1
0
0
1
1
0
19
0
8
12
17
11
12
2
4
12
21
12
12.307692
0
15.5
2.8
-4.06
Graduate
1
1
1
2
1
1
1
1
1
5
2
1
0
0
1
1
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
9
2
10
1
1
1
13
27
6
8
1
0
0
1
1
1
20
0
1
7
9
6
12
0
2
6
6
6
11.166667
0
10.8
1.4
1.74
Graduate
1
1
1
7
1
1
1
3
1
3
4
0
0
0
1
1
0
20
0
0
5
9
4
11.6
0
0
5
7
4
12.25
2
7.6
2.6
0.32
Enrolled
1
1
2
9
1
1
1
1
27
5
10
1
0
0
1
1
1
19
0
0
5
5
0
0
0
0
5
5
0
0
0
11.1
0.6
2.02
Dropout
1
1
1
9
1
1
1
1
14
5
6
0
0
0
1
1
0
20
0
0
5
9
5
12
0
0
5
9
4
13
0
8.9
1.4
3.51
Enrolled
1
1
6
12
1
1
1
1
1
4
8
1
0
0
1
1
0
18
0
0
7
8
6
13.976667
0
0
8
12
6
12.041667
1
11.1
0.6
2.02
Enrolled
1
1
1
14
1
1
1
2
28
21
35
1
0
0
1
1
0
19
0
0
6
10
4
12.5
0
0
6
12
1
10
3
16.2
0.3
-0.92
Enrolled
1
9
1
9
1
1
1
22
27
8
8
1
0
0
0
1
0
20
0
0
5
5
0
0
0
0
5
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
12
1
14
1
1
1
23
27
8
8
0
0
0
1
1
0
24
0
0
6
15
4
10.5
0
0
6
16
4
12.5
0
15.5
2.8
-4.06
Dropout
1
15
1
4
1
14
1
23
28
10
9
1
0
0
1
1
0
20
0
0
6
8
5
12.857143
0
0
6
11
6
12.3
0
16.2
0.3
-0.92
Graduate
1
1
3
14
1
1
1
3
14
3
9
1
0
0
1
1
0
19
0
0
5
7
3
11.666667
0
0
5
5
4
12
0
9.4
-0.8
-3.12
Enrolled
1
16
1
7
1
1
1
1
14
5
5
0
0
0
1
1
0
23
0
0
5
7
2
13
0
0
5
11
1
10
0
8.9
1.4
3.51
Dropout
1
8
2
11
1
1
1
13
14
5
4
1
0
0
1
1
0
20
0
0
6
8
6
11.833333
0
0
6
9
5
10.4
0
7.6
2.6
0.32
Enrolled
1
14
4
3
0
1
1
19
24
1
1
0
0
0
1
1
0
21
0
9
11
11
11
12.454545
0
3
11
17
8
12.75
0
9.4
-0.8
-3.12
Graduate
1
8
2
7
1
1
1
8
10
10
10
1
0
0
1
1
0
20
0
0
5
6
3
11
0
0
5
6
0
0
0
10.8
1.4
1.74
Dropout
2
8
5
7
1
1
1
22
28
5
5
1
0
0
1
1
0
21
0
0
5
10
4
13.2
0
0
5
7
4
14.25
2
7.6
2.6
0.32
Enrolled
1
1
1
15
1
1
1
1
14
10
8
0
0
0
1
1
1
18
0
0
6
6
6
15.5
0
0
6
6
6
14.166667
0
11.1
0.6
2.02
Graduate
1
1
3
11
1
1
1
1
1
5
4
1
0
0
1
1
0
18
0
0
6
8
6
12.333333
0
0
6
6
6
13.666667
0
11.1
0.6
2.02
Graduate
1
8
1
9
1
1
1
3
28
4
8
1
0
0
1
1
0
18
0
0
5
13
5
12
0
0
5
9
4
11.4
0
13.9
-0.3
0.79
Enrolled
1
15
1
4
1
14
1
3
3
8
2
1
0
0
1
1
0
20
0
0
6
12
4
11.6
0
0
6
11
5
11.5
0
15.5
2.8
-4.06
Enrolled
1
8
1
15
1
1
1
13
28
5
10
0
0
0
1
1
1
18
0
0
6
7
6
11.333333
0
0
6
8
6
12.285714
0
16.2
0.3
-0.92
Graduate
1
8
1
15
1
1
1
22
27
1
5
1
0
0
1
1
0
19
0
0
6
12
0
0
1
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
8
1
7
1
1
1
1
3
10
11
1
0
0
1
1
0
20
0
0
5
7
4
12
0
0
5
8
2
12.5
0
10.8
1.4
1.74
Enrolled
1
8
1
8
1
1
1
13
28
5
8
0
0
0
1
1
0
19
0
0
5
11
4
12
1
0
5
9
5
12.6
0
9.4
-0.8
-3.12
Graduate
1
12
1
17
0
1
1
22
27
10
6
1
0
1
1
1
0
33
0
0
5
11
2
12.5
0
0
5
9
2
11.5
1
12.7
3.7
-1.7
Dropout
1
16
1
2
1
1
1
2
1
4
4
1
0
0
1
1
0
21
0
6
12
12
12
13.666667
0
4
11
16
11
13
0
8.9
1.4
3.51
Graduate
2
12
1
4
1
1
1
1
14
5
5
0
0
1
0
1
0
25
0
0
6
17
2
14.5
2
0
6
13
0
0
1
15.5
2.8
-4.06
Dropout
1
1
1
6
1
1
1
1
1
5
10
1
0
0
1
1
1
20
0
0
6
10
4
13.2
0
0
6
8
0
0
0
12.4
0.5
1.79
Dropout
1
17
1
6
1
16
1
1
1
10
5
1
0
0
1
1
1
22
0
1
7
11
5
12.166667
0
4
8
14
5
14.8
0
8.9
1.4
3.51
Dropout
4
12
1
15
1
12
1
22
27
10
2
0
0
0
1
0
0
39
0
0
6
10
4
11.25
0
0
6
6
6
11.333333
0
10.8
1.4
1.74
Graduate
1
1
2
14
1
1
1
3
1
3
7
1
0
0
1
1
1
21
0
0
6
8
6
15.166667
0
0
6
7
6
14.428571
0
8.9
1.4
3.51
Graduate
1
8
1
11
1
1
1
1
1
10
10
0
0
0
1
0
1
19
0
0
6
8
6
11.166667
0
0
6
7
4
13.4
0
16.2
0.3
-0.92
Graduate
1
12
1
12
1
12
1
22
27
10
8
0
0
0
1
0
1
26
0
0
7
8
6
10.983333
0
0
7
8
6
10.983333
0
7.6
2.6
0.32
Graduate
1
9
2
10
1
1
1
13
1
5
4
1
0
0
1
0
1
19
0
0
6
8
4
10.75
0
0
6
11
5
11.5
0
15.5
2.8
-4.06
Graduate
1
17
1
6
1
16
1
1
3
5
3
1
0
0
0
0
1
20
0
7
12
15
11
13.384615
0
4
9
13
7
14.285714
0
8.9
1.4
3.51
Graduate
1
8
1
14
1
1
1
1
27
5
10
1
0
0
1
0
1
25
0
0
6
8
6
11.285714
0
0
6
10
5
12.2
0
15.5
2.8
-4.06
Enrolled
1
14
1
3
0
1
1
13
27
9
6
0
0
0
1
1
0
24
0
0
6
13
0
0
3
0
6
6
0
0
0
16.2
0.3
-0.92
Dropout
1
8
6
7
1
1
1
13
14
5
1
1
0
0
1
1
0
20
0
0
5
7
4
13
0
0
5
9
5
14.833333
3
7.6
2.6
0.32
Graduate
2
12
1
4
1
1
1
22
27
10
10
0
0
0
1
1
0
29
0
0
6
9
6
16.111111
0
0
6
7
6
13.5
0
13.9
-0.3
0.79
Graduate
1
1
1
15
1
1
1
1
3
10
10
0
0
0
1
1
0
20
0
0
6
8
6
11.5
0
0
6
8
6
11
0
16.2
0.3
-0.92
Graduate
1
15
1
8
1
14
1
3
4
3
3
1
0
0
1
1
0
20
0
0
6
15
4
10.75
0
0
6
12
2
10.5
0
13.9
-0.3
0.79
Dropout
1
12
1
14
1
12
1
13
1
6
9
1
0
0
1
1
1
24
0
0
6
10
4
11.6
0
0
6
8
5
13
0
11.1
0.6
2.02
Graduate
1
12
1
12
1
12
1
1
3
3
3
0
0
1
1
1
0
24
0
0
7
21
0
0
3
0
7
7
0
0
0
16.2
0.3
-0.92
Dropout
1
4
1
7
1
15
1
3
1
3
6
0
0
0
1
1
0
23
0
0
5
5
5
13.8
0
0
5
7
5
14.142857
0
11.1
0.6
2.02
Graduate
1
14
1
13
1
1
1
1
27
6
6
1
0
0
1
1
0
20
0
0
7
8
7
13.585714
0
0
8
8
8
14.6875
0
15.5
2.8
-4.06
Graduate
1
8
2
14
1
1
1
1
1
5
11
1
0
0
1
1
0
19
0
0
6
8
6
13.857143
0
0
6
8
5
13
0
15.5
2.8
-4.06
Graduate
4
12
1
4
1
1
1
22
27
10
9
0
0
0
1
1
0
28
0
0
6
12
5
12
0
0
6
10
6
12.333333
0
11.1
0.6
2.02
Enrolled
1
15
1
4
1
14
1
1
28
5
5
1
0
0
1
1
1
20
0
0
6
9
6
13.444444
0
0
6
9
5
12.6
0
13.9
-0.3
0.79
Graduate