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
14
1
13
1
1
1
1
1
5
9
1
1
0
1
0
0
20
0
1
7
9
7
12.333333
0
0
8
8
8
12.625
0
12.7
3.7
-1.7
Enrolled
1
1
5
5
1
1
1
22
27
10
10
1
0
0
1
0
0
20
0
0
6
6
6
11.166667
0
0
6
6
6
12.166667
0
7.6
2.6
0.32
Graduate
1
8
1
6
1
1
1
22
27
10
10
1
0
0
1
0
1
23
0
0
6
6
6
14.666667
0
0
6
8
6
12.428571
0
8.9
1.4
3.51
Graduate
1
1
2
9
1
1
1
1
14
5
10
1
0
0
1
0
0
19
0
0
5
5
5
11.2
0
0
5
11
4
11.75
0
10.8
1.4
1.74
Enrolled
1
1
1
10
1
1
1
22
28
10
11
0
0
0
1
0
0
18
0
0
6
9
6
13.714286
0
0
6
6
6
14.166667
0
13.9
-0.3
0.79
Graduate
1
1
1
9
1
1
1
23
14
10
10
1
0
0
1
1
0
19
0
0
5
5
5
12.8
0
0
5
10
5
11.444444
0
10.8
1.4
1.74
Graduate
1
8
4
15
1
1
1
1
28
6
8
1
0
0
1
0
0
20
0
0
6
9
4
13.25
0
0
6
11
5
11.8
0
12.4
0.5
1.79
Graduate
1
1
6
12
1
1
1
22
14
10
8
1
0
0
1
0
0
19
0
0
8
10
6
13.78
1
0
8
10
6
13.78
1
9.4
-0.8
-3.12
Dropout
1
8
3
12
1
1
1
22
28
5
6
1
0
0
1
0
0
19
0
0
8
8
7
15.11
0
0
8
8
7
15.11
0
10.8
1.4
1.74
Graduate
1
1
2
10
1
1
1
1
14
5
6
0
0
0
1
0
0
18
0
0
6
10
4
11
0
0
6
8
5
11.2
0
10.8
1.4
1.74
Graduate
1
1
1
12
1
1
1
23
14
10
6
1
0
0
1
0
1
20
0
0
8
8
7
15.798571
0
0
8
8
7
15.798571
0
10.8
1.4
1.74
Graduate
1
1
3
12
1
1
1
13
27
10
10
1
0
0
1
0
0
20
0
0
7
7
7
13.775714
0
0
8
8
8
15.6
0
12.4
0.5
1.79
Graduate
4
12
1
12
1
1
1
23
27
8
8
1
0
0
1
0
0
24
0
0
8
11
7
12.16
0
0
8
11
7
12.16
0
10.8
1.4
1.74
Graduate
4
12
2
13
1
1
1
23
27
8
8
1
0
0
1
0
0
24
0
0
7
0
0
0
0
0
7
0
0
0
0
10.8
1.4
1.74
Dropout
1
8
2
15
1
1
1
2
1
3
8
1
0
0
1
0
0
20
0
0
6
6
6
14.333333
0
0
6
6
6
15.5
0
12.4
0.5
1.79
Graduate
1
1
3
5
1
1
1
13
14
4
4
1
0
0
1
0
0
20
0
0
6
6
6
11.833333
0
0
6
6
3
13.333333
0
9.4
-0.8
-3.12
Enrolled
1
1
1
6
1
1
1
23
27
4
10
1
0
0
0
0
0
18
0
0
6
7
6
14.833333
0
0
6
8
6
12.5
0
8.9
1.4
3.51
Enrolled
1
1
1
12
1
1
1
1
27
10
10
0
0
0
1
0
0
18
0
0
8
8
7
14.2
0
0
8
8
7
14.2
0
12.7
3.7
-1.7
Graduate
1
1
1
6
1
1
1
2
1
5
4
1
0
0
1
0
0
21
0
0
5
6
5
12.2
0
0
5
5
5
13.2
0
10.8
1.4
1.74
Graduate
1
8
1
16
1
1
1
1
28
5
11
1
0
0
1
0
0
18
0
0
6
10
4
13
0
0
6
9
5
13.666667
0
9.4
-0.8
-3.12
Graduate
1
8
5
12
1
1
1
13
1
6
4
1
0
0
1
0
1
19
0
0
8
8
7
12.485714
0
0
8
8
7
12.485714
0
12.7
3.7
-1.7
Graduate
1
4
1
6
1
15
1
1
1
5
5
1
0
0
1
0
0
22
0
0
6
7
6
17
0
0
6
7
6
16.285714
0
11.1
0.6
2.02
Graduate
1
8
3
10
1
1
1
13
14
8
8
1
0
0
1
0
0
19
0
0
6
7
5
10.8
0
0
6
9
6
10.166667
0
8.9
1.4
3.51
Graduate
1
1
3
12
1
1
3
22
27
10
10
1
0
0
1
0
0
18
1
0
7
7
6
14.716667
0
0
7
7
6
14.716667
0
7.6
2.6
0.32
Graduate
1
1
1
6
1
1
1
22
14
10
6
1
0
0
1
0
1
19
0
0
5
10
2
13.5
0
0
5
11
5
11.4
1
10.8
1.4
1.74
Enrolled
1
14
1
12
1
1
1
23
14
6
6
1
0
0
1
0
1
24
0
0
8
8
7
11.971429
0
0
8
8
7
11.971429
0
12.7
3.7
-1.7
Enrolled
1
1
3
6
1
1
1
23
14
10
6
0
0
0
1
0
0
19
0
0
5
7
3
12
0
0
5
7
4
13.5
0
7.6
2.6
0.32
Enrolled
1
1
1
3
0
1
1
23
28
6
3
0
0
0
1
0
0
34
0
0
6
7
6
12.333333
0
0
6
6
6
11.666667
0
10.8
1.4
1.74
Graduate
1
8
5
6
1
1
1
23
28
10
10
1
0
0
1
0
0
19
0
0
12
22
6
15.307692
0
0
10
13
6
13.875
0
15.5
2.8
-4.06
Graduate
1
1
1
12
1
1
1
22
27
8
10
1
0
0
1
0
1
18
0
0
7
7
6
12.666667
0
0
7
7
6
12.666667
0
7.6
2.6
0.32
Graduate
1
1
5
12
1
1
1
22
27
10
6
1
0
0
1
0
1
19
0
0
7
10
7
14.368
0
0
8
8
8
14.44875
0
15.5
2.8
-4.06
Graduate
1
12
1
12
1
1
1
13
1
2
2
0
0
0
1
0
0
25
0
0
8
8
7
12.084286
0
0
8
8
7
12.084286
0
10.8
1.4
1.74
Graduate
1
15
1
6
1
14
1
3
28
3
10
1
0
0
1
0
0
21
0
7
12
18
8
12.25
0
4
12
27
8
12.2
0
12.4
0.5
1.79
Enrolled
1
1
1
11
1
1
1
22
27
8
8
0
0
0
1
0
0
18
0
0
6
10
5
12.2
0
0
6
10
5
11.6
0
16.2
0.3
-0.92
Enrolled
1
1
1
10
1
1
1
19
28
5
8
0
0
0
1
0
1
18
0
0
6
12
4
11
0
0
6
9
6
11.5
0
9.4
-0.8
-3.12
Graduate
1
1
1
3
0
1
1
23
28
10
8
1
0
0
1
0
0
28
0
0
6
8
5
12.8
0
0
6
8
5
11
0
9.4
-0.8
-3.12
Graduate
5
14
1
12
1
1
1
1
28
6
6
0
0
0
1
0
1
18
0
0
8
8
7
11.857143
0
0
8
8
7
11.857143
0
12.7
3.7
-1.7
Graduate
2
12
1
11
1
1
1
22
27
10
10
0
0
0
1
0
0
41
0
0
6
8
6
12.285714
0
0
6
10
5
13
0
8.9
1.4
3.51
Graduate
1
8
2
16
1
1
1
22
27
6
1
0
0
0
1
0
0
18
0
0
6
11
3
12.333333
0
0
6
11
4
13.5
0
7.6
2.6
0.32
Dropout
1
8
1
10
1
1
1
23
14
8
8
0
0
0
1
0
1
21
0
0
6
11
4
11.25
0
0
6
12
4
11.4
0
15.5
2.8
-4.06
Graduate
4
4
1
10
1
15
1
19
24
13
13
0
0
1
1
0
0
41
0
0
6
0
0
0
0
0
6
0
0
0
0
11.1
0.6
2.02
Dropout
1
4
1
5
1
3
1
3
5
3
3
1
0
0
1
0
0
32
0
0
3
3
2
16
0
0
3
3
1
16
0
7.6
2.6
0.32
Dropout
1
14
1
3
0
9
1
19
24
1
13
0
0
0
1
0
0
29
0
0
6
10
6
11.666667
0
0
6
7
6
11
0
7.6
2.6
0.32
Graduate
1
12
1
13
1
1
1
13
28
10
9
0
0
0
1
0
0
24
0
0
7
15
5
12.4
0
0
8
14
7
12.15
0
12.4
0.5
1.79
Enrolled
1
14
1
13
1
1
1
23
28
8
9
1
0
0
1
0
0
22
0
0
7
14
6
10.744444
1
0
8
10
8
11.8375
0
12.7
3.7
-1.7
Enrolled
1
1
1
10
1
1
1
13
1
2
4
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
2
12
1
12
1
12
1
22
28
10
11
1
0
0
1
0
0
39
0
0
7
12
4
12
0
0
7
13
4
12.5625
0
11.1
0.6
2.02
Dropout
4
12
1
6
1
1
1
22
27
10
10
0
0
0
0
0
1
44
0
0
6
12
4
12.75
0
0
6
15
2
10
0
8.9
1.4
3.51
Enrolled
1
1
1
9
1
1
1
22
27
10
10
1
0
0
1
0
0
20
0
0
5
9
2
10
0
0
5
10
2
11
0
7.6
2.6
0.32
Enrolled
1
14
3
12
1
1
1
23
27
10
9
0
0
0
1
0
0
21
0
11
14
26
12
13.417391
1
11
14
26
12
13.417391
1
7.6
2.6
0.32
Graduate
1
1
1
15
1
1
1
19
18
1
7
1
0
0
1
0
0
18
0
0
6
6
6
15.166667
0
0
6
7
6
14.857143
0
7.6
2.6
0.32
Graduate
1
12
1
4
1
1
1
22
27
6
6
0
0
1
1
0
0
34
0
0
6
10
5
13.833333
0
0
6
13
5
12.5
0
16.2
0.3
-0.92
Graduate
1
1
3
6
1
1
1
8
14
12
12
1
0
0
1
0
0
18
0
0
5
6
5
13.333333
0
0
5
7
4
14.8
0
7.6
2.6
0.32
Graduate
1
1
1
2
1
1
1
13
4
10
3
1
0
1
1
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Enrolled
1
1
1
16
1
1
1
22
14
7
8
1
0
0
1
0
0
18
0
0
6
11
3
11.666667
0
0
6
11
3
10.666667
0
9.4
-0.8
-3.12
Dropout
1
1
5
6
1
1
1
3
14
3
4
1
0
0
1
0
0
19
0
0
6
12
5
15
0
0
6
9
6
13.428571
0
16.2
0.3
-0.92
Graduate
1
1
3
12
1
1
1
22
27
10
10
1
0
0
1
0
1
18
0
0
8
8
7
13.242857
0
0
8
8
7
13.242857
0
12.7
3.7
-1.7
Enrolled
1
1
5
8
1
1
1
3
1
3
10
1
0
0
1
0
0
19
0
0
5
13
1
13
0
0
5
7
2
12.5
0
12.7
3.7
-1.7
Dropout
1
1
2
12
1
1
1
3
27
5
8
1
0
0
1
0
1
19
0
0
7
8
6
13.075
0
0
8
10
7
12.05
0
12.4
0.5
1.79
Graduate
1
1
1
14
1
1
1
13
14
6
10
1
0
0
1
0
1
18
0
0
6
6
6
13.5
0
0
6
9
6
13.666667
0
10.8
1.4
1.74
Graduate
1
15
1
17
0
14
1
22
27
8
8
1
0
0
1
0
1
23
0
2
6
8
5
11.8
0
2
6
8
6
12.333333
0
9.4
-0.8
-3.12
Graduate
1
8
2
11
1
1
9
13
27
10
10
1
0
0
0
0
0
18
1
0
6
7
5
12.6
0
0
6
6
5
11.8
0
11.1
0.6
2.02
Enrolled
4
14
1
16
1
1
16
13
16
12
12
0
0
0
1
0
0
33
1
0
6
6
6
12.166667
0
0
6
9
3
11
0
7.6
2.6
0.32
Dropout
1
8
2
10
1
1
1
13
28
10
10
1
0
0
1
0
0
19
0
0
6
9
6
12.166667
0
0
6
9
6
11
0
8.9
1.4
3.51
Graduate
1
14
3
2
1
1
1
22
28
8
8
1
0
0
1
0
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
6
12
1
1
1
13
14
10
10
0
0
0
1
0
0
18
0
0
7
7
7
13.557143
0
0
8
9
8
13.2
0
12.4
0.5
1.79
Graduate
1
9
1
17
0
1
1
23
28
6
6
0
0
0
1
0
1
21
0
0
5
6
4
12.25
0
0
5
8
4
11.8
0
10.8
1.4
1.74
Enrolled
1
8
2
5
1
1
1
13
28
5
8
1
0
0
1
0
0
19
0
0
6
6
6
14.333333
0
0
6
6
6
13.5
0
9.4
-0.8
-3.12
Graduate
1
1
2
15
1
1
1
19
28
1
6
1
0
0
1
0
0
20
0
0
6
10
4
10.5
0
0
6
8
4
11.75
0
7.6
2.6
0.32
Graduate
1
1
1
15
1
1
1
22
27
1
6
1
0
0
1
0
0
20
0
0
4
8
0
0
0
0
4
8
0
0
0
7.6
2.6
0.32
Dropout
1
9
5
16
1
1
1
13
27
8
8
1
0
0
1
0
0
20
0
0
6
10
4
12.75
0
0
6
14
3
11.333333
0
10.8
1.4
1.74
Enrolled
1
1
1
10
1
1
1
23
28
5
8
1
0
0
1
0
1
18
0
0
6
14
0
0
0
0
6
9
4
11
0
7.6
2.6
0.32
Enrolled
1
14
2
9
1
1
1
13
27
6
10
1
0
0
1
0
0
18
0
0
5
10
1
14
0
0
5
10
1
14
0
7.6
2.6
0.32
Enrolled
1
1
2
12
1
1
1
22
27
8
8
1
0
0
1
0
1
20
0
0
7
9
7
14.093333
0
0
8
8
8
15
0
11.1
0.6
2.02
Graduate
1
1
1
10
1
1
1
22
27
6
7
0
0
0
1
0
1
21
0
0
6
6
6
13.333333
0
0
6
8
6
13.166667
0
9.4
-0.8
-3.12
Graduate
1
14
1
12
1
1
1
23
14
10
6
1
0
0
1
0
0
19
0
0
8
12
7
12.071429
0
0
8
12
7
12.071429
0
12.7
3.7
-1.7
Graduate
1
1
3
11
1
1
1
13
1
8
10
1
0
0
1
0
1
18
0
0
6
6
6
12.666667
0
0
6
6
6
12.5
0
12.4
0.5
1.79
Graduate
1
12
1
6
1
1
1
22
27
10
10
1
0
1
1
0
0
27
0
0
6
11
6
12.125
0
0
6
16
5
12
0
12.4
0.5
1.79
Enrolled
1
1
2
12
1
1
1
13
28
8
10
1
0
0
1
0
1
21
0
0
7
9
7
13.2
0
0
8
9
7
13.2575
0
15.5
2.8
-4.06
Graduate
1
8
4
12
1
1
1
3
14
5
8
1
0
0
1
0
1
18
0
0
7
8
7
14.15
0
0
8
8
8
14.51125
0
15.5
2.8
-4.06
Graduate
1
8
1
16
1
1
1
23
27
6
8
1
0
1
1
0
0
18
0
0
6
12
4
13.5
0
0
6
14
3
10.666667
0
10.8
1.4
1.74
Enrolled
1
14
1
16
1
1
1
22
27
10
10
0
0
1
0
0
0
28
0
0
6
0
0
0
0
0
5
10
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
13
1
1
1
29
30
3
3
0
0
0
1
0
0
36
0
0
7
13
5
12.2
0
0
7
14
3
11.4
0
11.1
0.6
2.02
Dropout
1
1
1
6
1
1
1
23
28
10
11
1
0
0
1
0
0
20
0
0
5
6
5
14.8
1
0
5
6
5
14
0
12.7
3.7
-1.7
Graduate
1
1
1
10
1
1
1
23
28
1
8
1
0
0
1
0
0
19
0
0
6
8
5
11
0
0
6
13
5
11.4
0
7.6
2.6
0.32
Graduate
1
1
1
17
0
1
1
13
27
10
10
1
0
0
1
0
0
20
0
0
5
10
0
0
0
0
5
10
0
0
3
7.6
2.6
0.32
Enrolled
1
8
2
6
1
1
1
22
27
10
8
1
0
0
1
0
0
19
0
0
5
15
3
14
3
0
5
10
4
11.75
1
9.4
-0.8
-3.12
Enrolled
2
12
1
3
0
1
1
22
28
4
8
0
0
0
1
0
0
28
0
0
6
8
5
11.833333
0
0
6
6
6
13
0
16.2
0.3
-0.92
Graduate
1
1
1
14
1
1
1
22
1
8
1
0
0
0
1
0
0
20
0
0
5
7
4
11.75
0
0
5
7
5
11.8
1
7.6
2.6
0.32
Graduate
1
13
1
11
1
1
1
23
27
2
2
1
0
0
1
0
0
28
0
8
14
22
12
12.333333
0
3
12
20
8
12
0
9.4
-0.8
-3.12
Graduate
1
14
1
17
0
14
1
22
27
10
10
0
0
0
1
0
0
24
0
3
10
16
3
11.666667
0
3
10
24
6
11.833333
0
9.4
-0.8
-3.12
Dropout
1
15
1
6
1
14
1
1
29
4
10
1
0
0
1
0
0
20
0
1
6
9
6
12.666667
0
1
6
10
4
11.5
0
13.9
-0.3
0.79
Enrolled
1
8
2
16
1
1
1
22
27
6
7
1
0
0
1
0
0
22
0
0
6
9
4
12.25
0
0
6
8
5
11.6
0
10.8
1.4
1.74
Enrolled
1
8
2
11
1
1
1
1
4
5
5
0
0
0
1
0
1
18
0
0
6
7
6
11.285714
0
0
6
9
4
13.5
0
16.2
0.3
-0.92
Graduate
1
1
5
9
1
1
1
23
28
10
10
1
0
1
0
0
0
22
0
0
5
12
2
11.5
0
0
5
12
0
0
0
12.7
3.7
-1.7
Dropout
1
1
5
11
1
1
1
22
27
10
8
1
0
0
1
0
1
18
0
0
6
10
6
11.666667
0
0
6
10
4
12.25
0
9.4
-0.8
-3.12
Graduate
1
1
1
12
1
1
1
13
27
6
6
0
0
0
1
0
1
21
0
0
8
8
7
13.514286
0
0
8
8
7
13.514286
0
12.7
3.7
-1.7
Graduate
1
8
6
15
1
1
1
1
1
5
3
1
0
0
1
0
0
19
0
0
6
7
6
13
0
0
6
9
6
13.714286
0
7.6
2.6
0.32
Graduate
1
3
1
16
1
1
1
1
28
6
9
1
0
0
1
0
0
22
0
0
6
11
3
15
0
0
6
11
4
10.25
0
9.4
-0.8
-3.12
Enrolled
1
1
1
12
1
1
1
23
28
6
6
1
0
0
1
0
1
20
0
0
8
8
7
12.744286
0
0
8
8
7
12.744286
0
10.8
1.4
1.74
Graduate