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
15
1
1
1
1
27
4
1
0
0
1
1
0
0
20
0
0
6
7
6
13.333333
0
0
6
8
6
12.666667
0
12.4
0.5
1.79
Graduate
1
13
1
6
1
1
1
1
7
5
5
0
0
0
1
0
0
24
0
5
11
29
9
12
6
4
10
21
9
12.555556
0
9.4
-0.8
-3.12
Graduate
1
1
1
8
1
1
1
1
1
5
5
1
0
0
1
0
0
18
0
0
6
9
6
15.125
0
0
6
9
6
14
0
13.9
-0.3
0.79
Graduate
1
8
1
12
1
1
1
13
1
5
11
1
0
0
1
0
0
18
0
0
7
7
6
13.116667
0
0
7
7
6
13.116667
0
7.6
2.6
0.32
Graduate
1
1
1
15
1
1
1
13
1
8
10
1
0
0
1
0
0
19
0
0
6
7
6
12.833333
0
0
6
7
6
11.666667
0
11.1
0.6
2.02
Graduate
1
15
1
10
1
14
1
1
27
5
9
1
0
0
1
0
1
20
0
3
6
6
6
13.333333
0
2
6
6
6
14.166667
0
13.9
-0.3
0.79
Graduate
1
1
6
12
1
1
1
4
10
6
10
1
0
0
1
0
0
18
0
0
7
7
7
13.877143
0
0
8
8
8
15.6625
0
12.4
0.5
1.79
Graduate
1
1
6
12
1
1
1
13
1
10
11
1
0
0
1
0
0
18
0
0
8
8
7
12.944286
0
0
8
8
7
12.944286
0
10.8
1.4
1.74
Graduate
1
8
1
16
1
1
1
2
14
4
10
1
0
0
1
0
0
19
0
0
6
8
5
12.333333
0
0
6
8
5
11
0
15.5
2.8
-4.06
Enrolled
1
1
1
12
1
1
1
3
3
3
3
1
0
0
1
0
0
19
0
0
7
7
6
14.266667
0
0
7
7
6
14.266667
0
7.6
2.6
0.32
Graduate
1
1
2
14
1
1
1
3
14
5
6
1
0
0
1
0
0
18
0
0
6
8
5
13
0
0
6
8
5
14
0
13.9
-0.3
0.79
Graduate
1
1
2
12
1
1
1
22
27
6
8
1
0
0
1
0
0
20
0
0
8
8
8
12.48375
0
0
8
8
8
12.48375
0
9.4
-0.8
-3.12
Graduate
1
1
2
13
1
1
1
23
1
10
4
1
0
0
1
0
0
18
0
0
7
8
7
13.428571
0
0
8
8
8
15.3125
0
16.2
0.3
-0.92
Graduate
2
8
3
3
0
1
1
13
27
4
4
0
0
1
0
0
0
18
0
0
6
9
3
10.666667
0
0
6
12
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
16
1
1
1
10
10
10
5
1
0
0
1
0
0
18
0
0
6
8
5
15.4
0
0
6
7
5
12.2
0
7.6
2.6
0.32
Graduate
1
1
4
12
1
1
1
1
27
5
9
1
0
0
1
0
0
18
0
0
7
7
6
13.45
0
0
7
7
6
13.45
0
7.6
2.6
0.32
Graduate
1
8
5
12
1
1
1
13
28
6
9
1
0
0
1
0
1
18
0
0
7
7
6
12.6
0
0
7
7
6
12.6
0
7.6
2.6
0.32
Graduate
1
1
4
12
1
1
1
13
28
10
11
1
0
0
1
0
0
20
0
0
7
7
7
12.485714
0
0
8
12
8
12.9375
0
16.2
0.3
-0.92
Graduate
1
1
2
5
1
1
1
13
27
10
10
1
0
0
1
0
1
22
0
0
6
10
5
10.8
0
0
6
7
5
12.8
0
12.7
3.7
-1.7
Graduate
1
14
1
14
1
1
1
13
14
2
2
0
0
1
1
0
0
20
0
0
6
12
5
12.2
0
0
6
8
5
14.6
0
13.9
-0.3
0.79
Enrolled
1
15
1
6
1
14
1
1
1
4
8
1
0
0
1
0
0
20
0
2
6
11
5
14.2
0
0
6
12
2
13.5
0
13.9
-0.3
0.79
Enrolled
1
1
2
10
1
1
1
22
28
10
9
1
0
0
1
0
0
18
0
0
6
7
6
13.833333
0
0
6
6
6
14
0
9.4
-0.8
-3.12
Graduate
1
1
1
16
1
1
1
13
1
10
2
0
0
0
1
0
0
18
0
0
6
8
5
12.8
0
0
6
14
3
10
0
9.4
-0.8
-3.12
Enrolled
1
8
3
9
1
1
1
22
28
6
2
0
0
0
1
0
0
18
0
0
5
5
5
13.2
0
0
5
6
4
12.5
0
9.4
-0.8
-3.12
Graduate
1
8
1
14
1
1
1
1
28
5
8
0
0
1
1
0
1
18
0
0
6
7
1
14
0
0
6
6
0
0
0
15.5
2.8
-4.06
Dropout
1
8
1
10
1
1
1
1
1
5
11
0
0
0
1
0
0
19
0
4
8
8
8
13.875
0
1
6
8
5
14
0
11.1
0.6
2.02
Graduate
1
1
1
6
1
1
1
23
14
10
5
1
0
0
1
0
1
19
0
0
5
7
5
12.5
0
0
5
8
5
12.714286
0
10.8
1.4
1.74
Graduate
1
8
2
15
1
1
1
13
14
10
10
0
0
0
1
0
1
18
0
0
6
7
6
13.428571
0
0
6
6
6
12.5
0
13.9
-0.3
0.79
Graduate
1
1
1
5
1
1
1
23
28
10
6
0
0
0
0
0
1
18
0
0
6
7
5
11.8
0
0
6
7
5
13
0
8.9
1.4
3.51
Enrolled
1
8
3
12
1
1
1
1
1
10
10
1
0
0
1
0
1
18
0
0
7
7
7
14.868571
0
0
8
9
8
15.111111
0
11.1
0.6
2.02
Graduate
1
1
4
12
1
1
1
13
1
2
2
1
0
0
1
0
0
18
0
0
7
10
7
13.03
0
0
8
8
8
13.21875
0
15.5
2.8
-4.06
Graduate
1
8
1
14
1
1
1
23
28
6
8
1
0
0
1
0
0
19
0
0
6
7
6
14.571429
0
0
6
7
6
12.333333
0
12.4
0.5
1.79
Graduate
1
8
2
10
1
1
1
13
14
4
4
1
0
0
1
0
0
18
0
0
6
9
5
11
0
0
6
9
4
11.25
0
8.9
1.4
3.51
Graduate
1
12
1
12
1
12
1
13
27
10
5
0
0
0
1
0
1
25
0
0
8
8
8
13.3675
0
0
8
8
8
13.3675
0
9.4
-0.8
-3.12
Graduate
1
1
4
12
1
1
1
13
28
10
10
1
0
0
1
0
1
19
0
0
7
7
6
12.808333
0
0
8
11
7
12.825714
0
12.4
0.5
1.79
Graduate
1
8
6
12
1
1
1
1
28
4
4
1
0
0
1
0
0
18
0
0
7
7
7
13.918571
0
0
8
9
8
13.8875
0
11.1
0.6
2.02
Graduate
1
8
1
8
1
1
1
4
1
3
11
1
0
0
1
0
0
19
0
0
6
8
6
13
0
0
6
9
4
12.8
0
13.9
-0.3
0.79
Graduate
2
1
1
12
1
1
1
13
28
5
6
0
0
0
1
0
0
18
0
0
7
7
6
13.683333
0
0
7
7
6
13.683333
0
7.6
2.6
0.32
Graduate
1
12
1
6
1
1
1
13
14
5
11
0
0
0
1
0
0
24
0
1
6
11
5
13
0
1
6
12
1
12
0
13.9
-0.3
0.79
Dropout
1
1
2
15
1
1
1
3
3
4
5
1
0
0
1
0
0
21
0
0
6
8
5
12.8
0
0
6
7
5
11.2
0
11.1
0.6
2.02
Graduate
1
1
2
11
1
1
1
1
1
10
5
1
0
0
1
0
1
18
0
0
6
9
6
13.571429
0
0
6
6
6
12.166667
0
8.9
1.4
3.51
Graduate
1
1
1
10
1
1
1
23
28
10
7
1
0
0
1
0
0
18
0
0
6
6
6
13.166667
0
0
6
6
6
13.166667
0
8.9
1.4
3.51
Graduate
2
1
1
5
1
1
1
10
14
10
10
0
0
0
1
0
1
20
0
0
6
6
6
15
0
0
6
6
6
14.5
0
11.1
0.6
2.02
Graduate
1
1
1
5
1
1
1
4
14
4
6
1
0
0
1
0
0
19
0
0
6
6
6
12.666667
0
0
6
8
5
11.4
0
12.4
0.5
1.79
Graduate
1
1
2
15
1
1
1
1
14
5
8
1
0
0
1
0
1
19
0
0
6
7
6
13.857143
0
0
6
7
6
13.142857
0
13.9
-0.3
0.79
Dropout
1
1
4
12
1
1
1
22
27
10
10
1
0
0
1
0
0
30
0
0
7
7
7
14.692857
0
0
8
8
8
14.9625
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
13
28
6
4
0
0
0
1
0
0
18
0
0
8
8
8
14.035
0
0
8
8
8
14.035
0
9.4
-0.8
-3.12
Graduate
1
8
1
6
1
1
1
1
14
5
11
1
0
0
1
0
0
18
0
0
5
8
4
11
1
0
5
8
3
14
0
12.7
3.7
-1.7
Graduate
1
1
1
15
1
1
1
23
28
10
10
1
0
0
1
0
1
18
0
0
6
6
6
13.333333
0
0
6
6
6
13.333333
0
9.4
-0.8
-3.12
Graduate
1
9
1
12
1
1
1
23
27
6
6
0
0
0
1
0
0
20
0
0
7
13
6
11.7725
0
0
8
9
7
12.33
0
15.5
2.8
-4.06
Graduate
1
1
1
11
1
1
1
23
28
5
8
0
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
11.1
0.6
2.02
Dropout
1
14
2
11
1
1
1
13
14
10
10
1
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
12
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
2
1
1
1
13
27
8
8
1
0
0
0
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
1
4
11
1
1
1
1
28
6
7
1
0
0
1
0
1
18
0
0
6
7
6
12.285714
0
0
6
6
6
12
0
8.9
1.4
3.51
Graduate
1
1
4
12
1
1
1
3
14
3
4
1
0
0
1
0
0
17
0
0
8
14
5
12.46
0
0
8
14
5
12.46
0
10.8
1.4
1.74
Enrolled
1
9
1
16
1
1
1
13
28
5
1
1
0
0
1
0
0
19
0
0
7
10
6
12.166667
0
0
7
9
6
13.166667
0
12.4
0.5
1.79
Graduate
1
1
4
10
1
1
1
13
1
5
6
1
1
0
1
0
0
18
0
0
6
9
5
11.833333
0
0
6
8
2
11.5
0
13.9
-0.3
0.79
Enrolled
1
4
1
12
1
3
1
22
27
5
5
0
0
0
1
0
0
25
0
0
8
8
7
14.805714
0
0
8
8
7
14.805714
0
10.8
1.4
1.74
Graduate
1
1
1
10
1
1
1
10
28
5
10
1
0
0
1
0
0
19
0
0
6
11
5
10.6
0
0
6
10
6
11.714286
0
11.1
0.6
2.02
Dropout
1
17
1
6
1
16
1
13
1
10
10
1
0
1
0
0
0
24
0
7
9
9
8
13.125
0
4
9
13
6
13
0
8.9
1.4
3.51
Enrolled
1
1
1
10
1
1
1
1
1
5
10
1
0
1
1
0
1
19
0
0
6
6
6
12.833333
0
0
6
6
6
12.666667
0
9.4
-0.8
-3.12
Graduate
1
9
1
12
1
1
1
13
1
10
5
0
0
0
1
0
1
20
0
0
8
8
0
0
8
0
8
8
0
0
8
9.4
-0.8
-3.12
Enrolled
1
1
1
14
1
1
1
1
1
6
5
1
0
0
1
0
1
20
0
0
6
9
5
13
0
0
6
6
5
13.8
0
12.4
0.5
1.79
Graduate
1
1
2
12
1
1
1
1
1
5
5
1
0
0
1
0
1
20
0
0
7
8
7
12.725
0
0
8
8
8
13.7125
0
13.9
-0.3
0.79
Graduate
1
8
1
6
1
1
1
1
3
5
2
1
0
0
1
0
0
19
0
0
5
10
4
11.25
1
0
5
10
3
10.333333
0
12.7
3.7
-1.7
Graduate
1
4
1
4
1
4
1
3
1
3
5
1
0
0
1
0
0
31
0
8
12
12
11
13.818182
0
4
12
16
12
13.461538
0
15.5
2.8
-4.06
Graduate
1
1
1
6
1
1
1
1
14
4
5
0
0
0
1
0
0
20
0
0
5
12
3
12.333333
2
0
5
8
3
13
1
9.4
-0.8
-3.12
Graduate
1
1
3
6
1
1
1
3
2
5
4
1
0
0
1
0
0
18
0
0
5
14
3
12.333333
2
0
5
8
5
11.6
0
9.4
-0.8
-3.12
Enrolled
1
8
1
16
1
1
1
1
1
4
5
0
0
1
1
0
0
18
0
0
6
8
4
13.25
0
0
6
10
3
10.666667
0
12.7
3.7
-1.7
Enrolled
1
1
4
14
1
1
1
1
2
5
8
1
0
0
1
0
0
18
0
0
6
7
6
13.666667
0
0
6
9
5
15.4
0
13.9
-0.3
0.79
Graduate
1
16
1
10
1
1
1
13
3
6
3
0
0
1
1
0
0
20
0
5
11
18
8
12.625
0
4
10
10
3
11
0
11.1
0.6
2.02
Enrolled
1
8
1
6
1
1
1
2
14
3
5
1
0
0
1
0
1
20
0
0
6
6
6
14.833333
0
0
6
8
6
12.142857
0
8.9
1.4
3.51
Graduate
1
8
2
14
1
1
1
13
14
6
5
0
0
0
1
0
1
19
0
0
6
7
5
11.2
0
0
6
10
5
13.125
0
10.8
1.4
1.74
Dropout
1
8
1
9
1
1
1
13
14
5
7
0
0
0
1
0
1
21
0
0
5
6
5
11.4
0
0
5
6
5
12.2
0
12.7
3.7
-1.7
Graduate
1
1
4
12
1
1
1
1
10
4
11
1
0
0
1
0
0
18
0
0
7
8
7
13.135
0
0
8
9
8
13.244444
0
12.4
0.5
1.79
Graduate
1
16
1
5
1
1
1
1
1
5
5
1
0
0
1
0
0
21
0
3
10
10
10
13
0
5
11
11
10
11.4
0
11.1
0.6
2.02
Dropout
1
1
4
12
1
1
1
13
14
4
4
1
0
0
1
0
0
19
0
0
7
12
4
12.85
0
0
7
7
7
12.621429
0
11.1
0.6
2.02
Enrolled
1
15
1
10
1
14
1
1
14
29
15
0
0
0
1
0
0
20
0
3
6
6
6
13.5
0
2
6
9
5
12.5
0
13.9
-0.3
0.79
Graduate
1
15
1
6
1
1
1
1
2
4
4
0
0
0
1
0
0
20
0
0
6
7
6
14.285714
0
0
6
9
3
13
0
13.9
-0.3
0.79
Enrolled
1
1
1
14
1
1
1
10
1
10
10
1
0
0
1
0
1
18
0
0
6
8
5
13.5
0
0
6
6
6
14.5
0
12.4
0.5
1.79
Graduate
1
1
1
9
1
1
1
13
14
10
10
1
0
0
1
0
1
18
0
0
5
8
4
10.75
0
0
5
5
5
13
0
12.4
0.5
1.79
Graduate
1
8
1
10
1
1
1
13
14
8
8
1
0
0
1
0
1
18
0
0
6
9
6
11.333333
0
0
6
9
6
11.833333
0
8.9
1.4
3.51
Graduate
1
14
1
6
1
14
1
23
27
7
7
1
0
0
1
0
1
21
0
2
7
15
3
13
2
1
5
12
5
13.285714
1
10.8
1.4
1.74
Graduate
1
1
1
12
1
1
1
23
14
6
9
0
0
0
1
0
0
18
0
0
7
7
6
13.966667
0
0
7
7
6
13.966667
0
7.6
2.6
0.32
Graduate
1
1
1
12
1
1
1
13
1
6
6
1
0
0
1
0
1
18
0
0
8
8
8
14.14125
0
0
8
8
8
14.14125
0
9.4
-0.8
-3.12
Graduate
1
8
2
11
1
1
1
22
27
10
8
1
0
0
1
0
1
20
0
0
6
10
4
11.6
0
0
6
10
4
11.75
0
12.7
3.7
-1.7
Graduate
2
13
1
12
1
2
1
22
27
10
10
0
0
0
1
0
1
32
0
0
8
8
8
14.6625
0
0
8
8
8
14.6625
0
9.4
-0.8
-3.12
Graduate
2
12
1
17
0
1
1
22
27
10
11
0
0
0
1
0
0
34
0
0
5
5
0
0
0
0
5
5
0
0
0
9.4
-0.8
-3.12
Enrolled
1
1
2
12
1
1
1
13
27
4
4
1
0
0
1
0
1
23
0
0
7
8
6
12.993333
0
0
8
9
8
12.66875
0
11.1
0.6
2.02
Graduate
1
1
5
14
1
1
1
4
1
5
11
1
0
0
1
0
0
18
0
0
6
10
4
11.25
0
0
6
11
5
12.2
0
8.9
1.4
3.51
Enrolled
1
8
1
3
0
1
1
22
14
6
6
0
0
0
1
0
0
18
0
0
6
8
5
12.2
0
0
6
10
5
12.8
0
10.8
1.4
1.74
Graduate
1
14
1
2
1
2
1
22
27
10
10
1
0
0
1
0
0
34
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
3
0
1
16
1
1
5
8
0
0
1
1
0
0
25
1
2
6
6
6
11.333333
0
0
6
6
4
11.75
0
8.9
1.4
3.51
Enrolled
1
1
1
9
1
1
1
22
28
31
40
0
0
0
1
0
0
21
0
0
5
7
5
12.2
0
0
5
7
5
11.8
0
11.1
0.6
2.02
Graduate
1
1
1
11
1
1
1
13
7
1
1
1
0
0
1
0
1
20
0
0
6
12
0
0
0
0
6
12
0
0
0
7.6
2.6
0.32
Dropout
1
1
5
10
1
1
1
18
14
1
3
1
0
0
1
0
0
18
0
0
6
8
6
11.333333
0
0
6
6
6
11.666667
0
7.6
2.6
0.32
Graduate
1
8
1
6
1
1
1
3
27
5
9
1
0
0
1
0
0
18
0
0
6
8
6
13.857143
0
0
6
15
6
13.1
0
12.4
0.5
1.79
Graduate
1
8
1
15
1
1
1
22
27
10
10
0
0
0
1
0
0
18
0
0
6
7
6
12.857143
0
0
6
6
6
13.333333
0
13.9
-0.3
0.79
Graduate
1
12
1
3
0
1
1
22
28
5
8
1
0
0
1
0
0
24
0
0
6
10
1
10
0
0
6
12
0
0
0
9.4
-0.8
-3.12
Dropout
1
16
1
9
1
1
1
13
14
10
8
0
0
1
0
0
0
32
0
14
15
17
14
10.214286
0
13
13
13
13
11.384615
0
16.2
0.3
-0.92
Graduate