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
1
9
1
1
1
22
27
29
33
0
0
0
1
0
0
20
0
0
5
10
4
11.75
0
0
5
8
5
11.8
0
11.1
0.6
2.02
Graduate
1
8
1
3
0
1
1
22
27
6
7
1
0
1
1
0
0
19
0
0
6
6
6
12.166667
0
0
6
7
6
11.666667
0
10.8
1.4
1.74
Graduate
1
8
1
2
1
1
1
1
1
8
4
1
0
0
1
0
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Enrolled
1
1
2
5
1
1
1
13
28
10
10
1
0
0
1
0
1
20
0
1
6
9
5
13.4
1
0
6
9
6
12.375
0
13.9
-0.3
0.79
Graduate
1
1
1
10
1
1
1
19
28
1
8
1
0
0
1
0
0
20
0
0
6
9
5
11.8
0
0
6
10
4
11.5
0
7.6
2.6
0.32
Dropout
1
1
3
12
1
1
1
1
27
5
10
1
0
0
1
0
0
19
0
0
7
7
6
13.533333
0
0
7
7
6
13.533333
0
7.6
2.6
0.32
Graduate
1
1
1
11
1
1
1
13
14
10
10
1
0
0
1
0
1
18
0
0
6
7
6
14.166667
0
0
6
10
4
14
0
15.5
2.8
-4.06
Graduate
1
1
1
12
1
1
1
23
27
8
9
0
0
0
1
0
1
18
0
0
7
7
7
14.652857
0
0
8
9
8
14.755556
0
12.4
0.5
1.79
Graduate
1
1
1
2
1
1
1
1
28
5
10
1
0
0
0
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
9
1
1
18
22
27
10
10
0
0
0
1
1
0
20
1
0
5
5
5
13.6
0
0
5
7
5
13
0
9.4
-0.8
-3.12
Graduate
1
1
1
11
1
1
1
13
1
4
8
0
0
0
1
0
1
22
0
0
6
9
6
12.833333
0
0
6
6
4
13.25
0
16.2
0.3
-0.92
Graduate
1
1
1
10
1
1
1
13
27
6
5
1
0
0
1
0
1
18
0
0
6
6
6
14.666667
0
0
6
6
6
15.166667
0
9.4
-0.8
-3.12
Graduate
1
8
2
15
1
1
1
1
1
5
9
1
0
0
1
0
0
19
0
0
6
6
6
13.333333
0
0
6
6
6
14.666667
0
12.4
0.5
1.79
Graduate
1
1
1
10
1
1
1
13
27
10
10
0
0
0
0
0
1
20
0
0
6
10
5
13.4
0
0
6
9
5
11.4
0
10.8
1.4
1.74
Graduate
1
1
2
12
1
1
1
23
27
6
7
1
0
0
1
0
1
19
0
0
7
9
7
13.3125
0
0
8
8
8
15.6375
0
13.9
-0.3
0.79
Graduate
1
1
1
2
1
1
1
13
27
6
7
1
0
1
0
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
8.9
1.4
3.51
Dropout
1
1
6
15
1
1
1
1
27
4
4
1
0
1
0
0
0
20
0
0
4
4
0
0
0
0
5
5
0
0
0
12.4
0.5
1.79
Dropout
1
1
2
15
1
1
1
1
2
10
4
1
0
0
1
0
1
19
0
0
6
7
6
12.333333
0
0
6
6
6
13.5
0
9.4
-0.8
-3.12
Graduate
1
8
3
15
1
1
1
1
14
6
8
0
0
0
1
0
0
18
0
0
6
6
6
13.5
0
0
6
6
6
13.333333
0
12.4
0.5
1.79
Enrolled
1
7
4
10
1
1
1
22
27
10
10
1
0
0
1
0
0
18
0
0
6
8
5
13
0
0
6
7
6
11.833333
0
10.8
1.4
1.74
Graduate
1
1
1
14
1
1
1
19
28
1
5
0
0
0
1
0
0
22
0
0
5
6
2
12.5
0
0
5
5
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
10
1
1
1
22
27
10
10
0
0
0
1
0
0
18
0
0
6
10
6
17
0
0
6
11
6
16
0
12.4
0.5
1.79
Graduate
1
1
1
10
1
1
1
13
1
10
10
1
0
0
1
0
0
20
0
0
6
7
6
13.5
0
0
6
6
6
13
0
10.8
1.4
1.74
Graduate
1
8
2
11
1
1
1
13
28
6
6
1
0
0
1
0
0
19
0
0
6
7
6
12.714286
0
0
6
6
6
11.833333
0
8.9
1.4
3.51
Graduate
1
14
1
12
1
1
1
23
14
6
9
0
0
0
1
0
1
19
0
0
7
9
6
13
0
0
8
11
8
13.927273
0
16.2
0.3
-0.92
Graduate
1
15
1
10
1
14
1
23
14
6
1
0
0
0
1
0
0
21
0
3
6
7
6
12.571429
0
2
6
6
6
13.5
0
12.4
0.5
1.79
Graduate
1
8
2
3
0
1
1
13
1
6
6
1
0
0
1
0
1
19
0
0
6
10
4
11.5
0
0
6
11
6
11.5
0
9.4
-0.8
-3.12
Dropout
1
1
6
10
1
1
1
23
1
8
5
1
0
0
1
0
1
19
0
0
6
6
6
13.5
0
0
6
7
6
13.285714
0
11.1
0.6
2.02
Graduate
2
12
1
3
0
1
1
22
27
6
5
0
0
0
1
0
0
45
0
0
6
8
5
13.6
0
0
6
7
5
13
0
15.5
2.8
-4.06
Enrolled
2
12
1
6
1
1
1
21
26
13
6
0
0
0
0
0
1
28
0
0
5
14
1
12
3
0
5
5
0
0
5
9.4
-0.8
-3.12
Dropout
2
14
1
12
1
1
1
3
3
3
3
0
0
0
1
0
0
28
0
0
7
8
7
14.95
0
0
8
8
8
14.7375
0
13.9
-0.3
0.79
Graduate
1
12
1
17
0
1
1
23
14
10
6
0
0
1
1
0
0
25
0
0
5
10
4
11.25
0
0
5
9
4
12
0
12.7
3.7
-1.7
Enrolled
1
14
1
14
1
1
1
1
28
5
5
0
0
1
0
0
0
19
0
0
6
13
3
10.666667
0
0
6
6
4
12.25
0
15.5
2.8
-4.06
Dropout
1
1
5
12
1
1
1
23
28
10
6
1
0
0
1
0
0
19
0
0
8
8
7
14.992857
0
0
8
8
7
14.992857
0
10.8
1.4
1.74
Graduate
1
1
2
9
1
1
1
23
28
10
6
1
0
0
1
1
0
20
0
0
5
12
3
10.5
0
0
5
10
4
11.25
0
12.4
0.5
1.79
Enrolled
1
1
3
10
1
1
1
1
1
10
10
1
0
0
1
1
0
22
0
0
6
6
4
11.25
0
0
6
7
3
11
0
8.9
1.4
3.51
Enrolled
1
14
1
15
1
1
1
23
14
10
10
1
0
0
1
1
1
20
0
0
6
6
6
12.333333
0
0
6
7
6
14
0
12.4
0.5
1.79
Graduate
1
1
4
12
1
1
1
13
27
8
8
1
0
0
1
1
0
20
0
0
7
7
6
13.016667
0
0
7
7
6
13.016667
0
7.6
2.6
0.32
Enrolled
1
1
1
6
1
1
1
23
14
5
12
0
0
1
0
1
0
20
0
0
5
7
3
11.333333
0
0
5
8
2
11.5
0
7.6
2.6
0.32
Dropout
1
12
1
6
1
15
1
3
2
4
3
1
0
0
1
0
0
27
0
0
6
7
6
16.142857
0
0
6
7
6
14.666667
0
13.9
-0.3
0.79
Graduate
1
16
1
6
1
1
1
1
1
10
5
0
0
0
1
0
0
22
0
0
6
8
6
14.833333
0
0
6
10
5
13.833333
0
11.1
0.6
2.02
Graduate
1
1
3
12
1
1
1
22
27
10
10
1
0
1
0
0
0
19
0
0
8
8
7
13.327143
0
0
8
8
7
13.327143
0
10.8
1.4
1.74
Dropout
1
8
1
10
1
1
1
13
28
4
4
1
0
0
0
0
0
19
0
0
6
13
4
11
0
0
6
13
2
11.5
0
12.7
3.7
-1.7
Dropout
1
1
1
5
1
1
1
4
29
3
3
1
0
0
1
0
0
18
0
1
6
10
6
11.714286
1
0
6
15
6
10.375
0
13.9
-0.3
0.79
Enrolled
1
1
1
2
1
1
1
3
3
3
6
1
0
0
1
0
0
19
0
6
12
13
12
12.333333
0
4
11
12
10
12.727273
0
8.9
1.4
3.51
Dropout
1
9
4
16
1
1
1
13
27
10
7
1
0
1
0
0
0
20
0
0
7
9
0
0
0
0
6
6
0
0
0
11.1
0.6
2.02
Dropout
2
14
1
17
0
1
1
23
14
4
4
0
0
0
0
0
0
39
0
11
15
15
12
11.916667
0
8
13
14
8
11.25
0
10.8
1.4
1.74
Dropout
2
12
2
3
0
12
1
22
27
5
8
0
0
1
1
0
0
37
0
0
6
9
6
11.833333
0
0
6
7
6
11
0
7.6
2.6
0.32
Graduate
2
12
1
12
1
3
1
1
1
5
7
0
0
1
0
0
0
30
0
3
7
11
3
12.333333
0
3
7
9
3
11.666667
0
13.9
-0.3
0.79
Dropout
2
14
1
17
0
3
1
22
27
10
10
0
0
0
1
0
0
41
0
5
10
11
10
14.3
0
5
10
10
10
14.2
0
12.7
3.7
-1.7
Graduate
4
12
1
12
1
12
1
22
27
6
8
0
0
0
0
0
0
40
0
0
8
11
5
11.832
4
0
8
11
5
11.832
4
9.4
-0.8
-3.12
Dropout
1
1
1
9
1
1
1
7
16
5
4
0
0
0
1
0
0
20
0
0
5
13
2
10
1
0
5
10
0
0
0
9.4
-0.8
-3.12
Dropout
2
1
1
17
0
1
1
13
14
10
10
0
0
0
1
0
0
28
0
0
5
5
5
12
0
0
5
6
5
11.6
0
7.6
2.6
0.32
Graduate
1
9
2
16
1
1
1
13
27
10
5
1
0
1
0
0
0
19
0
0
7
11
5
12.2
0
0
7
13
0
0
0
12.4
0.5
1.79
Dropout
1
1
1
14
1
1
1
22
27
6
10
1
0
0
1
0
0
23
0
0
5
7
3
11.333333
0
0
5
5
4
11.25
0
7.6
2.6
0.32
Dropout
1
4
1
3
0
4
1
2
3
3
3
0
0
0
1
0
0
18
0
10
16
24
13
13.846154
0
7
11
15
9
12.555556
0
15.5
2.8
-4.06
Dropout
1
12
1
12
1
1
1
1
14
5
9
0
0
0
1
0
0
24
0
0
8
8
7
12.412857
0
0
8
8
7
12.412857
0
10.8
1.4
1.74
Graduate
1
8
5
14
1
1
1
1
14
6
6
0
0
0
1
0
0
21
0
0
5
7
3
12.666667
0
0
5
6
4
12.75
1
7.6
2.6
0.32
Enrolled
1
1
2
12
1
1
1
13
14
8
8
1
0
0
1
0
0
19
0
0
8
11
7
12.545714
0
0
8
11
7
12.545714
0
10.8
1.4
1.74
Graduate
1
1
1
15
1
1
1
22
14
10
11
1
0
0
1
0
0
19
0
0
6
12
3
13
0
0
6
13
2
14
0
9.4
-0.8
-3.12
Dropout
1
12
1
4
1
1
1
22
27
10
10
0
0
1
0
0
0
48
0
0
6
6
0
0
0
0
6
6
0
0
0
11.1
0.6
2.02
Dropout
2
14
1
17
0
2
1
22
27
10
10
0
0
0
0
0
0
38
0
9
12
12
9
12.222222
2
9
12
12
9
13
0
9.4
-0.8
-3.12
Dropout
1
8
1
9
1
1
1
1
27
4
8
0
0
0
1
0
0
19
0
0
5
10
5
13.285714
0
0
5
8
5
13
0
12.7
3.7
-1.7
Graduate
2
12
1
17
0
9
1
22
1
10
5
0
0
0
1
1
0
30
0
0
5
7
3
11.666667
0
0
5
8
1
11
0
7.6
2.6
0.32
Dropout
1
15
1
4
1
14
1
22
14
10
10
0
0
0
1
1
1
24
0
0
6
9
6
13.555556
0
0
6
7
6
12.666667
0
13.9
-0.3
0.79
Graduate
1
8
5
15
1
1
1
1
14
10
6
1
0
0
1
1
0
19
0
0
6
6
6
13.166667
0
0
6
8
6
12.428571
0
16.2
0.3
-0.92
Graduate
1
15
1
2
1
14
1
1
1
10
10
0
0
0
1
1
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Enrolled
1
1
1
11
1
1
1
1
1
6
6
1
0
0
1
1
1
21
0
0
6
6
6
11.666667
0
0
6
7
5
12.2
0
10.8
1.4
1.74
Graduate
1
1
2
17
0
1
1
5
1
5
5
0
0
0
1
1
0
19
0
0
5
11
4
11
0
0
5
8
4
12.25
0
15.5
2.8
-4.06
Dropout
1
8
2
5
1
1
1
3
1
3
5
1
0
0
1
1
0
18
0
0
6
6
6
13
0
0
6
8
1
10
0
10.8
1.4
1.74
Enrolled
1
8
1
5
1
1
1
22
28
10
8
0
0
0
1
1
1
18
0
0
6
6
6
13.666667
0
0
6
6
6
12
0
12.4
0.5
1.79
Graduate
1
8
4
7
1
1
1
1
3
2
5
1
0
0
1
1
0
19
0
0
5
6
5
14.6
0
0
5
5
5
15.2
0
8.9
1.4
3.51
Dropout
1
1
1
12
1
1
1
1
14
10
10
0
0
0
1
1
1
19
0
0
8
8
7
12.514286
0
0
8
8
7
12.514286
0
12.7
3.7
-1.7
Graduate
1
8
2
6
1
1
1
3
14
3
10
0
0
0
1
1
0
18
0
0
5
5
3
14
0
0
5
7
3
12.666667
0
7.6
2.6
0.32
Enrolled
1
1
1
11
1
1
1
22
14
10
10
1
0
0
1
1
0
25
0
0
6
8
6
13.166667
0
0
6
8
5
12.6
0
7.6
2.6
0.32
Enrolled
1
8
1
7
1
1
1
22
1
10
3
1
0
0
1
1
0
18
0
0
5
10
4
13
0
0
5
10
3
12.333333
3
7.6
2.6
0.32
Enrolled
5
12
1
9
1
1
1
1
14
5
8
0
0
0
0
1
0
29
0
0
5
5
1
13
0
0
5
5
0
0
0
8.9
1.4
3.51
Dropout
1
8
1
7
1
1
1
13
27
12
6
1
0
0
1
1
0
21
0
0
5
10
1
10
0
0
5
8
3
13.666667
3
7.6
2.6
0.32
Dropout
1
1
3
15
1
1
1
1
1
5
8
1
0
1
1
1
1
18
0
0
6
6
6
14.333333
0
0
6
6
6
15.333333
0
11.1
0.6
2.02
Graduate
1
8
1
11
1
1
1
13
1
10
10
0
0
0
1
1
1
20
0
0
6
6
0
0
0
0
6
12
0
0
0
10.8
1.4
1.74
Dropout
1
12
1
17
0
1
1
13
27
10
8
0
0
0
1
1
0
27
0
0
5
7
1
11
0
0
5
7
0
0
0
13.9
-0.3
0.79
Dropout
1
1
1
6
1
1
1
3
1
5
10
1
0
0
1
1
0
21
0
0
6
15
3
11.25
0
0
6
9
0
0
0
12.4
0.5
1.79
Enrolled
1
9
2
9
1
1
1
22
27
6
10
1
0
0
1
1
0
20
0
0
5
7
4
10.75
0
0
5
12
3
10.571429
0
10.8
1.4
1.74
Dropout
1
12
1
9
1
12
1
23
14
8
10
0
0
1
0
1
0
28
0
0
5
7
1
11
0
0
5
9
0
0
0
10.8
1.4
1.74
Dropout
1
12
2
13
1
1
1
22
14
10
9
0
0
0
1
1
1
24
0
0
7
13
6
10.857143
0
0
7
7
7
11.857143
0
12.7
3.7
-1.7
Enrolled
1
1
5
9
1
1
1
3
2
3
3
0
0
0
1
1
0
22
0
1
5
10
4
11.75
0
0
5
10
3
11
0
7.6
2.6
0.32
Enrolled
1
1
1
6
1
1
1
22
14
10
10
1
0
0
1
1
0
20
0
0
5
8
5
12.8
0
0
5
9
4
13.666667
1
10.8
1.4
1.74
Graduate
1
15
1
6
1
14
1
1
1
5
5
0
0
0
1
1
0
21
0
1
5
15
3
12.333333
2
0
5
7
5
11.4
0
9.4
-0.8
-3.12
Graduate
1
15
1
4
1
14
1
1
3
10
3
1
0
1
0
1
0
23
0
0
6
12
2
11.333333
0
0
6
8
2
13
0
13.9
-0.3
0.79
Dropout
1
1
1
10
1
1
1
13
1
8
4
1
0
0
1
1
0
18
0
0
6
10
5
11.6
0
0
6
6
6
11.166667
0
10.8
1.4
1.74
Graduate
1
1
1
2
1
1
1
1
10
5
5
1
0
0
1
1
1
20
0
8
14
15
12
10.923077
0
7
13
14
11
12.181818
0
11.1
0.6
2.02
Graduate
1
1
1
2
1
1
1
1
28
5
6
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Graduate
2
12
1
12
1
3
1
1
1
5
7
0
0
0
1
1
0
32
0
0
7
7
7
13.628571
0
0
8
8
8
13.9125
0
13.9
-0.3
0.79
Graduate
1
1
6
11
1
1
1
13
14
10
10
1
0
0
1
1
0
20
0
0
6
16
3
10.333333
0
0
6
16
1
11
0
10.8
1.4
1.74
Dropout
1
12
1
4
1
1
1
23
27
8
8
0
0
0
1
1
0
32
0
12
18
25
18
13.736842
0
10
13
15
12
13.75
1
15.5
2.8
-4.06
Graduate
1
12
1
4
1
1
1
23
14
10
7
1
0
0
1
1
0
28
0
7
13
19
8
11.625
0
5
10
17
6
11
0
15.5
2.8
-4.06
Enrolled
1
15
1
5
1
14
1
1
28
6
6
1
1
0
1
1
1
21
0
2
7
7
4
11.5
0
5
9
10
7
12.142857
0
12.4
0.5
1.79
Graduate
1
1
1
15
1
1
1
23
27
10
7
0
0
0
1
1
1
19
0
0
6
8
5
14
0
0
6
8
6
13
0
10.8
1.4
1.74
Graduate
1
12
1
17
0
14
1
13
14
10
10
0
0
0
1
1
0
24
0
0
5
7
3
11.333333
0
0
5
6
0
0
0
10.8
1.4
1.74
Dropout
1
8
1
9
1
1
1
23
28
10
9
0
0
0
1
1
0
18
0
0
5
13
1
10
0
0
5
5
1
10
0
12.7
3.7
-1.7
Dropout