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
4
2
1
1
1
1
1
1
4
1
0
0
1
1
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Graduate
1
8
6
14
1
1
1
1
14
5
11
0
0
0
1
1
0
21
0
0
6
10
6
12.285714
0
0
6
11
4
14.25
0
15.5
2.8
-4.06
Enrolled
1
1
2
11
1
1
1
1
14
5
2
1
0
0
1
1
0
18
0
0
6
12
5
11
0
0
6
11
3
10.333333
0
9.4
-0.8
-3.12
Enrolled
1
15
1
4
1
14
1
13
28
7
7
1
0
0
1
1
0
19
0
0
6
8
6
12.142857
0
0
6
11
5
13.6
0
12.4
0.5
1.79
Graduate
1
12
1
4
1
12
1
1
14
10
9
0
0
1
0
1
0
27
0
0
6
11
2
11.5
0
0
6
7
0
0
0
8.9
1.4
3.51
Dropout
1
17
1
4
1
16
1
23
28
10
10
1
0
1
1
1
0
20
0
7
12
16
11
12.545455
0
5
10
12
8
11.625
0
8.9
1.4
3.51
Enrolled
1
1
5
11
1
1
1
3
14
4
10
1
0
0
1
1
0
20
0
0
6
10
4
13
0
0
6
6
6
13
0
12.4
0.5
1.79
Graduate
1
1
6
12
1
1
1
4
3
3
2
1
0
0
1
1
0
18
0
0
8
9
8
12.8875
1
0
8
9
8
12.8875
1
9.4
-0.8
-3.12
Graduate
1
8
1
15
1
1
1
23
14
10
11
1
0
0
1
1
0
18
0
0
6
6
6
12.666667
0
0
6
7
5
13.6
0
12.4
0.5
1.79
Enrolled
1
1
2
5
1
1
1
23
14
8
8
1
0
0
1
1
0
18
0
0
6
7
6
12.833333
0
0
6
7
6
12.571429
0
8.9
1.4
3.51
Graduate
1
1
1
9
1
1
1
1
28
5
8
1
0
0
1
1
0
18
0
0
5
10
3
10.666667
1
0
5
11
2
12.5
0
9.4
-0.8
-3.12
Dropout
1
7
5
6
1
1
1
13
27
9
9
1
0
0
1
1
0
18
0
0
5
11
5
13
2
0
5
7
5
12.4
0
9.4
-0.8
-3.12
Enrolled
1
8
2
12
1
1
1
13
14
6
6
1
0
0
1
0
0
18
0
0
7
11
6
11.983333
0
0
8
12
8
12.28125
0
16.2
0.3
-0.92
Graduate
1
12
1
3
0
11
1
19
24
1
1
1
0
0
0
0
0
37
0
0
5
9
0
0
0
0
5
5
0
0
5
9.4
-0.8
-3.12
Dropout
2
12
1
3
0
1
1
23
27
6
4
0
0
0
1
0
1
36
0
0
6
6
6
11.833333
0
0
6
6
6
11.5
0
10.8
1.4
1.74
Graduate
2
12
1
6
1
12
1
13
14
10
6
1
0
0
1
0
0
26
0
0
6
21
3
12.666667
0
0
6
15
2
11
0
15.5
2.8
-4.06
Dropout
1
1
1
6
1
1
1
22
28
7
10
0
0
0
1
0
0
19
0
0
5
9
4
13.75
1
0
5
8
4
14.5
0
7.6
2.6
0.32
Graduate
1
12
1
3
0
1
1
22
1
8
5
1
0
0
1
0
0
24
0
0
6
8
5
11.4
0
0
6
8
5
11.8
0
15.5
2.8
-4.06
Dropout
1
1
2
15
1
1
21
13
1
10
10
1
0
0
1
0
1
19
1
0
6
8
6
13.166667
0
0
6
6
6
13
0
11.1
0.6
2.02
Dropout
1
13
1
14
1
1
1
1
1
10
11
1
0
0
1
0
1
20
0
3
7
10
6
12.833333
0
2
8
8
5
11.8
0
12.7
3.7
-1.7
Graduate
1
9
1
14
1
1
1
13
3
10
8
1
0
0
1
0
0
19
0
0
6
8
6
14.125
0
0
6
10
5
14.5
0
11.1
0.6
2.02
Graduate
1
1
1
6
1
1
1
23
27
10
10
1
0
0
1
0
0
21
0
0
5
10
3
11.666667
0
0
5
5
5
13
0
10.8
1.4
1.74
Graduate
2
12
1
13
1
1
1
22
27
10
5
0
0
0
0
0
0
50
0
0
7
18
6
10.25
0
0
7
14
4
11.25
0
12.7
3.7
-1.7
Dropout
2
12
1
13
1
1
1
22
27
10
10
0
0
0
1
0
0
47
0
1
7
16
6
12.514286
0
0
7
15
4
11.75
0
12.7
3.7
-1.7
Dropout
1
13
1
16
1
1
1
1
14
5
8
0
0
0
1
0
0
24
0
9
13
17
10
11.5
0
7
13
18
9
10.444444
0
16.2
0.3
-0.92
Dropout
1
12
1
17
0
1
1
22
27
8
11
0
0
0
0
0
0
48
0
0
5
5
1
10
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
1
1
6
1
1
1
22
2
10
5
1
0
0
1
0
1
18
0
0
6
7
6
15.714286
0
0
6
17
5
12.777778
0
12.4
0.5
1.79
Graduate
1
15
1
17
0
14
1
22
27
6
6
1
0
0
1
1
0
32
0
2
6
9
4
12.5
0
3
7
7
4
11
0
9.4
-0.8
-3.12
Dropout
1
1
1
14
1
1
1
13
3
5
1
1
0
0
0
1
0
20
0
0
5
6
3
12
0
0
5
5
4
12.75
0
7.6
2.6
0.32
Dropout
1
12
1
7
1
1
1
22
28
10
9
0
0
1
1
1
0
24
0
0
5
11
0
0
0
0
5
5
0
0
0
16.2
0.3
-0.92
Dropout
2
12
1
8
1
12
1
22
28
10
10
0
0
0
1
1
0
53
0
0
5
9
4
12.25
2
0
5
8
4
11.75
0
9.4
-0.8
-3.12
Graduate
2
12
1
15
1
12
1
13
14
10
5
0
0
1
0
1
0
42
0
0
4
5
0
0
0
0
4
4
0
0
0
13.9
-0.3
0.79
Dropout
2
12
1
17
0
9
1
22
27
10
10
1
0
0
1
1
0
52
0
0
5
5
5
13.6
0
0
5
5
5
14.2
0
7.6
2.6
0.32
Graduate
1
14
1
3
0
1
1
23
3
18
20
0
0
0
1
1
0
54
0
9
13
14
13
13.307692
0
7
11
12
11
12.818182
0
12.7
3.7
-1.7
Enrolled
2
12
1
17
0
1
1
22
27
10
11
0
0
0
1
1
0
49
0
0
5
6
5
12.2
0
0
5
9
5
11.8
0
15.5
2.8
-4.06
Graduate
1
8
1
14
1
1
1
23
27
8
6
0
0
0
1
1
1
18
0
0
6
7
6
12.285714
0
0
6
7
6
13.333333
1
16.2
0.3
-0.92
Graduate
2
12
1
8
1
1
1
1
14
7
7
1
0
0
1
1
0
37
0
1
5
12
3
12
2
1
5
8
4
13
1
10.8
1.4
1.74
Graduate
1
1
1
12
1
1
1
1
1
5
5
0
0
0
1
1
1
21
0
0
7
9
6
13.342857
0
0
8
10
7
11.65
0
12.4
0.5
1.79
Graduate
1
12
1
14
1
7
1
22
27
6
4
0
0
1
1
1
0
26
0
0
5
5
0
0
0
0
5
5
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
5
1
1
1
3
1
3
4
1
0
0
1
1
0
20
0
5
12
12
11
14.272727
0
5
12
12
11
14.818182
0
16.2
0.3
-0.92
Graduate
1
1
4
12
1
1
1
1
27
5
4
1
0
0
1
0
1
19
0
0
7
9
7
12.1375
0
0
8
9
8
12.911111
0
12.4
0.5
1.79
Graduate
1
1
2
5
1
1
1
23
28
10
8
1
0
0
1
0
0
18
0
0
6
7
6
14.166667
0
0
6
7
6
14.857143
0
9.4
-0.8
-3.12
Graduate
1
8
5
12
1
1
1
1
1
5
5
1
0
0
1
0
0
18
0
0
7
7
7
13.528571
0
0
8
9
8
14.655556
0
12.4
0.5
1.79
Graduate
1
8
2
3
0
1
1
22
14
10
10
0
0
0
1
0
0
20
0
0
6
8
5
12
0
0
6
8
6
11
0
10.8
1.4
1.74
Graduate
1
8
4
11
1
1
1
3
3
4
4
1
0
0
1
0
0
20
0
0
5
5
5
11.4
0
0
6
11
1
11
0
10.8
1.4
1.74
Dropout
1
1
2
2
1
1
1
3
14
5
8
1
0
0
1
0
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
8.9
1.4
3.51
Dropout
1
1
2
2
1
1
1
1
14
4
4
1
0
0
1
0
0
22
0
6
12
12
12
12.916667
0
4
11
16
11
14.5
0
8.9
1.4
3.51
Graduate
1
14
1
12
1
1
1
1
28
5
8
0
0
0
1
0
1
18
0
0
7
8
7
13.6375
0
0
8
8
8
14.3875
0
13.9
-0.3
0.79
Graduate
1
1
5
12
1
1
1
13
27
10
8
1
0
0
1
0
0
18
0
0
7
10
7
12.9
0
0
8
15
7
12.142857
0
15.5
2.8
-4.06
Dropout
1
1
1
12
1
1
1
1
28
5
10
1
0
0
1
0
1
19
0
0
8
8
7
14.36
0
0
8
8
7
14.36
0
10.8
1.4
1.74
Graduate
1
1
1
12
1
1
1
3
1
10
10
0
0
0
1
0
0
19
0
0
8
8
7
14.514286
0
0
8
8
7
14.514286
0
12.7
3.7
-1.7
Enrolled
1
1
3
12
1
1
1
1
1
5
8
1
0
0
1
0
0
18
0
0
8
8
7
14.7
0
0
8
8
7
14.7
0
10.8
1.4
1.74
Graduate
1
4
1
17
0
15
1
28
3
4
4
0
0
0
1
0
0
27
0
0
5
5
5
15.2
0
0
5
6
5
14
0
11.1
0.6
2.02
Enrolled
1
1
3
13
1
1
1
13
14
4
11
1
0
0
1
0
1
20
0
0
7
7
7
13
0
0
8
8
8
15.0625
0
12.4
0.5
1.79
Graduate
1
1
2
16
1
1
1
1
1
3
10
1
0
0
1
0
0
20
0
0
6
6
6
13.5
0
0
6
6
0
0
0
12.7
3.7
-1.7
Dropout
1
1
2
6
1
1
1
23
1
10
4
1
0
0
1
0
0
20
0
0
5
11
5
12.333333
2
0
5
7
5
12.6
0
9.4
-0.8
-3.12
Graduate
1
1
1
9
1
1
1
3
14
2
5
0
0
0
1
0
0
19
0
0
5
6
5
13.4
0
0
5
6
5
13
0
16.2
0.3
-0.92
Graduate
1
1
2
6
1
1
1
22
14
10
9
0
0
0
1
0
0
20
0
0
5
7
4
11.75
0
0
5
9
2
10.5
0
7.6
2.6
0.32
Enrolled
1
14
3
2
1
1
1
22
27
10
10
1
0
0
1
0
1
20
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Graduate
1
1
1
2
1
1
1
3
3
2
3
1
0
0
1
0
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Enrolled
1
17
1
6
1
16
1
1
14
5
7
1
0
0
1
0
0
27
0
7
12
17
11
14.727273
0
4
9
10
7
14.142857
0
8.9
1.4
3.51
Graduate
1
1
2
6
1
1
1
3
3
6
3
1
0
0
1
0
0
18
0
0
6
7
6
16.571429
0
0
6
6
6
15.666667
0
13.9
-0.3
0.79
Graduate
1
1
1
12
1
1
1
13
1
5
5
0
0
0
1
0
0
18
0
0
7
10
7
15.145
0
0
8
8
8
15.7425
0
15.5
2.8
-4.06
Graduate
1
8
1
12
1
1
1
1
27
10
8
0
0
0
1
0
1
18
0
0
7
7
7
13.442857
0
0
8
8
8
15.075
0
13.9
-0.3
0.79
Graduate
1
1
1
6
1
1
1
22
27
10
2
0
0
0
1
0
0
20
0
0
5
8
5
14.166667
2
0
5
6
4
11.75
2
9.4
-0.8
-3.12
Graduate
1
1
1
15
1
1
1
1
1
5
5
1
0
0
1
0
0
19
0
0
6
7
6
14
0
0
6
7
5
15
0
11.1
0.6
2.02
Enrolled
1
8
1
10
1
1
1
1
1
6
7
0
0
0
1
0
1
20
0
0
6
9
6
11.333333
0
0
6
6
6
12.333333
0
10.8
1.4
1.74
Graduate
1
1
4
12
1
1
1
3
14
2
6
1
0
0
1
0
0
18
0
0
8
8
8
13.76125
0
0
8
8
8
13.76125
0
9.4
-0.8
-3.12
Graduate
1
15
1
5
1
14
1
1
28
5
7
0
0
1
0
0
0
22
0
2
7
9
5
11.6
0
5
9
9
5
10
0
12.4
0.5
1.79
Dropout
1
8
1
3
0
1
1
22
27
6
9
0
0
1
1
0
1
22
0
1
6
7
4
12.75
0
1
6
8
5
13
0
13.9
-0.3
0.79
Graduate
1
12
1
17
0
1
1
1
1
5
3
0
0
0
1
0
0
25
0
0
5
12
4
12.5
0
0
5
10
4
11
0
13.9
-0.3
0.79
Enrolled
1
1
1
6
1
1
1
13
3
5
3
0
0
0
1
0
0
19
0
0
6
13
6
15.307692
0
0
6
9
6
14
0
15.5
2.8
-4.06
Graduate
1
15
1
8
1
14
1
3
1
5
2
1
0
0
0
0
0
21
0
1
6
12
5
13.285714
0
0
6
10
4
12
0
16.2
0.3
-0.92
Dropout
1
12
1
12
1
15
1
1
1
5
5
1
0
0
1
0
0
27
0
1
7
7
7
14.757143
0
1
8
9
8
14.077778
0
16.2
0.3
-0.92
Graduate
1
8
4
12
1
1
1
1
1
5
10
1
0
0
1
0
0
18
0
0
7
7
6
12.766667
0
0
7
7
6
12.766667
0
7.6
2.6
0.32
Graduate
1
8
3
11
1
1
1
1
1
5
5
0
0
0
0
0
0
18
0
0
5
5
5
10.4
0
0
6
13
0
0
0
10.8
1.4
1.74
Dropout
1
8
1
13
1
1
1
3
3
2
8
1
0
0
1
1
0
19
0
0
7
0
0
0
0
0
7
0
0
0
0
11.1
0.6
2.02
Dropout
5
12
1
17
0
1
1
1
1
4
4
0
0
0
1
1
1
35
0
0
5
10
4
10.5
0
0
5
6
5
12.6
0
8.9
1.4
3.51
Graduate
1
8
1
6
1
1
1
22
26
5
12
0
0
0
1
1
0
23
0
0
5
6
4
14.25
0
0
5
6
5
13.4
0
7.6
2.6
0.32
Graduate
1
12
1
12
1
1
1
1
27
10
10
0
0
0
1
1
0
28
0
0
7
11
3
11.916667
1
0
7
17
0
0
0
16.2
0.3
-0.92
Dropout
1
1
1
7
1
1
1
23
28
10
8
1
0
0
1
1
0
19
0
0
5
10
3
10.666667
0
0
5
9
2
14
2
7.6
2.6
0.32
Enrolled
1
1
1
15
1
1
1
1
14
5
5
0
0
0
1
1
0
19
0
0
6
11
4
12.25
0
0
6
10
3
12.666667
0
7.6
2.6
0.32
Enrolled
1
1
2
14
1
1
1
13
1
10
5
1
0
1
1
1
0
20
0
0
5
5
4
12
0
0
5
6
5
11.6
0
9.4
-0.8
-3.12
Dropout
1
1
1
14
1
1
1
2
2
4
4
1
0
0
1
1
0
21
0
0
5
7
3
11
0
0
5
5
4
12.75
0
7.6
2.6
0.32
Dropout
1
8
3
5
1
1
1
22
27
6
6
1
0
0
1
1
0
18
0
0
6
6
6
14.166667
0
0
6
8
5
13
0
10.8
1.4
1.74
Graduate
1
1
5
5
1
1
1
3
3
3
3
1
0
0
1
1
0
22
0
0
6
6
6
14.666667
0
0
6
6
6
15
0
9.4
-0.8
-3.12
Graduate
1
8
3
6
1
1
1
23
1
10
10
1
0
0
1
1
0
21
0
0
5
11
0
0
0
0
5
10
5
12.285714
1
10.8
1.4
1.74
Graduate
1
4
1
13
1
3
1
3
3
3
3
0
0
1
0
1
0
38
0
0
7
8
3
12.666667
0
0
5
5
0
0
0
13.9
-0.3
0.79
Dropout
1
1
1
2
1
1
1
13
1
10
10
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
Enrolled
1
14
4
2
1
1
1
22
27
10
10
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Dropout
1
4
1
7
1
1
1
19
24
1
1
0
0
0
1
1
0
24
0
0
5
0
0
0
0
0
5
0
0
0
0
7.6
2.6
0.32
Dropout
1
9
3
5
1
1
1
1
27
5
8
1
0
0
0
1
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
1
1
1
12
1
1
1
22
28
10
10
1
0
0
1
1
1
19
0
0
7
7
7
13.7
0
0
8
9
8
14.022222
0
16.2
0.3
-0.92
Graduate
1
1
1
9
1
1
1
3
14
4
11
0
0
0
1
1
0
19
0
0
5
7
5
11.8
0
0
5
8
4
12.4
2
16.2
0.3
-0.92
Enrolled
1
12
1
7
1
3
1
3
3
4
11
0
0
0
1
1
0
31
0
0
5
0
0
0
0
0
5
0
0
0
0
10.8
1.4
1.74
Dropout
1
8
1
14
1
1
1
23
27
10
9
1
0
0
1
1
1
19
0
0
6
6
6
13.333333
0
0
6
7
6
13.285714
0
8.9
1.4
3.51
Graduate
1
8
1
5
1
1
1
13
28
5
6
1
0
0
1
1
0
22
0
0
6
7
5
11.4
0
0
6
6
6
12.166667
0
7.6
2.6
0.32
Graduate
1
12
1
6
1
1
1
19
1
1
3
0
0
0
1
1
0
25
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
12
1
1
1
1
1
6
6
1
0
0
1
1
0
18
0
0
7
7
7
16.142857
0
0
8
9
0
0
0
16.2
0.3
-0.92
Dropout
1
4
1
12
1
3
1
22
27
12
12
1
0
0
1
1
0
30
0
0
8
8
0
0
8
0
8
8
0
0
8
9.4
-0.8
-3.12
Dropout