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
8
4
14
1
1
1
23
28
10
8
1
0
0
1
0
0
18
0
0
6
10
6
12.25
0
0
6
9
6
13.714286
0
11.1
0.6
2.02
Graduate
1
1
2
6
1
1
1
23
27
10
10
1
0
0
1
0
1
21
0
0
5
7
4
12
0
0
5
5
5
12.2
0
10.8
1.4
1.74
Graduate
1
1
1
12
1
1
1
13
14
5
10
0
0
0
1
0
1
18
0
0
7
9
7
15.116667
0
0
8
9
8
16.168889
0
15.5
2.8
-4.06
Graduate
1
16
1
14
1
1
1
13
14
6
6
0
0
1
0
0
0
18
0
0
5
6
2
12.5
0
0
5
6
4
10.25
0
9.4
-0.8
-3.12
Dropout
1
8
2
10
1
1
1
1
9
5
4
1
0
0
1
0
0
19
0
0
6
11
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
14
1
1
1
1
14
5
11
1
0
0
1
0
0
19
0
0
6
8
4
11
0
0
6
9
4
11
0
10.8
1.4
1.74
Enrolled
1
8
4
14
1
1
1
1
14
6
6
1
0
0
1
0
0
18
0
0
6
8
6
11.875
0
0
6
11
4
14.6
0
11.1
0.6
2.02
Graduate
1
12
1
8
1
3
1
3
1
12
12
1
0
0
1
0
0
34
0
1
5
6
1
11
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
3
6
1
1
1
9
9
12
12
0
0
0
1
0
0
19
0
0
5
5
5
15.2
0
0
5
6
5
13.2
0
7.6
2.6
0.32
Graduate
1
15
1
8
1
14
1
22
27
8
9
1
0
1
0
0
0
19
0
2
6
7
5
11.6
0
1
6
12
2
11
0
12.4
0.5
1.79
Dropout
1
16
1
10
1
1
1
3
14
3
2
0
0
1
1
0
0
26
0
0
6
6
6
14.833333
0
0
6
7
6
15.142857
0
11.1
0.6
2.02
Graduate
1
8
1
16
1
1
1
19
24
1
1
1
0
0
1
0
0
21
0
0
6
12
3
11.333333
0
0
6
10
3
11.333333
0
7.6
2.6
0.32
Dropout
1
8
2
9
1
1
1
13
14
5
9
0
0
0
1
0
1
18
0
0
5
5
5
11.2
0
0
5
5
5
11.8
0
11.1
0.6
2.02
Graduate
1
8
4
16
1
1
1
23
28
6
8
1
0
0
1
0
1
20
0
0
6
8
5
13.4
0
0
6
9
5
13.666667
0
9.4
-0.8
-3.12
Graduate
1
16
1
9
1
1
1
1
1
5
5
0
0
0
1
0
0
25
0
0
5
12
2
10.5
0
0
5
5
0
0
0
11.1
0.6
2.02
Dropout
1
1
1
9
1
1
1
1
28
5
4
0
0
0
1
0
0
18
0
0
5
5
5
16.2
0
0
5
5
5
16.4
0
11.1
0.6
2.02
Graduate
1
1
1
12
1
1
1
13
14
4
7
1
0
0
1
0
1
18
0
0
7
7
7
14.542857
0
0
8
11
8
14.881818
0
16.2
0.3
-0.92
Graduate
1
1
1
12
1
1
1
26
14
4
6
0
0
0
1
0
0
19
0
0
7
7
7
13.694286
0
0
8
9
8
14.355556
0
11.1
0.6
2.02
Graduate
1
1
1
10
1
1
1
13
28
6
10
0
0
0
1
0
1
18
0
0
6
8
6
11.285714
0
0
6
10
6
11.857143
0
12.4
0.5
1.79
Graduate
1
8
1
12
1
1
1
23
28
8
8
0
0
0
1
0
0
20
0
0
7
11
6
11.757143
0
0
8
12
6
13.083333
0
15.5
2.8
-4.06
Enrolled
1
4
1
6
1
15
1
13
14
10
6
0
0
1
0
0
0
26
0
0
3
3
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
13
1
12
1
1
1
22
27
8
10
1
0
0
1
0
1
19
0
0
8
8
7
13.058571
0
0
8
8
7
13.058571
0
10.8
1.4
1.74
Graduate
1
1
1
12
1
1
1
1
1
6
2
0
0
0
1
0
0
19
0
0
7
7
7
14.3
0
0
8
9
8
14.055556
0
16.2
0.3
-0.92
Graduate
1
14
4
9
1
1
1
22
27
10
10
0
0
0
1
0
0
19
0
3
10
15
5
11.8
0
4
10
14
8
12
0
7.6
2.6
0.32
Graduate
1
3
3
6
1
1
1
1
14
8
6
1
0
0
1
0
0
19
0
0
5
9
3
10.333333
1
0
5
8
3
13
0
7.6
2.6
0.32
Enrolled
1
1
1
11
1
1
1
13
14
6
9
1
0
0
1
0
0
18
0
0
6
7
6
10.571429
0
0
6
11
3
11.666667
0
16.2
0.3
-0.92
Graduate
1
14
1
12
1
6
1
1
27
10
10
1
0
0
1
0
0
19
0
0
7
7
6
13.333333
0
0
7
7
6
13.333333
0
7.6
2.6
0.32
Graduate
1
1
1
10
1
1
1
1
1
10
7
0
0
1
1
0
0
18
0
0
6
10
6
11.857143
0
0
6
9
5
11
0
13.9
-0.3
0.79
Graduate
1
1
1
16
1
1
1
2
14
5
5
1
0
0
1
0
0
18
0
0
6
9
5
12.6
0
0
6
8
5
11.4
0
9.4
-0.8
-3.12
Enrolled
1
1
1
6
1
1
1
13
28
10
6
1
0
0
1
0
0
18
0
0
5
11
5
14
3
0
5
7
5
11.6
0
9.4
-0.8
-3.12
Enrolled
1
1
1
16
1
1
1
1
28
10
7
1
0
0
1
0
0
18
0
0
7
12
5
12
0
0
7
9
6
12.666667
0
11.1
0.6
2.02
Enrolled
1
15
1
7
1
14
1
13
27
5
8
0
0
1
1
0
0
26
0
0
5
6
0
0
0
0
5
5
0
0
0
16.2
0.3
-0.92
Dropout
1
1
1
10
1
1
1
23
28
8
8
1
0
0
1
0
0
20
0
0
6
7
6
12
0
0
6
7
6
13
0
12.4
0.5
1.79
Graduate
1
1
1
3
0
1
1
22
28
10
11
0
0
0
1
0
0
19
0
0
6
6
6
12.666667
0
0
6
6
6
11.666667
0
12.7
3.7
-1.7
Graduate
1
1
1
10
1
1
1
19
27
5
10
1
0
0
1
0
1
18
0
0
6
6
6
12.166667
0
0
6
9
6
13.666667
0
9.4
-0.8
-3.12
Graduate
1
15
1
10
1
14
1
23
27
8
8
0
0
0
1
0
0
19
0
3
6
6
6
13.333333
0
2
6
6
6
14.666667
0
13.9
-0.3
0.79
Graduate
1
4
1
16
1
15
1
26
3
3
2
0
0
1
1
0
0
40
0
0
7
8
7
15
0
0
7
7
7
14.571429
0
12.4
0.5
1.79
Graduate
1
1
4
12
1
1
1
23
28
8
8
1
0
0
1
0
1
18
0
0
8
8
8
13.39125
0
0
8
8
8
13.39125
0
9.4
-0.8
-3.12
Graduate
1
8
1
10
1
1
1
3
1
10
11
0
0
0
1
0
0
19
0
0
6
9
5
12.166667
0
0
6
8
6
12.428571
0
13.9
-0.3
0.79
Graduate
1
8
1
8
1
1
1
2
7
4
6
0
0
0
1
0
0
18
0
0
5
9
4
11.25
0
0
5
6
4
12.5
0
7.6
2.6
0.32
Graduate
1
1
1
6
1
1
1
1
2
4
2
1
0
0
1
0
0
19
0
0
5
13
4
12
2
0
5
8
3
12
0
9.4
-0.8
-3.12
Enrolled
1
1
1
2
1
1
1
3
3
3
3
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Dropout
2
12
1
3
0
1
1
22
27
10
10
1
0
0
1
0
0
33
0
0
6
7
6
12.833333
0
0
6
8
6
12.857143
0
12.4
0.5
1.79
Graduate
1
12
1
4
1
3
1
3
3
2
3
0
0
0
1
0
0
35
0
0
6
10
6
14
0
0
6
11
6
13.1
0
16.2
0.3
-0.92
Graduate
1
13
1
9
1
1
1
22
28
10
2
1
0
0
1
0
0
26
0
3
5
5
4
13
0
1
5
7
2
12
0
9.4
-0.8
-3.12
Enrolled
1
1
1
15
1
1
1
13
14
8
6
1
0
0
1
0
0
18
0
0
6
7
6
13.5
0
0
6
8
6
12.5
0
9.4
-0.8
-3.12
Graduate
1
14
1
10
1
1
1
22
27
10
10
0
0
0
1
0
0
36
0
10
16
24
13
10.692308
1
9
13
19
9
12.307692
0
15.5
2.8
-4.06
Enrolled
4
12
1
17
0
1
1
22
27
7
7
0
0
0
1
0
0
39
0
0
5
6
5
11
0
0
5
9
5
11.666667
0
10.8
1.4
1.74
Graduate
2
12
1
10
1
1
1
22
27
10
10
0
0
0
1
0
0
44
0
0
6
8
6
13
0
0
6
6
6
13.833333
0
12.7
3.7
-1.7
Graduate
1
1
2
3
0
1
1
3
1
4
10
0
0
0
1
0
0
20
0
0
6
10
5
12
0
0
6
9
4
11.25
0
9.4
-0.8
-3.12
Enrolled
1
1
1
11
1
1
1
13
14
10
10
1
0
0
1
0
0
24
0
0
6
9
4
12.6
0
0
6
6
4
11.5
0
12.7
3.7
-1.7
Dropout
1
14
1
15
1
1
1
13
14
10
9
0
0
0
1
0
1
20
0
0
6
6
6
13.666667
0
0
6
6
6
13.333333
0
12.4
0.5
1.79
Graduate
1
1
4
2
1
1
1
1
1
10
6
1
0
0
0
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
1
1
12
1
1
1
22
28
10
8
0
0
1
1
0
1
18
0
0
7
7
6
14.2
0
0
7
7
6
14.2
0
7.6
2.6
0.32
Graduate
1
1
1
11
1
1
1
13
14
5
7
0
0
1
0
0
0
22
0
0
6
10
5
11
0
0
6
12
0
0
0
10.8
1.4
1.74
Dropout
1
8
1
6
1
1
1
13
1
5
6
1
0
0
1
0
0
18
0
0
6
7
6
15
0
0
6
7
6
16.428571
0
11.1
0.6
2.02
Graduate
1
12
1
12
1
12
1
23
27
10
10
0
0
0
1
0
0
24
0
0
7
9
6
12.585714
0
0
8
9
7
13.442857
0
13.9
-0.3
0.79
Graduate
1
12
1
17
0
1
1
22
27
12
9
0
0
0
1
0
0
33
0
0
5
0
0
0
0
0
5
0
0
0
0
12.7
3.7
-1.7
Dropout
1
12
1
4
1
1
1
22
27
4
9
0
0
1
1
0
1
30
0
0
6
6
0
0
0
0
6
6
0
0
0
11.1
0.6
2.02
Enrolled
1
12
1
6
1
17
1
3
29
3
4
0
0
0
1
0
0
26
0
0
6
0
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
8
4
16
1
1
1
13
28
5
2
1
0
0
1
0
0
18
0
0
6
7
6
11.666667
0
0
6
10
6
11.833333
0
10.8
1.4
1.74
Graduate
1
1
1
15
1
1
1
22
28
10
8
0
0
1
1
0
0
19
0
0
6
13
3
12.666667
0
0
6
12
2
10
0
10.8
1.4
1.74
Dropout
1
8
4
9
1
1
1
13
28
10
11
1
0
0
1
0
0
20
0
0
5
10
3
10.333333
0
0
5
9
4
11
2
16.2
0.3
-0.92
Enrolled
1
17
1
6
1
16
1
13
27
10
9
1
0
0
1
0
1
22
0
7
11
18
8
13.5
0
4
9
16
7
13.714286
0
8.9
1.4
3.51
Graduate
1
1
4
12
1
1
1
1
1
10
2
1
0
0
1
0
0
19
0
0
7
8
5
13.98
0
0
7
8
5
13.98
0
7.6
2.6
0.32
Enrolled
1
1
1
6
1
1
1
22
28
8
6
1
0
0
1
0
1
21
0
0
6
13
6
16.153846
0
0
6
10
6
15.75
0
15.5
2.8
-4.06
Graduate
1
1
4
12
1
1
1
13
28
5
9
1
0
0
1
0
1
21
0
0
7
7
6
14.033333
0
0
7
7
6
14.033333
0
7.6
2.6
0.32
Graduate
1
8
1
6
1
1
1
13
27
3
8
0
0
0
1
0
0
19
0
0
5
8
1
11
0
0
5
6
5
11.2
0
7.6
2.6
0.32
Enrolled
1
1
1
16
1
1
1
23
27
29
46
1
0
0
1
0
1
19
0
0
7
8
7
13.857143
0
0
7
8
6
13.666667
0
8.9
1.4
3.51
Graduate
1
1
6
12
1
1
1
13
14
10
6
1
0
0
1
0
0
18
0
0
8
8
7
13.414286
0
0
8
8
7
13.414286
0
12.7
3.7
-1.7
Dropout
2
14
1
3
0
1
1
22
29
10
5
0
0
0
1
0
0
50
0
7
11
11
11
13.545455
0
3
7
7
7
13.571429
0
16.2
0.3
-0.92
Graduate
4
12
1
17
0
1
1
23
14
10
8
0
0
0
1
0
1
31
0
0
5
11
4
11.25
0
0
5
10
4
10.833333
0
13.9
-0.3
0.79
Enrolled
1
8
1
15
1
1
1
1
14
5
8
0
0
0
1
0
1
19
0
0
6
6
6
13.833333
0
0
6
7
6
14.428571
0
15.5
2.8
-4.06
Graduate
4
12
1
17
0
1
1
1
27
20
43
0
0
0
1
0
0
35
0
0
5
8
5
12
0
0
5
9
5
12.857143
0
13.9
-0.3
0.79
Graduate
2
12
1
6
1
12
1
23
28
5
8
0
0
0
1
0
0
31
0
0
6
0
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
2
16
1
3
0
12
1
22
27
10
10
0
0
1
1
0
0
42
0
5
11
14
10
11.9
0
5
11
14
10
12.8
0
11.1
0.6
2.02
Enrolled
1
9
4
9
1
1
1
22
27
10
10
1
0
0
0
0
0
34
0
0
5
5
0
0
0
0
5
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
12
1
1
1
1
1
5
5
1
0
0
1
0
1
18
0
0
7
7
7
15.135714
0
0
8
8
8
15.2875
0
12.4
0.5
1.79
Graduate
1
8
1
16
1
1
1
3
3
4
4
1
0
0
0
0
1
18
0
0
7
7
7
12.285714
0
0
7
8
6
13.333333
0
8.9
1.4
3.51
Enrolled
1
15
1
6
1
14
1
22
28
6
7
1
0
0
1
0
0
21
0
2
6
16
5
12.666667
0
1
6
15
2
13.5
0
16.2
0.3
-0.92
Enrolled
4
12
1
12
1
12
1
23
14
6
8
0
0
0
1
0
1
26
0
0
7
13
5
12.74
0
0
8
12
6
10.978571
0
16.2
0.3
-0.92
Dropout
1
14
1
12
1
1
1
13
27
9
9
0
0
0
1
0
0
20
0
0
7
8
6
13.25
0
0
8
8
8
13.75
0
13.9
-0.3
0.79
Enrolled
1
1
1
10
1
1
1
23
28
6
8
0
0
0
1
0
0
19
0
0
6
13
3
10.333333
0
0
6
12
3
10.333333
0
7.6
2.6
0.32
Enrolled
1
1
1
16
1
1
1
13
14
6
6
0
0
0
1
0
1
19
0
0
6
7
6
13.428571
0
0
6
6
6
13.166667
0
15.5
2.8
-4.06
Graduate
1
17
1
9
1
16
1
3
4
3
2
0
0
0
1
0
0
20
0
6
11
19
9
12.555556
0
3
9
14
8
11.111111
0
8.9
1.4
3.51
Graduate
1
1
1
10
1
1
1
19
24
1
1
0
0
0
1
0
0
19
0
0
6
8
6
11.5
0
0
6
7
6
11.166667
0
7.6
2.6
0.32
Graduate
1
1
1
16
1
1
1
22
27
10
10
0
0
0
1
0
0
18
0
0
6
6
6
13.666667
0
0
6
9
6
12.333333
0
7.6
2.6
0.32
Graduate
1
12
1
17
0
3
1
22
27
10
10
0
0
0
1
0
0
28
0
10
14
16
11
11.272727
0
6
11
16
10
12
0
10.8
1.4
1.74
Graduate
1
8
1
16
1
1
1
1
14
5
6
1
0
0
1
0
0
22
0
0
6
10
5
13.166667
0
0
6
8
5
12.4
0
15.5
2.8
-4.06
Enrolled
1
15
1
3
0
14
1
22
27
8
8
0
0
0
1
0
1
21
0
3
6
6
6
14.666667
0
2
6
6
6
14.166667
0
13.9
-0.3
0.79
Graduate
1
15
1
6
1
14
1
4
28
5
6
1
0
0
1
0
0
21
0
0
6
11
4
12.75
0
0
6
19
1
11
0
12.4
0.5
1.79
Enrolled
1
12
1
12
1
1
1
1
14
6
4
0
1
0
1
0
0
26
0
0
7
11
5
11.2
0
0
8
13
5
12.14
0
16.2
0.3
-0.92
Enrolled
1
1
6
15
1
1
1
18
27
8
8
1
0
1
0
0
0
18
0
0
6
8
5
13
0
0
6
8
5
11.4
0
7.6
2.6
0.32
Dropout
1
8
2
6
1
1
1
1
1
10
11
0
0
0
0
0
0
20
0
0
5
8
2
10.5
0
0
5
8
2
12.333333
0
7.6
2.6
0.32
Dropout
1
8
2
6
1
1
1
1
14
5
4
0
0
0
1
0
0
18
0
0
6
7
6
14.857143
0
0
6
7
6
14
0
11.1
0.6
2.02
Graduate
1
1
4
12
1
1
1
1
1
5
10
1
0
0
1
0
1
19
0
0
8
11
7
12.86
0
0
8
11
7
12.86
0
10.8
1.4
1.74
Graduate
1
16
1
10
1
1
1
3
14
4
11
1
0
0
1
0
0
20
0
5
11
12
11
11.727273
0
5
11
14
11
12
0
12.4
0.5
1.79
Graduate
1
15
1
6
1
14
1
23
27
5
7
1
0
0
1
0
1
22
0
3
6
11
6
13.142857
0
2
6
10
3
12
0
13.9
-0.3
0.79
Graduate
1
8
1
14
1
1
1
22
14
6
9
1
0
1
1
0
0
18
0
0
6
6
5
11.8
0
0
6
9
4
13.714286
0
10.8
1.4
1.74
Dropout
1
8
1
9
1
1
1
23
27
7
5
1
0
0
1
0
0
19
0
0
5
10
3
10.666667
0
0
5
9
0
0
3
16.2
0.3
-0.92
Dropout