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
5
1
1
1
1
3
4
4
0
0
0
1
0
1
18
0
0
6
9
5
11.6
0
0
6
8
4
11.2
0
8.9
1.4
3.51
Enrolled
1
8
1
11
1
1
1
22
27
8
8
1
0
0
1
0
0
20
0
0
6
13
3
10.333333
0
0
6
12
3
10.333333
0
10.8
1.4
1.74
Enrolled
1
1
1
15
1
1
1
23
27
10
10
1
1
0
1
0
0
19
0
0
6
11
4
12.25
0
0
6
11
3
11
0
7.6
2.6
0.32
Enrolled
1
1
1
11
1
1
1
13
28
10
10
0
0
0
1
0
0
19
0
0
6
6
6
12
0
0
6
7
4
12.75
0
12.4
0.5
1.79
Enrolled
1
8
1
12
1
1
1
22
27
6
6
1
0
0
1
0
0
19
0
0
8
8
7
14.731429
0
0
8
8
7
14.731429
0
10.8
1.4
1.74
Graduate
1
1
1
2
1
1
1
1
14
4
10
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Graduate
1
4
1
5
1
15
1
1
14
4
10
1
0
0
1
0
0
21
0
9
13
14
13
13.615385
1
6
12
12
12
14.25
0
13.9
-0.3
0.79
Graduate
1
12
1
17
0
15
1
1
14
10
10
0
0
0
1
0
0
27
0
0
5
5
5
15.8
0
0
5
5
5
14.8
0
8.9
1.4
3.51
Graduate
1
8
1
10
1
1
1
1
14
5
5
0
0
0
1
0
0
19
0
0
6
6
6
14.666667
0
0
6
7
6
14.571429
0
15.5
2.8
-4.06
Graduate
4
12
1
6
1
1
1
19
24
1
1
0
0
0
1
0
0
25
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
2
12
1
1
1
13
14
8
8
1
0
0
1
0
1
18
0
0
8
8
7
14.654286
0
0
8
8
7
14.654286
0
10.8
1.4
1.74
Graduate
1
12
1
12
1
3
1
13
1
5
9
0
0
0
1
0
0
24
0
0
8
8
7
12.401429
0
0
8
8
7
12.401429
0
10.8
1.4
1.74
Graduate
1
1
3
12
1
1
1
1
1
5
11
1
0
0
1
0
0
20
0
0
7
8
7
11.5875
0
0
8
9
7
14.071429
0
13.9
-0.3
0.79
Graduate
1
4
1
17
0
15
1
22
27
7
7
0
0
0
1
0
0
26
0
3
5
5
5
14
0
1
5
5
5
15.6
0
12.4
0.5
1.79
Graduate
1
1
1
10
1
1
1
1
28
10
8
1
0
0
1
0
1
20
0
0
6
9
6
12.333333
0
0
6
6
6
11.833333
0
8.9
1.4
3.51
Graduate
1
1
1
6
1
1
1
22
27
12
12
0
0
0
1
0
0
18
0
0
5
5
5
14
0
0
5
6
5
15.4
0
7.6
2.6
0.32
Graduate
1
1
1
6
1
1
1
1
1
10
10
1
0
0
1
0
0
19
0
0
6
13
6
15.230769
0
0
6
10
6
12.375
0
15.5
2.8
-4.06
Graduate
1
1
1
16
1
1
1
13
14
10
10
1
0
0
1
0
0
23
0
0
6
9
5
11.6
0
0
6
9
3
11
0
12.7
3.7
-1.7
Dropout
1
1
4
12
1
1
1
22
27
10
10
1
0
0
1
0
1
18
0
0
7
7
6
11.6
0
0
7
7
6
11.6
0
7.6
2.6
0.32
Graduate
1
1
4
12
1
1
1
1
14
5
6
0
0
0
1
0
0
18
0
0
7
0
0
0
0
0
8
0
0
0
0
12.7
3.7
-1.7
Dropout
1
1
1
12
1
1
1
2
1
3
9
0
0
0
1
0
1
19
0
0
7
7
7
12.901429
0
0
8
9
8
13.094444
0
11.1
0.6
2.02
Graduate
1
13
1
17
0
1
1
1
2
5
4
0
0
0
1
0
0
30
0
4
7
9
7
14.142857
0
1
5
5
5
14.8
0
7.6
2.6
0.32
Graduate
1
15
1
6
1
14
1
1
2
5
7
1
0
0
1
0
0
29
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
6
12
1
1
1
3
1
4
4
1
0
0
1
0
0
19
0
0
8
8
8
13.25375
0
0
8
8
8
13.25375
0
9.4
-0.8
-3.12
Graduate
1
8
6
13
1
1
1
13
2
6
4
1
0
0
1
0
0
20
0
0
7
7
7
13.785714
0
0
8
8
8
14.1
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
22
27
10
4
0
0
0
1
0
0
20
0
0
7
7
6
13.916667
0
0
7
7
6
13.916667
0
7.6
2.6
0.32
Graduate
1
1
4
14
1
1
1
23
28
4
8
1
0
0
1
0
0
19
0
0
6
8
6
13.5
0
0
6
9
6
13.571429
0
11.1
0.6
2.02
Graduate
1
8
1
9
1
1
1
23
2
10
3
1
0
0
1
0
0
20
0
0
5
8
3
11.333333
0
0
5
12
2
10.666667
0
10.8
1.4
1.74
Enrolled
3
1
2
6
1
1
1
13
1
5
5
1
0
0
1
0
0
21
0
0
5
8
0
0
4
0
5
12
0
0
4
10.8
1.4
1.74
Dropout
1
8
1
14
1
1
1
13
28
5
11
0
0
0
1
0
0
19
0
0
6
10
5
11.5
0
0
6
9
4
14.6
0
11.1
0.6
2.02
Graduate
1
1
3
12
1
1
1
22
28
10
10
1
0
0
1
0
1
18
0
0
8
8
7
12.082857
0
0
8
8
7
12.082857
0
10.8
1.4
1.74
Graduate
1
12
1
3
0
1
1
22
27
8
9
0
0
0
1
0
1
27
0
0
6
8
6
11.833333
0
0
6
10
5
12.8
0
15.5
2.8
-4.06
Graduate
1
8
2
9
1
1
1
23
28
7
9
1
0
0
1
0
1
19
0
0
5
6
5
13.4
0
0
5
5
5
12.4
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
1
1
12
4
0
0
0
1
0
1
19
0
0
7
7
0
0
2
0
7
7
0
0
2
7.6
2.6
0.32
Dropout
1
1
1
15
1
1
1
1
14
5
9
1
0
0
1
0
0
19
0
0
6
7
5
14.2
0
0
6
7
6
14.571429
0
15.5
2.8
-4.06
Graduate
1
1
6
12
1
1
1
13
14
6
6
1
0
0
1
0
1
18
0
0
8
8
7
13.814286
0
0
8
8
7
13.814286
0
12.7
3.7
-1.7
Graduate
1
8
1
11
1
1
1
13
14
6
6
0
0
0
1
0
1
20
0
0
6
10
4
11.25
0
0
6
6
6
10.5
0
12.4
0.5
1.79
Enrolled
1
1
1
14
1
1
1
13
27
5
6
0
0
0
1
0
1
18
0
0
6
6
6
14.5
0
0
6
8
6
13.666667
0
12.7
3.7
-1.7
Graduate
1
1
5
14
1
1
1
7
1
3
5
1
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
7.6
2.6
0.32
Dropout
2
12
1
12
1
12
1
22
27
10
10
1
0
0
1
0
0
36
0
0
7
7
6
11.3
0
0
7
7
6
11.3
0
7.6
2.6
0.32
Graduate
1
14
1
13
1
1
1
3
4
4
3
0
0
0
1
0
0
18
0
0
2
2
0
0
0
0
4
4
1
16
0
10.8
1.4
1.74
Enrolled
1
14
1
8
1
1
1
13
28
5
6
1
0
1
1
0
0
18
0
0
5
11
1
12
0
0
5
9
3
12
0
12.7
3.7
-1.7
Enrolled
1
8
6
12
1
1
1
13
28
10
4
1
0
0
1
0
0
19
0
0
8
9
7
12.3
0
0
8
9
7
12.3
0
12.7
3.7
-1.7
Graduate
1
1
5
12
1
1
1
13
14
8
9
1
0
0
1
0
1
18
0
0
8
8
7
12.694286
0
0
8
8
7
12.694286
0
10.8
1.4
1.74
Graduate
1
8
1
14
1
1
1
13
14
2
2
0
0
0
1
0
0
18
0
0
5
5
4
11
0
0
5
5
4
11
0
9.4
-0.8
-3.12
Graduate
1
1
1
10
1
1
1
22
14
10
4
1
0
0
1
0
1
19
0
0
6
6
6
13
0
0
6
6
6
14.166667
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
3
1
3
2
0
0
0
1
0
1
19
0
0
7
8
7
14.4125
0
0
8
8
8
16.05
0
13.9
-0.3
0.79
Graduate
1
1
2
12
1
1
1
1
14
8
8
1
0
0
1
0
0
18
0
0
7
8
7
12.92875
0
0
8
8
8
14.0625
0
15.5
2.8
-4.06
Dropout
1
1
2
15
1
1
1
1
14
10
8
1
0
0
1
0
0
20
0
0
6
6
6
13.333333
0
0
6
10
5
12.8
0
11.1
0.6
2.02
Graduate
1
1
3
11
1
1
1
13
28
4
11
1
0
0
1
0
1
20
0
0
6
8
5
12.8
0
0
6
9
5
12.8
0
12.4
0.5
1.79
Enrolled
1
9
1
12
1
1
1
23
27
6
6
1
0
0
1
0
0
20
0
0
8
8
7
14.402857
0
0
8
8
7
14.402857
0
10.8
1.4
1.74
Graduate
1
1
4
12
1
1
1
22
27
10
9
1
0
0
1
0
1
18
0
0
8
8
7
13.381429
0
0
8
8
7
13.381429
0
10.8
1.4
1.74
Graduate
1
1
2
12
1
1
1
13
14
8
6
1
0
0
1
0
0
18
0
0
7
8
7
14.13125
0
0
8
8
8
13.98375
0
15.5
2.8
-4.06
Graduate
1
8
4
6
1
1
1
13
27
5
8
0
0
0
1
0
0
19
0
0
5
11
5
11.714286
2
0
5
6
5
12.6
0
9.4
-0.8
-3.12
Graduate
1
1
3
9
1
1
1
13
28
10
8
1
0
0
1
0
0
19
0
0
5
5
5
11.8
0
0
5
8
4
11.25
0
9.4
-0.8
-3.12
Enrolled
2
12
1
3
0
1
1
19
24
13
13
0
0
0
1
0
0
44
0
0
6
9
6
11.166667
0
1
6
15
2
11
1
7.6
2.6
0.32
Graduate
1
4
1
4
1
3
1
23
27
6
7
0
0
0
1
0
0
32
0
0
6
7
0
0
0
0
6
6
0
0
0
12.4
0.5
1.79
Dropout
1
14
1
16
1
1
1
22
14
10
9
0
0
0
1
0
0
22
0
0
6
9
5
13.6
0
0
6
8
5
12
0
12.7
3.7
-1.7
Dropout
2
12
1
4
1
1
1
1
14
5
10
1
0
0
1
0
0
36
0
4
12
14
12
13.846154
0
5
12
18
11
14.090909
0
8.9
1.4
3.51
Graduate
1
8
1
15
1
1
1
22
27
6
8
0
0
0
1
0
1
18
0
0
6
7
6
12.5
0
0
6
8
6
13.333333
0
16.2
0.3
-0.92
Graduate
1
1
1
8
1
1
1
3
3
4
3
1
0
0
1
0
0
20
0
0
5
5
5
16.4
0
0
5
5
5
14.6
0
12.7
3.7
-1.7
Graduate
1
16
1
5
1
1
1
13
14
6
8
0
0
0
1
0
1
20
0
5
11
11
11
13.818182
0
5
11
11
11
13.454545
0
11.1
0.6
2.02
Graduate
1
8
1
10
1
1
1
3
1
3
4
0
0
0
1
0
0
19
0
0
6
8
5
10.6
0
0
6
11
4
10.5
0
15.5
2.8
-4.06
Graduate
1
12
1
9
1
12
1
3
1
4
6
1
0
1
1
0
0
24
0
0
5
8
5
10.2
0
0
5
6
5
12.2
0
12.4
0.5
1.79
Graduate
1
8
1
10
1
1
1
1
1
5
10
0
0
0
1
0
0
20
0
0
6
11
5
10.6
0
0
6
11
4
10.4
0
15.5
2.8
-4.06
Enrolled
1
14
1
3
0
1
1
3
3
3
4
0
0
0
1
0
0
27
0
7
10
10
9
11.444444
0
4
11
11
5
10.8
0
10.8
1.4
1.74
Dropout
1
1
1
16
1
1
1
1
28
6
11
1
0
0
1
0
0
20
0
0
6
9
5
14.333333
0
4
8
8
8
12.625
0
15.5
2.8
-4.06
Enrolled
1
14
6
10
1
1
1
19
24
1
1
0
0
0
1
0
1
23
0
15
16
18
16
13
0
11
13
15
13
13.266667
0
9.4
-0.8
-3.12
Graduate
1
1
5
12
1
1
1
13
28
5
9
1
0
0
1
0
1
18
0
0
8
9
8
13.31
1
0
8
9
8
13.31
1
9.4
-0.8
-3.12
Graduate
1
8
1
10
1
1
1
22
27
5
10
1
0
0
1
0
1
18
0
0
6
10
5
10.571429
1
0
6
9
5
12.2
0
12.7
3.7
-1.7
Graduate
1
8
3
12
1
1
1
1
27
10
10
1
0
0
1
0
1
20
0
0
8
8
7
13.487143
0
0
8
8
7
13.487143
0
10.8
1.4
1.74
Graduate
1
1
1
11
1
1
1
13
28
10
8
0
0
0
1
0
1
20
0
0
6
6
6
12.333333
0
0
6
7
6
11.833333
0
13.9
-0.3
0.79
Graduate
1
1
1
14
1
1
1
23
14
8
11
0
0
0
1
0
0
23
0
0
6
11
6
11.875
0
0
6
9
5
12.833333
0
11.1
0.6
2.02
Dropout
1
1
2
12
1
1
1
13
14
10
10
1
0
0
1
0
0
20
0
0
7
7
6
13.966667
0
0
7
7
6
13.966667
0
7.6
2.6
0.32
Graduate
1
12
1
11
1
7
1
19
24
1
1
1
0
0
0
0
0
28
0
0
5
10
0
0
0
0
5
10
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
14
1
1
1
1
14
4
6
1
0
0
1
0
0
21
0
0
5
8
4
11.5
0
0
5
5
5
12.8
0
7.6
2.6
0.32
Graduate
1
1
2
13
1
1
1
13
14
10
10
1
0
0
1
0
0
21
0
0
2
2
2
12.5
0
0
7
0
0
0
0
12.4
0.5
1.79
Dropout
1
4
1
12
1
3
1
19
24
1
1
0
0
0
1
0
0
28
0
0
7
0
0
0
0
0
8
0
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
12
1
1
1
3
1
4
4
0
1
0
1
0
0
18
0
0
7
10
6
11.98
0
0
8
11
7
13.225
0
16.2
0.3
-0.92
Graduate
1
8
1
10
1
1
1
23
14
29
39
1
0
0
1
0
1
21
0
0
6
8
5
13.2
0
0
6
7
5
11.8
0
8.9
1.4
3.51
Enrolled
1
1
1
12
1
1
1
1
1
5
5
0
0
0
1
0
0
19
0
0
7
10
6
11.614286
0
0
8
8
8
14.0375
0
13.9
-0.3
0.79
Graduate
1
9
6
12
1
1
1
1
14
2
2
1
0
0
1
0
1
18
0
0
8
8
7
14.314286
0
0
8
8
7
14.314286
0
12.7
3.7
-1.7
Graduate
1
1
3
12
1
1
1
3
1
3
6
0
0
0
1
0
0
19
0
0
7
0
0
0
0
0
8
0
0
0
0
7.6
2.6
0.32
Dropout
1
15
1
6
1
14
1
23
28
10
8
0
0
0
1
0
0
20
0
2
6
9
6
12.666667
0
1
6
12
2
13
0
13.9
-0.3
0.79
Enrolled
1
1
3
12
1
1
1
1
14
10
6
1
0
0
1
0
1
20
0
0
7
9
6
12.766667
0
0
8
10
7
12.128571
0
12.4
0.5
1.79
Graduate
1
8
1
16
1
1
1
1
27
8
10
0
0
0
1
0
1
18
0
0
6
7
6
12.666667
0
0
6
7
5
12.2
0
10.8
1.4
1.74
Graduate
1
14
2
14
1
1
1
23
14
5
4
1
0
0
1
0
0
20
0
4
6
7
6
11.5
0
0
6
10
4
10.571429
0
10.8
1.4
1.74
Dropout
1
12
1
14
1
1
1
1
14
6
5
0
0
0
1
0
0
31
0
2
6
13
5
11.4
0
0
6
14
4
11.75
0
13.9
-0.3
0.79
Dropout
1
8
3
12
1
1
1
22
27
10
8
1
0
0
1
0
1
19
0
0
7
8
7
14.70625
0
0
8
8
8
14.4775
0
15.5
2.8
-4.06
Graduate
1
1
3
12
1
1
1
23
28
6
6
1
0
0
1
0
1
19
0
0
7
9
6
11.814286
0
0
8
8
7
13.542857
0
13.9
-0.3
0.79
Graduate
1
1
1
5
1
1
1
13
1
4
9
0
0
0
1
0
0
23
0
1
6
8
6
13
1
0
6
8
6
11.875
0
13.9
-0.3
0.79
Graduate
1
1
1
14
1
1
1
22
27
6
6
0
0
0
1
0
0
19
0
0
6
7
6
14.857143
0
0
6
6
6
13.333333
0
12.4
0.5
1.79
Graduate
1
1
6
12
1
1
1
1
3
4
3
1
0
0
1
0
0
20
0
0
7
7
6
12.6
0
0
7
7
6
12.6
0
7.6
2.6
0.32
Graduate
1
1
1
6
1
1
1
22
27
10
5
1
0
1
1
0
0
22
0
0
6
9
5
13.333333
0
0
6
17
4
11.4
0
12.4
0.5
1.79
Enrolled
1
1
1
16
1
1
1
3
1
3
6
1
1
0
1
0
0
18
0
0
7
10
6
10.666667
0
0
7
12
6
12.833333
0
13.9
-0.3
0.79
Enrolled
1
4
3
8
1
3
1
13
27
12
6
0
0
1
0
0
0
27
0
1
5
6
2
11.5
0
0
5
5
1
11
0
12.7
3.7
-1.7
Dropout
1
12
1
13
1
12
1
22
28
10
10
0
0
0
1
0
0
29
0
0
7
9
1
10
0
0
7
0
0
0
0
12.7
3.7
-1.7
Dropout
1
8
1
11
1
1
1
1
14
5
4
1
0
0
1
0
0
18
0
0
6
10
5
11.8
0
0
6
10
5
12.2
0
11.1
0.6
2.02
Graduate
1
8
1
5
1
1
1
13
28
10
8
0
0
0
1
0
0
18
0
0
6
7
5
11.8
0
0
6
6
6
12.666667
0
16.2
0.3
-0.92
Graduate
1
8
1
12
1
1
1
23
28
8
8
0
0
0
1
0
0
18
0
0
8
8
8
12.77125
0
0
8
8
8
12.77125
0
9.4
-0.8
-3.12
Graduate