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
3
5
1
1
1
23
1
6
6
0
1
0
1
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
5
14
1
1
1
13
28
10
10
1
0
0
0
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
1
1
2
1
1
1
3
4
3
6
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Graduate
1
8
2
9
1
1
1
13
14
8
8
1
0
0
1
0
1
19
0
0
5
8
5
11.2
0
0
5
5
3
11
0
12.4
0.5
1.79
Graduate
1
8
2
10
1
1
1
1
3
4
5
1
0
0
1
0
0
18
0
0
6
6
6
16.5
0
0
6
7
6
17.428571
0
11.1
0.6
2.02
Dropout
1
8
1
6
1
1
1
3
14
6
6
1
0
0
1
0
0
18
0
0
5
9
3
13.666667
1
0
5
5
5
12
0
12.7
3.7
-1.7
Graduate
1
8
6
12
1
1
1
22
27
10
7
1
0
0
1
0
1
18
0
0
8
8
7
15.228571
0
0
8
8
7
15.228571
0
12.7
3.7
-1.7
Graduate
1
17
1
10
1
16
1
22
27
10
11
1
0
0
1
0
0
21
0
5
9
10
9
12.777778
0
4
9
9
9
13.222222
0
8.9
1.4
3.51
Graduate
1
1
1
12
1
1
1
13
27
6
6
0
0
0
1
0
1
18
0
0
8
8
7
14.428571
0
0
8
8
7
14.428571
0
12.7
3.7
-1.7
Graduate
1
8
3
14
1
1
1
1
28
4
4
1
0
0
1
0
0
18
0
0
6
8
6
13.875
0
0
6
7
6
13.714286
0
11.1
0.6
2.02
Graduate
1
1
2
12
1
1
1
13
14
10
11
1
0
0
1
0
0
18
0
0
7
10
7
13.128
0
0
8
13
6
13.193333
0
15.5
2.8
-4.06
Graduate
1
8
1
12
1
1
1
13
1
5
4
1
0
0
1
0
0
20
0
0
7
9
6
11.605
0
0
8
10
7
12.4125
0
16.2
0.3
-0.92
Graduate
1
8
1
9
1
1
1
1
28
5
6
0
0
0
1
0
1
18
0
0
5
5
5
14.6
0
0
5
8
5
12
0
12.7
3.7
-1.7
Graduate
1
1
2
15
1
1
1
13
1
5
6
1
0
0
1
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
11.1
0.6
2.02
Dropout
1
9
2
9
1
1
1
22
28
29
28
1
0
0
1
0
1
20
0
0
5
6
5
11.8
0
0
5
6
5
11.6
0
8.9
1.4
3.51
Graduate
1
8
1
11
1
1
1
13
14
10
9
1
0
0
1
0
0
20
0
0
6
6
6
12.333333
0
0
6
6
6
12.333333
0
12.4
0.5
1.79
Graduate
1
8
1
9
1
1
1
22
1
10
10
1
0
1
1
0
1
19
0
0
5
5
4
11
0
0
5
5
0
0
0
11.1
0.6
2.02
Dropout
1
16
1
5
1
1
1
3
1
4
6
0
0
0
1
0
1
19
0
5
11
11
11
13.181818
0
5
11
11
11
12.909091
0
11.1
0.6
2.02
Graduate
1
8
4
14
1
1
1
13
27
10
13
1
1
1
0
0
1
18
0
0
6
6
1
11
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
1
8
3
15
1
1
1
1
1
5
10
1
0
1
1
0
1
19
0
0
6
6
6
11.833333
0
0
6
7
6
12.285714
0
15.5
2.8
-4.06
Graduate
1
1
2
12
1
1
1
1
28
5
8
1
0
0
1
0
1
20
0
0
8
8
8
12.98125
0
0
8
8
8
12.98125
0
9.4
-0.8
-3.12
Graduate
1
15
1
9
1
14
1
13
1
5
10
1
0
0
1
0
0
21
0
4
7
10
6
11.333333
0
1
5
6
5
11.2
0
11.1
0.6
2.02
Graduate
1
14
2
12
1
1
1
26
3
3
3
0
0
0
1
0
0
21
0
0
8
12
6
11.68
0
0
8
12
6
11.68
0
10.8
1.4
1.74
Graduate
1
8
1
5
1
1
1
23
28
10
10
0
0
0
1
0
0
20
0
0
6
6
6
14.5
0
0
6
7
6
13.5
0
11.1
0.6
2.02
Graduate
1
9
2
16
1
1
1
23
28
29
36
1
0
0
1
0
0
19
0
0
7
7
7
13.142857
0
0
7
8
7
12.857143
0
8.9
1.4
3.51
Graduate
1
8
3
6
1
1
1
1
14
5
12
0
0
0
0
0
0
21
0
0
5
8
2
11.5
0
0
5
7
2
10.5
0
7.6
2.6
0.32
Dropout
1
1
1
6
1
1
1
18
14
5
12
0
0
0
1
0
0
18
0
0
5
6
5
14.2
0
0
5
7
5
11.8
0
7.6
2.6
0.32
Graduate
1
1
5
11
1
1
1
13
27
10
10
0
0
0
1
0
1
19
0
0
6
8
5
11.666667
0
0
6
7
5
12.2
0
8.9
1.4
3.51
Graduate
1
8
2
12
1
1
1
13
14
10
5
1
0
0
1
0
0
18
0
0
7
8
7
13.175
0
0
8
8
8
14.875
0
13.9
-0.3
0.79
Graduate
1
1
4
12
1
1
1
1
1
10
10
1
0
0
1
0
1
19
0
0
8
8
7
13.314286
0
0
8
8
7
13.314286
0
12.7
3.7
-1.7
Graduate
1
1
2
9
1
1
1
1
14
5
4
1
0
0
1
0
1
18
0
0
5
13
3
10.6
0
0
5
12
3
10.5
0
13.9
-0.3
0.79
Graduate
1
1
1
16
1
1
1
13
27
6
8
0
0
0
1
0
1
18
0
0
6
11
4
12
0
0
6
8
4
10.75
0
15.5
2.8
-4.06
Enrolled
1
1
1
15
1
1
1
22
27
9
9
0
0
0
1
0
0
18
0
0
6
7
6
13.428571
0
0
6
7
6
14.142857
0
13.9
-0.3
0.79
Graduate
1
8
1
6
1
1
1
1
27
10
10
1
0
0
1
0
1
18
0
0
5
7
4
13.25
0
0
5
8
5
15.571429
0
10.8
1.4
1.74
Graduate
1
8
1
5
1
1
1
23
14
8
8
1
0
0
1
0
0
18
0
0
6
6
2
13
0
0
6
6
0
0
0
12.4
0.5
1.79
Dropout
1
1
3
5
1
1
1
1
28
10
8
0
0
0
1
0
1
18
0
0
6
6
6
14.333333
0
0
6
7
6
14
0
11.1
0.6
2.02
Enrolled
1
8
1
10
1
1
1
1
28
10
8
0
0
0
1
0
0
18
0
0
6
0
0
0
0
0
6
0
0
0
0
11.1
0.6
2.02
Dropout
1
1
1
10
1
1
1
1
3
5
3
0
0
0
1
0
0
18
0
0
6
6
6
14
0
0
6
6
6
13.166667
0
10.8
1.4
1.74
Graduate
1
13
1
6
1
1
1
1
28
5
10
1
0
0
1
0
1
20
0
1
2
2
2
12
0
1
6
11
6
12.833333
0
13.9
-0.3
0.79
Graduate
1
1
1
16
1
1
1
3
1
3
6
0
0
0
1
0
0
18
0
0
6
9
5
12.333333
0
0
6
10
5
10.6
0
15.5
2.8
-4.06
Enrolled
1
8
4
5
1
1
1
1
14
5
6
1
0
0
1
0
0
18
0
0
6
8
5
11.8
0
0
6
7
5
10.4
1
16.2
0.3
-0.92
Graduate
1
9
6
12
1
1
1
22
27
10
8
0
0
0
1
0
1
20
0
0
8
8
7
12.791429
1
0
8
8
7
12.791429
1
10.8
1.4
1.74
Graduate
4
14
1
14
1
1
1
22
27
10
7
0
0
0
1
0
0
40
0
4
8
8
8
11.625
0
3
7
12
5
11.2
0
9.4
-0.8
-3.12
Graduate
1
1
6
12
1
1
1
23
28
10
10
1
0
0
1
0
1
18
0
0
7
11
6
11.994444
0
0
8
11
7
12.431429
0
15.5
2.8
-4.06
Graduate
1
1
5
11
1
1
1
13
14
5
8
1
0
0
1
0
0
19
0
0
6
9
5
11.6
0
0
6
12
5
12.2
0
13.9
-0.3
0.79
Graduate
1
4
1
17
0
15
1
1
14
5
10
0
0
0
1
0
0
24
0
0
5
5
0
0
0
0
5
6
0
0
0
12.4
0.5
1.79
Dropout
1
1
3
15
1
1
1
3
28
3
11
1
0
0
1
0
0
19
0
0
6
8
6
13.166667
0
0
6
7
6
13.166667
0
10.8
1.4
1.74
Dropout
1
1
6
12
1
1
1
2
1
5
5
1
0
0
1
0
0
19
0
0
8
8
7
14.1
0
0
8
8
7
14.1
0
10.8
1.4
1.74
Graduate
1
1
1
12
1
1
1
1
14
10
7
1
0
0
1
0
1
20
0
0
7
8
6
12.396667
0
0
8
9
7
12.942857
0
11.1
0.6
2.02
Graduate
1
1
1
12
1
1
1
23
28
6
6
0
0
0
1
0
0
18
0
0
7
7
7
15.014286
0
0
8
8
8
16.0875
0
12.4
0.5
1.79
Graduate
1
1
1
2
1
1
1
1
28
5
9
1
0
0
1
0
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Graduate
1
8
2
12
1
1
1
13
27
5
8
1
0
0
1
0
0
19
0
0
7
8
7
14.05
0
0
8
8
8
15.1
0
13.9
-0.3
0.79
Graduate
1
8
3
12
1
1
1
3
3
5
6
1
0
0
1
0
0
18
0
0
7
8
7
14.85
0
0
8
8
8
15.2
0
13.9
-0.3
0.79
Dropout
1
15
1
6
1
14
1
3
3
3
3
1
0
0
1
0
0
19
0
0
6
10
6
13
0
0
6
19
5
13
0
12.4
0.5
1.79
Graduate
1
1
2
12
1
1
1
22
27
10
8
1
0
0
1
0
1
19
0
0
7
8
7
14.7875
0
0
8
8
8
15.8625
0
13.9
-0.3
0.79
Graduate
1
1
1
12
1
1
1
13
14
6
8
0
0
0
1
0
1
19
0
0
7
7
7
13.7
0
0
8
9
7
14.671429
0
12.4
0.5
1.79
Graduate
1
1
2
12
1
1
1
1
27
5
5
1
0
0
1
0
1
19
0
0
7
7
7
12.495714
0
0
8
9
7
12.242857
0
11.1
0.6
2.02
Dropout
1
1
1
12
1
1
1
1
28
2
8
0
0
0
1
0
0
19
0
0
7
7
6
14.566667
0
0
7
7
6
14.566667
0
7.6
2.6
0.32
Graduate
1
12
1
14
1
9
1
1
14
2
6
1
0
1
0
0
0
25
0
0
5
5
5
11.2
0
0
5
5
4
11.25
0
9.4
-0.8
-3.12
Dropout
1
1
1
12
1
1
1
13
14
5
11
0
0
0
1
0
0
20
0
0
8
8
7
12.685714
0
0
8
8
7
12.685714
0
12.7
3.7
-1.7
Graduate
1
17
1
10
1
16
1
1
14
6
6
0
0
1
0
0
0
23
0
5
9
12
7
13.571429
0
4
9
14
4
13.25
0
8.9
1.4
3.51
Dropout
1
1
1
5
1
1
1
13
14
8
8
0
0
0
1
0
0
20
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
12
1
3
0
1
1
22
9
10
11
0
0
0
1
0
0
27
0
0
6
8
5
11
0
0
6
7
6
11.166667
0
11.1
0.6
2.02
Graduate
1
1
1
12
1
1
1
13
1
5
5
0
0
0
1
0
0
18
0
0
8
8
8
14.445
0
0
8
8
8
14.445
0
9.4
-0.8
-3.12
Graduate
1
1
1
16
1
1
1
13
1
6
11
1
0
1
1
0
0
18
0
0
6
9
5
13.6
0
0
6
10
4
11.75
0
9.4
-0.8
-3.12
Enrolled
1
4
1
3
0
15
1
13
1
6
11
1
0
1
0
0
0
23
0
7
12
12
11
14
0
4
10
11
8
14.625
0
13.9
-0.3
0.79
Dropout
1
1
6
12
1
1
1
23
27
6
7
1
0
0
1
0
1
19
0
0
7
7
6
13.416667
0
0
7
7
6
13.416667
0
7.6
2.6
0.32
Graduate
1
1
1
9
1
1
1
22
28
4
4
0
0
0
1
0
0
18
0
0
5
8
5
12.333333
2
0
5
7
5
11.4
0
15.5
2.8
-4.06
Graduate
1
14
1
12
1
1
1
1
14
10
9
1
0
0
1
0
0
20
0
0
7
8
7
13.1
0
0
8
8
8
14.8125
0
13.9
-0.3
0.79
Graduate
1
1
2
14
1
1
1
13
14
10
10
1
0
0
1
0
0
18
0
0
6
9
4
13.2
0
0
6
10
5
12.8
0
12.4
0.5
1.79
Graduate
1
1
1
12
1
1
1
1
1
5
5
1
0
0
1
0
1
19
0
0
8
8
8
14.75
0
0
8
8
8
14.75
0
9.4
-0.8
-3.12
Graduate
1
15
1
10
1
14
1
13
14
9
9
1
0
0
1
0
1
19
0
3
6
7
6
13.142857
0
2
6
6
6
14.333333
0
12.4
0.5
1.79
Graduate
1
1
1
16
1
1
1
23
27
6
6
0
0
0
1
0
0
19
0
0
6
9
4
12.5
0
0
6
9
5
12.5
0
9.4
-0.8
-3.12
Enrolled
1
1
1
6
1
1
1
3
3
2
12
0
0
0
1
0
0
18
0
0
5
6
4
13.75
0
0
5
8
5
14.857143
0
7.6
2.6
0.32
Graduate
1
1
1
10
1
1
1
22
27
10
6
0
0
0
1
0
0
18
0
0
6
11
5
12.4
0
0
6
7
6
13
0
9.4
-0.8
-3.12
Graduate
1
1
2
15
1
1
1
13
14
5
8
1
0
0
1
0
0
18
0
0
6
6
6
13.333333
0
0
6
6
6
12
0
11.1
0.6
2.02
Graduate
1
2
1
16
1
1
1
13
28
10
10
0
0
0
0
0
0
28
0
11
11
11
11
11.727273
0
8
8
8
8
12
0
15.5
2.8
-4.06
Dropout
1
8
1
11
1
1
1
22
27
6
10
1
0
0
1
0
0
19
0
0
6
8
4
12.5
0
0
6
11
1
14
0
7.6
2.6
0.32
Dropout
1
14
1
2
1
1
1
3
1
3
4
1
0
1
1
0
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
13.9
-0.3
0.79
Dropout
1
1
2
12
1
1
1
1
27
5
10
1
0
0
1
0
1
19
0
0
7
8
6
13.533333
0
0
8
9
7
13.614286
0
12.4
0.5
1.79
Graduate
1
1
1
5
1
1
1
1
14
5
1
0
1
0
1
0
1
20
0
0
6
6
6
13.166667
0
0
6
6
6
12.666667
0
11.1
0.6
2.02
Graduate
1
1
2
11
1
1
1
13
14
10
10
1
0
0
1
0
1
19
0
0
6
9
5
13.2
0
0
6
8
5
11
0
12.4
0.5
1.79
Graduate
1
16
1
5
1
1
1
5
1
3
11
1
0
0
1
0
0
21
0
0
6
7
5
12.2
0
0
6
7
4
12.6
0
8.9
1.4
3.51
Enrolled
1
1
1
16
1
1
1
1
14
10
5
1
0
0
1
0
1
19
0
0
7
7
7
13.428571
0
0
7
7
7
14.857143
0
11.1
0.6
2.02
Graduate
1
1
2
5
1
1
1
13
1
10
4
1
0
0
1
0
1
18
0
1
6
8
6
12.714286
1
0
6
8
6
12.625
0
13.9
-0.3
0.79
Graduate
1
8
2
8
1
1
1
3
1
3
2
0
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
8
1
14
1
1
1
10
28
10
6
0
0
0
1
0
1
19
0
0
6
6
6
13.666667
0
0
6
9
6
13.666667
0
8.9
1.4
3.51
Graduate
1
1
1
15
1
1
1
23
14
18
16
0
0
1
1
0
0
20
0
0
6
6
5
11
0
0
6
6
6
13.166667
0
16.2
0.3
-0.92
Graduate
1
8
2
16
1
1
1
1
1
5
1
1
0
0
1
0
0
18
0
0
7
11
5
11.4
0
0
7
9
6
13.333333
0
13.9
-0.3
0.79
Enrolled
1
14
1
2
1
1
1
13
14
6
8
0
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
Enrolled
1
8
1
8
1
1
1
1
1
5
6
0
0
0
1
0
0
18
0
0
5
7
4
12
0
0
5
6
5
12
0
7.6
2.6
0.32
Graduate
1
8
3
15
1
1
1
13
14
6
9
0
0
0
1
0
0
18
0
0
6
6
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
8
3
10
1
1
1
22
28
1
8
1
0
0
1
0
0
18
0
0
6
14
5
11
0
0
6
6
6
11.666667
0
7.6
2.6
0.32
Graduate
1
9
4
15
1
1
1
13
14
5
5
1
0
0
1
0
0
20
0
0
6
12
5
12
0
0
6
8
6
11.571429
0
15.5
2.8
-4.06
Dropout
1
8
3
12
1
1
1
13
1
10
10
1
0
0
1
0
1
19
0
0
7
7
7
13.308571
0
0
8
10
8
12.55
0
12.4
0.5
1.79
Graduate
1
1
1
16
1
1
1
22
27
10
10
1
0
1
0
0
0
21
0
0
6
8
3
13.666667
0
0
6
7
3
10.666667
0
15.5
2.8
-4.06
Dropout
1
8
1
14
1
3
1
10
3
6
9
1
0
1
0
0
0
20
0
0
6
6
0
0
0
0
6
9
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
11
1
1
1
22
28
10
10
1
0
0
1
0
0
18
0
0
6
10
5
12.2
0
0
6
8
4
11.25
0
9.4
-0.8
-3.12
Graduate
1
1
1
15
1
1
1
1
4
6
4
0
0
0
1
0
1
20
0
0
6
7
6
12.666667
0
0
6
6
6
12.833333
0
10.8
1.4
1.74
Graduate
1
1
2
12
1
1
1
13
27
2
10
1
0
0
1
0
1
19
0
0
8
8
8
14.07125
0
0
8
8
8
14.07125
0
9.4
-0.8
-3.12
Graduate