marital_status
int64
1
6
application_mode
int64
1
57
application_order
int64
0
9
course
int64
33
9.99k
daytime/evening_attendance
int64
0
1
previous_qualification
int64
1
43
previous_qualification_grade
float64
95
190
nacionality
int64
1
109
mother's_qualification
int64
1
44
father's_qualification
int64
1
44
mother's_occupation
int64
0
194
father's_occupation
int64
0
195
admission_grade
float64
95
190
displaced
int64
0
1
educational_special_needs
int64
0
1
debtor
int64
0
1
tuition_fees_up_to_date
int64
0
1
gender
int64
0
1
scholarship_holder
int64
0
1
age_at_enrollment
int64
17
70
international
int64
0
1
curricular_units_1st_sem_credited
int64
0
20
curricular_units_1st_sem_enrolled
int64
0
26
curricular_units_1st_sem_evaluations
int64
0
45
curricular_units_1st_sem_approved
int64
0
26
curricular_units_1st_sem_grade
float64
0
18.9
curricular_units_1st_sem_without_evaluations
int64
0
12
curricular_units_2nd_sem_credited
int64
0
19
curricular_units_2nd_sem_enrolled
int64
0
23
curricular_units_2nd_sem_evaluations
int64
0
33
curricular_units_2nd_sem_approved
int64
0
20
curricular_units_2nd_sem_grade
float64
0
18.6
curricular_units_2nd_sem_without_evaluations
int64
0
12
unemployment_rate
float64
7.6
16.2
inflation_rate
float64
-0.8
3.7
gdp
float64
-4.06
3.51
target
stringclasses
3 values
1
17
1
9,254
1
1
122
1
1
19
4
3
130.4
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
17
1
9,070
1
1
126
1
19
38
9
7
118.7
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
17
1
9,500
1
1
128
1
38
38
7
7
131.5
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
1
17
3
9,085
1
1
134
1
37
38
9
9
120.4
1
0
0
1
0
0
20
0
0
5
13
3
11.333333
2
0
5
8
5
12.6
0
9.4
-0.8
-3.12
Enrolled
1
17
2
9,254
1
1
128
1
38
38
9
9
129.1
1
0
0
1
0
0
18
0
0
6
6
6
12.666667
0
0
6
7
5
14.6
0
11.1
0.6
2.02
Graduate
1
1
1
9,070
1
1
125
1
1
1
4
4
132
0
0
0
0
0
0
18
0
1
6
10
5
12.2
1
0
6
11
4
10.833333
0
13.9
-0.3
0.79
Enrolled
1
7
2
9,085
1
3
130
1
3
3
1
1
130
0
0
0
0
0
0
28
0
0
5
9
1
12
1
0
4
10
0
0
4
10.8
1.4
1.74
Dropout
1
1
2
9,500
1
1
135
1
37
1
7
7
132.8
1
0
0
1
0
1
18
0
0
8
12
7
11.721429
0
0
8
12
7
11.721429
0
12.7
3.7
-1.7
Graduate
1
39
1
9,500
1
19
133.1
1
37
38
151
161
143.7
0
0
0
1
0
0
27
0
0
7
12
4
14
0
0
7
14
3
12.525
0
12.4
0.5
1.79
Enrolled
1
39
1
33
1
1
140
1
3
1
2
4
152.8
0
0
0
1
0
0
26
0
0
7
9
7
14.75
0
0
7
12
5
13.8
3
16.2
0.3
-0.92
Enrolled
1
1
2
9,773
1
1
138
1
19
1
9
3
133.5
1
0
0
1
0
0
18
0
0
6
6
6
12.666667
0
0
6
6
6
13.666667
0
12.7
3.7
-1.7
Graduate
1
1
1
9,130
1
1
150
1
5
5
2
2
146.2
0
0
0
1
0
0
18
0
0
5
12
4
13
2
0
5
6
5
14
0
9.4
-0.8
-3.12
Dropout
1
1
2
9,147
1
1
125
1
1
19
4
6
115.2
0
1
0
1
0
0
21
0
0
5
6
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
1
2
9,070
1
1
121
1
4
1
2
3
120.7
1
0
0
1
0
0
18
0
0
6
8
4
10.75
0
0
6
9
0
0
0
9.4
-0.8
-3.12
Enrolled
2
39
1
8,014
0
1
120
1
34
34
99
99
101.8
0
0
0
0
0
0
32
0
0
5
5
0
0
0
0
5
10
0
0
0
10.8
1.4
1.74
Dropout