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
53
1
9,085
1
42
130
1
38
38
9
9
128.8
0
0
0
1
0
0
21
0
7
10
12
8
12.875
0
4
9
14
5
13.4
0
8.9
1.4
3.51
Dropout
1
1
4
171
1
1
133.1
1
1
1
9
10
110
1
0
0
1
0
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
16.2
0.3
-0.92
Graduate
2
39
1
8,014
0
1
130
1
37
37
6
5
113.5
1
0
0
1
0
0
36
0
0
6
0
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
4
39
1
9,003
1
12
133.1
1
37
37
9
6
160
0
0
0
1
0
0
43
0
13
18
19
18
14.631579
0
10
13
14
13
14.230769
1
15.5
2.8
-4.06
Graduate
1
18
1
9,853
1
1
123
1
19
19
9
7
117.4
1
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
11.1
0.6
2.02
Dropout
1
51
1
9,070
1
1
130
1
3
1
2
8
122.2
0
0
1
1
0
0
20
0
4
10
12
10
13
0
5
11
11
11
12.272727
0
11.1
0.6
2.02
Graduate
1
1
2
9,238
1
1
122
1
37
38
4
7
118.2
1
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
16.2
0.3
-0.92
Dropout
1
1
1
9,085
1
1
113
1
1
1
4
4
106.7
1
0
0
1
0
0
20
0
0
6
15
4
14.2
0
0
6
17
4
13.25
0
15.5
2.8
-4.06
Dropout
1
1
5
9,500
1
1
111
1
3
4
4
3
108.2
1
0
0
1
0
0
20
0
2
7
9
6
13.266667
0
0
7
10
5
12.3
0
12.4
0.5
1.79
Dropout
1
17
2
9,853
1
1
133.1
1
19
1
9
3
107
1
0
0
1
0
0
20
0
0
7
12
6
11.666667
0
0
7
10
3
13
0
16.2
0.3
-0.92
Enrolled
1
1
1
9,238
1
1
142
1
37
37
6
7
136.1
1
0
0
1
0
0
18
0
0
6
8
6
13.857143
0
0
6
6
6
15
0
13.9
-0.3
0.79
Graduate
1
17
2
9,147
1
1
123
1
1
38
4
7
115.3
1
0
0
1
0
1
18
0
0
5
9
3
13
0
0
5
11
3
11
0
8.9
1.4
3.51
Enrolled
1
1
1
9,085
1
1
131
1
19
19
9
9
139.8
1
0
0
1
0
0
19
0
0
5
6
5
13.4
0
0
5
5
5
12.8
0
10.8
1.4
1.74
Graduate
1
1
3
9,773
1
1
158
1
1
38
4
7
157
1
0
0
1
0
0
18
0
0
6
6
6
12.666667
0
0
6
7
6
12.571429
0
10.8
1.4
1.74
Graduate
1
17
2
9,500
1
1
122
1
37
37
9
9
131
1
0
0
1
0
0
18
0
0
7
7
6
12.516667
1
0
7
7
6
12.516667
1
7.6
2.6
0.32
Dropout
1
43
1
9,500
1
1
130
1
38
38
9
5
100
0
0
0
1
0
0
20
0
0
7
11
6
11.616667
0
0
7
7
7
13
0
13.9
-0.3
0.79
Enrolled
1
17
1
9,238
1
1
154
1
19
37
9
7
140.4
1
0
0
1
0
1
20
0
0
6
13
2
10
0
0
6
12
4
10.75
0
7.6
2.6
0.32
Enrolled
1
17
1
9,147
1
1
120
1
19
19
3
3
113.4
0
0
0
1
0
0
20
0
0
5
11
3
10.333333
0
0
5
10
3
10.666667
0
12.4
0.5
1.79
Enrolled
1
1
2
9,085
1
1
140
1
37
38
9
7
137
0
0
0
1
0
0
18
0
0
5
12
5
13.142857
2
0
5
6
5
11.4
0
9.4
-0.8
-3.12
Graduate
1
1
1
9,147
1
1
127
1
2
19
4
5
121.8
0
0
0
1
0
0
18
0
0
5
5
5
12.6
0
0
5
5
5
14
0
11.1
0.6
2.02
Graduate
1
17
1
9,254
1
1
133.1
1
1
1
4
5
131
1
0
0
1
0
0
21
0
0
6
12
3
11
0
0
6
12
2
11
0
9.4
-0.8
-3.12
Dropout
1
1
2
9,147
1
1
120
1
19
19
9
7
118.6
1
0
0
1
0
0
19
0
0
5
8
5
10.8
0
0
5
9
4
11.25
2
16.2
0.3
-0.92
Graduate
1
1
1
171
1
1
137
1
3
19
2
9
122.3
0
0
0
1
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
9,670
1
1
131
1
38
38
9
9
127.9
0
0
0
1
0
1
19
0
0
5
5
5
12.8
0
0
5
5
5
14.2
0
9.4
-0.8
-3.12
Graduate
1
1
1
9,085
1
1
130
1
19
38
4
7
121.3
1
0
0
1
0
0
19
0
0
6
15
6
14.166667
0
0
6
13
6
12.2
0
15.5
2.8
-4.06
Graduate
1
17
6
9,556
1
1
122
1
1
1
4
5
117.1
1
0
0
1
0
0
19
0
0
7
12
5
12.1
0
0
7
0
0
0
0
13.9
-0.3
0.79
Dropout
1
44
1
9,085
1
39
160
1
37
37
9
9
160
1
0
0
1
0
0
20
0
1
6
7
6
14.166667
0
1
6
17
5
13.777778
0
12.4
0.5
1.79
Graduate
1
1
1
9,853
1
1
146
1
19
38
9
3
145.3
1
0
0
1
0
1
18
0
0
6
8
5
12.8
0
0
6
7
5
13.4
0
9.4
-0.8
-3.12
Enrolled
1
17
3
9,238
1
1
131
1
1
39
5
3
122.6
1
0
0
1
0
0
18
0
0
6
7
6
13
0
0
6
6
6
13.666667
0
12.4
0.5
1.79
Graduate
1
17
6
9,500
1
1
132
1
1
37
8
9
128
1
0
0
1
0
0
19
0
0
7
7
7
13.467143
0
0
8
9
8
15.011111
0
12.4
0.5
1.79
Graduate
1
1
3
9,500
1
1
138
1
19
19
5
8
124.9
1
0
0
1
0
1
18
0
0
7
9
7
13.2375
0
0
8
9
7
13.742857
0
13.9
-0.3
0.79
Dropout
1
17
2
9,070
1
1
130
1
37
37
9
9
123.7
1
0
0
1
0
0
18
0
0
6
6
6
12.333333
0
0
6
6
6
13
0
7.6
2.6
0.32
Graduate
1
1
4
9,147
1
1
126
1
1
19
4
8
120.1
1
0
0
1
0
0
19
0
0
5
7
5
12.4
0
0
5
5
5
14.6
0
8.9
1.4
3.51
Graduate
1
17
6
9,500
1
1
148
1
1
19
3
3
131.7
1
0
0
1
0
0
19
0
0
7
8
5
14
0
0
7
7
0
0
0
13.9
-0.3
0.79
Dropout
1
43
1
9,238
1
1
130
1
38
37
9
7
133.2
0
0
0
1
0
0
20
0
5
9
15
9
11.666667
0
2
7
8
7
11.714286
0
7.6
2.6
0.32
Graduate
1
1
1
9,670
1
1
117
1
1
38
3
9
109.3
0
0
1
0
0
1
19
0
0
6
7
5
12
0
0
6
9
4
12.5
0
12.4
0.5
1.79
Dropout
1
17
1
9,670
1
1
120
1
19
19
5
5
113
1
0
0
1
0
0
20
0
0
5
7
4
12.2
0
0
5
5
4
11.5
0
7.6
2.6
0.32
Graduate
1
1
1
9,773
1
1
153
1
1
1
141
175
157.9
0
0
1
1
0
1
18
0
0
6
6
6
14.833333
0
0
6
6
6
14.833333
0
8.9
1.4
3.51
Graduate
1
1
2
9,500
1
1
117
1
19
1
4
7
112.1
0
0
0
1
0
1
20
0
0
7
9
5
13.188
0
0
8
9
7
12.892857
0
11.1
0.6
2.02
Enrolled
1
18
1
9,500
1
1
178
1
19
1
4
8
174.7
0
0
0
1
0
0
18
0
0
7
8
7
17.125
0
0
8
8
8
17.5875
0
13.9
-0.3
0.79
Graduate
1
1
5
9,500
1
1
129
1
37
37
9
9
128.8
1
0
0
1
0
0
19
0
0
7
7
6
12.666667
0
0
7
7
6
12.666667
0
7.6
2.6
0.32
Graduate
1
1
6
9,773
1
1
116
1
19
1
4
4
110.1
1
0
0
1
0
1
19
0
0
6
8
6
12.666667
0
0
6
10
5
12
0
12.4
0.5
1.79
Graduate
1
51
1
9,147
1
1
99
1
3
1
3
3
99.7
1
0
1
0
0
0
22
0
0
5
8
0
0
0
0
5
7
0
0
0
8.9
1.4
3.51
Enrolled
1
1
3
9,238
1
1
135
1
1
12
9
10
121
1
0
0
1
0
1
19
0
0
6
7
6
11.333333
0
0
6
6
6
11.5
0
12.4
0.5
1.79
Graduate
1
1
3
9,500
1
1
141
1
19
19
9
7
131.7
1
0
0
1
0
1
19
0
0
7
10
7
13.605
0
0
8
11
8
12.33125
0
15.5
2.8
-4.06
Graduate
1
17
5
9,853
1
1
132
1
37
38
5
6
119.1
1
0
0
1
0
1
19
0
0
6
10
5
12
0
0
6
9
5
10.8
0
9.4
-0.8
-3.12
Graduate
1
1
4
9,254
1
1
132
1
12
19
9
9
124.7
1
0
0
1
0
0
19
0
0
5
10
0
0
0
0
5
10
0
0
0
7.6
2.6
0.32
Dropout
1
17
1
9,254
1
1
113
1
1
37
9
10
117.2
1
0
0
1
0
0
20
0
0
6
8
5
11.2
0
0
6
12
3
11.666667
0
7.6
2.6
0.32
Dropout
1
1
1
9,147
1
1
134
1
3
19
2
10
128.8
0
0
0
1
0
0
18
0
0
5
10
5
13.375
0
0
5
9
5
14.166667
0
13.9
-0.3
0.79
Graduate
1
1
1
9,500
1
1
136
1
1
19
9
9
131.5
0
0
0
1
0
1
20
0
0
7
8
6
13.863333
0
0
8
9
7
14.178571
0
11.1
0.6
2.02
Graduate
1
1
1
171
1
1
136
1
3
37
2
8
121.7
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9,085
1
1
129
1
1
38
4
7
123.4
0
0
0
1
0
0
19
0
0
5
6
5
12.4
0
0
5
6
5
13.4
0
7.6
2.6
0.32
Graduate
1
17
1
9,853
1
1
138
1
38
38
7
6
124.7
1
0
0
1
0
0
18
0
0
6
11
3
12.333333
0
0
6
10
5
10.833333
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9,853
1
1
137
1
37
37
9
9
132.8
1
0
0
1
0
0
18
0
0
6
7
6
13.333333
0
0
6
8
5
11.8
0
7.6
2.6
0.32
Graduate
1
43
1
9,853
1
1
115
1
3
37
2
5
108.7
1
0
0
1
0
0
21
0
0
6
10
3
12.666667
0
0
6
12
3
10
0
9.4
-0.8
-3.12
Dropout
1
1
1
9,853
1
1
129
1
38
37
6
6
138.1
0
0
0
1
0
0
19
0
0
6
8
6
12
0
0
6
10
4
11.5
0
7.6
2.6
0.32
Dropout
1
1
1
9,147
1
1
131
1
38
38
9
9
126.5
0
0
0
1
0
1
18
0
0
5
5
5
10.6
0
0
5
5
5
11.8
0
12.4
0.5
1.79
Graduate
1
17
2
9,238
1
1
133
1
1
37
7
9
127.4
1
0
0
1
0
1
18
0
0
6
8
6
12.25
0
0
6
7
6
11.857143
0
12.7
3.7
-1.7
Graduate
1
1
3
9,238
1
1
125
1
19
1
9
10
123.6
1
0
0
1
0
0
20
0
0
6
10
4
11
0
0
6
9
6
11.833333
0
9.4
-0.8
-3.12
Graduate
1
39
1
8,014
0
1
120
1
1
19
6
8
122
0
0
0
1
0
1
24
0
0
6
11
5
11
0
0
6
9
5
12.6
0
11.1
0.6
2.02
Graduate
1
1
1
9,670
1
1
128
1
19
1
4
1
118.2
0
0
0
1
0
0
19
0
0
6
6
6
13.166667
0
0
6
9
6
13
0
10.8
1.4
1.74
Dropout
1
1
1
9,500
1
1
127
1
19
37
9
7
123.9
1
0
0
1
0
1
18
0
0
7
9
7
12.855556
0
0
8
12
7
12.761111
0
15.5
2.8
-4.06
Graduate
1
1
2
9,500
1
1
134
1
19
19
9
9
125.8
1
0
0
1
0
0
18
0
0
7
8
7
14.91875
0
0
8
8
8
15.355
0
15.5
2.8
-4.06
Graduate
1
17
5
9,853
1
1
132
1
12
12
4
4
123.3
1
0
0
1
0
0
21
0
0
6
13
4
11.5
0
0
6
10
3
11
0
10.8
1.4
1.74
Dropout
1
17
2
9,670
1
1
124
1
1
19
5
4
124.4
0
0
0
1
0
0
19
0
0
5
5
5
14.2
0
0
5
5
5
14.2
0
7.6
2.6
0.32
Graduate
1
17
1
9,773
1
1
133.1
1
19
37
7
7
126
0
0
0
1
0
1
19
0
0
6
6
6
12.5
0
0
6
7
6
13
0
15.5
2.8
-4.06
Graduate
3
39
1
9,003
1
1
170
1
1
37
6
6
170
0
0
1
1
0
0
47
0
0
1
1
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Enrolled
1
17
3
9,238
1
1
125
1
19
19
7
8
121.5
0
0
0
1
0
0
19
0
0
6
10
5
11.666667
0
0
6
12
4
11
0
13.9
-0.3
0.79
Graduate
1
39
1
9,500
1
3
130
1
2
2
1
1
130
0
0
0
1
0
0
29
0
1
8
8
7
14.257143
0
1
8
8
7
14.257143
0
12.7
3.7
-1.7
Graduate
1
43
1
9,238
1
1
125
1
19
19
4
8
117
1
0
0
1
0
0
21
0
0
6
13
3
12
0
0
6
12
2
11.333333
0
16.2
0.3
-0.92
Dropout
1
39
1
9,085
1
1
130
1
37
19
9
7
130
1
0
0
1
0
0
28
0
0
5
13
4
11.25
1
0
5
11
4
10.5
0
12.7
3.7
-1.7
Enrolled
1
17
2
9,556
1
1
133.1
1
37
37
3
10
108
0
0
0
1
0
0
20
0
0
7
8
7
12.457143
0
0
8
8
8
13.5625
0
15.5
2.8
-4.06
Graduate
1
17
1
9,500
1
1
131
1
2
38
4
5
132.3
1
0
0
1
0
0
19
0
0
7
7
6
11.683333
0
0
7
7
6
11.683333
0
7.6
2.6
0.32
Graduate
1
42
1
8,014
0
1
150
1
19
2
4
6
148
0
0
0
1
0
0
26
0
0
6
10
3
11.666667
0
0
6
8
5
12
0
9.4
-0.8
-3.12
Graduate
1
17
2
9,254
1
1
125
1
37
37
9
8
122.6
1
0
1
0
0
0
20
0
0
6
8
4
11.75
0
0
6
6
6
13.166667
0
11.1
0.6
2.02
Dropout
1
1
1
9,670
1
1
131
1
37
37
9
9
123
1
0
0
1
0
1
18
0
0
5
6
3
11.666667
0
0
5
6
4
13.5
0
7.6
2.6
0.32
Enrolled
1
39
1
9,853
1
1
130
1
37
19
9
5
102.5
0
0
0
1
0
0
27
0
0
6
9
5
13.2
0
0
6
10
5
12
0
7.6
2.6
0.32
Graduate
1
1
2
9,500
1
1
123
1
34
34
90
90
113.3
1
0
0
1
0
0
20
0
0
7
8
4
11.95
0
0
7
8
4
11.95
0
7.6
2.6
0.32
Dropout
1
1
5
9,853
1
1
141
1
37
19
9
5
133
1
0
0
1
0
0
18
0
0
6
8
5
12.4
0
0
6
12
5
10.4
0
9.4
-0.8
-3.12
Dropout
1
7
1
9,500
1
3
140
1
1
1
9
5
140
0
0
0
1
0
0
33
0
2
7
8
6
14.35
0
3
8
10
6
14.583333
0
16.2
0.3
-0.92
Dropout
1
43
1
9,853
1
1
140
1
3
1
3
3
128.3
1
0
0
1
0
0
35
0
19
21
21
21
12.619048
0
13
19
19
19
12.789474
0
12.4
0.5
1.79
Graduate
1
44
1
9,991
0
39
140
1
37
19
9
8
140
0
0
0
1
0
1
26
0
2
6
7
6
12.666667
0
2
6
7
6
13.166667
1
9.4
-0.8
-3.12
Enrolled
1
39
1
9,773
1
19
133.1
1
19
19
3
4
104
0
0
1
0
0
0
27
0
0
6
6
5
12
0
0
6
6
0
0
0
11.1
0.6
2.02
Dropout
1
18
3
9,070
1
1
131
1
1
37
5
5
122.3
1
0
0
0
0
0
19
0
0
6
6
6
12.166667
0
0
6
6
0
0
0
15.5
2.8
-4.06
Dropout
1
17
2
9,254
1
1
143
1
1
19
4
6
135
0
0
0
1
0
0
20
0
0
6
0
0
0
0
0
6
0
0
0
0
11.1
0.6
2.02
Dropout
1
18
2
9,147
1
1
132
1
3
3
5
7
119.1
1
0
1
0
0
0
20
0
0
5
9
3
10
0
0
5
9
3
10.571429
0
10.8
1.4
1.74
Dropout
1
43
1
9,238
1
1
143
1
1
37
5
9
126.6
0
0
1
0
0
0
21
0
5
10
18
8
11.5
0
0
6
12
4
10
0
9.4
-0.8
-3.12
Enrolled
1
17
3
9,500
1
1
141
1
38
1
9
4
129
1
0
0
1
0
1
18
0
0
7
7
6
13.05
0
0
7
7
6
13.05
0
7.6
2.6
0.32
Graduate
1
39
1
9,085
1
1
133.1
1
1
19
9
9
162.3
1
0
0
1
0
0
24
0
0
6
10
2
11
0
0
6
6
0
0
0
8.9
1.4
3.51
Dropout
1
17
4
9,070
1
1
148
1
1
3
4
1
163.4
1
0
0
1
0
0
20
0
0
6
7
6
11.5
0
0
6
6
6
12
0
16.2
0.3
-0.92
Graduate
1
1
1
9,254
1
1
125
1
19
38
9
8
121.5
0
0
0
1
0
1
21
0
0
6
7
6
12
0
0
6
6
6
12.5
0
13.9
-0.3
0.79
Graduate
1
1
1
8,014
0
1
120
1
1
37
7
3
122.8
0
0
0
1
0
0
23
0
0
6
13
2
10
0
0
5
12
1
10
0
9.4
-0.8
-3.12
Enrolled
1
39
1
9,147
1
1
140
1
12
3
4
3
118
1
0
0
1
0
0
24
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
51
1
9,853
1
1
139
1
1
1
4
10
134
0
0
0
1
0
0
21
0
0
6
0
0
0
0
0
6
0
0
0
0
12.4
0.5
1.79
Dropout
1
1
4
9,500
1
1
142
1
38
38
9
8
129.8
1
0
0
1
0
0
18
0
0
8
8
7
12.242857
0
0
8
8
7
12.242857
0
12.7
3.7
-1.7
Graduate
1
39
1
9,991
0
40
130
1
19
1
3
4
152
1
0
0
1
0
0
27
0
0
5
0
0
0
0
0
5
0
0
0
0
8.9
1.4
3.51
Dropout
1
18
6
9,500
1
1
126
1
37
37
5
5
122.8
1
0
0
1
0
0
18
0
0
8
8
8
12.93375
0
0
8
8
8
12.93375
0
9.4
-0.8
-3.12
Graduate
1
7
1
9,119
1
3
150
1
3
2
2
2
150
0
0
0
1
0
0
35
0
0
5
0
0
0
0
0
5
0
0
0
0
13.9
-0.3
0.79
Dropout
1
1
1
9,853
1
1
130
1
19
19
3
8
131.8
0
0
0
1
0
0
18
0
0
7
9
7
12.571429
0
0
7
8
7
14.428571
0
11.1
0.6
2.02
Graduate
1
39
1
9,500
1
1
120
1
1
3
175
121
105.9
0
0
0
1
0
0
35
0
0
3
4
3
11.816667
0
0
3
3
3
11.333333
0
11.1
0.6
2.02
Enrolled