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
5
171
1
1
122
1
19
12
5
9
127.3
1
0
0
1
1
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Dropout
1
15
1
9,254
1
1
160
1
1
3
3
3
142.5
1
0
0
0
1
0
19
0
0
6
6
6
14
0
0
6
6
6
13.666667
0
13.9
-0.3
0.79
Graduate
1
1
5
9,070
1
1
122
1
37
37
9
9
124.8
1
0
0
0
1
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
10.8
1.4
1.74
Dropout
1
17
2
9,773
1
1
122
1
38
37
5
3
119.6
1
0
0
1
0
0
20
0
0
6
8
6
13.428571
0
0
6
10
5
12.4
0
9.4
-0.8
-3.12
Graduate
2
39
1
8,014
0
1
100
1
37
38
9
9
141.5
0
0
0
1
0
0
45
0
0
6
9
5
12.333333
0
0
6
6
6
13
0
13.9
-0.3
0.79
Graduate
2
39
1
9,991
0
19
133.1
1
37
37
9
7
114.8
0
0
1
1
1
0
50
0
0
5
10
5
11.857143
0
0
5
17
5
11.5
5
16.2
0.3
-0.92
Graduate
1
1
1
9,500
1
1
142
1
19
38
7
10
128.4
1
0
0
1
0
1
18
0
0
7
9
7
13.3
0
0
8
8
8
14.345
0
15.5
2.8
-4.06
Graduate
1
18
4
9,254
1
1
119
1
37
37
9
9
113.1
1
0
0
0
1
0
22
0
0
5
5
0
0
0
0
5
5
0
0
0
15.5
2.8
-4.06
Dropout
1
1
3
9,238
1
1
137
62
1
1
9
9
129.3
0
0
0
1
0
1
21
1
0
6
8
6
13.875
0
0
6
7
6
14.142857
0
16.2
0.3
-0.92
Graduate
1
1
1
9,238
1
1
138
1
1
19
4
7
123
1
0
1
0
0
0
18
0
0
6
9
5
11.4
0
0
6
14
2
13.5
0
8.9
1.4
3.51
Dropout
1
1
1
9,670
1
1
139
1
38
19
5
7
130.6
1
0
0
1
0
0
18
0
0
6
6
6
12.333333
0
0
6
7
5
14.2
0
13.9
-0.3
0.79
Graduate
1
1
1
9,500
1
1
136
1
19
38
9
9
119.3
1
0
0
1
0
1
18
0
0
8
8
7
13.214286
0
0
8
8
7
13.214286
0
12.7
3.7
-1.7
Graduate
1
1
2
9,853
1
1
133
1
19
37
4
9
130.2
1
0
0
1
0
0
19
0
0
6
6
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
1
53
1
9,254
1
42
110
1
1
1
4
7
111.8
1
0
0
1
0
1
21
0
0
6
7
6
10.571429
0
0
6
8
5
11
0
8.9
1.4
3.51
Graduate
1
1
1
9,085
1
1
149
1
38
37
5
5
137.1
1
0
0
1
0
1
18
0
0
5
7
4
13.25
0
0
5
5
5
12
0
10.8
1.4
1.74
Graduate
1
1
1
9,773
1
1
127
1
19
37
9
3
120.7
1
0
0
1
0
0
20
0
0
6
6
5
13.2
0
0
6
7
0
0
0
15.5
2.8
-4.06
Dropout
1
18
1
9,238
1
1
137
1
19
38
5
8
137.4
1
0
0
1
0
0
18
0
0
6
10
1
12
0
0
6
14
2
11
0
10.8
1.4
1.74
Enrolled
1
17
2
9,500
1
1
135
1
19
1
5
4
127.3
1
0
0
1
0
0
18
0
0
7
8
7
13.30625
0
0
8
8
8
14.545
0
15.5
2.8
-4.06
Graduate
1
1
1
9,130
1
1
137
1
3
19
3
5
136.3
1
0
0
1
0
0
20
0
0
5
8
4
12.5
1
0
5
8
4
12.25
2
10.8
1.4
1.74
Graduate
1
1
1
9,853
1
1
140
1
19
19
7
7
124.6
1
0
0
1
0
0
18
0
0
7
7
6
11.666667
0
0
7
8
6
13.5
0
16.2
0.3
-0.92
Enrolled
1
1
3
171
1
1
122
1
1
1
9
8
120.3
0
0
0
1
0
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
11.1
0.6
2.02
Graduate
1
18
4
9,556
1
1
127
1
1
38
4
7
121.8
1
0
0
1
0
0
20
0
0
7
14
7
11.4375
0
0
8
9
8
11.425
0
12.7
3.7
-1.7
Enrolled
1
1
4
9,500
1
1
142
1
19
19
1
1
125.5
1
0
0
1
0
0
18
0
0
8
12
7
12.857143
0
0
8
12
7
12.857143
0
12.7
3.7
-1.7
Graduate
1
1
4
9,670
1
1
125
1
1
38
4
7
114.9
1
0
0
1
0
1
19
0
0
6
8
6
13.375
0
0
6
7
6
12.285714
0
11.1
0.6
2.02
Graduate
1
1
1
9,500
1
1
126
1
19
19
3
7
123.9
0
0
0
1
0
0
19
0
0
7
8
6
13.296667
0
0
8
9
7
14.114286
0
11.1
0.6
2.02
Graduate
1
1
1
9,238
1
1
151
1
19
38
9
9
157
1
0
1
1
0
1
18
0
0
6
8
5
11.6
0
0
6
12
4
11
0
7.6
2.6
0.32
Enrolled
1
17
2
9,238
1
1
115
1
19
38
7
8
116.4
1
0
0
1
0
0
21
0
0
6
9
6
11.375
0
0
6
9
6
13.285714
0
16.2
0.3
-0.92
Graduate
1
1
1
9,085
1
1
138
1
19
19
3
3
131
1
0
0
1
0
0
18
0
0
5
9
5
12.666667
2
0
5
7
4
13
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9,147
1
1
135
1
19
1
9
9
122.1
1
0
0
1
0
0
20
0
0
5
6
5
12
0
0
5
6
5
12.333333
0
16.2
0.3
-0.92
Graduate
1
17
2
9,500
1
1
127
1
3
3
1
10
118.8
1
0
0
1
1
0
19
0
0
7
9
6
12.933333
0
0
7
7
6
13.716667
0
16.2
0.3
-0.92
Enrolled
1
44
1
9,003
1
39
150
1
4
5
4
2
150
0
0
0
1
1
0
21
0
0
6
15
5
11.857143
0
0
6
17
5
10.571429
0
16.2
0.3
-0.92
Enrolled
1
51
1
9,070
1
1
125
1
42
3
125
124
130
1
0
0
1
1
0
20
0
2
6
7
6
12.833333
0
0
6
9
4
13.4
0
8.9
1.4
3.51
Graduate
1
1
1
9,147
1
1
143
1
1
1
4
6
138.8
0
0
0
0
1
0
18
0
0
5
9
3
11.333333
0
0
5
8
2
13.5
0
8.9
1.4
3.51
Enrolled
1
18
1
8,014
0
1
138
1
19
1
9
5
134.5
1
0
0
1
0
0
19
0
0
6
6
6
12.666667
0
0
6
8
6
14.375
0
12.4
0.5
1.79
Graduate
1
1
1
9,991
0
1
130
1
2
37
3
9
131.4
0
0
0
1
1
0
34
0
0
5
6
5
12.4
0
0
5
9
5
13.428571
0
13.9
-0.3
0.79
Graduate
1
39
1
33
1
1
130
1
38
37
9
6
102.5
0
0
1
0
1
0
37
0
0
7
7
0
0
0
0
7
7
1
10
0
8.9
1.4
3.51
Dropout
1
39
1
9,119
1
10
133.1
1
34
37
0
0
128.8
1
0
0
1
1
0
43
0
0
5
0
0
0
0
0
5
0
0
0
0
7.6
2.6
0.32
Dropout
1
43
1
9,147
1
1
140
1
37
37
6
6
122.9
0
0
0
1
0
0
55
0
0
5
10
1
10
0
0
5
8
2
12
2
16.2
0.3
-0.92
Dropout
4
39
1
9,991
0
1
120
1
19
19
9
3
113.9
1
0
0
1
0
0
39
0
0
5
8
5
11
0
0
5
5
5
11.6
0
7.6
2.6
0.32
Graduate
1
44
1
9,130
1
39
120
6
4
4
3
6
120
0
0
1
0
0
0
20
1
2
6
13
3
11.666667
0
1
6
11
3
12
0
12.4
0.5
1.79
Dropout
1
1
5
9,773
1
1
126
1
3
3
2
2
121.1
0
0
1
1
0
0
18
0
0
6
6
4
12.75
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
2
9,147
1
1
133
1
3
19
2
7
120.4
1
0
0
1
0
0
22
0
0
5
5
5
14.8
0
0
5
5
5
15.8
0
8.9
1.4
3.51
Graduate
1
1
6
9,500
1
1
103
1
1
3
2
2
100.6
1
1
0
1
0
0
22
0
0
7
9
5
13.928
0
0
8
9
7
14.342857
0
11.1
0.6
2.02
Graduate
1
17
1
9,773
1
1
120
1
1
38
5
5
121.4
0
0
0
0
0
0
20
0
0
6
7
4
13
0
0
6
7
5
13.8
0
12.4
0.5
1.79
Dropout
1
39
1
9,991
0
1
133.1
1
37
37
9
9
109.7
0
0
0
1
0
0
29
0
0
5
0
0
0
0
0
5
0
0
0
0
16.2
0.3
-0.92
Dropout
1
17
1
9,991
0
1
154
1
38
38
4
5
134.1
0
0
0
1
0
0
24
0
0
5
9
2
11.5
0
0
5
11
3
14.333333
1
7.6
2.6
0.32
Enrolled
1
17
2
9,238
1
1
130
1
19
19
9
9
127.6
1
0
0
1
0
0
18
0
0
6
6
6
11.666667
0
0
6
8
5
13.2
0
11.1
0.6
2.02
Graduate
1
17
6
9,500
1
1
132
1
37
19
7
7
132.4
1
0
0
1
0
1
22
0
0
7
8
6
13.516667
0
0
8
9
7
13.771429
0
11.1
0.6
2.02
Graduate
1
44
1
8,014
0
39
130
1
1
19
9
9
133.4
0
0
0
1
0
1
21
0
3
6
6
6
11.5
0
2
6
7
6
13.285714
0
12.4
0.5
1.79
Graduate
1
1
1
9,238
1
1
139
1
37
38
9
9
126.1
0
0
0
1
0
1
19
0
0
6
7
5
12.333333
0
0
6
7
6
12.833333
0
12.7
3.7
-1.7
Graduate
1
39
1
9,254
1
1
130
1
19
38
9
7
113.5
0
0
0
1
0
1
24
0
0
6
6
6
13.666667
0
0
6
6
6
14.166667
0
12.4
0.5
1.79
Graduate
1
1
1
9,500
1
1
139
1
37
38
6
6
121.3
1
0
0
1
0
1
19
0
0
8
10
6
11.833333
0
0
8
10
6
11.833333
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9,773
1
1
127
1
1
19
7
7
121.8
1
0
0
1
0
1
20
0
0
6
11
4
14
0
0
6
12
3
11
0
9.4
-0.8
-3.12
Enrolled
1
1
3
9,130
1
1
167
1
37
37
90
90
159.3
0
0
0
1
0
0
19
0
0
5
7
5
14.714286
0
0
5
5
5
15.8
0
7.6
2.6
0.32
Graduate
1
39
1
9,991
0
1
130
1
38
38
9
9
120
0
0
0
1
0
0
27
0
0
5
12
5
10.6
0
0
5
10
5
11
0
9.4
-0.8
-3.12
Dropout
1
1
1
9,500
1
1
130
1
1
19
5
5
129.1
1
0
0
1
0
0
18
0
0
7
9
7
13.044444
0
0
8
10
8
13.595
0
15.5
2.8
-4.06
Graduate
2
7
1
9,254
1
3
130
1
1
3
4
3
130
0
0
0
1
0
0
39
0
0
6
10
0
0
0
0
6
6
0
0
0
12.4
0.5
1.79
Dropout
1
39
1
9,130
1
40
129
1
3
3
2
2
155.3
1
0
0
1
0
0
27
0
0
6
9
5
13
0
5
11
13
10
12.9
0
12.4
0.5
1.79
Dropout
1
17
1
9,500
1
1
141
1
38
38
7
10
139.8
1
0
0
1
0
0
18
0
0
8
8
8
14.935
0
0
8
8
8
14.935
0
9.4
-0.8
-3.12
Graduate
1
1
3
171
1
1
125
1
38
37
4
9
115.2
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Enrolled
1
1
2
9,500
1
1
125
1
19
19
9
9
114.9
0
0
0
1
0
0
18
0
0
7
8
6
13.133333
0
0
8
12
7
12.221429
0
16.2
0.3
-0.92
Graduate
1
44
1
9,238
1
39
130
1
19
1
9
9
131.9
0
0
0
1
0
1
21
0
3
6
7
6
12
0
2
6
7
6
12
0
13.9
-0.3
0.79
Graduate
1
17
3
171
1
1
133
1
1
37
4
7
126
1
0
0
1
1
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Enrolled
1
17
1
9,070
1
1
127
1
1
1
3
4
130.2
1
0
0
1
1
0
19
0
0
6
6
5
11.4
0
0
6
8
1
10
0
10.8
1.4
1.74
Enrolled
1
43
1
9,070
1
1
116
1
1
1
3
3
120.9
0
0
0
1
1
0
24
0
0
6
6
0
0
0
0
6
6
0
0
0
12.7
3.7
-1.7
Enrolled
4
42
1
9,500
1
19
133.1
1
1
1
5
5
126
1
0
0
1
1
0
29
0
2
7
10
5
11.9
0
1
8
10
5
11
0
13.9
-0.3
0.79
Dropout
1
1
3
171
1
1
139
1
19
19
5
3
128.2
1
0
0
1
1
1
19
0
0
0
0
0
0
0
0
0
0
0
0
0
10.8
1.4
1.74
Graduate
1
44
1
9,003
1
39
130
1
19
37
9
9
130
1
0
0
1
1
0
23
0
0
6
8
6
12.571429
0
0
6
7
6
12.428571
0
8.9
1.4
3.51
Graduate
1
1
3
9,147
1
1
125
1
1
38
7
7
120.1
0
0
1
1
1
0
19
0
0
5
8
5
11.2
0
0
5
10
4
10.75
3
16.2
0.3
-0.92
Dropout
1
39
1
9,254
1
1
160
1
19
37
7
10
100
0
0
0
1
1
0
26
0
0
6
7
6
12
0
0
6
8
5
10.8
0
12.7
3.7
-1.7
Enrolled
1
17
1
9,147
1
1
148
1
38
37
5
5
134
0
0
0
1
1
0
18
0
0
5
9
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Enrolled
1
17
1
9,500
1
1
150
1
37
19
8
4
130.8
0
0
0
1
1
0
24
0
0
7
8
7
11.975
0
0
8
8
8
13.75
0
13.9
-0.3
0.79
Graduate
1
1
1
171
1
1
141
1
19
19
5
10
135.8
1
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Dropout
1
17
4
9,254
1
1
118
1
38
37
5
7
111.7
1
0
0
1
1
0
18
0
0
6
12
3
11.666667
0
0
6
12
1
12
0
12.4
0.5
1.79
Dropout
1
1
2
9,773
1
1
142
1
38
38
9
9
132.9
1
0
0
1
1
0
18
0
0
6
8
6
12.333333
0
0
6
11
3
12.333333
0
10.8
1.4
1.74
Graduate
1
17
3
9,147
1
1
120
1
19
19
4
7
115.5
1
0
1
1
1
0
18
0
0
5
8
3
10.333333
0
0
5
11
3
10.857143
0
10.8
1.4
1.74
Dropout
1
18
4
9,254
1
1
106
1
19
37
7
7
106
1
0
0
1
1
1
21
0
0
6
8
4
10.5
0
0
6
11
1
11
0
9.4
-0.8
-3.12
Dropout
1
17
4
9,773
1
1
121
1
1
19
9
8
120.3
1
0
1
1
1
1
19
0
0
6
6
6
13.666667
0
0
6
6
6
13.333333
0
8.9
1.4
3.51
Graduate
1
17
4
9,500
1
1
150
1
38
37
9
9
130.8
0
0
0
1
1
1
22
0
0
7
7
7
14.842857
0
0
8
9
8
15.055556
0
16.2
0.3
-0.92
Graduate
2
39
1
8,014
0
1
120
1
37
37
9
6
117
0
0
0
1
1
0
33
0
0
6
8
6
12
0
0
6
6
6
11.666667
0
10.8
1.4
1.74
Graduate
1
1
6
9,853
1
1
114
1
19
19
9
9
110.2
1
0
0
1
1
0
20
0
0
6
8
5
12.2
0
0
6
7
5
12.2
0
10.8
1.4
1.74
Dropout
1
39
1
9,991
0
2
140
1
3
3
2
2
155.7
1
0
0
1
1
0
35
0
0
1
1
0
0
1
0
5
0
0
0
0
10.8
1.4
1.74
Dropout
1
39
1
9,003
1
4
160
1
3
3
4
2
180.4
0
0
1
1
1
0
24
0
6
12
17
6
12.166667
0
7
12
14
10
13.3
0
12.4
0.5
1.79
Dropout
1
17
1
9,254
1
1
120
1
19
19
4
4
125.5
0
0
0
1
1
0
18
0
0
5
6
5
12
0
0
5
8
3
11.333333
0
12.7
3.7
-1.7
Enrolled
2
39
1
8,014
0
1
130
1
37
37
9
6
110
1
0
0
1
0
0
33
0
0
6
7
6
11
0
0
6
11
5
11
0
9.4
-0.8
-3.12
Graduate
1
42
1
9,500
1
1
160
1
37
38
9
7
161
1
0
0
1
0
1
22
0
0
8
8
7
13.08
0
0
8
8
7
13.08
0
10.8
1.4
1.74
Graduate
1
39
1
9,670
1
1
120
1
1
19
4
5
100
0
0
0
1
0
1
25
0
0
5
7
4
10.5
0
0
5
7
5
11.6
0
9.4
-0.8
-3.12
Graduate
1
17
1
9,070
1
1
124
1
19
38
4
0
117.6
1
0
0
1
1
0
20
0
0
6
9
6
10.666667
1
0
6
6
5
11.2
0
7.6
2.6
0.32
Graduate
1
1
6
9,147
1
1
143
1
38
37
9
9
128.7
1
0
0
1
1
0
23
0
0
5
6
4
14
0
0
5
5
5
13.8
0
11.1
0.6
2.02
Enrolled
1
43
2
9,119
1
1
115
1
38
19
9
6
112.2
1
0
1
1
1
0
18
0
0
5
9
2
10
0
0
5
9
0
0
0
15.5
2.8
-4.06
Enrolled
1
39
1
9,500
1
1
133.1
1
1
1
4
10
100.8
0
0
0
1
1
0
24
0
0
7
18
0
0
0
0
7
7
0
0
0
13.9
-0.3
0.79
Dropout
1
17
2
9,773
1
1
133.1
41
19
1
9
9
105
1
0
0
0
0
0
21
1
0
6
6
6
14
0
0
6
6
6
13.5
0
8.9
1.4
3.51
Graduate
1
15
1
9,130
1
1
133.1
41
1
1
4
4
100
0
0
0
1
0
0
26
1
0
6
7
2
12
1
0
6
6
0
0
0
8.9
1.4
3.51
Dropout
2
39
1
9,853
1
10
133.1
1
37
34
0
0
115.5
0
0
0
1
0
0
39
0
0
6
12
3
12.666667
0
0
6
14
0
0
1
7.6
2.6
0.32
Dropout
2
39
1
8,014
0
1
133.1
1
37
19
9
9
114
0
0
0
1
0
0
44
0
2
8
11
8
11.875
0
0
6
7
6
12.333333
0
12.7
3.7
-1.7
Graduate
1
15
1
9,119
1
1
130
26
38
3
9
2
137
1
0
0
1
1
0
19
1
0
5
9
5
14
0
0
5
11
3
13.25
0
13.9
-0.3
0.79
Enrolled
1
1
5
9,773
1
1
135
1
37
1
5
5
124.9
1
0
0
1
0
0
18
0
0
6
6
6
13.666667
0
0
6
6
6
13.333333
0
8.9
1.4
3.51
Graduate
1
1
5
9,500
1
1
132
1
37
37
7
7
120.3
1
0
0
1
0
1
18
0
0
7
7
7
13.75
0
0
8
9
8
14.477778
0
12.4
0.5
1.79
Graduate
1
1
1
9,085
1
1
135
1
1
2
9
1
134.3
1
0
0
1
0
0
19
0
0
5
7
5
14.2
2
0
5
7
5
13.8
0
12.7
3.7
-1.7
Enrolled
1
1
4
9,500
1
1
115
1
3
3
2
2
111.5
1
0
1
0
0
0
19
0
0
7
10
4
11.96
0
0
7
7
0
0
0
13.9
-0.3
0.79
Dropout