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
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
1
39
2
9,670
1
1
140
1
34
34
0
0
100
0
0
0
1
0
0
28
0
0
5
6
4
12.5
0
0
5
7
4
11.75
0
7.6
2.6
0.32
Graduate
1
39
1
9,991
0
1
100
1
37
19
9
2
121.9
0
0
0
0
0
0
40
0
0
4
4
0
0
0
0
5
0
0
0
0
12.7
3.7
-1.7
Dropout
2
18
2
8,014
0
1
140
1
37
37
9
10
120.4
0
0
1
0
0
0
39
0
0
5
5
0
0
0
0
4
4
0
0
0
9.4
-0.8
-3.12
Dropout
2
18
2
9,238
1
1
140
1
37
37
9
10
120.4
0
0
1
0
0
0
39
0
0
6
0
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
39
1
9,003
1
1
120
1
37
19
9
4
148.8
0
0
0
1
0
0
50
0
0
6
7
6
12.5
0
0
6
15
5
12.4
0
8.9
1.4
3.51
Graduate
1
17
2
9,853
1
1
138
1
1
1
9
4
123
1
0
0
1
0
0
23
0
0
6
10
5
12.8
0
0
6
9
3
11.666667
0
10.8
1.4
1.74
Dropout
4
39
1
8,014
0
19
133.1
1
34
34
0
0
100
0
0
0
1
0
0
48
0
0
6
11
1
10
0
0
6
11
1
11
0
9.4
-0.8
-3.12
Dropout
1
17
2
9,853
1
1
118
1
37
37
9
9
112.1
1
0
0
1
0
0
23
0
0
6
11
4
11.25
0
0
6
10
5
10.2
0
7.6
2.6
0.32
Dropout
1
1
6
9,500
1
1
135
1
37
1
5
5
126.8
1
0
0
1
0
1
18
0
0
8
8
7
12.61
0
0
8
8
7
12.61
0
10.8
1.4
1.74
Graduate
1
17
1
9,130
1
1
130
1
3
19
2
9
115.9
0
0
0
1
0
0
18
0
0
5
14
2
12
2
0
5
6
5
12.6
0
9.4
-0.8
-3.12
Graduate
1
15
1
9,238
1
1
150
26
3
37
2
8
132.5
1
0
0
0
0
0
20
1
0
6
9
5
13
0
0
6
7
6
13.5
0
13.9
-0.3
0.79
Graduate
1
18
3
9,085
1
1
149
103
1
1
9
9
132.2
1
0
0
1
0
1
18
1
0
5
9
4
12
0
0
5
8
5
13
0
10.8
1.4
1.74
Graduate
1
1
1
9,556
1
1
180
103
5
3
1
1
183.5
1
0
0
1
0
0
18
1
0
7
8
4
12
0
0
8
8
0
0
0
16.2
0.3
-0.92
Dropout
1
43
1
9,119
1
1
133.1
1
1
1
9
3
136
0
0
0
1
1
0
31
0
0
5
12
1
12
0
0
5
9
1
11
4
16.2
0.3
-0.92
Dropout
1
39
1
9,119
1
19
133.1
1
19
19
5
3
100.9
1
0
0
1
1
0
24
0
0
5
9
1
12
0
0
5
6
3
10.5
0
10.8
1.4
1.74
Enrolled
1
39
1
171
1
1
145
1
3
1
2
10
114.5
1
0
0
1
1
0
24
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Graduate
1
39
1
9,147
1
1
110
1
37
37
9
9
110.3
0
0
1
0
1
0
26
0
0
5
5
0
0
0
0
5
9
0
0
0
10.8
1.4
1.74
Dropout
1
1
1
9,130
1
1
154
1
3
3
2
2
137.2
1
0
1
1
1
0
18
0
0
6
11
5
13.625
0
0
6
9
4
11.75
0
16.2
0.3
-0.92
Dropout
1
17
1
9,147
1
1
126
1
37
37
4
7
116.9
0
0
0
1
1
1
19
0
0
5
12
3
11.666667
0
0
5
10
3
11.666667
0
12.7
3.7
-1.7
Enrolled
1
17
1
9,670
1
1
133
1
19
37
9
8
121.8
1
0
0
1
1
0
22
0
0
6
0
0
0
0
0
6
0
0
0
0
13.9
-0.3
0.79
Dropout
1
1
2
9,500
1
1
145
1
4
2
2
3
127.3
1
0
0
1
1
0
18
0
0
8
8
7
11.69
0
0
8
8
7
11.69
0
10.8
1.4
1.74
Graduate
1
44
1
9,070
1
39
120
1
1
19
4
7
120
0
0
1
0
1
0
20
0
0
6
11
0
0
6
0
6
12
0
0
12
16.2
0.3
-0.92
Dropout
1
44
1
171
1
39
150
1
4
4
2
2
150
0
0
0
1
1
0
25
0
0
0
0
0
0
0
0
0
0
0
0
0
15.5
2.8
-4.06
Graduate
1
43
1
9,991
0
1
150
1
3
3
4
4
100
1
0
0
1
1
0
24
0
0
5
10
4
11.5
0
0
5
11
5
11.285714
0
13.9
-0.3
0.79
Graduate
1
39
1
9,119
1
1
150
1
3
3
4
4
150
1
0
0
1
1
0
27
0
0
5
10
1
14
0
0
5
0
0
0
0
8.9
1.4
3.51
Dropout
1
17
1
9,254
1
1
127
1
3
19
4
4
116.9
0
0
0
1
1
0
21
0
0
6
7
5
11
0
0
6
7
5
12.4
0
15.5
2.8
-4.06
Graduate
1
44
1
9,003
1
39
140
1
19
38
3
9
140
1
0
0
1
1
0
21
0
0
6
7
6
12.857143
0
0
6
6
6
13.166667
0
12.4
0.5
1.79
Graduate
1
18
3
9,773
1
1
128
1
19
1
9
9
122.1
1
0
0
1
1
0
19
0
0
6
9
4
12.5
0
0
6
6
6
11.333333
0
10.8
1.4
1.74
Dropout
1
39
1
9,500
1
1
127
1
19
19
5
5
160
0
0
0
1
1
0
28
0
0
7
7
7
14.528571
0
0
8
11
8
15.018182
0
16.2
0.3
-0.92
Graduate
1
1
1
9,147
1
1
117
1
19
19
5
7
118.4
0
0
0
1
1
0
20
0
0
5
8
5
10
0
0
5
10
2
12
0
7.6
2.6
0.32
Enrolled
1
44
1
9,003
1
39
150
1
1
19
4
10
150
0
0
0
1
1
1
21
0
0
6
8
6
13
0
0
6
10
6
12.625
0
15.5
2.8
-4.06
Graduate
1
1
1
9,500
1
1
154
1
1
1
5
3
144.9
0
0
0
1
1
1
18
0
0
7
7
7
15.957143
0
0
8
9
8
15.188889
0
16.2
0.3
-0.92
Graduate
1
17
2
9,119
1
1
127
1
19
1
9
10
121.1
1
0
0
1
1
1
18
0
0
5
6
5
13.2
0
0
5
8
5
12.6
0
8.9
1.4
3.51
Enrolled
1
1
2
9,147
1
1
133
1
19
1
5
10
121.8
0
0
0
1
1
0
20
0
0
5
9
4
10.2
0
0
5
6
3
11
0
15.5
2.8
-4.06
Enrolled
1
39
1
9,119
1
40
120
1
1
1
5
10
146.8
0
0
0
1
1
0
25
0
2
5
6
5
14.2
0
1
5
5
2
13.5
0
16.2
0.3
-0.92
Enrolled
1
1
1
9,670
1
1
133.1
1
38
19
5
6
138
0
0
1
1
1
0
22
0
0
6
8
6
12.625
0
0
6
11
2
14.5
0
11.1
0.6
2.02
Enrolled
1
1
1
9,500
1
1
149
1
37
37
9
9
138
0
0
0
1
1
0
18
0
0
8
11
6
13.496667
1
0
8
11
6
13.496667
1
9.4
-0.8
-3.12
Enrolled
1
17
2
9,147
1
1
125
1
19
38
9
7
116.3
1
0
0
1
1
0
19
0
0
5
8
5
13.25
0
0
5
8
5
11
0
13.9
-0.3
0.79
Graduate
1
1
5
9,119
1
1
126
1
12
19
4
5
122.5
1
0
0
1
1
0
19
0
0
5
12
3
12
0
0
5
10
3
12
0
12.4
0.5
1.79
Dropout
1
39
1
9,773
1
19
133.1
1
19
1
7
9
115
1
0
1
0
1
0
25
0
0
6
10
4
13
0
0
6
9
4
13.75
0
12.7
3.7
-1.7
Dropout
1
43
1
9,070
1
1
115
1
12
12
1
10
115
0
0
1
1
1
0
21
0
5
11
12
9
11.777778
0
3
8
11
3
13.666667
0
15.5
2.8
-4.06
Dropout
1
17
3
9,119
1
1
117
1
1
2
3
2
119.8
1
0
0
1
1
0
19
0
0
5
10
2
11
0
0
6
10
0
0
0
11.1
0.6
2.02
Dropout
1
17
2
9,147
1
1
133.1
1
1
1
4
4
95
0
0
0
1
1
0
20
0
0
5
14
0
0
0
0
5
5
0
0
0
11.1
0.6
2.02
Dropout
1
44
1
9,003
1
39
150
1
3
2
2
2
150
0
0
0
1
1
0
25
0
9
14
16
14
12.428571
0
3
9
13
6
10.857143
0
15.5
2.8
-4.06
Dropout
1
17
1
9,147
1
1
130
1
19
1
7
4
117.8
1
0
0
1
1
0
20
0
0
5
8
3
11
0
0
5
11
3
12
0
10.8
1.4
1.74
Enrolled
1
1
1
171
1
1
161
1
37
37
9
9
144.2
1
0
0
1
1
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
2.6
0.32
Graduate
1
44
1
9,254
1
39
130
1
39
39
194
193
130
1
0
1
1
1
0
23
0
0
6
12
3
11.5
0
0
6
12
3
10.666667
0
8.9
1.4
3.51
Enrolled
1
42
1
9,500
1
1
111
1
1
3
9
10
128.2
1
0
0
1
1
0
23
0
0
8
8
8
12.5075
0
0
8
8
8
12.5075
0
9.4
-0.8
-3.12
Graduate
1
53
1
9,003
1
42
140
1
3
38
141
151
135.3
0
0
0
1
1
0
21
0
7
12
18
11
12.090909
0
5
12
14
11
12
0
8.9
1.4
3.51
Graduate
1
1
1
9,130
1
1
132
1
1
1
3
3
143.9
1
0
0
1
1
0
20
0
0
5
14
2
11
3
0
5
9
3
12.666667
0
9.4
-0.8
-3.12
Enrolled
1
39
1
9,991
0
1
139
1
1
1
4
10
140.7
0
0
0
1
1
0
25
0
0
5
13
1
10
0
0
5
8
2
11.333333
0
12.4
0.5
1.79
Dropout
1
1
1
9,130
1
1
132
1
19
38
9
9
130.4
1
0
0
1
1
0
18
0
0
6
6
6
13.5
0
0
6
9
5
13.2
0
8.9
1.4
3.51
Graduate
1
1
6
9,070
1
6
119
1
1
1
9
9
123.2
1
0
0
1
1
0
22
0
0
6
6
6
14.166667
0
0
6
8
6
13.625
0
10.8
1.4
1.74
Graduate
1
39
1
9,670
1
1
133.1
1
19
19
3
9
118
0
0
0
1
1
0
27
0
0
6
7
6
14
0
0
6
7
6
14.714286
0
8.9
1.4
3.51
Graduate
1
39
1
9,003
1
19
133.1
1
4
1
2
4
120
0
0
0
1
1
0
25
0
0
3
4
0
0
0
0
3
5
0
0
0
16.2
0.3
-0.92
Dropout
1
17
4
9,119
1
1
129
1
34
36
0
5
118.9
1
0
0
1
1
0
18
0
0
5
9
3
11.666667
0
0
5
10
3
11.333333
4
7.6
2.6
0.32
Dropout
1
17
1
9,085
1
1
128
1
38
19
8
8
117.2
0
0
0
1
1
0
20
0
0
5
7
5
14.6
1
0
5
5
5
14.2
0
12.7
3.7
-1.7
Graduate
1
39
1
9,003
1
1
120
1
3
4
2
2
120
0
0
0
1
1
0
27
0
0
6
10
5
13
0
0
6
13
5
11.5
0
16.2
0.3
-0.92
Graduate
1
1
1
8,014
0
1
130
1
1
1
9
9
118.1
0
0
0
1
1
0
20
0
0
6
7
6
12.166667
0
0
6
9
6
12
0
7.6
2.6
0.32
Graduate
1
1
1
9,147
1
1
130
1
38
37
9
9
124.8
1
0
0
1
1
0
22
0
0
5
9
0
0
0
0
5
5
1
12
0
7.6
2.6
0.32
Dropout
1
17
6
9,119
1
1
111
1
19
3
5
10
106.5
1
0
0
1
1
0
19
0
0
5
10
3
10.5
0
0
5
11
3
10.8
0
12.4
0.5
1.79
Dropout
1
1
6
9,147
1
1
121
1
3
19
4
5
116.8
0
0
0
1
1
0
20
0
0
5
14
3
12.4
0
0
5
8
5
10.833333
0
13.9
-0.3
0.79
Enrolled
1
43
4
171
1
1
117
1
19
12
9
10
109.3
0
0
0
1
1
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Graduate
2
39
1
9,085
1
9
133.1
1
1
1
4
4
120
1
0
0
0
1
0
29
0
0
5
12
0
0
4
0
5
8
0
0
1
9.4
-0.8
-3.12
Dropout
1
1
2
9,500
1
1
149
1
3
1
9
9
137.5
0
0
0
1
1
0
19
0
0
8
8
7
13.828571
0
0
8
8
7
13.828571
0
12.7
3.7
-1.7
Graduate
1
39
2
9,991
0
1
172
1
19
37
9
8
150
1
0
0
1
0
1
28
0
0
5
7
5
10.6
0
0
5
6
5
10.2
0
9.4
-0.8
-3.12
Enrolled
2
1
1
9,238
1
1
134
1
37
37
5
5
120.4
0
0
0
1
0
0
20
0
0
6
7
6
11.5
0
0
6
6
6
11.666667
0
7.6
2.6
0.32
Graduate
1
1
4
9,070
1
1
136
1
37
37
9
8
136.7
1
0
0
1
0
0
20
0
0
6
6
4
13.5
0
0
6
8
6
13.625
0
10.8
1.4
1.74
Graduate
1
39
1
8,014
0
1
133.1
1
34
5
0
1
118.5
1
0
0
1
0
0
31
0
0
6
12
0
0
0
0
6
0
0
0
0
7.6
2.6
0.32
Dropout
1
17
5
9,500
1
1
141
1
12
1
5
5
133
1
0
0
1
0
0
18
0
0
7
8
7
12.5375
0
0
8
9
7
12.614286
0
13.9
-0.3
0.79
Graduate
1
17
1
9,670
1
1
141
1
1
19
8
7
128.8
1
0
0
1
0
0
19
0
0
6
6
6
14.833333
0
0
6
8
6
13.285714
0
8.9
1.4
3.51
Enrolled
1
1
1
9,147
1
1
148
1
37
38
9
8
133
1
0
0
1
0
0
18
0
0
5
10
4
12
0
0
5
9
4
12.8
0
13.9
-0.3
0.79
Graduate
1
17
1
9,254
1
1
102
1
37
37
7
7
102
0
0
0
1
0
0
19
0
0
6
8
5
11.8
0
0
6
8
5
11.6
0
10.8
1.4
1.74
Graduate
1
1
1
9,147
1
1
143
1
1
19
3
3
133.9
0
0
0
1
0
1
18
0
0
5
5
5
15
0
0
5
5
5
15.2
0
12.7
3.7
-1.7
Graduate
1
17
1
9,085
1
1
120
1
38
19
90
90
127
0
0
0
1
0
0
19
0
0
5
7
3
12
0
0
5
7
5
13.2
0
7.6
2.6
0.32
Graduate
1
17
1
9,773
1
1
121
1
38
38
9
8
120.4
1
0
0
1
0
1
18
0
0
6
6
6
12.833333
0
0
6
7
6
12.285714
0
15.5
2.8
-4.06
Graduate
1
1
3
9,254
1
1
122
1
37
37
9
3
124.5
1
0
0
1
0
0
19
0
0
6
12
6
11.666667
0
0
6
14
3
12
0
7.6
2.6
0.32
Graduate
1
1
4
9,556
1
1
122
1
37
1
5
4
123.9
0
0
0
1
0
0
19
0
0
7
9
7
12.1625
0
0
8
8
8
13.825
0
13.9
-0.3
0.79
Graduate
1
1
2
9,670
1
1
123
1
19
1
9
3
117.8
1
0
0
1
0
0
18
0
0
6
6
6
13.833333
0
0
6
11
6
14.555556
0
10.8
1.4
1.74
Graduate
1
1
1
9,500
1
1
133
1
3
19
2
8
126.7
0
0
0
1
0
0
19
0
0
7
12
4
12.45
0
0
7
11
5
11.7
0
16.2
0.3
-0.92
Enrolled
1
44
1
9,670
1
39
110
1
37
1
9
4
110
0
0
0
1
0
1
20
0
2
6
9
6
12.125
0
2
6
7
6
13.571429
0
11.1
0.6
2.02
Graduate
1
17
1
9,670
1
1
155
1
1
19
4
8
134.7
1
0
0
1
0
0
20
0
0
6
8
5
13.4
0
0
6
10
4
13
0
12.7
3.7
-1.7
Enrolled
1
17
1
9,003
1
1
119
1
37
37
4
6
113.2
0
0
1
1
0
0
20
0
0
6
8
6
13.333333
0
0
6
8
5
14
0
11.1
0.6
2.02
Enrolled
1
39
1
9,991
0
3
120
1
37
37
9
9
141
0
0
0
1
0
0
29
0
10
15
15
11
11.454545
0
9
13
16
11
11.545455
0
10.8
1.4
1.74
Dropout
1
17
1
9,853
1
1
133.1
1
38
12
7
0
111.5
0
0
0
0
0
1
20
0
0
6
10
4
12
0
0
6
14
3
10
0
7.6
2.6
0.32
Dropout
4
39
1
9,853
1
1
143
1
37
1
9
10
140
0
0
1
0
0
0
31
0
0
7
8
6
12.666667
0
0
7
9
5
12.6
0
8.9
1.4
3.51
Dropout
1
17
1
9,670
1
1
149
1
19
37
7
4
134.3
0
1
0
1
0
0
20
0
0
6
7
6
12.666667
0
0
6
9
6
13.777778
0
10.8
1.4
1.74
Graduate
1
17
1
9,003
1
1
133
1
38
37
9
9
125.3
1
0
0
1
0
0
21
0
12
18
22
18
11.888889
1
11
13
13
13
11.461538
0
15.5
2.8
-4.06
Graduate