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
4
9,670
1
1
135
1
38
38
9
7
127
1
0
0
1
0
0
18
0
0
6
10
6
12.25
0
0
6
9
6
13.714286
0
11.1
0.6
2.02
Graduate
1
1
2
9,085
1
1
117
1
38
37
9
9
113.5
1
0
0
1
0
1
21
0
0
5
7
4
12
0
0
5
5
5
12.2
0
10.8
1.4
1.74
Graduate
1
1
1
9,500
1
1
160
1
19
19
4
9
154.4
0
0
0
1
0
1
18
0
0
7
9
7
15.116667
0
0
8
9
8
16.168889
0
15.5
2.8
-4.06
Graduate
1
51
1
9,670
1
1
136
1
19
19
5
5
122
0
0
1
0
0
0
18
0
0
5
6
2
12.5
0
0
5
6
4
10.25
0
9.4
-0.8
-3.12
Dropout
1
17
2
9,238
1
1
143
1
1
11
4
3
128
1
0
0
1
0
0
19
0
0
6
11
0
0
0
0
6
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
9,670
1
1
119
1
1
19
4
10
115.5
1
0
0
1
0
0
19
0
0
6
8
4
11
0
0
6
9
4
11
0
10.8
1.4
1.74
Enrolled
1
17
4
9,670
1
1
120
1
1
19
5
5
117.2
1
0
0
1
0
0
18
0
0
6
8
6
11.875
0
0
6
11
4
14.6
0
11.1
0.6
2.02
Graduate
1
39
1
9,130
1
3
150
1
3
1
90
90
150
1
0
0
1
0
0
34
0
1
5
6
1
11
0
0
5
5
0
0
0
12.7
3.7
-1.7
Dropout
1
1
3
9,085
1
1
142
1
11
11
90
90
155.3
0
0
0
1
0
0
19
0
0
5
5
5
15.2
0
0
5
6
5
13.2
0
7.6
2.6
0.32
Graduate
1
44
1
9,130
1
39
120
1
37
37
7
8
120
1
0
1
0
0
0
19
0
2
6
7
5
11.6
0
1
6
12
2
11
0
12.4
0.5
1.79
Dropout
1
51
1
9,238
1
1
160
1
3
19
2
1
116.1
0
0
1
1
0
0
26
0
0
6
6
6
14.833333
0
0
6
7
6
15.142857
0
11.1
0.6
2.02
Graduate
1
17
1
9,853
1
1
133.1
1
34
34
0
0
118.9
1
0
0
1
0
0
21
0
0
6
12
3
11.333333
0
0
6
10
3
11.333333
0
7.6
2.6
0.32
Dropout
1
17
2
9,147
1
1
142
1
19
19
4
8
127.3
0
0
0
1
0
1
18
0
0
5
5
5
11.2
0
0
5
5
5
11.8
0
11.1
0.6
2.02
Graduate
1
17
4
9,853
1
1
121
1
38
38
5
7
113.7
1
0
0
1
0
1
20
0
0
6
8
5
13.4
0
0
6
9
5
13.666667
0
9.4
-0.8
-3.12
Graduate
1
51
1
9,147
1
1
135
1
1
1
4
4
118.5
0
0
0
1
0
0
25
0
0
5
12
2
10.5
0
0
5
5
0
0
0
11.1
0.6
2.02
Dropout
1
1
1
9,147
1
1
153
1
1
38
4
3
146.7
0
0
0
1
0
0
18
0
0
5
5
5
16.2
0
0
5
5
5
16.4
0
11.1
0.6
2.02
Graduate
1
1
1
9,500
1
1
140
1
19
19
3
6
124.3
1
0
0
1
0
1
18
0
0
7
7
7
14.542857
0
0
8
11
8
14.881818
0
16.2
0.3
-0.92
Graduate
1
1
1
9,500
1
1
152
1
41
19
3
5
137.8
0
0
0
1
0
0
19
0
0
7
7
7
13.694286
0
0
8
9
8
14.355556
0
11.1
0.6
2.02
Graduate
1
1
1
9,238
1
1
120
1
19
38
5
9
130.2
0
0
0
1
0
1
18
0
0
6
8
6
11.285714
0
0
6
10
6
11.857143
0
12.4
0.5
1.79
Graduate
1
17
1
9,500
1
1
160
1
38
38
7
7
147.8
0
0
0
1
0
0
20
0
0
7
11
6
11.757143
0
0
8
12
6
13.083333
0
15.5
2.8
-4.06
Enrolled
1
7
1
9,085
1
40
150
1
19
19
9
5
150
0
0
1
0
0
0
26
0
0
3
3
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
42
1
9,500
1
1
100
1
37
37
7
9
100
1
0
0
1
0
1
19
0
0
8
8
7
13.058571
0
0
8
8
7
13.058571
0
10.8
1.4
1.74
Graduate
1
1
1
9,500
1
1
150
1
1
1
5
1
155.6
0
0
0
1
0
0
19
0
0
7
7
7
14.3
0
0
8
9
8
14.055556
0
16.2
0.3
-0.92
Graduate
1
43
4
9,147
1
1
124
1
37
37
9
9
117.4
0
0
0
1
0
0
19
0
3
10
15
5
11.8
0
4
10
14
8
12
0
7.6
2.6
0.32
Graduate
1
5
3
9,085
1
1
141
1
1
19
7
5
128.8
1
0
0
1
0
0
19
0
0
5
9
3
10.333333
1
0
5
8
3
13
0
7.6
2.6
0.32
Enrolled
1
1
1
9,254
1
1
121
1
19
19
5
8
117.5
1
0
0
1
0
0
18
0
0
6
7
6
10.571429
0
0
6
11
3
11.666667
0
16.2
0.3
-0.92
Graduate
1
43
1
9,500
1
6
134
1
1
37
9
9
120.4
1
0
0
1
0
0
19
0
0
7
7
6
13.333333
0
0
7
7
6
13.333333
0
7.6
2.6
0.32
Graduate
1
1
1
9,238
1
1
134
1
1
1
9
6
130.9
0
0
1
1
0
0
18
0
0
6
10
6
11.857143
0
0
6
9
5
11
0
13.9
-0.3
0.79
Graduate
1
1
1
9,853
1
1
132
1
2
19
4
4
125
1
0
0
1
0
0
18
0
0
6
9
5
12.6
0
0
6
8
5
11.4
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9,085
1
1
135
1
19
38
9
5
136.8
1
0
0
1
0
0
18
0
0
5
11
5
14
3
0
5
7
5
11.6
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9,853
1
1
123
1
1
38
9
6
121.6
1
0
0
1
0
0
18
0
0
7
12
5
12
0
0
7
9
6
12.666667
0
11.1
0.6
2.02
Enrolled
1
44
1
9,119
1
39
151
1
19
37
4
7
151
0
0
1
1
0
0
26
0
0
5
6
0
0
0
0
5
5
0
0
0
16.2
0.3
-0.92
Dropout
1
1
1
9,238
1
1
107
1
38
38
7
7
103.5
1
0
0
1
0
0
20
0
0
6
7
6
12
0
0
6
7
6
13
0
12.4
0.5
1.79
Graduate
1
1
1
8,014
0
1
126
1
37
38
9
10
119.4
0
0
0
1
0
0
19
0
0
6
6
6
12.666667
0
0
6
6
6
11.666667
0
12.7
3.7
-1.7
Graduate
1
1
1
9,238
1
1
133
1
34
37
4
9
134.4
1
0
0
1
0
1
18
0
0
6
6
6
12.166667
0
0
6
9
6
13.666667
0
9.4
-0.8
-3.12
Graduate
1
44
1
9,238
1
39
140
1
38
37
7
7
143
0
0
0
1
0
0
19
0
3
6
6
6
13.333333
0
2
6
6
6
14.666667
0
13.9
-0.3
0.79
Graduate
1
7
1
9,853
1
40
110
1
41
3
2
1
110
0
0
1
1
0
0
40
0
0
7
8
7
15
0
0
7
7
7
14.571429
0
12.4
0.5
1.79
Graduate
1
1
4
9,500
1
1
141
1
38
38
7
7
132.5
1
0
0
1
0
1
18
0
0
8
8
8
13.39125
0
0
8
8
8
13.39125
0
9.4
-0.8
-3.12
Graduate
1
17
1
9,238
1
1
122
1
3
1
9
10
114.7
0
0
0
1
0
0
19
0
0
6
9
5
12.166667
0
0
6
8
6
12.428571
0
13.9
-0.3
0.79
Graduate
1
17
1
9,130
1
1
156
1
2
9
3
5
166.9
0
0
0
1
0
0
18
0
0
5
9
4
11.25
0
0
5
6
4
12.5
0
7.6
2.6
0.32
Graduate
1
1
1
9,085
1
1
129
1
1
2
3
1
125.9
1
0
0
1
0
0
19
0
0
5
13
4
12
2
0
5
8
3
12
0
9.4
-0.8
-3.12
Enrolled
1
1
1
171
1
1
188
1
3
3
2
2
178.3
1
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
Dropout
2
39
1
8,014
0
1
120
1
37
37
9
9
117
1
0
0
1
0
0
33
0
0
6
7
6
12.833333
0
0
6
8
6
12.857143
0
12.4
0.5
1.79
Graduate
1
39
1
9,003
1
3
130
1
3
3
1
2
150
0
0
0
1
0
0
35
0
0
6
10
6
14
0
0
6
11
6
13.1
0
16.2
0.3
-0.92
Graduate
1
42
1
9,147
1
1
130
1
37
38
9
1
130
1
0
0
1
0
0
26
0
3
5
5
4
13
0
1
5
7
2
12
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9,773
1
1
140
1
19
19
7
5
135.1
1
0
0
1
0
0
18
0
0
6
7
6
13.5
0
0
6
8
6
12.5
0
9.4
-0.8
-3.12
Graduate
1
43
1
9,238
1
1
110
1
37
37
9
9
110
0
0
0
1
0
0
36
0
10
16
24
13
10.692308
1
9
13
19
9
12.307692
0
15.5
2.8
-4.06
Enrolled
4
39
1
9,991
0
1
133.1
1
37
37
6
6
136.2
0
0
0
1
0
0
39
0
0
5
6
5
11
0
0
5
9
5
11.666667
0
10.8
1.4
1.74
Graduate
2
39
1
9,238
1
1
120
1
37
37
9
9
116
0
0
0
1
0
0
44
0
0
6
8
6
13
0
0
6
6
6
13.833333
0
12.7
3.7
-1.7
Graduate
1
1
2
8,014
0
1
96
1
3
1
3
9
100
0
0
0
1
0
0
20
0
0
6
10
5
12
0
0
6
9
4
11.25
0
9.4
-0.8
-3.12
Enrolled
1
1
1
9,254
1
1
117
1
19
19
9
9
116.3
1
0
0
1
0
0
24
0
0
6
9
4
12.6
0
0
6
6
4
11.5
0
12.7
3.7
-1.7
Dropout
1
43
1
9,773
1
1
123
1
19
19
9
8
134
0
0
0
1
0
1
20
0
0
6
6
6
13.666667
0
0
6
6
6
13.333333
0
12.4
0.5
1.79
Graduate
1
1
4
171
1
1
127
1
1
1
9
5
124.2
1
0
0
0
0
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
9.4
-0.8
-3.12
Dropout
2
1
1
9,500
1
1
151
1
37
38
9
7
134.5
0
0
1
1
0
1
18
0
0
7
7
6
14.2
0
0
7
7
6
14.2
0
7.6
2.6
0.32
Graduate
1
1
1
9,254
1
1
127
1
19
19
4
6
120.7
0
0
1
0
0
0
22
0
0
6
10
5
11
0
0
6
12
0
0
0
10.8
1.4
1.74
Dropout
1
17
1
9,085
1
1
133
1
19
1
4
5
127.1
1
0
0
1
0
0
18
0
0
6
7
6
15
0
0
6
7
6
16.428571
0
11.1
0.6
2.02
Graduate
1
39
1
9,500
1
19
133.1
1
38
37
9
9
133
0
0
0
1
0
0
24
0
0
7
9
6
12.585714
0
0
8
9
7
13.442857
0
13.9
-0.3
0.79
Graduate
1
39
1
9,991
0
1
133.1
1
37
37
90
8
128.2
0
0
0
1
0
0
33
0
0
5
0
0
0
0
0
5
0
0
0
0
12.7
3.7
-1.7
Dropout
1
39
1
9,003
1
1
133.1
1
37
37
3
8
130
0
0
1
1
0
1
30
0
0
6
6
0
0
0
0
6
6
0
0
0
11.1
0.6
2.02
Enrolled
1
39
1
9,085
1
43
160
1
3
39
2
3
172
0
0
0
1
0
0
26
0
0
6
0
0
0
0
0
6
0
0
0
0
8.9
1.4
3.51
Dropout
1
17
4
9,853
1
1
140
1
19
38
4
1
128.5
1
0
0
1
0
0
18
0
0
6
7
6
11.666667
0
0
6
10
6
11.833333
0
10.8
1.4
1.74
Graduate
1
1
1
9,773
1
1
146
1
37
38
9
7
128.5
0
0
1
1
0
0
19
0
0
6
13
3
12.666667
0
0
6
12
2
10
0
10.8
1.4
1.74
Dropout
1
17
4
9,147
1
1
112
1
19
38
9
10
112
1
0
0
1
0
0
20
0
0
5
10
3
10.333333
0
0
5
9
4
11
2
16.2
0.3
-0.92
Enrolled
1
53
1
9,085
1
42
140
1
19
37
9
8
142.5
1
0
0
1
0
1
22
0
7
11
18
8
13.5
0
4
9
16
7
13.714286
0
8.9
1.4
3.51
Graduate
1
1
4
9,500
1
1
136
1
1
1
9
1
133
1
0
0
1
0
0
19
0
0
7
8
5
13.98
0
0
7
8
5
13.98
0
7.6
2.6
0.32
Enrolled
1
1
1
9,085
1
1
133.1
1
37
38
7
5
106
1
0
0
1
0
1
21
0
0
6
13
6
16.153846
0
0
6
10
6
15.75
0
15.5
2.8
-4.06
Graduate
1
1
4
9,500
1
1
136
1
19
38
4
8
125.5
1
0
0
1
0
1
21
0
0
7
7
6
14.033333
0
0
7
7
6
14.033333
0
7.6
2.6
0.32
Graduate
1
17
1
9,085
1
1
134
1
19
37
2
7
131.2
0
0
0
1
0
0
19
0
0
5
8
1
11
0
0
5
6
5
11.2
0
7.6
2.6
0.32
Enrolled
1
1
1
9,853
1
1
122
1
38
37
191
195
112.9
1
0
0
1
0
1
19
0
0
7
8
7
13.857143
0
0
7
8
6
13.666667
0
8.9
1.4
3.51
Graduate
1
1
6
9,500
1
1
138
1
19
19
9
5
124.8
1
0
0
1
0
0
18
0
0
8
8
7
13.414286
0
0
8
8
7
13.414286
0
12.7
3.7
-1.7
Dropout
2
43
1
8,014
0
1
160
1
37
39
9
4
140.9
0
0
0
1
0
0
50
0
7
11
11
11
13.545455
0
3
7
7
7
13.571429
0
16.2
0.3
-0.92
Graduate
4
39
1
9,991
0
1
130
1
38
19
9
7
148
0
0
0
1
0
1
31
0
0
5
11
4
11.25
0
0
5
10
4
10.833333
0
13.9
-0.3
0.79
Enrolled
1
17
1
9,773
1
1
161
1
1
19
4
7
148.4
0
0
0
1
0
1
19
0
0
6
6
6
13.833333
0
0
6
7
6
14.428571
0
15.5
2.8
-4.06
Graduate
4
39
1
9,991
0
1
140
1
1
37
141
192
129.7
0
0
0
1
0
0
35
0
0
5
8
5
12
0
0
5
9
5
12.857143
0
13.9
-0.3
0.79
Graduate
2
39
1
9,085
1
19
133.1
1
38
38
4
7
128.2
0
0
0
1
0
0
31
0
0
6
0
0
0
0
0
6
0
0
0
0
12.7
3.7
-1.7
Dropout
2
51
1
8,014
0
19
133.1
1
37
37
9
9
104
0
0
1
1
0
0
42
0
5
11
14
10
11.9
0
5
11
14
10
12.8
0
11.1
0.6
2.02
Enrolled
1
18
4
9,147
1
1
130
1
37
37
9
9
119.9
1
0
0
0
0
0
34
0
0
5
5
0
0
0
0
5
0
0
0
0
9.4
-0.8
-3.12
Dropout
1
1
1
9,500
1
1
152
1
1
1
4
4
141
1
0
0
1
0
1
18
0
0
7
7
7
15.135714
0
0
8
8
8
15.2875
0
12.4
0.5
1.79
Graduate
1
17
1
9,853
1
1
125
1
3
3
3
3
116.6
1
0
0
0
0
1
18
0
0
7
7
7
12.285714
0
0
7
8
6
13.333333
0
8.9
1.4
3.51
Enrolled
1
44
1
9,085
1
39
140
1
37
38
5
6
140
1
0
0
1
0
0
21
0
2
6
16
5
12.666667
0
1
6
15
2
13.5
0
16.2
0.3
-0.92
Enrolled
4
39
1
9,500
1
19
133.1
1
38
19
5
7
140
0
0
0
1
0
1
26
0
0
7
13
5
12.74
0
0
8
12
6
10.978571
0
16.2
0.3
-0.92
Dropout
1
43
1
9,500
1
1
170
1
19
37
8
8
100
0
0
0
1
0
0
20
0
0
7
8
6
13.25
0
0
8
8
8
13.75
0
13.9
-0.3
0.79
Enrolled
1
1
1
9,238
1
1
135
1
38
38
5
7
121
0
0
0
1
0
0
19
0
0
6
13
3
10.333333
0
0
6
12
3
10.333333
0
7.6
2.6
0.32
Enrolled
1
1
1
9,853
1
1
125
1
19
19
5
5
117
0
0
0
1
0
1
19
0
0
6
7
6
13.428571
0
0
6
6
6
13.166667
0
15.5
2.8
-4.06
Graduate
1
53
1
9,147
1
42
140
1
3
4
2
1
140.2
0
0
0
1
0
0
20
0
6
11
19
9
12.555556
0
3
9
14
8
11.111111
0
8.9
1.4
3.51
Graduate
1
1
1
9,238
1
1
124
1
34
34
0
0
129.3
0
0
0
1
0
0
19
0
0
6
8
6
11.5
0
0
6
7
6
11.166667
0
7.6
2.6
0.32
Graduate
1
1
1
9,853
1
1
140
1
37
37
9
9
145.3
0
0
0
1
0
0
18
0
0
6
6
6
13.666667
0
0
6
9
6
12.333333
0
7.6
2.6
0.32
Graduate
1
39
1
9,991
0
3
130
1
37
37
9
9
146.2
0
0
0
1
0
0
28
0
10
14
16
11
11.272727
0
6
11
16
10
12
0
10.8
1.4
1.74
Graduate
1
17
1
9,853
1
1
134
1
1
19
4
5
122.5
1
0
0
1
0
0
22
0
0
6
10
5
13.166667
0
0
6
8
5
12.4
0
15.5
2.8
-4.06
Enrolled
1
44
1
8,014
0
39
160
1
37
37
7
7
156.1
0
0
0
1
0
1
21
0
3
6
6
6
14.666667
0
2
6
6
6
14.166667
0
13.9
-0.3
0.79
Graduate
1
44
1
9,085
1
39
140
1
4
38
4
5
140
1
0
0
1
0
0
21
0
0
6
11
4
12.75
0
0
6
19
1
11
0
12.4
0.5
1.79
Enrolled
1
39
1
9,500
1
1
150
1
1
19
5
3
140
0
1
0
1
0
0
26
0
0
7
11
5
11.2
0
0
8
13
5
12.14
0
16.2
0.3
-0.92
Enrolled
1
1
6
9,773
1
1
141
1
30
37
7
7
128.4
1
0
1
0
0
0
18
0
0
6
8
5
13
0
0
6
8
5
11.4
0
7.6
2.6
0.32
Dropout
1
17
2
9,085
1
1
120
1
1
1
9
10
115
0
0
0
0
0
0
20
0
0
5
8
2
10.5
0
0
5
8
2
12.333333
0
7.6
2.6
0.32
Dropout
1
17
2
9,085
1
1
166
1
1
19
4
3
158.7
0
0
0
1
0
0
18
0
0
6
7
6
14.857143
0
0
6
7
6
14
0
11.1
0.6
2.02
Graduate
1
1
4
9,500
1
1
147
1
1
1
4
9
124.5
1
0
0
1
0
1
19
0
0
8
11
7
12.86
0
0
8
11
7
12.86
0
10.8
1.4
1.74
Graduate
1
51
1
9,238
1
1
121
1
3
19
3
10
111.9
1
0
0
1
0
0
20
0
5
11
12
11
11.727273
0
5
11
14
11
12
0
12.4
0.5
1.79
Graduate
1
44
1
9,085
1
39
150
1
38
37
4
6
150
1
0
0
1
0
1
22
0
3
6
11
6
13.142857
0
2
6
10
3
12
0
13.9
-0.3
0.79
Graduate
1
17
1
9,670
1
1
124
1
37
19
5
8
114.2
1
0
1
1
0
0
18
0
0
6
6
5
11.8
0
0
6
9
4
13.714286
0
10.8
1.4
1.74
Dropout
1
17
1
9,147
1
1
96
1
38
37
6
4
96
1
0
0
1
0
0
19
0
0
5
10
3
10.666667
0
0
5
9
0
0
3
16.2
0.3
-0.92
Dropout