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
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
1
17
4
9,070
1
1
125
1
1
3
3
3
128.9
0
0
0
1
0
1
18
0
0
6
9
5
11.6
0
0
6
8
4
11.2
0
8.9
1.4
3.51
Enrolled
1
17
1
9,254
1
1
136
1
37
37
7
7
121.7
1
0
0
1
0
0
20
0
0
6
13
3
10.333333
0
0
6
12
3
10.333333
0
10.8
1.4
1.74
Enrolled
1
1
1
9,773
1
1
120
1
38
37
9
9
114.8
1
1
0
1
0
0
19
0
0
6
11
4
12.25
0
0
6
11
3
11
0
7.6
2.6
0.32
Enrolled
1
1
1
9,254
1
1
128
1
19
38
9
9
127
0
0
0
1
0
0
19
0
0
6
6
6
12
0
0
6
7
4
12.75
0
12.4
0.5
1.79
Enrolled
1
17
1
9,500
1
1
142
1
37
37
5
5
131.3
1
0
0
1
0
0
19
0
0
8
8
7
14.731429
0
0
8
8
7
14.731429
0
10.8
1.4
1.74
Graduate
1
1
1
171
1
1
135
1
1
19
3
9
137.1
1
0
0
1
0
0
18
0
0
0
0
0
0
0
0
0
0
0
0
0
12.7
3.7
-1.7
Graduate
1
7
1
9,070
1
40
120
1
1
19
3
9
120
1
0
0
1
0
0
21
0
9
13
14
13
13.615385
1
6
12
12
12
14.25
0
13.9
-0.3
0.79
Graduate
1
39
1
9,991
0
40
140
1
1
19
9
9
139
0
0
0
1
0
0
27
0
0
5
5
5
15.8
0
0
5
5
5
14.8
0
8.9
1.4
3.51
Graduate
1
17
1
9,238
1
1
135
1
1
19
4
4
129.1
0
0
0
1
0
0
19
0
0
6
6
6
14.666667
0
0
6
7
6
14.571429
0
15.5
2.8
-4.06
Graduate
4
39
1
9,085
1
1
133.1
1
34
34
0
0
128.2
0
0
0
1
0
0
25
0
0
5
5
0
0
0
0
5
5
0
0
0
7.6
2.6
0.32
Dropout
1
1
2
9,500
1
1
137
1
19
19
7
7
120.8
1
0
0
1
0
1
18
0
0
8
8
7
14.654286
0
0
8
8
7
14.654286
0
10.8
1.4
1.74
Graduate
1
39
1
9,500
1
3
122
1
19
1
4
8
135.8
0
0
0
1
0
0
24
0
0
8
8
7
12.401429
0
0
8
8
7
12.401429
0
10.8
1.4
1.74
Graduate
1
1
3
9,500
1
1
128
1
1
1
4
10
118.9
1
0
0
1
0
0
20
0
0
7
8
7
11.5875
0
0
8
9
7
14.071429
0
13.9
-0.3
0.79
Graduate
1
7
1
9,991
0
40
140
1
37
37
6
6
140
0
0
0
1
0
0
26
0
3
5
5
5
14
0
1
5
5
5
15.6
0
12.4
0.5
1.79
Graduate
1
1
1
9,238
1
1
132
1
1
38
9
7
127.1
1
0
0
1
0
1
20
0
0
6
9
6
12.333333
0
0
6
6
6
11.833333
0
8.9
1.4
3.51
Graduate
1
1
1
9,085
1
1
131
1
37
37
90
90
137
0
0
0
1
0
0
18
0
0
5
5
5
14
0
0
5
6
5
15.4
0
7.6
2.6
0.32
Graduate
1
1
1
9,085
1
1
126
1
1
1
9
9
127.4
1
0
0
1
0
0
19
0
0
6
13
6
15.230769
0
0
6
10
6
12.375
0
15.5
2.8
-4.06
Graduate
1
1
1
9,853
1
1
133.1
1
19
19
9
9
97
1
0
0
1
0
0
23
0
0
6
9
5
11.6
0
0
6
9
3
11
0
12.7
3.7
-1.7
Dropout
1
1
4
9,500
1
1
136
1
37
37
9
9
126.3
1
0
0
1
0
1
18
0
0
7
7
6
11.6
0
0
7
7
6
11.6
0
7.6
2.6
0.32
Graduate
1
1
4
9,500
1
1
140
1
1
19
4
5
127.5
0
0
0
1
0
0
18
0
0
7
0
0
0
0
0
8
0
0
0
0
12.7
3.7
-1.7
Dropout
1
1
1
9,500
1
1
135
1
2
1
2
8
126.6
0
0
0
1
0
1
19
0
0
7
7
7
12.901429
0
0
8
9
8
13.094444
0
11.1
0.6
2.02
Graduate
1
42
1
9,991
0
1
160
1
1
2
4
3
120
0
0
0
1
0
0
30
0
4
7
9
7
14.142857
0
1
5
5
5
14.8
0
7.6
2.6
0.32
Graduate
1
44
1
9,085
1
39
140
1
1
2
4
6
140
1
0
0
1
0
0
29
0
0
6
0
0
0
0
0
6
0
0
0
0
15.5
2.8
-4.06
Dropout
1
1
6
9,500
1
1
140
1
3
1
3
3
131.5
1
0
0
1
0
0
19
0
0
8
8
8
13.25375
0
0
8
8
8
13.25375
0
9.4
-0.8
-3.12
Graduate
1
17
6
9,556
1
1
115
1
19
2
5
3
112.2
1
0
0
1
0
0
20
0
0
7
7
7
13.785714
0
0
8
8
8
14.1
0
12.4
0.5
1.79
Graduate
1
1
1
9,500
1
1
144
1
37
37
9
3
150.5
0
0
0
1
0
0
20
0
0
7
7
6
13.916667
0
0
7
7
6
13.916667
0
7.6
2.6
0.32
Graduate
1
1
4
9,670
1
1
128
1
38
38
3
7
121
1
0
0
1
0
0
19
0
0
6
8
6
13.5
0
0
6
9
6
13.571429
0
11.1
0.6
2.02
Graduate
1
17
1
9,147
1
1
116
1
38
2
9
2
112.2
1
0
0
1
0
0
20
0
0
5
8
3
11.333333
0
0
5
12
2
10.666667
0
10.8
1.4
1.74
Enrolled
3
1
2
9,085
1
1
135
1
19
1
4
4
129.4
1
0
0
1
0
0
21
0
0
5
8
0
0
4
0
5
12
0
0
4
10.8
1.4
1.74
Dropout
1
17
1
9,670
1
1
121
1
19
38
4
10
114.4
0
0
0
1
0
0
19
0
0
6
10
5
11.5
0
0
6
9
4
14.6
0
11.1
0.6
2.02
Graduate
1
1
3
9,500
1
1
134
1
37
38
9
9
120.3
1
0
0
1
0
1
18
0
0
8
8
7
12.082857
0
0
8
8
7
12.082857
0
10.8
1.4
1.74
Graduate
1
39
1
8,014
0
1
120
1
37
37
7
8
120
0
0
0
1
0
1
27
0
0
6
8
6
11.833333
0
0
6
10
5
12.8
0
15.5
2.8
-4.06
Graduate
1
17
2
9,147
1
1
125
1
38
38
6
8
114.5
1
0
0
1
0
1
19
0
0
5
6
5
13.4
0
0
5
5
5
12.4
0
12.4
0.5
1.79
Graduate
1
1
1
9,500
1
1
141
1
1
1
90
3
127.8
0
0
0
1
0
1
19
0
0
7
7
0
0
2
0
7
7
0
0
2
7.6
2.6
0.32
Dropout
1
1
1
9,773
1
1
140
1
1
19
4
8
124.6
1
0
0
1
0
0
19
0
0
6
7
5
14.2
0
0
6
7
6
14.571429
0
15.5
2.8
-4.06
Graduate
1
1
6
9,500
1
1
144
1
19
19
5
5
130.3
1
0
0
1
0
1
18
0
0
8
8
7
13.814286
0
0
8
8
7
13.814286
0
12.7
3.7
-1.7
Graduate
1
17
1
9,254
1
1
122
1
19
19
5
5
118.2
0
0
0
1
0
1
20
0
0
6
10
4
11.25
0
0
6
6
6
10.5
0
12.4
0.5
1.79
Enrolled
1
1
1
9,670
1
1
130
1
19
37
4
5
118.8
0
0
0
1
0
1
18
0
0
6
6
6
14.5
0
0
6
8
6
13.666667
0
12.7
3.7
-1.7
Graduate
1
1
5
9,670
1
1
133.1
1
9
1
2
4
133
1
0
0
1
0
0
19
0
0
6
0
0
0
0
0
6
0
0
0
0
7.6
2.6
0.32
Dropout
2
39
1
9,500
1
19
133.1
1
37
37
9
9
129
1
0
0
1
0
0
36
0
0
7
7
6
11.3
0
0
7
7
6
11.3
0
7.6
2.6
0.32
Graduate
1
43
1
9,556
1
1
147
1
3
4
3
2
100
0
0
0
1
0
0
18
0
0
2
2
0
0
0
0
4
4
1
16
0
10.8
1.4
1.74
Enrolled
1
43
1
9,130
1
1
127
1
19
38
4
5
120.7
1
0
1
1
0
0
18
0
0
5
11
1
12
0
0
5
9
3
12
0
12.7
3.7
-1.7
Enrolled
1
17
6
9,500
1
1
136
1
19
38
9
3
132.5
1
0
0
1
0
0
19
0
0
8
9
7
12.3
0
0
8
9
7
12.3
0
12.7
3.7
-1.7
Graduate
1
1
5
9,500
1
1
127
1
19
19
7
8
120.3
1
0
0
1
0
1
18
0
0
8
8
7
12.694286
0
0
8
8
7
12.694286
0
10.8
1.4
1.74
Graduate
1
17
1
9,670
1
1
123
1
19
19
1
1
114.6
0
0
0
1
0
0
18
0
0
5
5
4
11
0
0
5
5
4
11
0
9.4
-0.8
-3.12
Graduate
1
1
1
9,238
1
1
128
1
37
19
9
3
116.5
1
0
0
1
0
1
19
0
0
6
6
6
13
0
0
6
6
6
14.166667
0
12.4
0.5
1.79
Graduate
1
1
1
9,500
1
1
128
1
3
1
2
1
127.8
0
0
0
1
0
1
19
0
0
7
8
7
14.4125
0
0
8
8
8
16.05
0
13.9
-0.3
0.79
Graduate
1
1
2
9,500
1
1
140
1
1
19
7
7
129.9
1
0
0
1
0
0
18
0
0
7
8
7
12.92875
0
0
8
8
8
14.0625
0
15.5
2.8
-4.06
Dropout
1
1
2
9,773
1
1
121
1
1
19
9
7
118.9
1
0
0
1
0
0
20
0
0
6
6
6
13.333333
0
0
6
10
5
12.8
0
11.1
0.6
2.02
Graduate
1
1
3
9,254
1
1
122
1
19
38
3
10
114.3
1
0
0
1
0
1
20
0
0
6
8
5
12.8
0
0
6
9
5
12.8
0
12.4
0.5
1.79
Enrolled
1
18
1
9,500
1
1
126
1
38
37
5
5
114.8
1
0
0
1
0
0
20
0
0
8
8
7
14.402857
0
0
8
8
7
14.402857
0
10.8
1.4
1.74
Graduate
1
1
4
9,500
1
1
135
1
37
37
9
8
123
1
0
0
1
0
1
18
0
0
8
8
7
13.381429
0
0
8
8
7
13.381429
0
10.8
1.4
1.74
Graduate
1
1
2
9,500
1
1
131
1
19
19
7
5
122.1
1
0
0
1
0
0
18
0
0
7
8
7
14.13125
0
0
8
8
8
13.98375
0
15.5
2.8
-4.06
Graduate
1
17
4
9,085
1
1
140
1
19
37
4
7
123.7
0
0
0
1
0
0
19
0
0
5
11
5
11.714286
2
0
5
6
5
12.6
0
9.4
-0.8
-3.12
Graduate
1
1
3
9,147
1
1
131
1
19
38
9
7
132.4
1
0
0
1
0
0
19
0
0
5
5
5
11.8
0
0
5
8
4
11.25
0
9.4
-0.8
-3.12
Enrolled
2
39
1
8,014
0
1
130
1
34
34
99
99
114.8
0
0
0
1
0
0
44
0
0
6
9
6
11.166667
0
1
6
15
2
11
1
7.6
2.6
0.32
Graduate
1
7
1
9,003
1
3
130
1
38
37
5
6
130
0
0
0
1
0
0
32
0
0
6
7
0
0
0
0
6
6
0
0
0
12.4
0.5
1.79
Dropout
1
43
1
9,853
1
1
140
1
37
19
9
8
122.3
0
0
0
1
0
0
22
0
0
6
9
5
13.6
0
0
6
8
5
12
0
12.7
3.7
-1.7
Dropout
2
39
1
9,003
1
1
130
1
1
19
4
9
152.4
1
0
0
1
0
0
36
0
4
12
14
12
13.846154
0
5
12
18
11
14.090909
0
8.9
1.4
3.51
Graduate
1
17
1
9,773
1
1
125
1
37
37
5
7
120.1
0
0
0
1
0
1
18
0
0
6
7
6
12.5
0
0
6
8
6
13.333333
0
16.2
0.3
-0.92
Graduate
1
1
1
9,130
1
1
160
1
3
3
3
2
155.1
1
0
0
1
0
0
20
0
0
5
5
5
16.4
0
0
5
5
5
14.6
0
12.7
3.7
-1.7
Graduate
1
51
1
9,070
1
1
130
1
19
19
5
7
124.5
0
0
0
1
0
1
20
0
5
11
11
11
13.818182
0
5
11
11
11
13.454545
0
11.1
0.6
2.02
Graduate
1
17
1
9,238
1
1
144
1
3
1
2
3
126.9
0
0
0
1
0
0
19
0
0
6
8
5
10.6
0
0
6
11
4
10.5
0
15.5
2.8
-4.06
Graduate
1
39
1
9,147
1
19
133.1
1
3
1
3
5
153.2
1
0
1
1
0
0
24
0
0
5
8
5
10.2
0
0
5
6
5
12.2
0
12.4
0.5
1.79
Graduate
1
17
1
9,238
1
1
148
1
1
1
4
9
129.8
0
0
0
1
0
0
20
0
0
6
11
5
10.6
0
0
6
11
4
10.4
0
15.5
2.8
-4.06
Enrolled
1
43
1
8,014
0
1
133.1
1
3
3
2
3
135
0
0
0
1
0
0
27
0
7
10
10
9
11.444444
0
4
11
11
5
10.8
0
10.8
1.4
1.74
Dropout
1
1
1
9,853
1
1
133
1
1
38
5
10
131.3
1
0
0
1
0
0
20
0
0
6
9
5
14.333333
0
4
8
8
8
12.625
0
15.5
2.8
-4.06
Enrolled
1
43
6
9,238
1
1
129
1
34
34
0
0
125.2
0
0
0
1
0
1
23
0
15
16
18
16
13
0
11
13
15
13
13.266667
0
9.4
-0.8
-3.12
Graduate
1
1
5
9,500
1
1
144
1
19
38
4
8
141.3
1
0
0
1
0
1
18
0
0
8
9
8
13.31
1
0
8
9
8
13.31
1
9.4
-0.8
-3.12
Graduate
1
17
1
9,238
1
1
120
1
37
37
4
9
117.1
1
0
0
1
0
1
18
0
0
6
10
5
10.571429
1
0
6
9
5
12.2
0
12.7
3.7
-1.7
Graduate
1
17
3
9,500
1
1
144
1
1
37
9
9
126.5
1
0
0
1
0
1
20
0
0
8
8
7
13.487143
0
0
8
8
7
13.487143
0
10.8
1.4
1.74
Graduate
1
1
1
9,254
1
1
132
1
19
38
9
7
120.1
0
0
0
1
0
1
20
0
0
6
6
6
12.333333
0
0
6
7
6
11.833333
0
13.9
-0.3
0.79
Graduate
1
1
1
9,670
1
1
142
1
38
19
7
10
128.4
0
0
0
1
0
0
23
0
0
6
11
6
11.875
0
0
6
9
5
12.833333
0
11.1
0.6
2.02
Dropout
1
1
2
9,500
1
1
136
1
19
19
9
9
140
1
0
0
1
0
0
20
0
0
7
7
6
13.966667
0
0
7
7
6
13.966667
0
7.6
2.6
0.32
Graduate
1
39
1
9,254
1
9
133.1
1
34
34
0
0
110
1
0
0
0
0
0
28
0
0
5
10
0
0
0
0
5
10
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
9,670
1
1
122
1
1
19
3
5
116.8
1
0
0
1
0
0
21
0
0
5
8
4
11.5
0
0
5
5
5
12.8
0
7.6
2.6
0.32
Graduate
1
1
2
9,556
1
1
133.1
1
19
19
9
9
104.5
1
0
0
1
0
0
21
0
0
2
2
2
12.5
0
0
7
0
0
0
0
12.4
0.5
1.79
Dropout
1
7
1
9,500
1
3
140
1
34
34
0
0
140
0
0
0
1
0
0
28
0
0
7
0
0
0
0
0
8
0
0
0
0
7.6
2.6
0.32
Dropout
1
1
1
9,500
1
1
117
1
3
1
3
3
113.2
0
1
0
1
0
0
18
0
0
7
10
6
11.98
0
0
8
11
7
13.225
0
16.2
0.3
-0.92
Graduate
1
17
1
9,238
1
1
128
1
38
19
191
175
118.6
1
0
0
1
0
1
21
0
0
6
8
5
13.2
0
0
6
7
5
11.8
0
8.9
1.4
3.51
Enrolled
1
1
1
9,500
1
1
136
1
1
1
4
4
123.8
0
0
0
1
0
0
19
0
0
7
10
6
11.614286
0
0
8
8
8
14.0375
0
13.9
-0.3
0.79
Graduate
1
18
6
9,500
1
1
141
1
1
19
1
1
126.7
1
0
0
1
0
1
18
0
0
8
8
7
14.314286
0
0
8
8
7
14.314286
0
12.7
3.7
-1.7
Graduate
1
1
3
9,500
1
1
130
1
3
1
2
5
133.8
0
0
0
1
0
0
19
0
0
7
0
0
0
0
0
8
0
0
0
0
7.6
2.6
0.32
Dropout
1
44
1
9,085
1
39
140
1
38
38
9
7
140
0
0
0
1
0
0
20
0
2
6
9
6
12.666667
0
1
6
12
2
13
0
13.9
-0.3
0.79
Enrolled
1
1
3
9,500
1
1
102
1
1
19
9
5
100.6
1
0
0
1
0
1
20
0
0
7
9
6
12.766667
0
0
8
10
7
12.128571
0
12.4
0.5
1.79
Graduate
1
17
1
9,853
1
1
126
1
1
37
7
9
132.7
0
0
0
1
0
1
18
0
0
6
7
6
12.666667
0
0
6
7
5
12.2
0
10.8
1.4
1.74
Graduate
1
43
2
9,670
1
1
125
1
38
19
4
3
106.6
1
0
0
1
0
0
20
0
4
6
7
6
11.5
0
0
6
10
4
10.571429
0
10.8
1.4
1.74
Dropout
1
39
1
9,670
1
1
120
1
1
19
5
4
140.4
0
0
0
1
0
0
31
0
2
6
13
5
11.4
0
0
6
14
4
11.75
0
13.9
-0.3
0.79
Dropout
1
17
3
9,500
1
1
132
1
37
37
9
7
128.3
1
0
0
1
0
1
19
0
0
7
8
7
14.70625
0
0
8
8
8
14.4775
0
15.5
2.8
-4.06
Graduate
1
1
3
9,500
1
1
128
1
38
38
5
5
118.6
1
0
0
1
0
1
19
0
0
7
9
6
11.814286
0
0
8
8
7
13.542857
0
13.9
-0.3
0.79
Graduate
1
1
1
9,070
1
1
115
1
19
1
3
8
123.4
0
0
0
1
0
0
23
0
1
6
8
6
13
1
0
6
8
6
11.875
0
13.9
-0.3
0.79
Graduate
1
1
1
9,670
1
1
125
1
37
37
5
5
124
0
0
0
1
0
0
19
0
0
6
7
6
14.857143
0
0
6
6
6
13.333333
0
12.4
0.5
1.79
Graduate
1
1
6
9,500
1
1
137
1
1
3
3
2
121.3
1
0
0
1
0
0
20
0
0
7
7
6
12.6
0
0
7
7
6
12.6
0
7.6
2.6
0.32
Graduate
1
1
1
9,085
1
1
101
1
37
37
9
4
101
1
0
1
1
0
0
22
0
0
6
9
5
13.333333
0
0
6
17
4
11.4
0
12.4
0.5
1.79
Enrolled
1
1
1
9,853
1
1
126
1
3
1
2
5
116.9
1
1
0
1
0
0
18
0
0
7
10
6
10.666667
0
0
7
12
6
12.833333
0
13.9
-0.3
0.79
Enrolled
1
7
3
9,130
1
3
130
1
19
37
90
5
130
0
0
1
0
0
0
27
0
1
5
6
2
11.5
0
0
5
5
1
11
0
12.7
3.7
-1.7
Dropout
1
39
1
9,556
1
19
100
1
37
38
9
9
120
0
0
0
1
0
0
29
0
0
7
9
1
10
0
0
7
0
0
0
0
12.7
3.7
-1.7
Dropout