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Datasets:
Mitul1999
/
student-academic-success-and-demographics-dataset

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Text
Formats:
csv
Size:
1K - 10K
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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
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Student Success Data

Overview

This dataset contains information relevant to analyzing student success metrics. It can be used for various purposes, such as performance tracking, predictive modeling, and educational insights.

File Information

  • File Name: Student success data.csv
  • Format: CSV (Comma-Separated Values)
  • Contents: The file includes structured data on student success metrics, with columns representing various attributes.

How to Use This Data

Prerequisites

Ensure you have the following tools and libraries installed:

  • Python: Version 3.8 or higher.
  • Required Libraries:
    • pandas (for data manipulation)
    • numpy (optional, for numerical operations)
    • matplotlib or seaborn (for visualization)

Install these libraries using:

pip install pandas numpy matplotlib seaborn
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