Update README.md
Browse files
README.md
CHANGED
@@ -1,3 +1,54 @@
|
|
1 |
---
|
2 |
license: cc0-1.0
|
3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
license: cc0-1.0
|
3 |
---
|
4 |
+
## Student Alcohol Consumption Dataset
|
5 |
+
A dataset on social, gender and study data from secondary school students.
|
6 |
+
Following was retrieved from [UCI machine learning repository](https://www.kaggle.com/datasets/uciml/student-alcohol-consumption).
|
7 |
+
|
8 |
+
**Context:**
|
9 |
+
|
10 |
+
The data were obtained in a survey of students math and portuguese language courses in secondary school. It contains a lot of interesting social, gender and study information about students. You can use it for some EDA or try to predict students final grade.
|
11 |
+
|
12 |
+
**Content:**
|
13 |
+
Attributes for both student-mat.csv (Math course) and student-por.csv (Portuguese language course) datasets:
|
14 |
+
|
15 |
+
- school - student's school (binary: 'GP' - Gabriel Pereira or 'MS' - Mousinho da Silveira)
|
16 |
+
- sex - student's sex (binary: 'F' - female or 'M' - male)
|
17 |
+
- age - student's age (numeric: from 15 to 22)
|
18 |
+
- address - student's home address type (binary: 'U' - urban or 'R' - rural)
|
19 |
+
- famsize - family size (binary: 'LE3' - less or equal to 3 or 'GT3' - greater than 3)
|
20 |
+
- Pstatus - parent's cohabitation status (binary: 'T' - living together or 'A' - apart)
|
21 |
+
- Medu - mother's education (numeric: 0 - none, 1 - primary education (4th grade), 2 – 5th to 9th grade, 3 – secondary education or 4 – higher education)
|
22 |
+
- Fedu - father's education (numeric: 0 - none, 1 - primary education (4th grade), 2 – 5th to 9th grade, 3 – secondary education or 4 – higher education)
|
23 |
+
- Mjob - mother's job (nominal: 'teacher', 'health' care related, civil 'services' (e.g. administrative or police), 'at_home' or 'other')
|
24 |
+
- Fjob - father's job (nominal: 'teacher', 'health' care related, civil 'services' (e.g. administrative or police), 'at_home' or 'other')
|
25 |
+
- reason - reason to choose this school (nominal: close to 'home', school 'reputation', 'course' preference or 'other')
|
26 |
+
- guardian - student's guardian (nominal: 'mother', 'father' or 'other')
|
27 |
+
- traveltime - home to school travel time (numeric: 1 - <15 min., 2 - 15 to 30 min., 3 - 30 min. to 1 hour, or 4 - >1 hour)
|
28 |
+
- studytime - weekly study time (numeric: 1 - <2 hours, 2 - 2 to 5 hours, 3 - 5 to 10 hours, or 4 - >10 hours)
|
29 |
+
- failures - number of past class failures (numeric: n if 1<=n<3, else 4)
|
30 |
+
- schoolsup - extra educational support (binary: yes or no)
|
31 |
+
- famsup - family educational support (binary: yes or no)
|
32 |
+
- paid - extra paid classes within the course subject (Math or Portuguese) (binary: yes or no)
|
33 |
+
- activities - extra-curricular activities (binary: yes or no)
|
34 |
+
- nursery - attended nursery school (binary: yes or no)
|
35 |
+
- higher - wants to take higher education (binary: yes or no)
|
36 |
+
- internet - Internet access at home (binary: yes or no)
|
37 |
+
- romantic - with a romantic relationship (binary: yes or no)
|
38 |
+
- famrel - quality of family relationships (numeric: from 1 - very bad to 5 - excellent)
|
39 |
+
- freetime - free time after school (numeric: from 1 - very low to 5 - very high)
|
40 |
+
- goout - going out with friends (numeric: from 1 - very low to 5 - very high)
|
41 |
+
- Dalc - workday alcohol consumption (numeric: from 1 - very low to 5 - very high)
|
42 |
+
- Walc - weekend alcohol consumption (numeric: from 1 - very low to 5 - very high)
|
43 |
+
- health - current health status (numeric: from 1 - very bad to 5 - very good)
|
44 |
+
- absences - number of school absences (numeric: from 0 to 93)
|
45 |
+
|
46 |
+
These grades are related with the course subject, Math or Portuguese:
|
47 |
+
|
48 |
+
- G1 - first period grade (numeric: from 0 to 20)
|
49 |
+
- G2 - second period grade (numeric: from 0 to 20)
|
50 |
+
- G3 - final grade (numeric: from 0 to 20, output target)
|
51 |
+
|
52 |
+
|
53 |
+
**Additional note:** there are several (382) students that belong to both datasets.
|
54 |
+
These students can be identified by searching for identical attributes that characterize each student, as shown in the annexed R file.
|