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Synthetic Student Alcohol Consumption Dataset
Education & Learning Analytics
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About
The Synthetic Student Alcohol Consumption Dataset is designed for educational and research purposes to analyze student behavior, family influences, and lifestyle choices concerning alcohol consumption. It provides anonymized, synthetic data on students' academic performance, habits, and social activities.
Dataset Features
- sex: Gender of the student (Male/Female).
- age: Age of the student (in years).
- address: Student's residence type (Urban/Rural).
- Pstatus: Parent's cohabitation status (Together/Apart).
- Medu: Mother's education level (0 = None to 4 = Higher Education).
- Fedu: Father's education level (0 = None to 4 = Higher Education).
- Mjob: Mother's occupation (e.g., teacher, services, other).
- Fjob: Father's occupation (e.g., teacher, services, other).
- guardian: Primary guardian (Mother/Father/Other).
- reason: Reason for choosing the school (e.g., course, reputation, home).
- traveltime: Travel time to school (1 = <15 min, 4 = >1 hour).
- studytime: Weekly study time (1 = <2 hours, 4 = >10 hours).
- failures: Number of past class failures (0 to 3).
- schoolsup: Extra educational support (yes/no).
- famsup: Family educational support (yes/no).
- paid: Extra paid classes (yes/no).
- activities: Participation in extracurricular activities (yes/no).
- nursery: Attended nursery school (yes/no).
- higher: Aspiration for higher education (yes/no).
- internet: Internet access at home (yes/no).
- romantic: In a romantic relationship (yes/no).
- famrel: Quality of family relationships (1 = Very Bad, 5 = Excellent).
- freetime: Free time after school (1 = Very Low, 5 = Very High).
- goout: Frequency of going out with friends (1 = Rarely, 5 = Very Frequently).
- Dalc: Workday alcohol consumption (1 = Very Low, 5 = Very High).
- Walc: Weekend alcohol consumption (1 = Very Low, 5 = Very High).
- health: Self-reported health status (1 = Very Poor, 5 = Very Good).
- absences: Number of school absences.
- G1, G2, G3: Grades in three evaluation periods (range: 0-20).
Distribution
Usage
This dataset can be used for the following applications:
- Behavioral Analysis: Study the relationship between alcohol consumption and academic performance or health.
- Academic Performance Prediction: Develop models to predict student grades based on demographic and behavioural features.
- Family Influence Studies: Explore how family education and support affect students’ study habits and outcomes.
- Social Behavior Research: Investigate the impact of social activities, internet access, and relationships on student behavior.
- Health Studies: Examine correlations between health status, absences, and academic performance.
Coverage
This synthetic dataset is anonymized and adheres to data privacy standards. It represents diverse student demographics, family backgrounds, and academic environments.
License
CC0 (Public Domain)
Who Can Use It
- Data Scientists and Machine Learning Practitioners: For regression and classification tasks related to academic performance and alcohol consumption.
- Educators and Researchers: To explore factors influencing student success and social behavior.
- Policy Makers and School Administrators: For data-driven decisions to improve student well-being and performance.
- Behavioral Scientists: To analyze the relationship between social, familial, and academic factors in student development.
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