Behavioral_Stress_Dataset

Description

Dataset Title: Behavioral Stress Dataset for Multimodal AI Analysis Author: Kosuru Karthik Affiliation: Koneru Lakshmaiah Education Foundation, Andhra Pradesh, India Email: kosuru0062@gmail.com ABSTRACT: This dataset contains 100 behavioral records designed for machine learning and deep learning-based stress prediction research. Each record includes demographic information (age, gender) and behavioral parameters (sleep duration, screen time, workload, physical activity) with corresponding stress levels. DATASET STRUCTURE: - Total Records: 100 - Total Columns: 9 - File Format: Excel (.xlsx) - License: CC BY 4.0 COLUMN DETAILS: | Column Name | Description | Range | |-------------|-------------|-------| | User_ID | Unique identifier | 1 to 100 | | Age | Age in years | 21 to 26 | | Gender | Male or Female | M, F | | Sleep_Hours | Hours of sleep per day | 3.5 to 8.5 hours | | Screen_Time_Hours | Hours on screen per day | 4.5 to 14.5 hours | | Workload_Hours | Work/study hours per day | 4.2 to 11.0 hours | | Physical_Activity_Minutes | Exercise minutes per day | 5 to 88 minutes | | Stress_Level | Stress score (0-100) | 26 to 98 | | Stress_Category | Categorical stress label | Low, Moderate, High | STRESS CATEGORY RULES: - Low Stress: Stress_Level 0-49 - Moderate Stress: Stress_Level 50-69 - High Stress: Stress_Level 70-100 POTENTIAL APPLICATIONS: 1. Machine Learning-based stress prediction (Regression, Decision Trees, Random Forest) 2. Neural Network behavioral pattern learning 3. Clustering analysis (K-Means) 4. Anomaly detection (Isolation Forest) 5. Time-series behavioral forecasting 6. Correlation analysis between behavioral parameters and stress REUSE INSTRUCTIONS: - Open in Microsoft Excel or any CSV viewer - Use with Python (pandas), R, MATLAB, or any data analysis tool - No additional cleaning required - data is preprocessed and normalized ETHICS STATEMENT: This dataset contains simulated/anonymized data. No real human subjects were involved. Data can be freely used for academic and research purposes. CITATION: If you use this dataset, please cite: Karthik, K. (2025). Behavioral Stress Dataset for Multimodal AI Analysis. Mendeley Data. [DOI will be assigned] CONTACT: Kosuru Karthik - kosuru0062@gmail.com

Institutions

• Koneru Lakshmaiah Education Foundation

  Andhra Pradesh, Vijayawada

Categories

Licence