This repository contains a comprehensive study focused on understanding and modeling economic factors into a nation’s carbon emissions. The study aims to understand how different economic status groups affect a nation’s carbon footprint and categorizes nations into high, medium, or low carbon emitters.
- Objective: Analyze the relationship between economic factors and carbon emissions across nations.
- Data Source: World Inequality Database
- Key Findings:
- Carbon emissions vary across income brackets.
- Developed a model that predicts and categorizes a country's emission level with 95% accuracy.
- Data Exploration:
- Analysis of carbon emissions over time for ten countries.
- Relationship between GDP and CO2 emissions.
- Impact of income brackets on carbon emissions.
- Data Modeling:
- Linear Mixed Model for income brackets.
- Cumulative Link Mixed Model for predicting carbon emission levels.
- Results:
- Detailed results from the models.
- Graphs and visualizations.
- Conclusion & Future Work:
- Summary of findings.
- Recommendations for future research.
- R (version 4.0.0 or later)
Clone the repo:
git clone https://github.com/[YourUsername]/carbon-emissions-analysis.git
- Open the main R script.
- Run the script to reproduce the analysis and results.