samson19977/co2-emissions-dashboard

An interactive business-grade dashboard for analyzing and forecasting CO₂ emissions across African countries using Streamlit, pandas, and machine learning. # 🌍 CO₂ Emissions Dashboard for Africa This project is a dynamic and interactive **Streamlit-powered dashboard** that visualizes and forecasts **CO₂ emissions across African countries**. It provides actionable insights for **policy makers, entrepreneurs, researchers**, and **climate investors**. Built with 💡 business users in mind, the dashboard highlights: - Sector-wise emission breakdowns (transportation, energy, manufacturing, etc.) - Time-series trends and forecasts (using linear regression) - Country-specific heatmaps and GDP/population insights - Clean, attractive visualizations for presentations and decision-making --- ## 📊 Key Features - 🎯 **Interactive Sector Boxes** – Click on any emission sector to drill down into trends. - 🧠 **Machine Learning Forecasts** – Predict emissions for the next 3 years using socioeconomic data. - 📈 **Bar Charts, Pie Charts & Line Graphs** – Beautifully styled visualizations powered by Matplotlib and Seaborn. - 🔥 **Correlation Heatmaps** – Understand relationships between CO₂ emissions and GDP/population. - 🪴 **Actionable Recommendations** – Green energy, climate tech, and policy innovation opportunities. - ☁️ **Live Dataset from Hugging Face** – Auto-loads updated CSV data from the cloud. --- ## 🚀 Live Demo > Coming soon via Streamlit Cloud --- ## 📦 Tech Stack - Streamlit – For rapid web app development - Pandas – Data loading and manipulation - Seaborn & Matplotlib – Visualizations - Scikit-learn – Forecasting via Linear Regression - Hugging Face Datasets – Cloud-hosted dataset --- ## 📁 Dataset Source The data is hosted on Hugging Face: - `co2_Emission_Africa.csv` Fields include: - Country, Year, Population, GDP (USD and PPP) - Emissions by sector (Transportation, Manufacturing, LUCF, etc.) - Total emissions (with and without LUCF) --- ## 📌 How to Run 1. Clone the repo: ```bash git clone github.com cd co2-emissions-dashboard