Hewan-kifle-19/climate-challenge-week0

This week's challenge focuses on understanding, exploring, and analyzing historical climate and weather data from Ethiopia, Kenya, Sudan, Tanzania, and Nigeria. The challenge aims to evaluate candidates for the 12-week training program in Data Engineering (DE), Financial Analytics (FA), and Machine Learning Engineering (MLE). # ☀️ Solar Data Discovery - Week 0 Challenge **10 Academy: Artificial Intelligence Mastery Program** A comprehensive exploratory data analysis (EDA) and visualization project analyzing solar irradiance data from three West African countries: Benin, Sierra Leone, and Togo. --- ## 📋 Table of Contents - Project Overview - Live Dashboard - Features - Installation - Usage - Project Structure - Data Analysis - Technologies Used - Key Findings - Contributing - License --- ## 🎯 Project Overview This project analyzes solar radiation datasets from Benin, Sierra Leone, and Togo to identify high-potential regions for solar farm installation. The analysis includes: - **Data Cleaning**: Handling missing values, outliers, and negative irradiance values - **Exploratory Data Analysis**: Statistical analysis and pattern identification - **Cross-Country Comparison**: ANOVA and Kruskal-Wallis tests to compare solar potential - **Interactive Dashboard**: Streamlit-based visualization platform **Dataset Details:** - **Records per Country**: 525,600 (1 year of minute-resolution data) - **Total Data Points**: 1.5+ million - **Variables**: 19 (including GHI, DNI, DHI, temperature, humidity, wind) --- ## 🌐 Live Dashboard **🚀 Interactive Dashboard:** zufan-hadgu-solar-challenge… ### Dashboard Features: - 📊 **Real-time KPI Metrics** - Average GHI, Peak Irradiance, Standard Deviation, Total Records - 📈 **Time Series Analysis** - Interactive plots with hourly aggregation - Daily pattern analysis - 📦 **Country Comparison** - Side-by-side boxplots - Statistical tests (ANOVA, Kruskal-Wallis) - Summary statistics tables - 🔗 **Correlation Analysis** - Heatmaps showing variable relationships - Key correlation insights - 🌡️ **Environmental Factors** - Scatter plots (GHI vs Temperature, GHI vs Humidity) - Environmental variables summary - 📥 **Data Export** - Download filtered data as CSV - Upload custom datasets --- ## ✨ Features ### Data Analysis - ✅ Co …