kohmex/stunning-giggle

Nigeria crop yield prediction # Nigeria Crop Yield Predictor 🌾 Predicts maize/rice/sorghum yield 60 days before harvest using Weather, Soil, and Pesticide data. ### Problem 70% of Nigerian farmers have no access to yield forecasts. Banks can't risk-score loans. ### Solution ML model that takes: Rainfall, Temp, Soil N, pH, Pesticide → Predicts yield in tons/ha + gives recommendations. ### Tech Stack Python, Pandas, Scikit-learn, SDV for synthetic data, Streamlit, NASA POWER API ### How to Run 1. pip install -r requirements.txt 2. python generate_data.py 3. python train_model.py 4. streamlit run app.py ### Key Results - R2 Score: 0.78 on synthetic data - Top Features: Rainfall, Soil Nitrogen, Pesticide Use - Demo: [Streamlit Link Coming] ### Impact Helps banks, insurers, and cooperatives make data-driven decisions for 38M Nigerian farmers.