the-noob-engineer/Seed

A comprehensive system for agricultural data generation and machine learning predictions for The Gambia. # SEED A comprehensive system for agricultural data generation and machine learning predictions for The Gambia. ## !NOTE this is a learning project for Dawda Borje Kujabi to learn machine learning ## 🌾 Features ### Data Generation - **Historical Data**: Agricultural datasets from 2001-2021 - **Real Data Integration**: Uses actual datasets from `data/` directory - **Multiple Categories**: Crops, Fisheries, Sales, Livestock, Farm Practices, Land Tenure - **Growth Projections**: Realistic growth patterns with climate variability ### Machine Learning Model - **Multi-Target Prediction**: Yield, Price, and Production - **Environmental Factors**: Rainfall, temperature, humidity, soil pH - **Economic Factors**: Fuel prices, labor costs, market demand - **Technology Factors**: Fertilizer use, irrigation, crop type - **Future Predictions**: Support for current and future years (2024-2030+) ## 🚀 Quick Start ### Run Main Predictions ```bash # Run comprehensive predictions for current and future years python seed/main.py ``` ### Run Specific Year Predictions ```bash # Predict for current year python scripts/run_predictions.py 2024 # Predict for future year python scripts/run_predictions.py 2029 # Predict specific crop for 2025 python scripts/run_predictions.py 2025 --crop Rice # Rainfall impact analysis for 2026 python scripts/run_predictions.py 2026 --rainfall ``` ### Test Model ```bash # Simple model test python test_model.py ``` ## 📊 Prediction Capabilities ### Current Year Predictions - **2024**: Current year with real data - **Good/Average/Poor Conditions**: Multiple scenarios - **All Crops**: Rice, Millet, Sorghum, Maize, Groundnuts, Cotton, Vegetables, Fruits ### Future Year Predictions - **2025-2030+**: Future predictions with trend adjustments - **Climate Change**: Temperature and rainfall projections - **Technology Adoption**: Increasing fertilizer and irrigation use - **Economic Trends**: Rising fuel prices and labor costs - **Market Evolution** …