Data Sources & Methodology

Core Data

• • 22 Sudanese aquifers – digitised from geological surveys and literature
• • 97 Vertical Electrical Sounding points – IntechOpen 2024, Hydrogeophysical Investigations for Groundwater Potentiality in Arid and Semiarid Zones
• • 64 boreholes with static water levels – collated from public and private records
• • 1023 elevation reference points – SRTM & field measurements

Models & Frameworks

• • FAO Penman‑Monteith crop coefficients for irrigation planning
• • FAO Land Evaluation Framework for crop suitability
• • Random Forest classifier (F1=0.80) trained on 862 research papers
• • Virtual Electrical Sounding (VES) simulation for aquifer profiling

Strategic Intelligence

• • 36 Stratagems engine (based on Sun Tzu's The Thirty‑Six Stratagems)
• • 489 harvested market & conflict documents
• • NLP‑driven threat scoring and opportunity mapping