Reliable land cover information is vital for sustainable resource management, environmental protection, and climate resilience. In Somalia, where natural resources face increasing pressure from climate variability and land degradation, a harmonized classification system is essential for informed planning and decision-making. The Land Cover Reference System (LCRS) for Somalia provides a...