form the LCMAP comparison, we had to reduce our number of classes by combining grass and shrub & scrub as LCMAP does not separate these classes. When combining the Dynamic World grass and shrub & scrub classes, the agreement rises slightly to 74.2%, though LCMAP agreement was only validated against 11.7% of the tiles in a regional sample, and is an annual product not NRT. Further, direct comparison to ESA datasets are Expert Simple Majority