Description: The dataset, representing the pine forests (the pine lands class), was extracted from the land use and land cover product for Andros Island, Bahamas for use by the Natural Capital Project under the Ecosystem-based Development for Andros Island, The Bahamas. All classes from this product were derived from 5-m RapidEye imagery acquired in October and November, 2009. Per-pixel classification was performed with a supervised, Random Forests classifier. The full product was reclassified to extract the pine lands class, then converted to a polygon without them being simplified, then the polygon was dissovled.