This dataset consists of land-cover types derived from Landsat Thematic Mapper satellite imagery for an area that includes the city of Boulder, Colorado, Boulder Open Space properties, and a 1-km area surrounding the open space. The classification scheme was developed by the City of Boulder Open Space scientists. Association of spectral classes with cover-types was accomplished using unsupervised clustering techniques and ancillary Geographic Information Systems coverages.