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Surface reflectance is now available as a Landsat climate data record (CDR) product through EarthExplorer.
These products are generated on-demand from Landsat 5 TM and Landsat 7 ETM+ data and are also available for the Global Land Survey 2000, 2005, and 2010 collections.