Profiles of temperature, salinity, dissolved oxygen, inorganic nutrients, and other data variables from bottle and CTD casts from multiple platforms in the Gulf of Mexico between 2004 and 2008 compiled as part of the Southeastern Universities Research Association (SURA) testbed Shelf Hypoxia project (NCEI Accession 0073142)