The document discusses a study comparing re-analysis data from the Mercator project with in-situ ocean observations from 1993 to 1998, focusing on three oceanic regions: the Gulf Stream, the Azores Current, and the Gulf of Mexico. It outlines methodologies for creating pseudo-observations to analyze temperature and salinity profiles and evaluates discrepancies in simulated versus observed data, highlighting issues with water mass representation. The findings indicate that the re-analysis data often fails to accurately capture the characteristics of specific water masses, leading to significant temperature and salinity drifts.