### World Ocean Atlas 2023 Data ### Data downloaded from https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0270533 on 2026-02-22 Reagan JR, Boyer TP, GarcĂ­a HE, Locarnini RA, Baranova OK, Bouchard C, Cross SL, Mishonov AV, Paver CR, Seidov D, Wang Z, Dukhovskoy D (2024). World Ocean Atlas 2023. NOAA National Centers for Environmental Information. Dataset: NCEI Accession 0270533 ### Processing steps: 1. Download seasonal and annual means for each parameter at desired resolution in NetCDF format from https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0270533 2. Run 02_extract_tifs.py from working dir * Scans each parameter folder for .nc files in cwd/parameter/raw_nc * Auto-detects the objectively analysed mean variable (*_an) from each NetCDF * Extracts annual vs seasonal, date range, and grid resolution from NetCDF metadata * Chooses the appropriate depth levels from user-configured sets (different for seasonal and annnual) * Builds a temporary VRT containing only the selected depth bands --> converts to Geotiff, projects to EPSG:3031, crops south of 50°S * Rewrites the raster to enforce nodata (-9999), set band descriptions (e.g. 200m) and outputs as COG * Saves with standardized naming (WOA2023____.tif), skipping existing outputs