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PAR-GWR-CARB: A monthly gridded surface carbonate system data product for the Pacific-Arctic Region from 1982-2021 (NCEI Accession 0292960)

Metadata Updated: September 2, 2025

The Pacific-Arctic Region (PAR) is highly sensitive to ocean acidification, yet data gaps in the carbonate system record persist due to the region's remote nature and environmental factors such as sea ice. To address these gaps, we utilized a geographically-weighted regression (GWR) to predict surface total alkalinity using salinity and temperature data at a monthly 1°x1° resolution. The GWR methodology, which allows regression coefficients to vary spatially, accounts for local factors such as riverine discharge, sea ice melt, primary productivity, and other influences on alkalinity. This approach achieved a high degree of accuracy, with an R² of 0.93, a mean absolute error (MAE) of 23 μmol/kg, and near-zero bias (mean bias error [MBE] of -0.01 μmol/kg), as validated by 10-fold cross-validation (N = 7,146). The derived regression coefficients were then applied to the Hadley EN4 salinity and OI SST temperature datasets to estimate total alkalinity. Subsequently, this total alkalinity dataset was integrated with the MPI-SOM-FFN surface pCO2 dataset to reconstruct the entire carbonate system (DIC, pH, [H⁺], Ω) from 1982 to 2021 at a monthly 1°x1° resolution.

Access & Use Information

License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

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Dates

Metadata Date 2025-05-29T15:34:17Z
Metadata Created Date February 1, 2025
Metadata Updated Date September 2, 2025
Reference Date(s) May 31, 2024 (publication), April 15, 2025 (revision)
Frequency Of Update asNeeded

Metadata Source

Harvested from NOAA/NESDIS/ncei/accessions

Graphic Preview

Preview graphic

Additional Metadata

Resource Type Dataset
Metadata Date 2025-05-29T15:34:17Z
Metadata Created Date February 1, 2025
Metadata Updated Date September 2, 2025
Reference Date(s) May 31, 2024 (publication), April 15, 2025 (revision)
Responsible Party (Point of Contact)
Contact Email
Guid gov.noaa.nodc:0292960
Access Constraints Cite as: Caero, Thomas V.; Wang, Hongjie; Jersild, Annika (2024). PAR-GWR-CARB: A monthly gridded surface carbonate system data product for the Pacific-Arctic Region from 1982-2021 (NCEI Accession 0292960). [indicate subset used]. NOAA National Centers for Environmental Information. Dataset. https://doi.org/10.25921/p35d-d778. Accessed [date]., Use liability: NOAA and NCEI cannot provide any warranty as to the accuracy, reliability, or completeness of furnished data. Users assume responsibility to determine the usability of these data. The user is responsible for the results of any application of this data for other than its intended purpose.
Bbox East Long -103
Bbox North Lat 90
Bbox South Lat 45
Bbox West Long 156
Coupled Resource
Frequency Of Update asNeeded
Graphic Preview Description Preview graphic
Graphic Preview File https://www.ncei.noaa.gov/access/metadata/landing-page/bin/gfx?id=gov.noaa.nodc:0292960
Graphic Preview Type PNG
Harvest Object Id 0d00c5ce-7a23-4093-8505-0dbfb21ac583
Harvest Source Id c084a438-6f6b-470d-93e0-16aeddb9f513
Harvest Source Title NOAA/NESDIS/ncei/accessions
Licence accessLevel: Public
Lineage
Metadata Language eng
Metadata Type geospatial
Old Spatial {"type": "Polygon", "coordinates": [[[156.0, 45.0], [-103.0, 45.0], [-103.0, 90.0], [156.0, 90.0], [156.0, 45.0]]]}
Progress completed
Spatial Data Service Type
Spatial Reference System
Spatial Harvester True
Temporal Extent Begin 1982-01-01
Temporal Extent End 2021-12-31

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