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Spatial and Temporal Bayesian Hierarchical Model Over Large Domains with Application to Holocene Sea Surface Temperature Reconstruction in the Equatorial Pacific [Dataset]
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| Type: | Resource | |
| Storage: | The size of this resource is 1.0 MB | |
| Created: | Jul 25, 2024 at 3:31 p.m. | |
| Last updated: | Jul 25, 2024 at 8:13 p.m. | |
| DOI: | 10.4211/hs.ee6c09de183f40b6941374ecba52048c | |
| Citation: | See how to cite this resource |
| Sharing Status: | Published |
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| Views: | 104 |
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Abstract
This dataset is used as input for implementing a space-time Bayesian hierarchical model (BHM) to reconstruct annual Sea Surface Temperature (SST) during the Holocene over a large domain based on SST at limited proxy locations in the equatorial (10°N-10°S) Pacific. The dataset consists of 2° gridded annual mean SST between 1854 and 2014, the paleo proxy SST data from 28 locations, locations of spatial knots, and the location of points used to calibrate the model.
Subject Keywords
Coverage
Spatial
Temporal
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Content
Additional Metadata
| Name | Value |
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| knots.rds | This file contains the location of the spatial regression knots used for implementing the Bayesian Hierarchical model (BHM). It can be opened in R using the command list.load from the R package "rlist". |
| Fitting_points.rds | This file contains the location 150 of contemporary SST data used for calibrating the Bayesian Hierarchical model (BHM). It can be opened in R using the command list.load from the R package "rlist". |
| Line_Islands_core.txt | This file contains the paleo proxy SST data from one location in the central Pacific (Line Islands). |
| Eastern_Pacific_cores.rds | This file contains the paleo proxy SST data from 13 eastern Pacific locations. It can be opened in R using the command list.load from the R package "rlist". |
| Western_Pacific_cores.rds | This file contains the paleo proxy SST data from 14 western Pacific locations. It can be opened in R using the command list.load from the R package "rlist". |
| 1854-2014_MAYtoAPRavg_SST_FullField.rds | This file contains the 2° gridded annual mean SST between 1854 and 2014 data. It can be opened in R using the command list.load from the R package "rlist". |
How to Cite
This resource is shared under the Creative Commons Attribution CC BY.
http://creativecommons.org/licenses/by/4.0/
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