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This dataset includes the original data and modelling results used to create the interactive platform Forest-forward. These include; climatic variables (historical reanalysis ERA-5, and the future CMIP5 projections) derived from the Copernicus Climate Data Store that have been converted to 19 standard bioclimatic variables; species occurrence data for a limited number of tree species derived from GBIF; and, the results of ensemble Species Distribution Modelling (SDM) using historical and future bioclimatic variables as predictors, created using the R package biomod2 that have been assigned to a hexagonal grid for display. Code used for the full processing pipeline is available at GitHub. Data files are organised by region; Indonesia (IDN), mainland Spain (ESP), and Sweden (SWE). Bioclimatic variables are GeoTIFF files grouped per region in zipped directories representing historical reanalysis (1980-2019) and future predictions (further divided into 10 y time-intervals between 2020 and 2090). SDM results (and resampled bioclimatic variables) are supplied as CSV files with WKT geometries ("<iso3>_zonal_spp_uuid.csv", and "<iso3>_zonal_bv_uuid.csv", respectively). Species occurrence point data is supplied as a single CSV file with WKT geometries ("all_spp_occurrence.csv"); the field 'iso3' can be used to filter by region. Summaries of the total proportion of area of a country with suitable habitat for each species, and the area weighted mean of each bioclimatic variable per country are supplied as CSV files ("<iso3>_spp_summary_stats.csv", and "<iso3>_bv_summary_stats.csv", respectively).
This work was funded by the ECWMF contract C3S_428b_TECNALIA, see https://ted.europa.eu/udl?uri=TED:NOTICE:472276-2019:TEXT:EN:HTML
climate change, Species Distribution Modelling, species distribution model, Copernicus Climate Data Store, forestry, climate, biomod2
climate change, Species Distribution Modelling, species distribution model, Copernicus Climate Data Store, forestry, climate, biomod2
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
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