Open code
High-resolution marine data layers to model the distribution of species at global scales.
Understanding the relationship between marine species and their environment is key to biodiversity research and conservation. For years, terrestrial scientists have relied on WorldClim for high-resolution environmental data. Now, marine researchers have their equivalent: Bio-ORACLE.
Originally launched in 2012, Bio-ORACLE provides crucial data on ecologically important ocean variables. Our latest update significantly expands this resource, incorporating:
The R package facilitates listing, extraction and management of the data layers provided by Bio-ORACLE, as well as easy integration with the available pipelines for bioclimatic modelling.
Listing and extracting environmental data
Bio-ORACLE is an indispensable tool for marine scientists, conservationists, and anyone interested in the ocean’s future. Use this powerful dataset in Species Distribution Modelling (SDM) to predict the distribution of species at the global scale, including non-native species, address niche-based questions and phylogeographic hypotheses, identify biodiversity hotspots and support the conservation and management of marine biodiversity. Moreover, the development of biologically meaningful variables for future climate change scenarios (e.g. dissolved oxygen, primary productivity and pH) allows more realistic estimates of the anthropogenic pressures that may lead to extinction and turnover of populations.
Assis, J., Fernández Bejarano, S. J., Salazar, V. W., Schepers, L., Gouvêa, L., Fragkopoulou, E., Leclercq, F., Vanhoorne, B., Tyberghein, L., Serrão, E. A., Verbruggen, H., & De Clerck, O. (2024). Bio-ORACLE v3.0. Pushing marine data layers to the CMIP6 Earth System Models of climate change research. Global Ecology and Biogeography, 33, e13813.
Automatically download biodiversity records from iNaturalist, the most recognised citizen science initiative.