Characteristics of Environmental Data Layers for Use in Species Distribution Modelling in the Maritimes Region

Species distribution models (SDMs) are tools that combine species observations of occurrence, abundance, or biomass with environmental variables to predict the distribution of a species in unsampled locations. To produce accurate predictions of occurrence, abundance or biomass distribution, a wide range of physical and/or biological variables is desirable. Such data is often collected over limited or irregular spatial scales, and require the application of geospatial techniques to produce continuous environmental surfaces that can be used for modelling at all spatial scales. Here we provide a review of 102 environmental data layers that were compiled for the entire spatial extent of Fisheries and Oceans Canada’s (DFO) Maritimes Region. Variables were obtained from a broad range of physical and biological data sources and spatially interpolated using geostatistical methods. For each variable we document the underlying data distribution, provide relevant diagnostics of the interpolation models and an assessment of model performance, and present the final standard error and interpolation surfaces. These layers have been archived in a common (raster) format at the Bedford Institute of Oceanography to facilitate future use. Based on the diagnostic summaries in this report, a subset of these variables has subsequently been used in species distribution models to predict the distribution of deep-water corals, sponges, and other significant benthic taxa in the Maritimes Region.

Cite this data as: Beazley, Lindsay; Guijarro, Javier, Lirette; Camille; Wang, Zeliang; Kenchington, Ellen (2020). Characteristics of Environmental Data Layers for Use in Species Distribution Modelling in the Maritimes Region. Published July 2023. Ocean Ecosystems Science Division, Fisheries and Oceans Canada, Dartmouth, N.S. https://open.canada.ca/data/en/dataset/34a917cb-a0e3-403c-91c7-af3dc20628b1

Data and Resources

Additional Info

Field Value
Last Updated April 17, 2026, 18:19 (UTC)
Created April 17, 2026, 18:19 (UTC)
contact_email DFO.OESDDataRequest-DSEMDemandededonnes.MPO@dfo-mpo.gc.ca
contact_person {"en": "Government of Canada; Fisheries and Oceans Canada", "fr": "Gouvernement du Canada; Pêches et Océans Canada"}
criticality_level []
data_dictionary EPSG:4326,http://www.epsg-registry.org,8.2.6
geographic_scope []
open_canada_collection fgp
open_canada_date_published 2023-05-02 00:00:00
open_canada_keywords {"en": ["Marine Conservation Targets", "Oceans"], "fr": ["Objectifs de conservation marine", "Océan"]}
open_canada_subject ["nature_and_environment"]
sensitivity_level unrestricted
title_fr Caractéristiques des couches de données environnementales à utiliser dans la modélisation de la répartition des espèces dans la région des Maritimes
update_frequency as_needed