• Catalogue PIGMA
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Global maps of marine fish species habitat suitability and richness

This dataset contains (1) outputs of Species Distribution Models (SDMs) for marine fish and (2) estimation of species richness using those outputs. SDMs use correlative algorithms to link presences of species to the environment recorded in place and time of their observation, calculate their environmental niche, estimate the geographical location suitable for them (habitat suitability) and in fine their geographical distribution. Here, we downloaded presences of marine fish from two open source databases, GBIF and OBIS and 13 environmental predictors known to be relevant in fish ecology (list below). We used the CEPHALOPOD pipeline, a framework allowing the user the compute a lot of species at the same time, with comparable methods and a verification of quality of inputs and outputs at every steps (Schickele et al., 2025). 3,642 fish made it to the final step and have the habitat suitability estimated for 12 month + annual mean, 10 bootstrap to quantify uncertainty and x algorithms. Those estimation are available in the “L2_marine_fish_*.nc” files, organized by water column position (bathydemersal, bathypelagic, benthopelagic, demersal, pelagic-neritic, pelagic-oceanic, reef-associated). We then used their annual mean to estimate their actual geographic distribution by applying (1) a bathymetric filtration and (2) a cutting procedure which removes isolated patches of high suitability (i.e., potential distribution) with no recorded presences (i.e., considered to be outside of the species dispersion range). Those geographic distribution were then stacked to estimate global species richness of every fish and each water column position.

Simple

Date (Publication)
2026-06
Date (Revision)
2026-06-12
Other citation details
Broussin Joséphine, Schickele Alexandre, Pelissier Loïc, Albouy Camille, Vogt Meike (2026). Global maps of marine fish species habitat suitability and richness. SEANOE. https://doi.org/10.17882/117238
Author
  Environmental Physics, Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, 8092 Zürich, Switzerland - Broussin Joséphine
Author
  Environmental Physics, Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, 8092 Zürich, Switzerland - Schickele Alexandre
Author
  Ecosystems and Landscape Evolution, Institute of Terrestrial Ecosystems, ETH Zürich, Zürich, Switzerland - Pelissier Loïc
Author
  Ecosystems and Landscape Evolution, Institute of Terrestrial Ecosystems, ETH Zürich, Zürich, Switzerland - Albouy Camille
Author
  Environmental Physics, Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, 8092 Zürich, Switzerland - Vogt Meike
Theme
  • Species Richness
  • Species Distribution Models
  • Trophic levels
  • Water column position
  • Biological oceanography
project
  • HorizonEurope BIOcean5D (Agreement: 101059915)
SeaDataNet Parameter Disciplines
  • Biological oceanography
Use constraints
Other restrictions
Metadata language
English
Topic category
  • Oceans
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Distribution format
  • NC, NETCDF ( )

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

L2_marine_fish_pelagicoceanic [RESTRICTED] - 654 MB

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

L2_marine_fish_reefassociated [RESTRICTED] - 12 GB

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

L2_marine_fish_pelagicneritic [RESTRICTED] - 934 MB

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

L2_marine_fish_benthopelagic [RESTRICTED] - 1 GB

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

L2_marine_fish_bathypelagic [RESTRICTED] - 1 GB

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

L2_marine_fish_bathydemersal [RESTRICTED] - 1 GB

OnLine resource
Processed data ( WWW:DOWNLOAD-1.0-link--download )

L2_marine_fish_demersal [RESTRICTED] - 7 GB

OnLine resource
DOI of the product ( WWW:LINK-1.0-http--metadata-URL )
OnLine resource
Seanoe ( rel-canonical )
Hierarchy level
Dataset
File identifier
seanoe:117238 XML
Metadata language
English
Character set
UTF8
Hierarchy level
Dataset
Date stamp
2026-06-12
Metadata standard name
ISO 19115:2003/19139
Metadata standard version
1.0
Point of contact
  Environmental Physics, Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, 8092 Zürich, Switzerland - Broussin Joséphine
 
 

Overviews

overview

Spatial extent

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Keywords

Biological oceanography Species Distribution Models Species Richness Trophic levels Water column position

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