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All trait data

This zip archive records all of the trait records in EOL's graph database. It contains five .csv files: pages.csv listing taxa and their names, traits.csv with trait records, metadata.csv with auxiliary records referred to by trait records, inferred.csv (see below) and terms.csv listing all of th

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CreatorEncyclopedia of Life
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Published2026-08-27
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DOI10.5281/zenodo.22129810
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Downloads14,552
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Licensenotspecified
File Size564.9 MB
Data TypeDataset
Published2026
Licensenotspecified
Total Views1,907
Total Downloads14,552

This zip archive records all of the trait records in EOL’s graph database. It contains five .csv files: pages.csv listing taxa and their names, traits.csv with trait records, metadata.csv with auxiliary records referred to by trait records, inferred.csv (see below) and terms.csv listing all of the relationship URIs in the database. For a description of the schema, see https://github.com/EOL/publishing/blob/master/doc/trait-schema.md

inferred.csv lists additional taxa to which a trait record applies by taxonomic inference, in addition to the ancestral taxon to which it is attached. For instance, the record describing locomotion=flight for Aves is also inferred to apply to most of the descendants of Aves, except for any flightless subclades that are excluded from the inference pattern. All the trait records referred to in the 2nd column of the inferred file have full records available in the traits file. 

For questions or use cases calling for large, multi-use aggregate data files, please visit the EOL Services forum at

http://discuss.eol.org/c/eol-services

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All trait data (Full Dataset)564.9 MB
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ReadmeVia DOI record
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Files are hosted on the source repository. Click download to access the full dataset.

Encyclopedia of Life (2026). All trait data. https://doi.org/10.5281/zenodo.22129810