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dc.contributor.author
Dorey, James B.  
dc.contributor.author
Fischer, Erica E.  
dc.contributor.author
Chesshire, Paige R.  
dc.contributor.author
Nava Bolaños, Angela  
dc.contributor.author
O´Reilly, Robert L.  
dc.contributor.author
Bossert, Silas  
dc.contributor.author
Collins, Shannon M.  
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Lichtenberg, Elinor M.  
dc.contributor.author
Tucker, Erika M.  
dc.contributor.author
Smith Pardo, Allan  
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Falcon Brindis, Armando  
dc.contributor.author
Guevara, Diego A.  
dc.contributor.author
Ribeiro, Bruno  
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de Pedro, Diego  
dc.contributor.author
Pickering, John  
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Hung, Keng Lou James  
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Parys, Katherine A.  
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McCabe, Lindsie M.  
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Rogan, Matthew S.  
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Minckley, Robert L.  
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Velazco, Santiago José Elías  
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Griswold, Terry  
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Zarrillo, Tracy A.  
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Jetz, Walter  
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Sica, Yanina V.  
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Orr, Michael C.  
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Guzman, Laura Melissa  
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Ascher, John S.  
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Hughes, Alice C.  
dc.contributor.author
Cobb, Neil S.  
dc.date.available
2023-11-30T14:02:26Z  
dc.date.issued
2023-11  
dc.identifier.citation
Dorey, James B.; Fischer, Erica E.; Chesshire, Paige R.; Nava Bolaños, Angela; O´Reilly, Robert L.; et al.; A globally synthesised and flagged bee occurrence dataset and cleaning workflow; Nature Research; Scientific Data; 10; 1; 11-2023; 1-17  
dc.identifier.uri
http://hdl.handle.net/11336/218897  
dc.description.abstract
Species occurrence data are foundational for research, conservation, and science communication, but the limited availability and accessibility of reliable data represents a major obstacle, particularly for insects, which face mounting pressures. We present BeeBDC, a new R package, and a global bee occurrence dataset to address this issue. We combined >18.3 million bee occurrence records from multiple public repositories (GBIF, SCAN, iDigBio, USGS, ALA) and smaller datasets, then standardised, flagged, deduplicated, and cleaned the data using the reproducible BeeBDC R-workflow. Specifically, we harmonised species names (following established global taxonomy), country names, and collection dates and, we added record-level flags for a series of potential quality issues. These data are provided in two formats, “cleaned” and “flagged-but-uncleaned”. The BeeBDC package with online documentation provides end users the ability to modify filtering parameters to address their research questions. By publishing reproducible R workflows and globally cleaned datasets, we can increase the accessibility and reliability of downstream analyses. This workflow can be implemented for other taxa to support research and conservation.  
dc.format
application/pdf  
dc.language.iso
eng  
dc.publisher
Nature Research  
dc.rights
info:eu-repo/semantics/openAccess  
dc.rights.uri
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/  
dc.subject
R package  
dc.subject
Bee data  
dc.subject
Ecoinformatic  
dc.subject.classification
Otras Ciencias Biológicas  
dc.subject.classification
Ciencias Biológicas  
dc.subject.classification
CIENCIAS NATURALES Y EXACTAS  
dc.title
A globally synthesised and flagged bee occurrence dataset and cleaning workflow  
dc.type
info:eu-repo/semantics/article  
dc.type
info:ar-repo/semantics/artículo  
dc.type
info:eu-repo/semantics/publishedVersion  
dc.date.updated
2023-11-28T14:27:08Z  
dc.identifier.eissn
2052-4463  
dc.journal.volume
10  
dc.journal.number
1  
dc.journal.pagination
1-17  
dc.journal.pais
Reino Unido  
dc.description.fil
Fil: Dorey, James B.. Flinders University; Australia  
dc.description.fil
Fil: Fischer, Erica E.. King’s College London; Reino Unido  
dc.description.fil
Fil: Chesshire, Paige R.. Northern Arizona University; Estados Unidos  
dc.description.fil
Fil: Nava Bolaños, Angela. Unam Campus Juriquilla; México  
dc.description.fil
Fil: O´Reilly, Robert L.. Flinders University; Australia  
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Fil: Bossert, Silas. National Museum of Natural History; Estados Unidos. Washington State University; Estados Unidos  
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Fil: Collins, Shannon M.. University of North Texas; Estados Unidos  
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Fil: Lichtenberg, Elinor M.. University of North Texas; Estados Unidos  
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Fil: Tucker, Erika M.. Biodiversity Outreach Network; Estados Unidos  
dc.description.fil
Fil: Smith Pardo, Allan. United States Department of Agriculture; Argentina  
dc.description.fil
Fil: Falcon Brindis, Armando. University of Kentucky; Estados Unidos  
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Fil: Guevara, Diego A.. Universidad Nacional de Colombia; Colombia  
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Fil: Ribeiro, Bruno. Universidade Federal de Goiás; Brasil  
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Fil: de Pedro, Diego. Centro de Investigacion Cientifica y de Educacion Superior de Ensenada; México  
dc.description.fil
Fil: Pickering, John. Discover Life; Estados Unidos  
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Fil: Hung, Keng Lou James. Oklahoma State University; Estados Unidos  
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Fil: Parys, Katherine A.. United States Department of Agriculture; Argentina  
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Fil: McCabe, Lindsie M.. United States Department of Agriculture; Argentina  
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Fil: Rogan, Matthew S.. University of Yale; Estados Unidos  
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Fil: Minckley, Robert L.. University of Rochester; Estados Unidos  
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Fil: Velazco, Santiago José Elías. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste. Instituto de Biología Subtropical. Universidad Nacional de Misiones. Instituto de Biología Subtropical; Argentina  
dc.description.fil
Fil: Griswold, Terry. United States Department of Agriculture; Argentina  
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Fil: Zarrillo, Tracy A.. The Connecticut Agricultural Experiment Station; Estados Unidos  
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Fil: Jetz, Walter. University of Yale; Estados Unidos  
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Fil: Sica, Yanina V.. University of Yale; Estados Unidos  
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Fil: Orr, Michael C.. Staatliches Museum Für Naturkunde Stuttgart; Alemania. Institute Of Zoology Chinese Academy Of Sciences; China  
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Fil: Guzman, Laura Melissa. University of Southern California; Estados Unidos  
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Fil: Ascher, John S.. National University Of Singapore; Singapur  
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Fil: Hughes, Alice C.. The University Of Hong Kong; Hong Kong  
dc.description.fil
Fil: Cobb, Neil S.. Biodiversity Outreach Network; Estados Unidos  
dc.journal.title
Scientific Data  
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/url/https://www.nature.com/articles/s41597-023-02626-w  
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/doi/http://dx.doi.org/10.1038/s41597-023-02626-w