A globally synthesised and flagged bee occurrence dataset and cleaning workflow

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...

Full description

Saved in:
Bibliographic Details
Published inScientific data Vol. 10; no. 1; p. 747
Main Authors Dorey, James B., Fischer, Erica E., Chesshire, Paige R., Nava-Bolaños, Angela, O’Reilly, Robert L., Bossert, Silas, Collins, Shannon M., Lichtenberg, Elinor M., Tucker, Erika M., Smith-Pardo, Allan, Falcon-Brindis, Armando, Guevara, Diego A., Ribeiro, Bruno, de Pedro, Diego, Pickering, John, Hung, Keng-Lou James, Parys, Katherine A., McCabe, Lindsie M., Rogan, Matthew S., Minckley, Robert L., Velazco, Santiago J. E., Griswold, Terry, Zarrillo, Tracy A., Jetz, Walter, Sica, Yanina V., Orr, Michael C., Guzman, Laura Melissa, Ascher, John S., Hughes, Alice C., Cobb, Neil S.
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 02.11.2023
Nature Publishing Group
Nature Portfolio
Subjects
631/158/670
631/158/851
631/601/1466
Animals
Bees
communication (human)
Conservation
data collection
Data Descriptor
Datasets
Humanities and Social Sciences
multidisciplinary
Publishing
Science
Science (multidisciplinary)
Workflow
Online AccessGet full text
ISSN2052-4463
2052-4463
DOI10.1038/s41597-023-02626-w

Cover

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.
AbstractList 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.
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.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.
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.
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.
ArticleNumber 747
Author Pickering, John
O’Reilly, Robert L.
Ribeiro, Bruno
Rogan, Matthew S.
Zarrillo, Tracy A.
Tucker, Erika M.
Jetz, Walter
Dorey, James B.
Bossert, Silas
Parys, Katherine A.
Minckley, Robert L.
Nava-Bolaños, Angela
Griswold, Terry
Ascher, John S.
Guevara, Diego A.
de Pedro, Diego
Hughes, Alice C.
Chesshire, Paige R.
Collins, Shannon M.
Sica, Yanina V.
Velazco, Santiago J. E.
Hung, Keng-Lou James
Smith-Pardo, Allan
McCabe, Lindsie M.
Fischer, Erica E.
Guzman, Laura Melissa
Lichtenberg, Elinor M.
Orr, Michael C.
Cobb, Neil S.
Falcon-Brindis, Armando
Author_xml – sequence: 1
  givenname: James B.
  orcidid: 0000-0003-2721-3842
  surname: Dorey
  fullname: Dorey, James B.
  email: jbdorey@me.com
  organization: College of Science and Engineering, Flinders University
– sequence: 2
  givenname: Erica E.
  orcidid: 0000-0002-8202-158X
  surname: Fischer
  fullname: Fischer, Erica E.
  organization: Centre for the History of Science, Technology, and Medicine, Department of History, King’s College London, Strand
– sequence: 3
  givenname: Paige R.
  surname: Chesshire
  fullname: Chesshire, Paige R.
  organization: Department of Biological Sciences, Northern Arizona University
– sequence: 4
  givenname: Angela
  orcidid: 0000-0002-4371-5415
  surname: Nava-Bolaños
  fullname: Nava-Bolaños, Angela
  organization: Unidad Multidisciplinaria de Docencia e Investigación, Facultad de Ciencias, Campus Juriquilla, Universidad Nacional Autónoma de México, Boulevard Juriquilla, Jurica La Mesa, Juriquilla
– sequence: 5
  givenname: Robert L.
  orcidid: 0000-0001-5291-7396
  surname: O’Reilly
  fullname: O’Reilly, Robert L.
  organization: College of Science and Engineering, Flinders University
– sequence: 6
  givenname: Silas
  surname: Bossert
  fullname: Bossert, Silas
  organization: Department of Entomology, Washington State University, Department of Entomology, National Museum of Natural History, Smithsonian Institution
– sequence: 7
  givenname: Shannon M.
  surname: Collins
  fullname: Collins, Shannon M.
  organization: Department of Biological Sciences and Advanced Environmental Research Institute, University of North Texas
– sequence: 8
  givenname: Elinor M.
  orcidid: 0000-0002-2729-4534
  surname: Lichtenberg
  fullname: Lichtenberg, Elinor M.
  organization: Department of Biological Sciences and Advanced Environmental Research Institute, University of North Texas
– sequence: 9
  givenname: Erika M.
  orcidid: 0000-0002-8822-2315
  surname: Tucker
  fullname: Tucker, Erika M.
  organization: Biodiversity Outreach Network
– sequence: 10
  givenname: Allan
  surname: Smith-Pardo
  fullname: Smith-Pardo, Allan
  organization: Animal Plant Health Inspection Service (APHIS); Plant Protection and Quarantine (PPQ); Science and Technology (S&T); Pest Identification Technology laboratory (PITL) United States Department of Agriculture (USDA), St. Suite
– sequence: 11
  givenname: Armando
  surname: Falcon-Brindis
  fullname: Falcon-Brindis, Armando
  organization: Department of Entomology, Research and Education Center, University of Kentucky, University Dr
– sequence: 12
  givenname: Diego A.
  surname: Guevara
  fullname: Guevara, Diego A.
  organization: Departamento de Biología, Universidad Nacionalde Colombia
– sequence: 13
  givenname: Bruno
  surname: Ribeiro
  fullname: Ribeiro, Bruno
  organization: Programa de Pós-graduação em Ecologia e Evolução, Universidade Federal de Goiás, Goiânia, Av
– sequence: 14
  givenname: Diego
  surname: de Pedro
  fullname: de Pedro, Diego
  organization: Ensenada Center for Scientific Research and Higher Education, Carr. Tijuana-Ensenada, Zona Playitas
– sequence: 15
  givenname: John
  surname: Pickering
  fullname: Pickering, John
  organization: Discover Life
– sequence: 16
  givenname: Keng-Lou James
  surname: Hung
  fullname: Hung, Keng-Lou James
  organization: Oklahoma Biological Survey, University of Oklahoma
– sequence: 17
  givenname: Katherine A.
  orcidid: 0000-0001-7459-3687
  surname: Parys
  fullname: Parys, Katherine A.
  organization: USDA ARS Pollinator Health in Southern Crop Ecosystems Research Unit
– sequence: 18
  givenname: Lindsie M.
  surname: McCabe
  fullname: McCabe, Lindsie M.
  organization: USDA-ARS Pollinating Insects-Research Unit
– sequence: 19
  givenname: Matthew S.
  surname: Rogan
  fullname: Rogan, Matthew S.
  organization: Center for Biodiversity and Global Change, Yale University, Department of Ecology & Evolutionary Biology, Yale University
– sequence: 20
  givenname: Robert L.
  surname: Minckley
  fullname: Minckley, Robert L.
  organization: Department of Biology, University of Rochester
– sequence: 21
  givenname: Santiago J. E.
  surname: Velazco
  fullname: Velazco, Santiago J. E.
  organization: Instituto de Biología Subtropical, Consejo Nacional de Investigaciones Científicas y Técnicas, Universidad Nacional de Misiones
– sequence: 22
  givenname: Terry
  surname: Griswold
  fullname: Griswold, Terry
  organization: USDA-ARS Pollinating Insects-Research Unit
– sequence: 23
  givenname: Tracy A.
  orcidid: 0000-0002-0725-8130
  surname: Zarrillo
  fullname: Zarrillo, Tracy A.
  organization: The Connecticut Agricultural Experiment Station
– sequence: 24
  givenname: Walter
  orcidid: 0000-0002-1971-7277
  surname: Jetz
  fullname: Jetz, Walter
  organization: Center for Biodiversity and Global Change, Yale University, Department of Ecology & Evolutionary Biology, Yale University
– sequence: 25
  givenname: Yanina V.
  surname: Sica
  fullname: Sica, Yanina V.
  organization: Center for Biodiversity and Global Change, Yale University, Department of Ecology & Evolutionary Biology, Yale University
– sequence: 26
  givenname: Michael C.
  surname: Orr
  fullname: Orr, Michael C.
  organization: Entomologie, Staatliches Museum für Naturkunde Stuttgart, Rosenstein, Stuttgart, Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences
– sequence: 27
  givenname: Laura Melissa
  surname: Guzman
  fullname: Guzman, Laura Melissa
  organization: Marine and Environmental Biology, Department of Biological Sciences, University of Southern California
– sequence: 28
  givenname: John S.
  surname: Ascher
  fullname: Ascher, John S.
  organization: Department of Biological Sciences, National University of Singapore, Science Dr
– sequence: 29
  givenname: Alice C.
  surname: Hughes
  fullname: Hughes, Alice C.
  organization: School of Biological Sciences, University of Hong Kong
– sequence: 30
  givenname: Neil S.
  surname: Cobb
  fullname: Cobb, Neil S.
  organization: Biodiversity Outreach Network
BackLink https://www.ncbi.nlm.nih.gov/pubmed/37919303$$D View this record in MEDLINE/PubMed
BookMark eNqFkktv1DAUhSNURB_0D7BAkdiwCdi-fiQrVFVQKlXqBtaW41ynGTx2sTMdzb_HM1NK20VZWLbs75x7dH2Pq4MQA1bVO0o-UQLt58yp6FRDGJQlmWzWr6ojRgRrOJdw8Oh8WJ3mvCCEUOBEKPKmOgTV0Q4IHFXXZ_XoY2-839R5E-YbzFPGoTZhqJ0341jOPWIdrV2lhMFiPZjZZJx3iPVowhTGeh3TL-fj-m312hmf8fR-P6l-fvv64_x7c3V9cXl-dtVYofjcSNPDQE2HTsjBCjdQQOCSUUHaTjnaKwFUWDRDRwAcbfteWuuQ9VwaTiycVJd73yGahb5N09KkjY5m0ruLmEZt0jyVfFqoljugOAAwbrgyDpUhVIFqSzXcen3Ze92u-iUOFsOcjH9i-vQlTDd6jHeaEsmYELw4fLx3SPH3CvOsl1O26L0JGFdZs44z0ikuuv-jbSsBCFOsoB-eoYu4SqG0dUsJaKXcGb5_nP4h9t8_LgDbAzbFnBO6B4QSvZ0lvZ8lXWZJ72ZJr4uofSay02zmKW47MPmXpbCX5lInjJj-xX5B9Qeh9d2D
CitedBy_id crossref_primary_10_3390_insects15020127
crossref_primary_10_1016_j_cub_2024_05_065
crossref_primary_10_1111_icad_12808
crossref_primary_10_1038_s44264_024_00020_6
crossref_primary_10_1002_sae2_70021
crossref_primary_10_1016_j_ecoinf_2024_102857
crossref_primary_10_3389_fevo_2024_1346795
crossref_primary_10_1016_j_biocon_2023_110173
crossref_primary_10_1111_ecog_07115
crossref_primary_10_1016_j_biocon_2024_110455
crossref_primary_10_1038_s41597_024_04103_4
crossref_primary_10_1111_jbi_15101
crossref_primary_10_1016_j_ympev_2024_108273
crossref_primary_10_3389_fevo_2024_1339446
crossref_primary_10_1016_j_ympev_2023_107963
Cites_doi 10.11646/zootaxa.4674.1.1
10.3897/jhr.81.59365
10.21105/joss.01276
10.3897/BDJ.9.e70289
10.1111/geb.12326
10.15468/dl.mndybx
10.1111/geb.13475
10.1126/sciadv.abp9908
10.2317/0022-8567-91.4.255
10.1080/01621459.1958.10501479
10.15468/dl.v7ua7j
10.18637/jss.v040.i03
10.1016/j.cub.2015.10.002
10.21105/joss.00848
10.1371/journal.pbio.1000385
10.15468/dl.fehn9f
10.3897/jhr.79.57308
10.1007/s10531-023-02595-x
10.1111/ecog.06584
10.1111/2041-210X.13152
10.1111/2041-210X.13868
10.15468/dl.qw4nrx
10.15468/dl.hvc4tm
10.1007/s40011-012-0031-3
10.1016/j.cub.2020.10.053
10.1002/imt2.43
10.15468/dl.9hpbc2
10.1093/bioinformatics/btw313
10.1007/s10980-018-0668-2
10.1093/ee/nvz063
10.32614/RJ-2018-009
10.15468/dl.z47pxw
10.1371/journal.pone.0029715
10.1038/s41559-021-01434-y
10.1371/journal.pbio.3001843
10.1002/eap.1869
10.3897/BDJ.6.e26826
10.25451/flinders.21709757
10.1080/00305316.2021.1982043
10.1111/gcb.15879
10.1093/bioinformatics/btu393
10.32614/CRAN.package.meltr
10.1007/978-3-319-24277-4
10.1146/annurev-ecolsys-110316-022919
10.1002/ecy.3927
10.3133/fs20233023
10.32614/CRAN.package.BeeBDC
10.1515/9780691189321
10.32614/CRAN.package.rnaturalearthdata
10.26197/ala.cdb5a16c-5f19-4dee-b584-5f2f40196bd9
10.1101/2021.1112.1106.471474
10.1093/isd/ixab010
ContentType Journal Article
Copyright The Author(s) 2023
2023. The Author(s).
The Author(s) 2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: The Author(s) 2023
– notice: 2023. The Author(s).
– notice: The Author(s) 2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID C6C
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
3V.
7X7
7XB
88E
8FE
8FH
8FI
8FJ
8FK
ABUWG
AFKRA
AZQEC
BBNVY
BENPR
BHPHI
CCPQU
DWQXO
FYUFA
GHDGH
GNUQQ
HCIFZ
K9.
LK8
M0S
M1P
M7P
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
7X8
7S9
L.6
5PM
DOA
DOI 10.1038/s41597-023-02626-w
DatabaseName Springer Nature OA Free Journals
CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
ProQuest Central (Corporate)
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
ProQuest SciTech Collection
ProQuest Natural Science Collection
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central
ProQuest Central UK/Ireland
ProQuest Central Essentials
Biological Science Collection
ProQuest Central
Natural Science Collection
ProQuest One Community College
ProQuest Central
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
Biological Sciences
ProQuest Health & Medical Collection
Medical Database
Biological Science Database
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
MEDLINE - Academic
AGRICOLA
AGRICOLA - Academic
PubMed Central (Full Participant titles)
DOAJ (Directory of Open Access Journals)
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Publicly Available Content Database
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Natural Science Collection
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Health & Medical Research Collection
Health Research Premium Collection
Health and Medicine Complete (Alumni Edition)
Natural Science Collection
ProQuest Central Korea
Health & Medical Research Collection
Biological Science Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
Biological Science Database
ProQuest SciTech Collection
ProQuest Hospital Collection (Alumni)
ProQuest Health & Medical Complete
ProQuest Medical Library
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList
MEDLINE - Academic

MEDLINE

AGRICOLA
Publicly Available Content Database
CrossRef
Database_xml – sequence: 1
  dbid: C6C
  name: Springer Nature OA Free Journals
  url: http://www.springeropen.com/
  sourceTypes: Publisher
– sequence: 2
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 3
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 4
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 5
  dbid: BENPR
  name: ProQuest Central
  url: http://www.proquest.com/pqcentral?accountid=15518
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
EISSN 2052-4463
EndPage 747
ExternalDocumentID oai_doaj_org_article_5784f31ed3324a47afe7a017378508ec
PMC10622554
37919303
10_1038_s41597_023_02626_w
Genre Dataset
Journal Article
GrantInformation_xml – fundername: National Science Foundation (NSF)
  grantid: DBI-2216927; NSF-DBI#0956388; 0956340; DBI-2216927
  funderid: https://doi.org/10.13039/100000001
– fundername: National Science Foundation of China | Major International Joint Research Programme
  grantid: 41761144068
  funderid: https://doi.org/10.13039/501100010904
– fundername: National Research Foundation Singapore (National Research Foundation-Prime Minister's office, Republic of Singapore)
  grantid: R-154-000-A81-281
  funderid: https://doi.org/10.13039/501100001381
– fundername: E.O. Wilson Biodiversity Foundation
  funderid: https://doi.org/10.13039/100004212
– fundername: American Museum of Natural History (AMNH)
  funderid: https://doi.org/10.13039/100005835
– fundername: National Research Foundation Singapore (National Research Foundation-Prime Minister's office, Republic of Singapore)
  grantid: R-154-000-A81-281
– fundername: National Science Foundation (NSF)
  grantid: NSF-DBI#0956388
– fundername: National Science Foundation (NSF)
  grantid: DBI-2216927
– fundername: National Science Foundation (NSF)
  grantid: 0956340
– fundername: National Science Foundation of China | Major International Joint Research Programme
  grantid: 41761144068
– fundername: ;
– fundername: ;
  grantid: 41761144068
– fundername: ;
  grantid: R-154-000-A81-281
– fundername: ;
  grantid: DBI-2216927; NSF-DBI#0956388; 0956340; DBI-2216927
GroupedDBID 0R~
3V.
53G
5VS
7X7
88E
8FE
8FH
8FI
8FJ
AAJSJ
ABUWG
ACGFS
ACSFO
ACSMW
ADBBV
ADRAZ
AFKRA
AGHDO
AJTQC
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AOIJS
BBNVY
BCNDV
BENPR
BHPHI
BPHCQ
BVXVI
C6C
CCPQU
DIK
EBLON
EBS
EJD
FYUFA
GROUPED_DOAJ
HCIFZ
HMCUK
HYE
KQ8
LK8
M1P
M48
M7P
M~E
NAO
OK1
PGMZT
PIMPY
PQQKQ
PROAC
PSQYO
RNT
RNTTT
RPM
SNYQT
UKHRP
AASML
AAYXX
CITATION
PHGZM
PHGZT
CGR
CUY
CVF
ECM
EIF
NPM
7XB
8FK
AARCD
AZQEC
DWQXO
GNUQQ
K9.
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQUKI
PRINS
7X8
PUEGO
7S9
L.6
5PM
ID FETCH-LOGICAL-c574t-6ab3d1a9ef56dc5fd13e3462150897f1b75315cead9033f18bb6ccfe2b46a40c3
IEDL.DBID 7X7
ISSN 2052-4463
IngestDate Wed Aug 27 00:48:27 EDT 2025
Thu Aug 21 18:36:24 EDT 2025
Fri Sep 05 16:13:25 EDT 2025
Fri Sep 05 11:54:57 EDT 2025
Wed Aug 13 05:29:51 EDT 2025
Thu Apr 03 07:04:20 EDT 2025
Tue Jul 01 00:39:00 EDT 2025
Thu Apr 24 23:02:30 EDT 2025
Fri Feb 21 02:39:04 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
License 2023. The Author(s).
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c574t-6ab3d1a9ef56dc5fd13e3462150897f1b75315cead9033f18bb6ccfe2b46a40c3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ObjectType-Article-2
ObjectType-Undefined-1
ObjectType-Feature-3
content type line 23
ORCID 0000-0002-2729-4534
0000-0002-0725-8130
0000-0003-2721-3842
0000-0002-1971-7277
0000-0002-8822-2315
0000-0001-5291-7396
0000-0002-4371-5415
0000-0002-8202-158X
0000-0001-7459-3687
OpenAccessLink https://www.proquest.com/docview/2885386659?pq-origsite=%requestingapplication%
PMID 37919303
PQID 2885386659
PQPubID 2041912
PageCount 1
ParticipantIDs doaj_primary_oai_doaj_org_article_5784f31ed3324a47afe7a017378508ec
pubmedcentral_primary_oai_pubmedcentral_nih_gov_10622554
proquest_miscellaneous_2942097459
proquest_miscellaneous_2886330272
proquest_journals_2885386659
pubmed_primary_37919303
crossref_primary_10_1038_s41597_023_02626_w
crossref_citationtrail_10_1038_s41597_023_02626_w
springer_journals_10_1038_s41597_023_02626_w
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2023-11-02
PublicationDateYYYYMMDD 2023-11-02
PublicationDate_xml – month: 11
  year: 2023
  text: 2023-11-02
  day: 02
PublicationDecade 2020
PublicationPlace London
PublicationPlace_xml – name: London
– name: England
PublicationTitle Scientific data
PublicationTitleAbbrev Sci Data
PublicationTitleAlternate Sci Data
PublicationYear 2023
Publisher Nature Publishing Group UK
Nature Publishing Group
Nature Portfolio
Publisher_xml – name: Nature Publishing Group UK
– name: Nature Publishing Group
– name: Nature Portfolio
References Deacon, Govender, Samways (CR10) 2023; 32
CR39
Gaiarsa, Kremen, Ponisio (CR29) 2021; 5
CR37
Boakes (CR18) 2010; 8
CR34
CR31
CR30
Wieczorek (CR91) 2012; 7
(CR43) 2023
Gu, Eils, Schlesner (CR95) 2016; 32
CR49
Zizka (CR76) 2019; 10
CR48
CR47
(CR40) 2023
Dar, Khuroo, Reddy, Malik (CR2) 2012; 82
Arel-Bundock, Enevoldsen, Yetman (CR82) 2018; 3
Ballare, Neff, Ruppel, Jha (CR36) 2019; 29
Ribeiro (CR13) 2022; 13
Callaghan (CR9) 2022; 20
Guénard, Weiser, Gómez, Narula, Economo (CR20) 2017; 24
CR59
CR58
(CR42) 2023
CR57
Maldonado (CR15) 2015; 24
CR56
CR55
CR54
CR53
CR52
CR51
CR50
Fisher (CR98) 1958; 53
Goodwin, Harris, Filer, Wood (CR14) 2015; 25
Pinkert, Barve, Guralnick, Jetz (CR19) 2022; 31
Dorey (CR4) 2021; 81
CR69
CR68
CR67
CR66
CR65
CR64
CR63
CR62
CR61
CR60
Auerbach, Johnson, Smith, McIntyre (CR32) 2019; 48
Dorey (CR5) 2021; 27
Peterson, Asase, Canhos, de Souza, Wieczorek (CR16) 2018; 6
Boettiger (CR78) 2019; 4
CR79
CR77
CR74
CR73
(CR41) 2023
CR72
CR71
CR70
Orr (CR6) 2021; 31
(CR44) 2023
Dorey (CR25) 2023
Angela, Lisa, Loren, Scott (CR33) 2019; 91
CR8
Kass (CR7) 2022; 8
Grolemund, Wickham (CR75) 2011; 40
CR88
CR87
CR86
CR85
CR84
Cusser, Neff, Jha (CR35) 2018; 33
CR83
CR81
CR80
Dorey, Schwarz, Stevens (CR38) 2019; 4674
Pebesma (CR89) 2018; 10
CR17
Chesshire (CR93) 2023; 2023
CR12
CR11
CR99
(CR46) 2023
CR97
CR94
Dorey, Fagan-Jeffries, Stevens, Schwarz (CR3) 2020; 79
CR90
CR28
CR27
CR26
CR24
CR23
CR22
CR21
Naaz, Bibi, Dorey (CR92) 2022; 56
(CR45) 2023
Tu (CR1) 2021; 9
Gu (CR96) 2022; 1
AT Peterson (2626_CR16) 2018; 6
CT Callaghan (2626_CR9) 2022; 20
B Angela (2626_CR33) 2019; 91
(2626_CR45) 2023
2626_CR21
2626_CR22
2626_CR23
JB Dorey (2626_CR38) 2019; 4674
PR Chesshire (2626_CR93) 2023; 2023
J Wieczorek (2626_CR91) 2012; 7
2626_CR28
2626_CR24
2626_CR26
2626_CR27
ES Auerbach (2626_CR32) 2019; 48
ZT Naaz (2626_CR92) 2022; 56
ZA Goodwin (2626_CR14) 2015; 25
2626_CR31
2626_CR34
2626_CR30
2626_CR39
EH Boakes (2626_CR18) 2010; 8
C Maldonado (2626_CR15) 2015; 24
2626_CR37
C Boettiger (2626_CR78) 2019; 4
MC Orr (2626_CR6) 2021; 31
(2626_CR40) 2023
2626_CR90
JB Dorey (2626_CR3) 2020; 79
2626_CR86
2626_CR87
2626_CR88
2626_CR83
2626_CR84
2626_CR85
S Cusser (2626_CR35) 2018; 33
JM Kass (2626_CR7) 2022; 8
(2626_CR46) 2023
2626_CR8
2626_CR97
2626_CR11
2626_CR99
2626_CR12
2626_CR94
2626_CR17
E Pebesma (2626_CR89) 2018; 10
C Deacon (2626_CR10) 2023; 32
G Grolemund (2626_CR75) 2011; 40
S Pinkert (2626_CR19) 2022; 31
2626_CR70
WD Fisher (2626_CR98) 1958; 53
GH Dar (2626_CR2) 2012; 82
2626_CR64
(2626_CR41) 2023
2626_CR65
2626_CR66
2626_CR67
2626_CR60
2626_CR61
2626_CR62
2626_CR63
Z Gu (2626_CR95) 2016; 32
JB Dorey (2626_CR4) 2021; 81
JB Dorey (2626_CR25) 2023
2626_CR68
2626_CR69
(2626_CR44) 2023
2626_CR80
2626_CR81
2626_CR77
2626_CR71
2626_CR72
KM Ballare (2626_CR36) 2019; 29
2626_CR73
2626_CR74
2626_CR79
JB Dorey (2626_CR5) 2021; 27
2626_CR47
2626_CR48
Z Gu (2626_CR96) 2022; 1
(2626_CR43) 2023
2626_CR49
A Zizka (2626_CR76) 2019; 10
MP Gaiarsa (2626_CR29) 2021; 5
BR Ribeiro (2626_CR13) 2022; 13
V Arel-Bundock (2626_CR82) 2018; 3
2626_CR53
2626_CR54
2626_CR55
2626_CR56
(2626_CR42) 2023
2626_CR50
2626_CR51
2626_CR52
B Guénard (2626_CR20) 2017; 24
2626_CR57
2626_CR58
DV Tu (2626_CR1) 2021; 9
2626_CR59
References_xml – ident: CR22
– ident: CR97
– volume: 4674
  start-page: 1
  year: 2019
  end-page: 46
  ident: CR38
  article-title: Review of the bee genus Cockerell (Hymenoptera: Halictidae) from Fiji with description of nine new species
  publication-title: Zootaxa
  doi: 10.11646/zootaxa.4674.1.1
– ident: CR68
– ident: CR74
– ident: CR39
– ident: CR51
– volume: 81
  start-page: 165
  year: 2021
  end-page: 180
  ident: CR4
  article-title: Missing for almost 100 years: the rare and potentially threatened bee (Hymenoptera, Colletidae)
  publication-title: J. Hymenoptera Res.
  doi: 10.3897/jhr.81.59365
– ident: CR54
– ident: CR80
– ident: CR77
– ident: CR8
– volume: 4
  start-page: 1276
  year: 2019
  ident: CR78
  article-title: Ecological metadata as linked data
  publication-title: J. Open Source Softw.
  doi: 10.21105/joss.01276
– volume: 9
  start-page: e70289
  year: 2021
  ident: CR1
  article-title: Taxonomy notes and new occurrence data of four species of atyid shrimp (Crustacea: Decapoda: ) in Vietnam, all described from China
  publication-title: Biodivers. Data J.
  doi: 10.3897/BDJ.9.e70289
– volume: 24
  start-page: 973
  year: 2015
  end-page: 984
  ident: CR15
  article-title: Estimating species diversity and distribution in the era of Big Data: to what extent can we trust public databases?
  publication-title: Global Ecol. Biogeogr.
  doi: 10.1111/geb.12326
– ident: CR71
– year: 2023
  ident: CR44
  publication-title: GBIF.org
  doi: 10.15468/dl.mndybx
– ident: CR88
– volume: 31
  start-page: 830
  year: 2022
  end-page: 839
  ident: CR19
  article-title: Global geographical and latitudinal variation in butterfly species richness captured through a comprehensive country-level occurrence database
  publication-title: Global Ecol. Biogeogr.
  doi: 10.1111/geb.13475
– volume: 8
  start-page: eabp9908
  year: 2022
  ident: CR7
  article-title: The global distribution of known and undiscovered ant biodiversity
  publication-title: Science Advances
  doi: 10.1126/sciadv.abp9908
– volume: 91
  start-page: 255
  year: 2019
  end-page: 309
  ident: CR33
  article-title: A survey of the insects of the Southern High Plains (Llano Estacado) of Texas, with particular reference to pollinators and other anthophiles
  publication-title: J. Kans. Entomol. Soc.
  doi: 10.2317/0022-8567-91.4.255
– ident: CR11
– volume: 53
  start-page: 789
  year: 1958
  end-page: 798
  ident: CR98
  article-title: On grouping for maximum homogeneity
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1080/01621459.1958.10501479
– ident: CR57
– year: 2023
  ident: CR43
  publication-title: GBIF.org
  doi: 10.15468/dl.v7ua7j
– ident: CR60
– ident: CR85
– volume: 40
  start-page: 1
  year: 2011
  end-page: 25
  ident: CR75
  article-title: Dates and times made easy with
  publication-title: J. Stat. Softw.
  doi: 10.18637/jss.v040.i03
– ident: CR66
– ident: CR47
– ident: CR72
– volume: 25
  start-page: R1066
  year: 2015
  end-page: R1067
  ident: CR14
  article-title: & Scotland, R. W. Widespread mistaken identity in tropical plant collections
  publication-title: Curr. Biol.
  doi: 10.1016/j.cub.2015.10.002
– ident: CR30
– volume: 3
  start-page: 848
  year: 2018
  ident: CR82
  article-title: : An package to convert country names and country codes
  publication-title: J. Open Source Softw.
  doi: 10.21105/joss.00848
– ident: CR86
– ident: CR63
– volume: 8
  start-page: e1000385
  year: 2010
  ident: CR18
  article-title: Distorted views of biodiversity: spatial and temporal bias in species occurrence data
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.1000385
– year: 2023
  ident: CR42
  publication-title: GBIF.org
  doi: 10.15468/dl.fehn9f
– ident: CR27
– volume: 79
  start-page: 117
  year: 2020
  end-page: 144
  ident: CR3
  article-title: Morphometric comparisons and novel observations of diurnal and low-light-foraging bees
  publication-title: J. Hymenoptera Res.
  doi: 10.3897/jhr.79.57308
– volume: 32
  start-page: 1789
  year: 2023
  end-page: 1806
  ident: CR10
  article-title: Overcoming biases and identifying opportunities for citizen science to contribute more to global macroinvertebrate conservation
  publication-title: Biodivers. Conserv.
  doi: 10.1007/s10531-023-02595-x
– ident: CR69
– ident: CR94
– volume: 2023
  start-page: e06584
  year: 2023
  ident: CR93
  article-title: Completeness analysis for over 3000 United States bee species identifies persistent data gaps
  publication-title: Ecography
  doi: 10.1111/ecog.06584
– volume: 10
  start-page: 744
  year: 2019
  end-page: 751
  ident: CR76
  article-title: : Standardized cleaning of occurrence records from biological collection databases
  publication-title: Methods Ecol. Evol.
  doi: 10.1111/2041-210X.13152
– ident: CR52
– ident: CR55
– volume: 13
  start-page: 1421
  year: 2022
  end-page: 1428
  ident: CR13
  article-title: : a toolkit for standardizing, integrating and cleaning biodiversity data
  publication-title: Methods Ecol. Evol.
  doi: 10.1111/2041-210X.13868
– ident: CR83
– year: 2023
  ident: CR40
  publication-title: GBIF.org
  doi: 10.15468/dl.qw4nrx
– ident: CR24
– year: 2023
  ident: CR46
  publication-title: GBIF.org
  doi: 10.15468/dl.hvc4tm
– ident: CR70
– volume: 82
  start-page: 235
  year: 2012
  end-page: 240
  ident: CR2
  article-title: Impediment to taxonomy and its impact on biodiversity science: an Indian perspective
  publication-title: Proc. Natl. Acad. Sci. India Sect. B Biol. Sci.
  doi: 10.1007/s40011-012-0031-3
– volume: 24
  start-page: 83
  year: 2017
  end-page: 89
  ident: CR20
  article-title: The Global Ant Biodiversity Informatics (GABI) database: synthesizing data on the geographic distribution of ant species (Hymenoptera: Formicidae)
  publication-title: Myrmecol. News
– ident: CR49
– ident: CR87
– ident: CR12
– ident: CR61
– ident: CR58
– ident: CR84
– volume: 31
  start-page: 451
  year: 2021
  end-page: 458.e454
  ident: CR6
  article-title: Global patterns and drivers of bee distribution
  publication-title: Curr. Biol.
  doi: 10.1016/j.cub.2020.10.053
– volume: 1
  start-page: e43
  year: 2022
  ident: CR96
  article-title: Complex heatmap visualization
  publication-title: iMeta
  doi: 10.1002/imt2.43
– ident: CR21
– ident: CR67
– year: 2023
  ident: CR45
  publication-title: GBIF.org
  doi: 10.15468/dl.9hpbc2
– ident: CR50
– volume: 32
  start-page: 2847
  year: 2016
  end-page: 2849
  ident: CR95
  article-title: Complex heatmaps reveal patterns and correlations in multidimensional genomic data
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btw313
– volume: 33
  start-page: 1335
  year: 2018
  end-page: 1351
  ident: CR35
  article-title: Land-use history drives contemporary pollinator community similarity
  publication-title: Landscape Ecol.
  doi: 10.1007/s10980-018-0668-2
– volume: 48
  start-page: 968
  year: 2019
  end-page: 976
  ident: CR32
  article-title: Wildlife refuges support high bee diversity on the Southern Great Plains
  publication-title: Environ. Entomol.
  doi: 10.1093/ee/nvz063
– volume: 10
  start-page: 439
  year: 2018
  end-page: 446
  ident: CR89
  article-title: Simple features for : standardized support for spatial vector data
  publication-title: R J.
  doi: 10.32614/RJ-2018-009
– ident: CR81
– ident: CR64
– ident: CR26
– ident: CR99
– year: 2023
  ident: CR41
  publication-title: GBIF.org
  doi: 10.15468/dl.z47pxw
– volume: 7
  start-page: e29715
  year: 2012
  ident: CR91
  article-title: Darwin Core: an evolving community-developed biodiversity data standard
  publication-title: PLOS ONE
  doi: 10.1371/journal.pone.0029715
– ident: CR37
– ident: CR53
– ident: CR79
– ident: CR56
– volume: 5
  start-page: 787
  year: 2021
  end-page: 793
  ident: CR29
  article-title: Pollinator interaction flexibility across scales affects patch colonization and occupancy
  publication-title: Nat. Ecol. Evol.
  doi: 10.1038/s41559-021-01434-y
– volume: 20
  start-page: e3001843
  year: 2022
  ident: CR9
  article-title: The benefits of contributing to the citizen science platform iNaturalist as an identifier
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.3001843
– ident: CR23
– volume: 29
  start-page: e01869
  year: 2019
  ident: CR36
  article-title: Multi-scalar drivers of biodiversity: local management mediates wild bee community response to regional urbanization
  publication-title: Ecol. Appl.
  doi: 10.1002/eap.1869
– ident: CR48
– ident: CR73
– volume: 6
  start-page: e26826
  year: 2018
  ident: CR16
  article-title: Data leakage and loss in biodiversity informatics
  publication-title: Biodivers. Data J.
  doi: 10.3897/BDJ.6.e26826
– ident: CR65
– ident: CR90
– year: 2023
  ident: CR25
  publication-title: figshare
  doi: 10.25451/flinders.21709757
– ident: CR17
– volume: 56
  start-page: 1
  year: 2022
  end-page: 27
  ident: CR92
  article-title: Current status of bees in Fiji; geographical distribution and role in pollination of crop plants
  publication-title: Orient. Insects
  doi: 10.1080/00305316.2021.1982043
– ident: CR31
– ident: CR34
– volume: 27
  start-page: 6551
  year: 2021
  end-page: 6567
  ident: CR5
  article-title: Continental risk assessment for understudied taxa post catastrophic wildfire indicates severe impacts on the Australian bee fauna
  publication-title: Global Change Biol.
  doi: 10.1111/gcb.15879
– ident: CR59
– ident: CR28
– ident: CR62
– ident: 2626_CR69
– volume: 91
  start-page: 255
  year: 2019
  ident: 2626_CR33
  publication-title: J. Kans. Entomol. Soc.
  doi: 10.2317/0022-8567-91.4.255
– volume: 9
  start-page: e70289
  year: 2021
  ident: 2626_CR1
  publication-title: Biodivers. Data J.
  doi: 10.3897/BDJ.9.e70289
– year: 2023
  ident: 2626_CR44
  doi: 10.15468/dl.mndybx
– volume: 10
  start-page: 744
  year: 2019
  ident: 2626_CR76
  publication-title: Methods Ecol. Evol.
  doi: 10.1111/2041-210X.13152
– ident: 2626_CR90
– year: 2023
  ident: 2626_CR25
  doi: 10.25451/flinders.21709757
– ident: 2626_CR17
– ident: 2626_CR52
– volume: 40
  start-page: 1
  year: 2011
  ident: 2626_CR75
  publication-title: J. Stat. Softw.
  doi: 10.18637/jss.v040.i03
– volume: 8
  start-page: e1000385
  year: 2010
  ident: 2626_CR18
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.1000385
– ident: 2626_CR84
– ident: 2626_CR23
– year: 2023
  ident: 2626_CR45
  doi: 10.15468/dl.9hpbc2
– volume: 7
  start-page: e29715
  year: 2012
  ident: 2626_CR91
  publication-title: PLOS ONE
  doi: 10.1371/journal.pone.0029715
– volume: 31
  start-page: 451
  year: 2021
  ident: 2626_CR6
  publication-title: Curr. Biol.
  doi: 10.1016/j.cub.2020.10.053
– ident: 2626_CR12
– ident: 2626_CR57
– ident: 2626_CR64
– ident: 2626_CR67
– volume: 8
  start-page: eabp9908
  year: 2022
  ident: 2626_CR7
  publication-title: Science Advances
  doi: 10.1126/sciadv.abp9908
– volume: 13
  start-page: 1421
  year: 2022
  ident: 2626_CR13
  publication-title: Methods Ecol. Evol.
  doi: 10.1111/2041-210X.13868
– volume: 5
  start-page: 787
  year: 2021
  ident: 2626_CR29
  publication-title: Nat. Ecol. Evol.
  doi: 10.1038/s41559-021-01434-y
– volume: 24
  start-page: 973
  year: 2015
  ident: 2626_CR15
  publication-title: Global Ecol. Biogeogr.
  doi: 10.1111/geb.12326
– ident: 2626_CR73
– ident: 2626_CR11
– volume: 79
  start-page: 117
  year: 2020
  ident: 2626_CR3
  publication-title: J. Hymenoptera Res.
  doi: 10.3897/jhr.79.57308
– ident: 2626_CR54
– ident: 2626_CR34
– ident: 2626_CR94
  doi: 10.1093/bioinformatics/btu393
– ident: 2626_CR48
– volume: 10
  start-page: 439
  year: 2018
  ident: 2626_CR89
  publication-title: R J.
  doi: 10.32614/RJ-2018-009
– volume: 4
  start-page: 1276
  year: 2019
  ident: 2626_CR78
  publication-title: J. Open Source Softw.
  doi: 10.21105/joss.01276
– volume: 3
  start-page: 848
  year: 2018
  ident: 2626_CR82
  publication-title: J. Open Source Softw.
  doi: 10.21105/joss.00848
– volume: 32
  start-page: 2847
  year: 2016
  ident: 2626_CR95
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btw313
– volume: 4674
  start-page: 1
  year: 2019
  ident: 2626_CR38
  publication-title: Zootaxa
  doi: 10.11646/zootaxa.4674.1.1
– ident: 2626_CR74
  doi: 10.32614/CRAN.package.meltr
– ident: 2626_CR70
  doi: 10.1007/978-3-319-24277-4
– ident: 2626_CR39
– ident: 2626_CR51
– ident: 2626_CR31
– ident: 2626_CR21
  doi: 10.1146/annurev-ecolsys-110316-022919
– ident: 2626_CR26
  doi: 10.1002/ecy.3927
– volume: 31
  start-page: 830
  year: 2022
  ident: 2626_CR19
  publication-title: Global Ecol. Biogeogr.
  doi: 10.1111/geb.13475
– ident: 2626_CR87
– volume: 82
  start-page: 235
  year: 2012
  ident: 2626_CR2
  publication-title: Proc. Natl. Acad. Sci. India Sect. B Biol. Sci.
  doi: 10.1007/s40011-012-0031-3
– volume: 33
  start-page: 1335
  year: 2018
  ident: 2626_CR35
  publication-title: Landscape Ecol.
  doi: 10.1007/s10980-018-0668-2
– ident: 2626_CR28
– ident: 2626_CR88
– year: 2023
  ident: 2626_CR46
  doi: 10.15468/dl.hvc4tm
– ident: 2626_CR61
  doi: 10.3133/fs20233023
– ident: 2626_CR59
– ident: 2626_CR71
– ident: 2626_CR56
– ident: 2626_CR79
– ident: 2626_CR80
– year: 2023
  ident: 2626_CR40
  doi: 10.15468/dl.qw4nrx
– volume: 6
  start-page: e26826
  year: 2018
  ident: 2626_CR16
  publication-title: Biodivers. Data J.
  doi: 10.3897/BDJ.6.e26826
– ident: 2626_CR65
– ident: 2626_CR27
– volume: 56
  start-page: 1
  year: 2022
  ident: 2626_CR92
  publication-title: Orient. Insects
  doi: 10.1080/00305316.2021.1982043
– volume: 2023
  start-page: e06584
  year: 2023
  ident: 2626_CR93
  publication-title: Ecography
  doi: 10.1111/ecog.06584
– ident: 2626_CR68
– ident: 2626_CR53
– year: 2023
  ident: 2626_CR42
  doi: 10.15468/dl.fehn9f
– ident: 2626_CR24
  doi: 10.32614/CRAN.package.BeeBDC
– ident: 2626_CR99
– volume: 24
  start-page: 83
  year: 2017
  ident: 2626_CR20
  publication-title: Myrmecol. News
– volume: 27
  start-page: 6551
  year: 2021
  ident: 2626_CR5
  publication-title: Global Change Biol.
  doi: 10.1111/gcb.15879
– ident: 2626_CR85
– ident: 2626_CR22
  doi: 10.1515/9780691189321
– volume: 29
  start-page: e01869
  year: 2019
  ident: 2626_CR36
  publication-title: Ecol. Appl.
  doi: 10.1002/eap.1869
– ident: 2626_CR47
– ident: 2626_CR60
– ident: 2626_CR50
– ident: 2626_CR30
– ident: 2626_CR58
– ident: 2626_CR77
– year: 2023
  ident: 2626_CR43
  doi: 10.15468/dl.v7ua7j
– ident: 2626_CR86
– ident: 2626_CR63
– ident: 2626_CR81
  doi: 10.32614/CRAN.package.rnaturalearthdata
– volume: 1
  start-page: e43
  year: 2022
  ident: 2626_CR96
  publication-title: iMeta
  doi: 10.1002/imt2.43
– volume: 48
  start-page: 968
  year: 2019
  ident: 2626_CR32
  publication-title: Environ. Entomol.
  doi: 10.1093/ee/nvz063
– ident: 2626_CR66
– volume: 53
  start-page: 789
  year: 1958
  ident: 2626_CR98
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1080/01621459.1958.10501479
– ident: 2626_CR97
– volume: 81
  start-page: 165
  year: 2021
  ident: 2626_CR4
  publication-title: J. Hymenoptera Res.
  doi: 10.3897/jhr.81.59365
– ident: 2626_CR72
– volume: 32
  start-page: 1789
  year: 2023
  ident: 2626_CR10
  publication-title: Biodivers. Conserv.
  doi: 10.1007/s10531-023-02595-x
– ident: 2626_CR62
  doi: 10.26197/ala.cdb5a16c-5f19-4dee-b584-5f2f40196bd9
– ident: 2626_CR55
– ident: 2626_CR83
– ident: 2626_CR37
  doi: 10.1101/2021.1112.1106.471474
– ident: 2626_CR8
  doi: 10.1093/isd/ixab010
– volume: 25
  start-page: R1066
  year: 2015
  ident: 2626_CR14
  publication-title: Curr. Biol.
  doi: 10.1016/j.cub.2015.10.002
– ident: 2626_CR49
– year: 2023
  ident: 2626_CR41
  doi: 10.15468/dl.z47pxw
– volume: 20
  start-page: e3001843
  year: 2022
  ident: 2626_CR9
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.3001843
SSID ssj0001340570
Score 2.4280162
Snippet Species occurrence data are foundational for research, conservation, and science communication, but the limited availability and accessibility of reliable data...
Abstract Species occurrence data are foundational for research, conservation, and science communication, but the limited availability and accessibility of...
SourceID doaj
pubmedcentral
proquest
pubmed
crossref
springer
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 747
SubjectTerms 631/158/670
631/158/851
631/601/1466
Animals
Bees
communication (human)
Conservation
data collection
Data Descriptor
Datasets
Humanities and Social Sciences
multidisciplinary
Publishing
Science
Science (multidisciplinary)
Workflow
SummonAdditionalLinks – databaseName: DOAJ (Directory of Open Access Journals)
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwEB6hnrggyjNQkJE4gCDCsR0nPhZEVSEBFyr1ZvlZKq2yiGy16r9nxskuXR7lwi1KJpbjmfF8nnE-AzwXsdWhibJWObpaKadrJwOvuafgF2NuS8Lt4yd9fKI-nLanV476oj1hEz3wNHC4YO9Vlk2KEkO_U53LqXNoRrLrEVukQLMvN_zKYqpkVyQBET7_JcNl_2bESEXEo4LKloji6_VOJCqE_X9Cmb9vlvylYloC0dFtuDUjSHY49XwfbqThDuzPPjqyFzOR9Mu78PmQTXwfi0s2Xg4I9cbzMUXmhsjywp2d4bVPiS1DKCxNITHaMDqmVRHB1h1lTRjt3cqL5foenBy9__LuuJ4PUKhD26lVrZ2XsXEm5VbH0OZIKU-lBXHAmy43HtcqTRvQmAyXMje99zqEnIRX2ike5H3YG5ZDegiMZyGxmYRo0SitskdYoA3pWWffaFdBsxlMG2Z2cTrkYmFLlVv2dlKARQXYogC7ruDV9p1vE7fGtdJvSUdbSeLFLjfQWuxsLfZf1lLBwUbDdnbW0YoeMQvx_pkKnm0fo5tR7cQNaXlRZLSkGq-4RsYoNMVOUTsPJqPZ9lZ2BqEylxX0O-a08zm7T4bzr4XuGxftOOm2qoLXG8v72fe_j9ej_zFej-GmIJehPLo4gL3V94v0BFHYyj8tDvcDuGEsTA
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: Scholars Portal Journals: Open Access
  dbid: M48
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lb9QwELZKuXBBLc_QgozEAQSBxHac5IBQQVQVEnBhpd4sP5dKUQKbrZb998w4yaKFZW9RPLFsz4z9ecb5TMgz5gppc8dTEZxOhdAy1dxmaWZw8XMuFDHg9vmLvJiJT5fF5QGZrjsaB7DfubXD-6Rmi-b1r5_rd-Dwb4dfxqs3PSxCyCnKMCMJAD1d3SA3Y74Ij_KNcD_GXDjCk2z8d2b3p1vrU6Tx34U9_z1C-VceNS5P50fk9ogr6dlgCMfkwLd3yPHouT19PtJLv7hLvp7RgQWkWdN-3QIA7K9676huHQ2Nns_h2XhPO2sjd5P1FI-R9n4ZRaB2jbEUiie6QtOt7pHZ-cdvHy7S8VqF1BalWKZSG-5yXftQSGeL4DAQKiRDZvi6DLmBHUxeWDCxOuM85JUx0trgmRFSi8zy--Sw7Vr_kNAsMA7VeMCQtZAiGAALskbty2ByqROST4Op7Mg5jldfNCrmvnmlBgUoUICKClCrhLzcfPNjYNzYK_0edbSRRLbs-KJbzNXofApmJRF47h0H-KhFqYMvNUxFvKygz94m5HTSsJosULEKkAyyAdYJebopBufDjIpufXcdZSTHzC_bI1MLlsGuDet5MBjNprW8rAFAZzwh1ZY5bXVnu6S9-h5JwGErD1NxIRLyarK8P23__3g92t_VE3KLoTNg3JydksPl4to_BtS1NE-iK_0GnOEn6Q
  priority: 102
  providerName: Scholars Portal
– databaseName: Springer Nature OA Free Journals
  dbid: C6C
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwEB6VcuGCKM9AQUbiAIKIxHac5FhWVBUScKFSb5afS6VVgpqtVv33zDjJVgulErcomVhOZsb-PDP-DPCG-0q50otcRm9yKY3KjXBFXlia_LyPVQq4ff2mTk7ll7PqbA_4vBcmFe0nSss0TM_VYR8HnGiIN5RT1hFBeL65A3ebWlRk1Qu1uI6rCIIgxbQ_phDNDa_uzEGJqv8mfPl3meQfudI0BR0_gPsTdmRHY28PYC90D-Fg8s6BvZ0opN89gu9HbGT6WF2x4apDkDecD8Ez03kWV2a5xGsbAuudS_xMLjAqFR3COolg64biJYyqtuKq3zyG0-PPPxYn-XR0Qu6qWq5zZazwpWlDrJR3VfQU7JSKE_t7W8fS4iqlrByaUVsIEcvGWuVcDNxKZWThxBPY7_ouPANWRC6wmYA4sZVKRouAQLWkYRVtqUwG5fwztZt4xel4i5VO-W3R6FEBGhWgkwL0JoP323d-jawat0p_Ih1tJYkRO93oL5Z6shCNI4-MogxeIEQ0sjYx1AaHG1E3-M3BZXA4a1hPbjpo3iBaIca_NoPX28foYJQ1MV3oL5OMEpTd5bfItJIXuDKjdp6ORrPtrahbBMmFyKDZMaedz9l90p3_TETfuFzH4baSGXyYLe-67__-X8__T_wF3OPkHBQr54ewv764DC8Raa3tq-RavwGTVSK8
  priority: 102
  providerName: Springer Nature
Title A globally synthesised and flagged bee occurrence dataset and cleaning workflow
URI https://link.springer.com/article/10.1038/s41597-023-02626-w
https://www.ncbi.nlm.nih.gov/pubmed/37919303
https://www.proquest.com/docview/2885386659
https://www.proquest.com/docview/2886330272
https://www.proquest.com/docview/2942097459
https://pubmed.ncbi.nlm.nih.gov/PMC10622554
https://doaj.org/article/5784f31ed3324a47afe7a017378508ec
Volume 10
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3da9swEBdb-7KXse7TWxc02MPGZmpLsmw_jTS0lEC7sa2QNyHrIy0Eu6tTQv_73SlKQvaRlzjYZ2H5PnUn_46Q98wW0uSWp8JbnQqhZaq5ydKsQednrS9Cwu38Qp5divGkmMSEWx-3Va5sYjDUtjOYIz9iFTgWBGerv9z8SrFrFFZXYwuNh2Q_h0gEWzeUk3KTY-EYjmTxW5mMV0c9-CuEH2VYvIRYPl1s-aMA2_-vWPPvLZN_1E2DOzp9Qh7HOJIOl4w_IA9c-5QcRE3t6YcIJ_3xGfk6pEvUj9k97e9bCPj6695ZqltL_UxPp_C_cY52xgSsJuMobhvt3TyQwOgacycUd3D5Wbd4Ti5PT36OztLYRiE1RSnmqdQNt7munS-kNYW3mPgUkiESfF36vIEVS14YEKk649znVdNIY7xjjZBaZIa_IHtt17pXhGaecRjGQcxYCyl8A8GBrJHb0je51AnJVy9TmYgxjq0uZirUunmllgxQwAAVGKAWCfm0vudmibCxk_oYebSmRHTscKK7naqobAqskPA8d5ZDuKhFqb0rNZgeXlYwZ2cScrjisIoq26uNgCXk3foyKBtWUHTrurtAIzlWetkOmlqwDFZpOM7LpdCsn5aXNYopT0i1JU5b09m-0l5fBdBvWLqD6S1EQj6vJG_z7P9_X693T_UNecRQGTBPzg7J3vz2zr2FKGveDIIqDcj-cDj-MYbj8cnFt-9wdiRHg5C5gN9zUf0G7HcqXA
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bb9MwFLZG9wAviHENDAgSSCCIltiOkzxMaINNHdsKQpu0N8_xpUyqkrF0qvrn-G2c4yatyqVve6uaEyv2ufoc-zuEvKYmFToxLOLOqIhzJSLFdBzFJTo_Y1zqE27HA9E_5V_O0rM18qu7C4PHKjub6A21qTXmyLdoDo4FwdmKj5c_I-wahdXVroWGalsrmG0PMdZe7Di00wls4Zrtg8_A7zeU7u-dfOpHbZeBSKcZH0dClcwkqrAuFUanzmBekAuKQOlF5pISAvok1bDiRcyYS_KyFFo7S0suFI81g3FvkXWOCZQeWd_dG3z7vsjyMAyI4va2TszyrQY8JgKgUiyfwm4imix5RN844F_R7t-HNv-o3HqHuH-P3G0j2XBnJnobZM1W98lGayua8G0LaP3uAfm6E85wR0bTsJlWEHI2F401oapM6EZqOITfpbVhrbVHi9I2xIOrjR17EhhdYfYmxDNkblRPHpLTG1niR6RX1ZV9QsLYUQbDWIhaCy64KyE8EQXKm3BlIlRAkm4xpW5RzrHZxkj6ajvL5YwBEhggPQPkJCDv5-9czjA-VlLvIo_mlIjP7f-or4ayVXcJdpA7lljDIGBVPFPOZgqMH8tymLPVAdnsOCxbo9HIhYgH5NX8Mag71nBUZetrTyMY1prpCpqC0xj2iTjO45nQzL-WZQWE7DELSL4kTkvTWX5SXfzwsONJLMD4pzwgHzrJW3z7_9fr6eqpviS3-yfHR_LoYHD4jNyhqBiYtaebpDe-urbPIeYbly9axQrJ-U3r8m8PsGjY
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bb9MwFLbGJiFeEOOabUCQQAJB1MR2nORhQhtbtTEoE2LS3oLjS5lUJWPpVPUv8qs4x3ValUvf9lY1J1bsc_U59ncIeUl1KlSiWcStlhHnUkSSqTiKK3R-WtvUJdw-D8TRGf94np6vkV_dXRg8VtnZRGeodaMwR96jOTgWBGcretYfizg96L-__BlhBymstHbtNKRvs6B3HdyYv-RxYqYT2M61u8cHwPtXlPYPv304inzHgUilGR9HQlZMJ7IwNhVapVZjjpALiqDpRWaTCoL7JFWw-kXMmE3yqhJKWUMrLiSPFYNxb5GNDLw-bAQ39g8Hp18XGR-GwVHsb-7ELO-14D0RDJViKRV2FtFkyTu6JgL_inz_PsD5RxXXOcf-PXLXR7Xh3kwMN8maqe-TTW832vC1B7d-84B82QtnGCSjadhOawg_24vW6FDWOrQjORzC78qYsFHKIUcpE-Ih1taMHQmMLjGTE-J5MjtqJg_J2Y0s8SOyXje1eULC2FIGwxiIYAsuuK0gVBEFyp6wVSJkQJJuMUvlEc-x8caodJV3lpczBpTAgNIxoJwE5O38ncsZ3sdK6n3k0ZwSsbrdH83VsPSqX4JN5JYlRjMIXiXPpDWZBEPIshzmbFRAdjoOl96AtOVC3APyYv4YVB_rObI2zbWjEQzrznQFTcFpDHtGHOfxTGjmX8uyAsL3mAUkXxKnpeksP6kvfjgI8iQW4AhSHpB3neQtvv3_67W1eqrPyW3Q6fLT8eBkm9yhqBeYwKc7ZH18dW2eQvg3rp55vQrJ95tW5d8yNG0c
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+globally+synthesised+and+flagged+bee+occurrence+dataset+and+cleaning+workflow&rft.jtitle=Scientific+data&rft.au=Dorey%2C+James+B&rft.au=Fischer%2C+Erica+E&rft.au=Chesshire%2C+Paige+R&rft.au=Nava-Bola%C3%B1os%2C+Angela&rft.date=2023-11-02&rft.pub=Nature+Publishing+Group&rft.eissn=2052-4463&rft.volume=10&rft.issue=1&rft.spage=747&rft_id=info:doi/10.1038%2Fs41597-023-02626-w&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2052-4463&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2052-4463&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2052-4463&client=summon