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      Geographic And Taxonomic Occurrence R‐based Scrubbing (gatoRs): An R package and workflow for processing biodiversity data

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          Abstract

          Premise

          Digitized biodiversity data offer extensive information; however, obtaining and processing biodiversity data can be daunting. Complexities arise during data cleaning, such as identifying and removing problematic records. To address these issues, we created the R package Geographic And Taxonomic Occurrence R‐based Scrubbing (gatoRs).

          Methods and Results

          The gatoRs workflow includes functions that streamline downloading records from the Global Biodiversity Information Facility (GBIF) and Integrated Digitized Biocollections (iDigBio). We also created functions to clean downloaded specimen records. Unlike previous R packages, gatoRs accounts for differences in download structure between GBIF and iDigBio and allows for user control via interactive cleaning steps.

          Conclusions

          Our pipeline enables the scientific community to process biodiversity data efficiently and is accessible to the R coding novice. We anticipate that gatoRs will be useful for both established and beginning users. Furthermore, we expect our package will facilitate the introduction of biodiversity‐related concepts into the classroom via the use of herbarium specimens.

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          Most cited references61

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          spThin: an R package for spatial thinning of species occurrence records for use in ecological niche models

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            Darwin Core: An Evolving Community-Developed Biodiversity Data Standard

            Biodiversity data derive from myriad sources stored in various formats on many distinct hardware and software platforms. An essential step towards understanding global patterns of biodiversity is to provide a standardized view of these heterogeneous data sources to improve interoperability. Fundamental to this advance are definitions of common terms. This paper describes the evolution and development of Darwin Core, a data standard for publishing and integrating biodiversity information. We focus on the categories of terms that define the standard, differences between simple and relational Darwin Core, how the standard has been implemented, and the community processes that are essential for maintenance and growth of the standard. We present case-study extensions of the Darwin Core into new research communities, including metagenomics and genetic resources. We close by showing how Darwin Core records are integrated to create new knowledge products documenting species distributions and changes due to environmental perturbations.
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              CoordinateCleaner : Standardized cleaning of occurrence records from biological collection databases

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                Author and article information

                Contributors
                natalienpatten@gmail.com
                Journal
                Appl Plant Sci
                Appl Plant Sci
                10.1002/(ISSN)2168-0450
                APS3
                Applications in Plant Sciences
                John Wiley and Sons Inc. (Hoboken )
                2168-0450
                21 March 2024
                Mar-Apr 2024
                : 12
                : 2 , Special Issue: Resilient botany: Innovation in the face of limited mobility and resources ( doiID: 10.1002/aps3.v12.2 )
                : e11575
                Affiliations
                [ 1 ] Department of Mathematics University of Florida Gainesville 32611 Florida USA
                [ 2 ] Florida Museum of Natural History University of Florida Gainesville 32611 Florida USA
                [ 3 ] Department of Biology University of Florida Gainesville 32611 Florida USA
                [ 4 ]Present address: Department of Mathematics The Ohio State University Columbus 43210 Ohio USA
                Author notes
                [*] [* ] Correspondence Natalie N. Patten, Department of Mathematics, The Ohio State University, Columbus, Ohio 43210, USA.

                Email: natalienpatten@ 123456gmail.com

                Author information
                http://orcid.org/0000-0001-8090-1324
                http://orcid.org/0000-0002-3912-6079
                http://orcid.org/0000-0001-8638-4137
                http://orcid.org/0000-0001-9310-8659
                Article
                APS311575
                10.1002/aps3.11575
                11022233
                38638614
                4c5c38ec-4ba5-4b4f-ac4c-9253d99f60dc
                © 2024 The Authors. Applications in Plant Sciences published by Wiley Periodicals LLC on behalf of Botanical Society of America.

                This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.

                History
                : 07 January 2024
                : 24 May 2023
                : 14 January 2024
                Page count
                Figures: 3, Tables: 1, Pages: 13, Words: 9760
                Categories
                Software Note
                Software Note
                Custom metadata
                2.0
                March-April 2024
                Converter:WILEY_ML3GV2_TO_JATSPMC version:6.4.0 mode:remove_FC converted:17.04.2024

                basis cleaning,biodiversity data download,gbif,herbaria,idigbio,locality cleaning,spatial correction,taxonomic harmonization

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