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rBEFdata: documenting data exchange and analysis for a collaborative data management platform

机译:rBEFdata:为协作数据管理平台记录数据交换和分析

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AbstractWe are witnessing a growing gap separating primary research data from derived data products presented as knowledge in publications. Although journals today more often require the underlying data products used to derive the results as a prerequisite for a publication, the important link to the primary data is lost. However, documenting the postprocessing steps of data linking, the primary data with derived data products has the potential to increase the accuracy and the reproducibility of scientific findings significantly. Here, we introduce the rBEFdata R package as companion to the collaborative data management platform BEFdata. The R package provides programmatic access to features of the platform. It allows to search for data and integrates the search with external thesauri to improve the data discovery. It allows to download and import data and metadata into R for analysis. A batched download is available as well which works along a paper proposal mechanism implemented by BEFdata. This feature of BEFdata allows to group primary data and metadata and streamlines discussions and collaborations revolving around a certain research idea. The upload functionality of the R package in combination with the paper proposal mechanism of the portal allows to attach derived data products and scripts directly from R, thus addressing major aspects of documenting data postprocessing. We present the core features of the rBEFdata R package along an ecological analysis example and further discuss the potential of postprocessing documentation for data, linking primary data with derived data products and knowledge.
机译:摘要我们正在目睹将主要研究数据与以知识形式发表在出版物中的衍生数据产品区分开的差距越来越大。尽管当今的期刊更经常需要用于得出结果的基础数据产品作为出版物的先决条件,但与原始数据的重要链接却丢失了。但是,在记录数据链接的后处理步骤时,带有衍生数据产品的原始数据有可能显着提高科学发现的准确性和可重复性。在这里,我们介绍了rBEFdata R软件包作为协作数据管理平台BEFdata的伴侣。 R软件包提供对平台功能的编程访问。它允许搜索数据,并将搜索与外部叙词表集成在一起以改善数据发现。它允许下载数据和元数据并将其导入R中进行分析。批量下载也是可用的,它与BEFdata实现的书面建议机制协同工作。 BEFdata的此功能允许对主要数据和元数据进行分组,并简化围绕某个研究思路的讨论和协作。 R包的上载功能与门户网站的书面提议机制相结合,可以直接附加来自R的派生数据产品和脚本,从而解决了记录数据后处理的主要方面。我们通过生态分析示例介绍了rBEFdata R软件包的核心功能,并进一步讨论了数据的后处理文档,将原始数据与衍生的数据产品和知识联系起来的潜力。

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