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FAIR and Interactive Data Graphics from a Scientific Knowledge Graph.

Publication ,  Journal Article
Deagen, ME; McCusker, JP; Fateye, T; Stouffer, S; Brinson, LC; McGuinness, DL; Schadler, LS
Published in: Scientific data
May 2022

Graph databases capture richly linked domain knowledge by integrating heterogeneous data and metadata into a unified representation. Here, we present the use of bespoke, interactive data graphics (bar charts, scatter plots, etc.) for visual exploration of a knowledge graph. By modeling a chart as a set of metadata that describes semantic context (SPARQL query) separately from visual context (Vega-Lite specification), we leverage the high-level, declarative nature of the SPARQL and Vega-Lite grammars to concisely specify web-based, interactive data graphics synchronized to a knowledge graph. Resources with dereferenceable URIs (uniform resource identifiers) can employ the hyperlink encoding channel or image marks in Vega-Lite to amplify the information content of a given data graphic, and published charts populate a browsable gallery of the database. We discuss design considerations that arise in relation to portability, persistence, and performance. Altogether, this pairing of SPARQL and Vega-Lite-demonstrated here in the domain of polymer nanocomposite materials science-offers an extensible approach to FAIR (findable, accessible, interoperable, reusable) scientific data visualization within a knowledge graph framework.

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Published In

Scientific data

DOI

EISSN

2052-4463

ISSN

2052-4463

Publication Date

May 2022

Volume

9

Issue

1

Start / End Page

239
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Deagen, M. E., McCusker, J. P., Fateye, T., Stouffer, S., Brinson, L. C., McGuinness, D. L., & Schadler, L. S. (2022). FAIR and Interactive Data Graphics from a Scientific Knowledge Graph. Scientific Data, 9(1), 239. https://doi.org/10.1038/s41597-022-01352-z
Deagen, Michael E., Jamie P. McCusker, Tolulomo Fateye, Samuel Stouffer, L Cate Brinson, Deborah L. McGuinness, and Linda S. Schadler. “FAIR and Interactive Data Graphics from a Scientific Knowledge Graph.Scientific Data 9, no. 1 (May 2022): 239. https://doi.org/10.1038/s41597-022-01352-z.
Deagen ME, McCusker JP, Fateye T, Stouffer S, Brinson LC, McGuinness DL, et al. FAIR and Interactive Data Graphics from a Scientific Knowledge Graph. Scientific data. 2022 May;9(1):239.
Deagen, Michael E., et al. “FAIR and Interactive Data Graphics from a Scientific Knowledge Graph.Scientific Data, vol. 9, no. 1, May 2022, p. 239. Epmc, doi:10.1038/s41597-022-01352-z.
Deagen ME, McCusker JP, Fateye T, Stouffer S, Brinson LC, McGuinness DL, Schadler LS. FAIR and Interactive Data Graphics from a Scientific Knowledge Graph. Scientific data. 2022 May;9(1):239.

Published In

Scientific data

DOI

EISSN

2052-4463

ISSN

2052-4463

Publication Date

May 2022

Volume

9

Issue

1

Start / End Page

239