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Title: Data visualization heuristics for the physical sciences

Journal Article · · Materials & Design

Data visualization – that is, the graphical representation of numerical information – is foundational to the scientific enterprise. A broad literature base is available providing rules, guidelines, and heuristics for authors of scientific literature to assist in the production of scientific graphics that are readable and intuitive. However, most of the available recent publications are in the bio-, psycho-, or climate sciences literature. In this paper, we address this deficiency and provide data visualization heuristics tuned to the specific needs of the physical sciences, and particularly materials sciences, community. We enumerate six general rules and provide examples of bad and improved data graphics, and provide source code to illustrate the generation of the improved figures. The six rules we enumerate are: (1) Generate figures programmatically; (2) Multivariate data calls for multivariate representation; (3) Showing the data beats mean ± standard deviation; (4) Choose colormaps that match the nature of the data; (5) Use small multiples; and (6) Don't use vendor exports naïvely.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
Grant/Contract Number:
AC05-00OR22725
OSTI ID:
1532417
Alternate ID(s):
OSTI ID: 1777817
Journal Information:
Materials & Design, Vol. 179, Issue n/a; ISSN 0264-1275
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 9 works
Citation information provided by
Web of Science

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Bridging Theory with Practice: An Exploratory Study of Visualization Use and Design for Climate Model Comparison journal September 2015
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Flexible Linked Axes for Multivariate Data Visualization journal December 2011
ColorMoves: Real-time Interactive Colormap Construction for Scientific Visualization journal January 2018
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The Good, the Bad, and the Ugly: A Theoretical Framework for the Assessment of Continuous Colormaps journal January 2018

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