Glyph-maps for visually exploring temporal patterns in climate data and models

Hadley Wickham, Heike Hofmann, Charlotte Wickham, Dianne Cook

Research output: Contribution to journalArticleResearchpeer-review

32 Citations (Scopus)

Abstract

The multivariate spatio-temporal nature of climate data makes it difficult to draw all of the aspects simultaneously. This paper describes the conceptualization and construction of a type of display, a glyph-map, that can show these multiple aspects. Glyph-maps are a specialization of multivariate glyph plots. Each spatial location is displayed with one glyph that represents the multiple measurements, often recorded over time, at that location. Glyph-maps allow the discovery of both local and global structure, with a particular focus on temporal relationships, important for studying climate change. They provide alternatives to colored, facetted maps, or statistical summaries such as principal components. Glyph-maps have been used sporadically for spatio-temporal data, and with the ideas and software described in this paper, it will be easier to produce them. The conceptualization described here also will enable developing interactive versions of glyph-maps, and make it simpler to explore the perceptual effects of different scales. The methods are developed for rectangular gridded data, but with some clever processing, which is explained, it is possible to get good glyph-maps of irregularly gridded data. Guides and reference marks, for different types of glyphs used in the glyph-maps, are also discussed.

Original languageEnglish
Pages (from-to)382-393
Number of pages12
JournalEnvironmetrics
Volume23
Issue number5
DOIs
Publication statusPublished - Aug 2012
Externally publishedYes

Keywords

  • Data mining
  • Exploratory data analysis
  • Spatiotemporal data
  • Statistical graphics
  • Visualization

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