Skip to main content
Log in

A two-step process for graphically summarizing spatial temporal multivariate data in two dimensions

  • Original Paper
  • Published:
Computational Statistics Aims and scope Submit manuscript

Abstract

Graphical illustration and exploration of atmospheric data, like those from the 2006 ASA Data Exposition, is challenging. We chose to employ a two-step process, which consisted of exploring the presented data (1) from a ‘global’ view by simultaneously displaying the spatial and temporal components of individual variables in the data set using a geographic grid of polar coordinate plots or circular histograms that incorporated elevation as a background color, and (2) from a ‘local’ view by displaying the relationships between multiple variables at specific geographic locations and/or time points/periods (selected via step 1) using scatterplot matrices.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Carslaw D (2005) On the changing seasonal cycles and trends of ozone at mace head, ireland. Atmos Chem Phys 5: 3441–3450

    Article  Google Scholar 

  • Chambers J, Cleveland W, Kliner B, Tukey P (1983) Graphical methods for data analysis. Chapman and Hall, London

    MATH  Google Scholar 

  • Lehman J, Swinton K, Bortnick S, Hamilton C, Baldridge E, Eder B, Cox B (2004) Spatio-temporal characterization of trophspheric ozone across the easter united states. Atmos Environ 38(26): 4357–4369

    Article  Google Scholar 

  • Lindskog A, Beekmann M, Monks P, Roemer M, Schuepbach E, Solberg S (2003) Tropospheric ozone research—tor-2, international scientific secretariat-iss, gsf—national research center for environment and health, munich, germany. TOR-2 final report

  • Monks P (2000) A review of the observations and origins of the spring ozone maximum. Atmos Environ 34: 3545–3561

    Article  Google Scholar 

  • R Development Core Team (2009) R: a language and environment for statistical computing. R foundation for statistical computing, Vienna, Austria, http://www.R-project.org, ISBN 3-900051-07-0

  • Scheel H, Areskoug H, Geib H, Gomiscek B, Granby K, Haszpra L, Clasinc L, Kley D, Laurila T, Lindskog A, Roemer M, Schmitt R, Simmonds P, Solberg S, Toupance G (1997) On the spatial distribution and seasonal variation of lower-troposphere ozone over europe. J Atmos Chem 28: 11–28

    Article  Google Scholar 

  • Vukovich F (1994) Boundary layer ozone variations in the eastern united states and their association with meterological variations. J Geophys Res 99(D8):16,839–16,850

    Article  Google Scholar 

  • Wilkinson L (1999) The grammar of graphics. Springer, New York

    MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Theresa A. Scott.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Eden, S.K., An, A.Q., Horner, J. et al. A two-step process for graphically summarizing spatial temporal multivariate data in two dimensions. Comput Stat 25, 587–601 (2010). https://doi.org/10.1007/s00180-010-0210-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00180-010-0210-8

Keywords

Navigation