Multivariate Visualization
Multivariate Visualization
Projection
Projection
Projection
Distortion
Parallel Coordinates
Pairwise Comparisons
Graphical ExcellenceMinimize non-data ink
Allow data ink to perform more than one purposeCarry data informationServe a design functionShow multiple pieces of data
Multifunctioning Graphical Elements
PrinciplesMobilize every graphical element, perhaps several
times over, to show the data
Tufte pg 152
Data-Built Data Measures
Graphical element that plots the data: data measure
Ayres (1919)Number of divisionsWhich divisionsDuration of stay
Dot Maps
Chernoff Faces
Chernoff Faces
Chernoff Faces
Bubble PlotAuthorline
chat threadRed: initiated by
authorBlue: initiated by
someone else
http://www.cmu.edu/joss/content/articles/volume8/Welser/
Color
Color
PrinciplesMobilize every graphical element, perhaps several
times over, to show the data
Maximize Data Density and the size of the Data MatrixData rich context and credibility
Small MultiplesGraphics can be shrunk
Series of graphics showing same combination of variables
Indexed by changes in another variable
El Nino
http://www.nytimes.com/packages/html/politics/2004_ELECTIONGUIDE_GRAPHIC/
Interactionhttp://www.nytimes.com/interactive/2008/02/23/mo
vies/20080223_REVENUE_GRAPHIC.html
http://douweosinga.com/