These graphs are often used to determine whether there is a relationship between multiple variables. There is a correlation between the geometric properties of the graph and specific properties of its data. The example that I found is yet another preview from a software ad.
Where example was found: http://bdtnp.lbl.gov/Fly-Net/content/bid/pcx/ParallelCoordinates/ParallelCoordinate_MainGUI.png
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