Parallel Coordinate graphs are a common way of showing high dimensional geometry in a visual manor. A background of parallel lines is drawn to show the set of points that form a n-dimensional space.The parallel lines are normally evenly spaced and run vertical.
http://servus.itn.liu.se/smartdoc/project_results/knowledge/MD-Viewer/summary.html
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