Place a point, then watch successive applications of a matrix. Change coordinates to see why the same transformation is simpler along its eigen-directions.
The plane
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Click the plane to begin. Keyboard: focus the plane and press Enter to place a point.
All five matrices share the same eigen-directions. The first two stretch and shrink, the third collapses one direction, and the final two reverse that direction by different amounts.