Visualization

Refined content space

This visualization is the right companion to the first essay because it shows how a content-first geometry begins to organize the otherwise inhumanly large search space.

Published March 12, 2026
  • visualization
  • content space
A two-dimensional rendering of refined content classes in the twelve-tone space.

This rendering groups pitch content classes by a refinement stronger than interval content alone. Three things to keep in mind:

  1. Each point is a content class — a pitch-class set up to transposition/inversion equivalence.
  2. Colors and clusters reflect families of spectrally similar content, not arbitrary groupings.
  3. This is still only a 2D projection of a much richer object. For an interactive view that preserves shell structure, adjacency, and local order fibers, see the Layered Bundle Explorer.

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