Beautiful paper on Topological Data Analysis on audio, revealing a helix shape that coils around each octave for bright, pitched tones. Spectrogram -> Pearson correlation of frequency bins -> place points in 3D space for each freq bin so higher correlations are closer together -> connect adjacent bins with edges.

https://arxiv.org/pdf/1910.10246