It was brought to my attention that Keogh's lab wrote a nice short paper about identifying the "right" window sizes (beyond Pan Matrix Profiles) and I think it should be pretty straightforward to implement:

Paper
Code (Jupyter Notebook) and Data Sets

It would be great to see a notebook reproducer of this