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Apologies if I missed this but I wasn't able to find in the documentation the CategoricalHMM takes positive values only. I only realized it when I noticed my predictions from fitted models behaving weirdly.
It would be useful to add a warning (or even a transform of the inputs) when fitting the HMM.
Happy to submit a PR if this would be useful.