I suspect that it would make very little difference when downsampling, but
maybe sigmoidization, as used in LoHalo, is not worth the computational

Very easy to modify the code:

Remove the extended_sigmoidal and inverse_sigmoidal function definitions,
and then replace these strings (which trigger the function calls) by
nothing throughout

I also wonder if the nested ifs in the downsampling component should be
replaced by non-nested branches (that contain the previous tests, but are
not nested).
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