Yes thank you for pointing the bias out and agree.

I was thinking of applying fractional differentiation (based on the research of Dr Marcos Lopez de Prado in his book Advances in Financial Machine Learning) to provide a stationary series and keep memory for the features and target. I could then scale the features in Zorro (only in training cycles) for AI. Does this sound ok?