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Shouldn't storeID be treated as a categorical variable?
You never want to make predictions off an ID.
Yea it should, but don't think its that big of a deal for a tutorial post like this
Well Yeah, that’s a good catch. The focus however is on understanding the caret package. So I would ignore that and go on.