Earlier in the day there are plenty of trails to keep one busy, and as for the season the leaves in color is beautiful.
If you want to be able to get in and find parking, I would recommend getting their as soon as they open. Otherwise, you are going to be stuck in crowds of people. If you're asking about the season, I would recommend going before it gets much colder.
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