Stats has a large selection of Christmas supplies all year long as well as a fun array of seasonal home decorations such as Halloween lawn ornaments, etc. It's no JoAnns--it's smaller and less organized--but it carries most of the basics. Just don't ask the staff where felt is. They have a wide variety of it, but they'll send you in the opposite direction and it's hard to find your way back.
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