Places by me on the PA/NJ/NY border sell some good stuff around the Fourth. The rest of the year you can only get small things like bottle rockets, sparklers, jumping jacks, and fire crackers.

I have never bought firworks during the holiday (only in the off-season). This is just what my friends that go get the good stuff tell me.