I grew up in Philly, and don't ever remember seeing a zero degree or lower day. Lowest I remember is 1f or 2f. I used to think folks were lying when they were like "it's negative 20 out" until I looked it up.
Edit: I'd love to own some land in SoCal or South Florida.