While it does stay pretty cold in the south right up until late March, once you get about as far south as Washington DC, snow or freezing rain is pretty rare. Maybe one or two good multi day storms per winter. other than that it gets warm enough during the day that any black ice from the night melts away. Going through the Appalachians and the midwest might be a different story though.