There's also the wild card, places that have frozen solid ground several inches deep, and places that have a snow pack that can survive can instantly freeze any liquid that falls even if temps are a little over freezing or more marginal. Add to the mix temps can be a few degrees lower at frozen surface as well do to frozen ground.