Honestly, i didn't realise Beijing is getting this cold in winter. Never been to Beijing. It is on my todo list for sure.
Looks like it is colder out there then in my country, the Netherlands. We got a bit of snow a few weeks ago, and some small waters got a bit frozen, but nowhere as frozen we could walk on it.