Beijing is a great city to explore. At anytime you will get different vibes, but the best time visit is the april-may when you can get best natural views and in the october you can enjoy the autumn. And yeah almost all the water bodies are now frozen. And the northern region like Huairou is much colder than southern or city center as you can see in the current weather screen shots. The temperature has started rising nowadays.