I presume the Barrowboy and Banker at London Bridge will be a popular pub, several Albion fans in the pub before the West Ham game. If it's busy loads of pubs in and around Southwark market.
I'm thinking about a beer in Croydon and jump on the New Cross train 1pm train takes 20 minutes.