It's a night out to celebrate the new arrivals into the community as it all seems a bit out of place for Rick and the others. So much so that his group slowly departs the party early, some because its too weird, others because they had a mission to complete and they did it.
*Fitting in was never something Michonne considered important. *Source: imagecomics.com