This is the second episode in which Lisa doesn't have any dialogue. The first was "Chief of Hearts".
The July 4th ball picture is a reference to The Shining, which was also referenced years earlier in The Shinning, a part of Treehouse of Horror V.
The episode title is a reference to Soho House, a chain of private members clubs started in England.