I entered a date range of 1st August to 30th November. In the town, there was a major music festival at the end of August, and a currently popular band will be playing in the town's biggest theatre at the end of November.
I then tried London. apparently, for those four months, there are no bands playing in any venue in London, I even tried Wembley Arena.
The city box autocompleted both of my attempts, which led me to assume that they were valid places in your database. You might consider restricting that autocomplete to only allow places that have events you know about.
Cool idea.
EDIT: Remove comment on quotes, got confused and thought it was you guys down there, since they look so alike.
:(
Where are you getting the data from?