I've heard for years that people catch a lot of YP at North East Park. Here's the town's website and park info is located near the bottom.
I've been to the town before and it's pretty quaint in the downtown area. Reminds me of old Ellicott City. There's a few good restaurants there too.
http://www.northeastmd.org/about.php