Battery issue

I have a '03 Civic Hybrid. When the car is stopped (engine not running), and I have the parking lights on or hazard lights on for an extended amount of time, the battery gets drained and I have to get the battery jumped. I know this is not normal, and need to find out how to fix the issue. The battery is fairly new (about 2-3 yrs old)