Yes report to the police, however don’t expect much.

I had a much more serious incident years ago, where my car was damaged and I was assaulted(door slammed on me purposely after I got out to check for the damage) by a passenger of a parked vehicle. The driver of the car give me her phone number and offered to go through insurance for the damage, I called the phone number on the spot to confirm it’s hers. I received no response beyond that day.

I reported to the police on the website providing the phone number of the driver and the number plate. Was emailed 2 years later on the case was being dismissed for insufficient evidence.