I have lived in LA county for more than 25 years and lived in East Hollywood ~1 year. I have never heard gunfire anywhere in LA. I'm sure it happens in the worst areas but I've never heard it and I've been around plenty of recreational gunfire (outside of LA).

Do you think it's possible they're mistaking gunfire with fireworks? There are plenty of fireworks here.