Will you insurance premium go up if you claim a parking lot hit and run accident and pay 500 deductible and insurance covers 1000?

Yes, most likely, your premium will raise to some degree. If you don't claim it through insurance, there would be no premium hike. Parking lot incidents are almost ALWAYS considered 50/50 fault, sad to say, unless you can PROVE otherwise!