After widescale random testing, 13.9% of the 3,000 people tested were found to have the virus antibody, which means they have had the virus and developed an immunity to it. So the numbers suggest that as many as 2.7 million New Yorkers have been infected.
https://www.youtube.com/watch?v=GNTvrLM4OmU