> Petty theft, snatching, pickpockets, scams, etc are relatively uncommon compared to e.g. many popular places in Europe.

Yes, in non-popular places in Europe those are also quite uncommon, even more then in the US on average..

So the lesson here is that those type of crimes are common in tourist heavy places, like.. Times Square in NYC for example.