You said they live in the “wealthy” part of the city. The point being, even in wealthy places like Manhattan in NYC or SoMa in SF there’s plenty of petty crime. In other words, crime is not exclusive to non-wealthy neighborhoods.
This isn't true. There are many poor communities where enforcement is effective and theft and crime are low too. It is all about the expectation of consequences and community standards.