You can see a map of the crime locations and types from this website:
Drag the map and compare different neighborhoods.
The less expensive areas tend to have more issues like you mentioned. It's a tradeoff of budget vs. neighborhood. Everyone needs to start somewhere. Just buy in the best neighborhood you can afford and in a few years after your house appreciates, trade up to a better neighborhood.