Not necessarily. Some cities have extremely high population density and very low crime, Singapore for example. I think that corruption is probably the real determinant when it comes to crime. Societies that tolerate corruption nearly always have high crime rates and the more corrupt the society the worse the crime.
Yeah, see #7.