Yeah....that's what I would rely on, the data being scrubbed. /S
Or, you could just leave your phone at home and commit the crime anywhere with the same location data anonymity.
On a side note, isn't it weird how attached we are to our phones it's hard to imagine going anywhere without it? Even to commit a crime!