Nobody ever raped a .38
I intentionally walk with my Service Dog (116lb GSD) in areas of conflict. We are talking Moses parting the waters - the thugs move to the other side of the street or far away from us in a park.
That they know we are in the area seems to quiet them down after the initial OH SH*T!