Wow that is a tough one. However in the long run I think your safety is the number one concern. Nothing else really matters if you are hurt. Perhaps you can cut down on some expense to come up with the difference. Is a room mate a possiblity? Someone to share the rent costs? I wish you the best of luck. No one should have to decide between safety and affordablity however millions do.