How would one go about gathering data on this topic? Actual rapes tend to be reported, and hence enter the crime statistics, but rapes aborted either because the intended victim drew a weapon, or because the would-be rapist noticed she was armed and hence backed off before even making the attempt are invisible in any crime statistics.
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