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I can't figure out how the filter page works. What is being filtered? Is the blacked out square being filtered? Is there a way to filter by gender?

Yeah - we need to make that clearer. If you choose your filters and then click 'Shuffle' you'll be on your way.

Men / Women switch is top right hand corner of the filter page.

http://shufflehub.com is our main site (where the filters are from) and the Men / Women choice is right at the start.