Why do girls stare at you walking by but when you make eye contact look away?

I've noticed lately a lot of girls I walk past will look at me, when I look up and make eye contact they quickly look away and pretend they weren't looking, or they stare at something else like their feet or out the window. What is this all about?
Why do girls stare at you walking by but when you make eye contact look away?
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