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In this version: bug fixes and general improvements.

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It turns out that all those people parsing dating profiles for grammar above all else are protecting themselves not just from bad dates, but from bad actors.

The most popular con-man profile text in the UK, for example is “so please i want you to get back to me here with your email address so that i can send you my pictures so get back to me thanks.” Hard to imagine swiping right on that.

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There was no dedicated screening service at that time, Winchester says. Well, he did along with an acquaintance, Nick Tsinonis, who already had expertise using machine learning to help match dating site users based not on their expressed preference, but on behavior.

The result, Scamalytics, is a company that’s able not only to identify a number of key profile traits—in the “low hundreds,” says Winchester—but to measure how they play against one another for a more complete picture of who’s real and who’s swindling.“Features that in isolation may not give you too much information, in combination become much more powerful,” says Winchester.

Likewise, scammers use current events to provide cover stories that explain why they’re in, say, Nigeria.

When Boko Haram kidnapped a group of school girls last spring, Winchester said, dating profile fakers would claim to be there abroad as part of a US special forces mission.

Scamalytics also keeps track of the most popular pick-up lines used by online dating scammers.