Law enforcement sources told TMZ the weapon was discovered by X-ray booths in the security line.
Whack is licensed to carry a firearm in Pennsylvania, and police said they believe she made an "honest mistake" by bringing the weapon to the airport, the outlet wrote.
Philadelphia District Attorney Larry Krasner could not be immediately reached for comment.
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