It happened Saturday at the PNC Bank located at 935 West Black Horse Pike in Pleasantville.
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Police said a man believed to be in his 20s walked in the bank and presented a note demanding money.
The note stated he was armed, though police said no one saw a weapon.
According to investigators, after the teller turned over an undisclosed amount of cash the man left in a white Chevy Camaro.
Police described the man as a Hispanic or possibly Asian man standing 5-feet 6-inches tall.
At the time of the incident he was said to be wearing black sunglasses and a black baseball hat with a white Punisher logo.
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The suspect was last observed traveling east on the Black Horse Pike.
Anyone with any information is asked to call police at (609) 641-6100.