It happened last Wednesday around 10:30 p.m.
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Police say the suspect followed the 26-year-old near Minetta and Bleecker streets and then threatened her with a pair of pliers.
The woman tried to escape, but the man put her in a chokehold.
He then tossed her against a fence and stole $200 before running away.
The individual is described as a black man, 20 to 30 years old, and 5'9" tall.
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He was last seen wearing a black hooded sweater with red writing on the front, blue jeans and he had on a black backpack.
Anyone with information in regards to this incident is asked to call the NYPD's Crime Stoppers Hotline at 1-800-577-TIPS (8477) or for Spanish, 1-888-57-PISTA (74782).
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