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Officers responded to a business at 1280 Route 46 for the robbery, Parsippany police said on Facebook.
The suspect, armed with a handgun, was described as a tall, slender man with wearing all black clothing, a white trucker-style hat and white sneakers, police said.
Police evacuated people from the building as they conducted a search for the suspect, but were unable to locate him, officers said. The Morris County Sheriff's Office was also involved with the search, police said.
Anyone with information is asked to call the Parsippany Police Department’s Investigative Branch at 973-263-4300.
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