It happened at the corner of 49th Street and 9th Avenue at 7:13 p.m. on Thursday.
The video shows the nervous reaction of onlookers.
Witnesses say the two men started fighting and then one stabbed the other before riding away on his bike.
The victim's injuries are not life threatening.
The stabber is still on the loose.
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