NEW YORK - Police are searching for two men wanted for a shooting in Midtown Sunday that injured three men just blocks away from the Empire State Building.

It happened around 4:30 p.m. on West 31st near Broadway.

Police say two people were walking towards Fifth Avenue when they started arguing with another man.

That's when one of them pulled out a gun, and started shooting .

Police say the man they were arguing with was hit along with two other men who happened to be in the area.

"There was a dispute between two males. A short time later one of the males pulled out a firearm, firing several rounds. The shooter and another suspect fled eastbound on West 31st Street. In total three males were shot," said NYPD Deputy Inspector Robert Hanson.

All three victims were taken to Bellevue Hospital.

They are expected to be okay.

Police say one of the victims is a tourist from Romania who was leaving a nearby liquor store.