The third floor collapsed onto the second floor.
It happened at 451 Beach 72nd street in the Arverne section of the Rockaways.
Two people were rescued from the house, their conditions are not known.
Several others managed to get out on their own.
The collapse happened at around 10:45 p.m. Saturday.
The cause of the collapse is unknown.
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