The attack happened Saturday around noon inside the woman's building near 27th Street and 3rd Avenue in Kips Bay.
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Investigators say the suspect used the sock to hit the woman on the back of her head and then took $25 from her wallet.
The victim said the attacker fled on a bicycle.
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