The incident happened inside 364 Madison Street just after 8:15 p.m.
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Police said the woman suffered a gunshot wound to the neck after she was shot inside.
She was taken to the hospital in critical condition.
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No arrests have been made and the investigation is ongoing.
Few other details were released.
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