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Crews responded to the incident at Swanbourne Lake in Arundel at 6.20pm, a spokesman confirmed.
A rope rescue was carried out by the technical rescue unit.
The woman was left in the hands of the ambulance service, the fire spokesman said.
The ambulance service has been approached for a comment.
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