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A police spokeswoman said officers were appealing for witnesses after the incident on St Clair beach.
In the immediate aftermath of the incident the naked man ran away from the beach towards Kettle Park, the spokeswoman said.
Anyone who saw the man was asked to contact Dunedin police on (03) 471 4800.