Residents in Bellambi were alarmed to see police cars patrolling their streets - and even driving along the bike path - on Thursday afternoon.
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A police spokeswoman said they were on the hunt for an Audi that failed to stop along Rothery Road for a random breath test.
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The incident happened around 2.50pm, with a police chase then ensuing before the car was found abandoned on Troman Place approximately 10 minutes later.
Despite an extensive search, the driver could not be located and inquiries are continuing.
Anyone with information is urged to contact Crime Stoppers on 1800 333 000.
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