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Cordons are in place around Forbes St in the suburb of Sydenham.
A police spokeswoman said they had reports of gunshot being fired at a parked vehicle on Forbes St at about 12.30am.
No one was in the car shot at.
A white vehicle can be seen parked outside a property with a smashed back windscreen.
Police officers have been at the scene since and are making inquiries.