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A police spokeswoman said there were three people in the car - two of them required medical attention and were taken to hospital.
It was earlier reported that there were no serious injuries.
There was significant damage to the wall of the building, but no-one inside was injured.
The incident happened near the intersection with Moreau St, about 2.25pm.
She said traffic diversions were in place while emergency services cleared the area.