The Ford Fiesta was being driven in the area of Confederation Drive shortly before 2 a.m., according to a press release.
The car had been reported stolen earlier that night, police said.
It was followed at a distance before officers activated emergency equipment. Other officers in the area successfully set up a tire deflation device which stopped the vehicle, police said.
Officers arrested three people from inside the Fiesta.
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Two girls, 13 and 15, are facing a charge of possession of stolen property over $5,000.
A 15-year-old boy is charged with obstruction and breach of undertaking, police said.