SFPD said the incident happened July 11 during an "illegal exhibition of speed event," or street racing.
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The Cadillac seen in the photo was impounded Thursday as the photo helped investigators track it down.
Police also released a photo of the Cadillac being impounded.
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The police department did not say if the woman or anyone else involved has been arrested in connection with the incident.