A Fresno police officer saw the crash just after 2 am on Lind Avenue and Tulare Street.
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Police say a black Kia SUV was westbound on Tulare when the driver lost control while speeding and trying to turn onto Lind.
The SUV went through a fence, then a front yard, and ended up crashing into a vehicle parked at the home.
The driver ran away from the scene.
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The house was not hit, and no one else was hurt.
The CHP has taken over the investigation.
It's unknown if the SUV was stolen.