It happened around 6:20 a.m. on Central Avenue on West Broadway.
The driver crashed into the front of the Morningside greenhouse and then apparently fled on foot from the crash site.
One person was evacuated from the building, but fortunately was not injured.
Roadways near the flower shop were closed for investigation.
The Department of Buildings will be on hand to determine the structural integrity of the building.
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