The tree fell just before 4p.m. near Jackson and Front streets by the Embarcadero.
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Paramedics pulled out one of the victims and took them to the hospital.
Another person was able to free herself.
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She told ABC7 she is shaken up, but will be okay.
The San Francisco Fire Department is warning people about fast-moving winds.