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This sounds like your blower wheel has come loose on the motor shaft or the blower wheel hub has separated from the rest of the blower wheel. The wheel is most likely contacting the side of the blower wheel housing and causing this noise. After the motor finally gets up to speed the wheel may find a balance spot where it no longer rubs. You should check your blower motor, wheel and housing for signs of looseness and damage.
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