The rule of thumb that I've always heard is to let the rain fall a good 15 minutes before collecting rainwater. 15 minutes allows the rain to clear the dust out of the air and pound contaminates off your roof and onto the ground.
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QMC, USCG (Ret)
The best luck is what you make yourself!