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Short of draining and refilling the tank, the cheapest test is ROAD TRIP! Drive until the Low Fuel (1 bar) chime sounds, then put in...
Wild guess.... did it rain just before the problem started, or did you drive through some puddles? Misfires tend to occur when there's...