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The reason that meteorologists cannot predict the weather beyond 7-10 days is because of the water cycle. If you were to track a single drop of water from the cloud to the ground to the stream/ocean/groundwater and back to the cloud, it takes around 7-10 days to make the journey.

It is hard to predict what the water will do after its trip through the cycle and therefore hard to predict what the weather will be.