Why is there such a difference in data from nearby stations?

Weather conditions may differ for many reasons.

Weather conditions are recorded at individual weather stations. Because the readings come from individual locations, and because conditions can vary greatly over small distances, you can find lots of variance between two nearby locations, or two of the same locations from different weather sources. The best way to resolve the discrepancy is to involve more sources.

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