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When and where we see a rainbow depends on the position of the sun, the location of the rainfall and most of all of the position of the observer. If one of the three moves, the rainbow forms in another position. In this case, we have changed our position the most so that the rainbow moved.
Would being faster change anything? For example, could we reach the rainbow with a car?