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Imagine someone sitting in a favorite rocker on his front porch. Traffic in the road in front of his house is moving, each of the vehicles at its own speed. Then he notices that occasionally some of them reverse direction, backing up a short distance, then resuming forward motion. In fact not just one, but a number of them are doing the same thing.
In astronomy, this is called retrograde motion, and it happens a lot. The planets in our solar system move west-to-east then change direction to move east-to-west a short while, then revert to west-to-east motion. This peculiarity should have alerted early scientific minds, and indeed, it did. However based on limited data, rather than abandon it, they sought to “explain the anomalous behavior” within the context of the geocentric model.