I have an idea. When a satellite takes an image of Earth’s surface, the color that it sees is a function of land cover – trees, water, ice, sand. The spatial distribution of those land covers depends on everything from plate tectonics to seedling germination, but I’m betting you can make a decent guess at predicting land cover, and by extension surface color, using just climate. Cold and wet? Probably a boreal forest (green).
