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The geography of the Mali, Ghana, and Songhai Empires is very similar.
They had:
Dry seasons
Savannas
Deserts
Grasslands

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Socially the three Empires did things commonly. Some of the things include passing down history through speaking,

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The people living in the three empires were ruled by an Empire. Wait that sounds funny...but its true!

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The Empires depended on Gold and Salt for the economy. In some places were the gold was found there was so much that it didn't matter to the people that lived in the rain forest villages were it was found. The salt had to be collected from the Sahara.

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The three Empires were Muslim. The empires also lived in villages that spoke the same languages.