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The Soninke are a Mande-speaking ethnic group in eastern Senegal, including Dakar, northwestern Mali, and Fouta Djallon in Guinea, The Gambia, and southern Mauritania. They speak the Soninke language, which is also known as Maraka and is one of the Mande languages. The Soninke people were the builders of Ghana's ancient empire. Ghana was a West African kingdom that ruled over what is now Mauritania's southeast and western Mali.
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I believe it is B, but I know for sure it is not A, I can try and leave some links for you to get more info on it
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The main factor was water every civilization needs a water source then only can it flourish so nile valley flourished cause of the river the silt from it to farm and yearly flooding
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