Which parts of Mali, Mauritania, and Niger are excluded from the conventional definition of West Africa?

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As conventionally understood, the political and economic designation of West Africa excludes the Saharan parts of Mali, Mauritania, and Niger. While these countries are geographically associated with the region, their northern territories that fall within the Sahara Desert are not included in this specific definition.1