They could not travel upriver because several sets of cataracts blocked passage and they did not know that the waters traveled from the heartland of Africa.
Cataracts block travel up the river.  
mnli hypothesis: Cataracts block travel up the river.   premise: They could not travel upriver because several sets of cataracts blocked passage and they did not know that the waters traveled from the heartland of Africa.