Dave Gray derrived some good points from Cambridge researcher Alan F. Blackwell's paper titled: Correction: A Picture is Worth 84.1 Words.
A 1997 study found that when people create visual diagrams, they use about 6 to 12 visual elements, or "nodes" to describe a system.
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A diagram with more then 13 components will probably not become integrated into people's consciousness as a mental model.