The part that was used to represent the whole in the analyses

unobserved characteristics that didn’t vary over time

 to show that you support something such as an idea by what you say or do

(adverb) in the opposite direction to the way a stream flows

(This is a useful word for "what the results mean")

using a large amount of information...