Did you look at the tweets in terms of sponsored posts (i.e. influencers)? In other words, does the data represent only non-compensated consumer posts which would reveal consumers' true thoughts? There is a growing and rich literature base on social listening that you could tie your research to. We have SalesForce Social Studio at our university.