Our text analysis approach follows that of Cataldi et al. (1), using the idea of semantic 'energy' to identify emerging topics within Twitter posts. Authority is calculated via PageRank and used to weight each author's contribution to the semantic energy of all terms occurring in within some interval ti. A decay parameter d defines the impact of prior time steps on the current interval.