The growing availability of digital corpora of parliamentary proceedings has provided invaluable resources for large-scale machine-based analysis. However, many corpus-driven methodologies have been primarily concerned with statistical results and quantitative analyses, rather than with text-based and discourse-driven analyses of the content of parliamentary proceedings. This talk will focus on qualitative analysis of these data patterns and trends, previously aggregated through quantitative corpus linguistic analysis.