Processing qualitative responses and visualization generation

Aspects of this disclosure generally are related to significant systems and methods of processing qualitative, comment-style, responses provided by a population, and for corresponding production of significant visualizations configured to efficiently facilitate insight into population characteristics and matters important to the population. According to some embodiments, qualitative, or open-ended, comment-style responses are assigned priority values by participants. Based at least on an analysis of these priority values, groups of participants, qualitative responses, or both, are identified, according to some embodiments. In some embodiments, a significant visualization is generated that visually presents the groups at least in part via clusters of visual representations of participants, qualitative responses, or both based at least on results of the analysis.