“…Based on 970,220 comments on 155 music videos, our findings suggest that the term groove is used to describe movement-and pleasure-related subjective experiences, as well as objective musical qualities that are tightly linked to the genres funk, soul, and R&B. Resonating with previous studies, groove terms were very likely to co-occur with movement (e.g., Janata et al, 2012;Madison, 2006;Stupacher et al, 2013), timing (e.g., Keil, 1995Senn et al, 2016;Witek et al, 2014), and flow/smoothness (Duman et al, 2021;Stupacher 2019) themes. Our dataset did not allow for conclusions about the link between groove and social bonding, which has been proposed by previous studies (Dotov et al, 2021;Duman et al, 2021Duman et al, , 2022Stupacher et al, 2022). In general, the study shows that text-mining approaches to analyzing YouTube comments provide an interesting perspective on how a general population of listeners discusses music.…”