Liking, sharing, commenting and reacting on Facebook: User behaviors' impact on sentiment intensity.

•We investigated the impact of users’ likes, comments, share, and reaction on sentiment intensity.•Data were gathered from Facebook diabetes pages.•Machine-learning algorithms, i.e. Random Forest, Support Vector Machine and Logistic Regressions were used.•Improved accuracy results indicate users’ behavior to have positive impact on sentiment intensity.