Analyzed user behavior in Reddit’s manosphere communities using PCA, K-Means, TF-IDF, and BERT. Mapped user transitions with Sankey flows and heatmaps. Improved subreddit classification by 28%, revealing key insights into ideological progression and engagement patterns.