Journal of Computer Science, Published online: 26 May 2026; doi:10.3844/jcssp.2026.1753.1766 Social media stages produce huge volumes of short, familiar, and sentiment-rich content that offerings significant encounter for community discovery and thematic analysis. Traditional clustering appro...