• Conducted Exploratory Analysis of an open-source record of trending YouTube videos to forecast viewership and devise best practices for producing fancied video specimens. • Performed cleaning, stemming operations on raw data, and steered analysis of key phrases & sentiment scores using R libraries. • Implemented emotion classifications with NRC sentiments • Formed visualizations, derived functional insights and potential threats to attain added viewership.