This document analyses engagement metrics and sentiment for two YouTube videos: "Black Music Honours '18" and "BET Awards '23". I used R syntax to obtain video metadata, visualise engagement indicators such as likes and comments, calculate total comments, analyse sentiment in video descriptions and comments, and investigate the relationship between likes and comments. This research seeks to provide insights into audience engagement, sentiment, and preferences, as well as vital information for content creators and marketers on how to optimise video content strategies for maximum audience effect.

Coffee Shop Sales

notebook with steps on how to clean dataset in R. Data contains building permits issued in San Francisco.