This is an assessment from data engineering course under Fusionex. The data is extracted from Twitter based on the tweets about Starbucks, consisting originally about more than 2000 tweets. We need to prepare pipeline for sentiment analysis to determine the sentiment polarity, and then cleaned them before going into visualization in GIANT Fusionex platform.