K-Means clustering analysis using open source text data. Uses Twitter Search API to construct a dataframe of contemporaneous Tweets mentioning COVID-19 and travel which are either geotagged or form accounts registered within 10km of a selected international airport. Includes EDA and cluster optimization charts (elbow, silhouette).