Machine learning is the science of getting computers to identify patterns in data. This post illustrates one such machine learning method to cluster social media data into geographic groups using R and Plotly. Clustering is a method used to partition objects (i.e. people, products, etc.) into similar groups. The method traces its origin to the psychologists of the 1930’s – who created the tool to partition individuals into groups based on personality traits.