Contemporary social media in platforms such as Twitter and Facebook thrive on the experiences that people are sharing in their posts. It is important to capture the essence of these experiences by studying the word selection in the tweets. Understanding crowd expressions has occupied the literature space since social media has emerged. The availability of various platforms and fresh data based on peoples’ experiences has indeed excited researchers and has given them the much-needed tools to work with. Because people interact with each other while they share experiences and feelings, social media has become an apparent source of exploration and discoveries. This is because such communications and expressions form interesting networks which they different forms and topologies. Networks in general are attractive models to study in terms of their contents and but also structure.