Horizontal anomaly is a novel problem and is a potential threat. Characterized by an inconsistent behaviour, horizontal anomaly is one of the least researched areas in social media mining. Apart from Sharma (2018) and Gao (2013), the concerned stmemudy finds no study that deals with this problem.