Hierarchical Clustering algorithm is an unsupervised Learning Algorithm, and this is one of the most popular clustering technique in Machine Learning. Expectations of getting insights from machine learning algorithms is increasing abruptly. Initially, we were limited to predict the future by feeding historical data. This is easy when the expected results and the features in the historical