The issues in clustering, the unsupervised classification of patterns, have been addressed in many contexts and by researchers in many disciplines. Its broad appeal and application as one of the steps in exploratory data analysis is well-known. Literature on the pattern clustering methods, algorithms is surveyed. The authors have tried to explore the performance of hierarchical clustering method in this paper.