Abstract: In this paper, the concept of climate with regarding to the dipoles formed and its types are illustrated. The concept of using various methodologies such as agglomerative methods in finding the dynamic dipoles and also various algorithms used to find the dynamic dipoles under parameters considered are also illustrated. This mainly involves data regarding the discovery of dipoles in climate data using various data mining techniques.

Keywords: Dipoles, Climate Indices, Agglomerative Method, Clustering Methods.