Various insights like error rate and accuracy were calculated after visualizing the data. The three clustering methods used were K-means Clustering, Hierarchical Clustering and Spectral Clustering on theree dataset:Iris, Yeast and Glass. Comparision of this methods was done in R and Matlab.