From the plot it is very clear that the explained variance does not changing after the 37 th number principal components which indicates that the first 37 principal components are enough to represent the whole data and we can remove the unnecessary principal components from the list. We have also calculated the contribution of each principal components (PCi, i = {1,45}) in terms of total variance and from the Figure we have remove those principal components having negligable contribution.