You have a large m x n data matrix M. You decide you want to perform dimension
reduction/clustering on your data and have decide to use the singular value decomposition (SVD;
also called principal components analysis PCA)
For the moment, assume that your data matrix M is 500 x 2. The figure below shows a plot of the data.
Which line represents the second principal component?

A.
Blue
B.
Yellow