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You can see in Figure 3 that the basis vectors have been rotated by the matrix V^T. Figure 4: Effect of the matrices V^T and Σ. Then, Figure 4 shows that the effect of Σ is a scaling of the unit circle and the basis vectors. Figure 5: Effect of the matrices V^T, Σ and U. Finally, a third rotation