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Let’s start to inspect the effect of V^T on the unit circle. You stay in two dimensions at this step: Figure 10: Effect of the matrix V^T: at this step, you’re still in a two-dimensional space. You can see in Figure 10 that the basis vectors have been rotated. Then, you need to reshape Σ because