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Why is it that SVD routines on nearly square matrices run significantly faster than if the matrix was highly non square?

You are asking for a full (dense) SVD, which also needs to generate the unitary components of $U$ and $V$ which correspond with the null space of your input. for the $1000 \times 800$ case, your input ...
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