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What is the formula for a hat matrix and why is it called that? What is the significance of the values along the diagonal and

What is the formula for a hat matrix and why is it called that? What is the significance of the values along the diagonal and how are they used? What does the sum equal? Are all hat matrices indempotent, and what does that mean?

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