Recall equation (4.37) for b. (a) Rewrite the numerator as Why is this valid? (b) Consider the

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Recall equation (4.37) for b.

(a) Rewrite the numerator as

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Why is this valid?

(b) Consider the first term to the right of the equality in part

a. Prove that

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(c) Consider the second term to the right of the equality in part

a. Prove that

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where nyi =1 is the number of observations for which yi = 1 and xyi =1 is the average value of xi for those observations.

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