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!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!N^!Transforming variables to the natural logarithm is a well-known method in order to reduce the magnitudes of the residuals. (Gujarati &

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