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How would you explain the relative importance of the independent variables used in a regression equation? Are influential cases always omitted? Give examples of occasions

How would you explain the relative importance of the independent variables used in a regression equation? Are influential cases always omitted? Give examples of occasions when they should or should not be omitted.

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