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1- The suitable example, explain the role of residuals in regression. How the residual is significant in comparing estimators or predictor with the actual value

1- The suitable example, explain the role of residuals in regression. How the residual is significant in comparing estimators or predictor with the actual value of the variables. Comment on it.

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