Explain the concept of the "line of best fit" in regression analysis.
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The line of best fit in regression analysis refers to the straight line that best represents the relationship between the independent variable(s) and the dependent variable. In simple linear regression, this is the line that minimizes the sum of the squared differences between the observed data points and the predicted values from the model. These differences are called residuals