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Assessing the Goodness of Fit of a Regression Line Involves

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Assessing the goodness of fit of a regression line involves considering different information, and no single characteristic of data is sufficient for a good assessment. Consider the characteristics below. How does each contribute to an assessment of fit? That is, for each piece of information, what about it would indicate a "good" best-fit line?
a) The shape of the scatter plot
b) The correlation coefficient
c) The standard deviation of the residuals
d) The coefficient of determination

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a) Points on the graph lined up in a pat...

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