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The linear least-squares regression line is

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The linear least-squares regression line is

the straight line that passes through the most data points.

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the straight line such that half of the data points fall above the line and half fall below the line.

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the straight line that makes the sum of the squared residuals as small as possible.

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the line that fits the squared values of the data.

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