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What does it mean when a regression curve "overfits" the data?

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What does it mean when a regression curve "overfits" the data?

The regression curve overestimates all the data points.

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The regression curve loses its physical relevance to the data, implying a different relationship between variables.

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The regression curve underestimates all of the data points.

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The r-squared value equals 0.

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