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What is a high R squared value?

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R - squared is a goodness-of-fit measure for linear regression models. This statistic indicates the percentage of the variance in the dependent variable that the independent variables explain collectively. For instance, small R - squared values are not always a problem, and high R - squared values are not necessarily good!
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