Good Fit? Look at the Residual Plot!

At first glance this line appears to be a great fit for the data. A Residual Plot makes it easier to see details about the quality of the fit. Show the plot, then use the slider to magnify the errors in the residuals. You will see an obvious curved pattern

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App generated by Geometry Expressions