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$begingroup$ I have added boxplots of residuals with categorical variables in my question earlier mentioned. They don't seem to display anything at all amazing. $endgroup$
Once more, you won't ever be able to verify you have normally dispersed residuals whether or not the residuals are all precisely on the line, however, if the thing is QQ-plots as in Figure three.12 you can decide that there's clear proof of violations on the normality assumption.
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You could possibly just make the prediction intervals wider, or you could again model it, particularly when the subgroups are identifiable.
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That means you've got a mixture of two distributions with the very same imply, but distinct conventional deviations. I am able to crank out a plot that appears fairly just like yours quite effortlessly in R with the subsequent code:
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You ought to consider a refit your model. On the other hand, Should the effect is a strong therefore you in good shape the design to the massive dataset You may also envisage to left it, go through more about this selection in this article:
distribution. Below, the slight difference in the two sides indicates that the right tail is much more spread out when compared to the still left and we really should be worried about a slight violation of your normality assumption. In case modalqq the distribution had adopted the traditional distribution listed here, there could well be no clear pattern of deviation within the 1-1 line (not all points should be on the line!) as well as the standardized residuals would not have rather lots of Extraordinary outcomes (above five in both tails). Take note that the diagnostic plots will label a handful of points (3 by default) that might be of interest for further more exploration.
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