You can even try heading in one other path: Establish the 'outliers' & see how they vary from the rest of your info. Checking out the residuals vs fitted plot, I see that loads of the 'outliers' have predicted values in the center. W/o being aware of extra about your facts, I can't say what that means. $endgroup$
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$begingroup$ I have additional boxplots of residuals with categorical variables in my concern over. They do not appear to display just about anything extraordinary. $endgroup$
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I would want to look at other plots such as residual versus equipped. For instance, It truly is probable that you've some form of heterogeneity. Do the details in both tail have another thing in prevalent? Or do you just have error distributions heavier than the traditional? $endgroup$
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Figure three.nine: Default diagnostic plots for the full overtake facts linear model. The linear model also assumes that each one the random glitches ((varepsilon_ ij )) follow a standard distribution. To get insight in the validity of the assumption, we can investigate the initial observations as displayed in the pirate-plots, mentally subtracting from the variances from the implies and concentrating on the designs from the distributions of observations in Just about every team. Just about every team need to appear close to standard to prevent a priority on this assumption. These plots are Primarily excellent for examining irrespective of whether there is a skew or are outliers current in Every team.
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distribution. In this article, the slight big difference in The 2 sides implies that the correct tail is much more unfold out compared to the left and we need to be worried about a minimal violation from the normality assumption. In case the distribution had adopted the normal distribution here, there might be no obvious sample of deviation from your 1-1 line (not all points need to be at stake!) and also the standardized residuals would not have fairly a lot of Intense final results (around five in the two tails). Notice the diagnostic plots will label a couple of factors (3 by default) that might be of curiosity for even further exploration.
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