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$begingroup$ I've additional boxplots of residuals with categorical variables in my question higher than. They do not manage to present anything at all outstanding. $endgroup$

Edit: My issue differs from Ways to interpret a QQ plot considering that I am asking specifics relating to this specific form of residual QQ plot, not about all designs.

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Figure 3.twelve: QQ-plots and density curves of four simulated distributions with unique styles. Major-tailed residual distributions can be problematic for our designs because the variation is larger than what the normal distribution can account for and our strategies may well below-estimate the variability in the effects.

one $begingroup$ It can be exceptional that one diagnostic plot tells all of that you would possibly study the healthy of a design. In interpreting it you must convey to bear topic-issue skills and thing to consider of what else is in your design. Mentions of age and gender propose social science and/or health-related science as the realm.

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distribution. Right here, the slight change in the two sides indicates that the right tail is much more distribute out compared to remaining and we ought to be concerned about a insignificant violation in the normality assumption. Should the distribution had followed the conventional distribution below, there would be no obvious sample of deviation within the 1-1 line (not all points have to be on the line!) plus the standardized residuals wouldn't have quite numerous Serious success (more than 5 in the two tails). Notice the diagnostic plots will label some details (three by default) That may be of fascination for even further exploration.

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