Emmeans plot We would like to show you a description here but the site won’t allow us. object: An object of class emmGrid, or a fitted model of a class supported by the emmeans package. It is often desirable to plot estimated marginal means from an analysis with either their confidence intervals or standard errors. factors | by. Finally, emmeans provides a joint_tests() function that obtains and tests the interaction contrasts for all effects in the model and compiles them in one Type-III-ANOVA-like table: joint_tests(noise. (emm_wt <- emmeans(fit_df, specs=pairwise~treatment*level)) Then, I want to visualize the result shown below in a bar graph and a dot plot connected by a line. 4. It has a very thorough set of vignettes (see the vignette topics here), is very flexible with a ton of options, and works out of the box with a lot of different model objects (and can be extended to others ????). Apr 4, 2025 ยท In plots with comparisons = TRUE, the resulting arrows are only approximate, and in some cases may fail to accurately reflect the pairwise comparisons of the estimates – especially when estimates having large and small standard errors are intermingled in just the wrong way. Estimation and testing of pairwise comparisons of EMMs, and several other types of contrasts, are provided. ytqfkcvbuzlzvtvjanbsrcsgryaldaamvfmcjxkwatmvs