Been playing around with dumbbell plots in #ggplot2 looking for ways to show predicted means from an #lmm with standard errors.

I've come up with this option overlaying the dumbbell showing the means over smaller dumbbells showing SEPs for each treatment but wondering if there is a way to jitter/adjust the alignment to see the overlapping parts a bit better

#ggalt #dataviz #rstats

Ps I know the errors are huge, I have a LOT of very noisy data…that’s #ecology for you!