Ah, thanks I understand now Jesse. Plotting the mean across all posterior predictive draws works well and looks as expected. WRT the naming convention; thanks for that, I agree - I just mindlessly copied it from other examples and never spent the time to fully understand what was going on (not that I didn’t try at all).
Thanks for all your help here.