As far as I know, this is the defining feature of an HDI (HD = “highest-density”), isn’t it? But thanks for confirming my suspicion about the naming. Would you happen to know of another possible reason why the bounds are named 3% and 97%? Should I perhaps open an issue on ArviZ’s GitHub?