I believe the behaviour in matplotlib is deliberate (given lines 2018-2019 of cbook). However I don't believe this is the expected behaviour for a boxplot (for example R leaves the whiskers at the median and draws outlier points). I was hoping for clarification or a reference on the choice taken in matplotlib.