BoxWhisker plot for 2D numpy array?

Ì keep running into this issue, and forgetting how to solve it from one time to the next:
Given

values = np.random.normal(size=(100,5))
hv.BoxWhisker(values)

what I really want is 5 whisker plots, one for each column of values.
How to I get this?