Down arrow symbol in matplotlib

I would like to create a plot where some of the points have a downward pointing arrow (see image below). In Astronomy this illustrates that the true value is actually lower than what's measured.Note that only some of the points have this symbol.

I would like to know how I can create such symbols in matplotlib. Are there downward arrow symbols that I can use?

Thanks for your help in advance!