PyPlot: how to plot up-down arrows in a figure?

Maybe this example will get you started:

Not sure directly with PyPlot, but if you use Plots.jl with PyPlot as the backend, you can use a scatter plot as set the markers. The details for how to do this stuff is shown here:

thanks very much!

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