The trick was to get the right synonym for Wasserstein distance. In this case earth mover distance. A little google gives:
https://github.com/mirkobunse/EarthMoversDistance.jl
and following the instructions on the README I was able to calculate a distance.
Thanks mirkobunse (Mirko Bunse).
Also, this thread might be relevant: