This is a follow-up question to this question: Closure Wasserstein for pointmasses
Let $(X,d)$ be a metric space, and let $W_1(X)$ be the space of probability measures $\mu$ on $X$ having finite first moment with respect to $d$, i.e. $\int_X d(x_0,x)\,d\mu(x)<+\infty$ for some base-point $x_0\in X$. Endow $W_1(X)$ with the Earthmover, a.k.a. 1-Wasserstein distance. What is the closure of the set of finitely supported probability measures in $W_1(X)$? Are there sufficient conditions for the latter set to be dense in $W_1(X)$?