Like this?
But, looking at your data, there are so many NaNs, and most of the data points are concentrated in some small clusters. So maybe some pre-processing and/or other type of visualization method would be desirable.
load('11kray.mat');
figure
plot(A.data(:,1),A.data(:,2))
