I stacked my matrix, made a new column with a conditional formula "ismissing(data)" that was 1 for a missing and 0 for non-missing. I then re-assembled the array by splitting, made a multivariate plot and am looking at correlation and partial correlation tables.

It is a hack, but it gets me moving. I have some row indicators that I did not stack, so I was able to re-assemble it.