In reply to ifty khan.

This discussion focuses on modeling a continuous (joint) distribution to obtain a model that has a similar Spearman correlation. For a combination of discrete and continuous distributions, you can simulate data that uses the polyserial correlation instead. See the discussion at "Simulate correlated continuous and discrete variables."