Is there a way to check if sample obeys the Latin Hypercube Sampling rule?

I was wondering if there is a way to check if a certain sample of a large size obeys the Latin Hypercube Sampling rule. I know that for smaller samples, I can easily visualize the sample points to see if they are stratified according to the Latin Hypercube rule, but was wondering if there would be way to check this for larger sizes of samples.