The OUTPUT statement creates a data set that contains predicted values and residual diagnostics, which are computed after the model is fit. The variables in the input data set are not included in the output data set in order to avoid data duplication for large data sets; however, variables that are specified in the ID statement are included.

The RANKS option in the PROC HPLMIXED statement displays the rank of the design matrix.