Lawrence: I wanted to say that I appreciate both the original article and all your follow up work. I had read elsewhere about performance problems with the functions like row_number, but I didn't know what could be done to help alleviate the problem. Row_number is just too darn useful to want to give up. Nice that there is something that can be done to help with performance. Thanks.