Thank you! Your explanatory comments regarding the overall approach and the details are exactly what I need to get my bearings. I'll now dive in there and make it all make sense to me. One question which I already have: I assume I should not just copy and paste my own data set, which is a massive file, into the code here to replace the example data set. What's the best way to handle that part? Many many thanks.