The correlation plot in our JASA "how many X" paper

Andrew emailed me saying that he received a number of requests for the codes that we used to make that figure. So here I have prepared a more annotated version of the codes. R codes.

I thought of providing the data from our paper as example but decided not to since we are not the owners of these data.