Changes in global land temperatures are ~the same if you use all weather stations or just those in rural locations. Confirming previous studies on the effect of the urban heat island on global temperatures.
But let's assume classifying weather stations by their surrounding population density is at least somewhat useful for eliminating biases. How does the global land average from the 19% of very rural stations compare to the average of all stations? They are extremely similar. 5/