They are lairs. They have more ways to fudge the results than we can count. Eliminate temp probes in all but city areas. Install fudge factors in programing. Lose inconvenient data sets. And on and on.
There was something up a while back showing a bunch of reporting stations that were bound to return false readings. I remember one was located very near an air conditioning unit.
Garbage in......