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The article describes a new paper which analyzed the reliability of the weather stations in the U.S. and found that NOAA not only favored the data from the more untrustworthy stations — which also happened to have a warming bias — they then adjusted the overall data upward even more.
In other words, any temperature data from the last few decades cannot be trusted.
The full details can be found at Watts Up With That, but I haven’t given that as the main link because the page takes so long to load due to the many comments. You can also go here for additional information.