Temperature data from the US can't be trusted. Any world data that includes US measurements can't be relied on until you remove the US data.
http://surfacestations.org/
IV you look at the pie chart you'll see that 8% of temp stations in the US are on or near a heat source (asphalt, electronics, building, etc), and 61% are within 10 meters of a heat source.