[Not the op] I neither think that someone moved a thermometer to a warmer place. The problem is that some weather stations were originally placed outside a city many years ago, but the city grow until the weather station is surrounded by the city. Cities are 2°F or 3°F warmer than the countryside, so this creates a fake temperature. Obviously, this changes are not ignored, so the temperature tables have corrections for this kind of problems.
Some of the weather stations were moved the countryside, to avoid the problem or because the office they were placed was relocated. So when the place changes, it necessary to adjust the temperature tables to compensate any differences between the locations.
So, there are a lot of corrections that have to be calculated correctly to have reliable temperature values.