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The NOAA data for the surface temperature has multiple trends. I am surprised this fact has not been mentioned in literature.
This impacts the forecasting and related signal investigations.
In order to make intuitive review of the multi-trend signals, I wrote this little demo to clarify some concepts:
As the demo shows moving average of larger windows sizes could indeed over-smooth the signal to the point of losing its shape and characteristics.