Looking at smaller spatial and temporal scales, we can see a lot of variability, e.g. in temperatures from a certain day of the year (Jan 12) in Eugene, Oregon, year-to-year fluctuations are easily 20 deg F (10 deg C), and thus much larger than the trend (~0.8 deg F/Decade or ~0.4 deg C/Decade).