I've noticed that frequently the actual weather does not cooperate with weather forecasts. Predicting weather is a tricky business, no doubt about that. You are dealing with jet streams and mixing fronts and traffic conditions on I-75. So it is little wonder that you end up with results like this:

By my calculations, the actual low at about 8 AM was 28° F below the predicted low.
I've noticed a lot of argument lately about temperature trends...
I've also noticed that it doesn't matter if predictive models are accurate or represent what really has happened or is happening... we will use them anyway.
Maybe the low means the low after the high rather than the low before the high. Communicating what is meant is important, too.Regardless, the point here is that two issue are before us:
- Variability [oscillations] make trend determination dependent on starting point
- Calculating actual averages and variation from "normal" are dependent on starting point
I've noticed a lot of argument lately about temperature trends...
- since 1000 BC...
- since 1200 ...
- since 1650 ...
- since 1880 ...
- since 1930 ...
- since 1985 ...
- since 2000 ...
I've also noticed that it doesn't matter if predictive models are accurate or represent what really has happened or is happening... we will use them anyway.
