Anyone for maths?

Here are two terms that are almost guaranteed to reveal the academic year effect. 'Algebra' and 'Calculus'. The co-variation is very strong indeed. You can even pick out the little blip around Thanksgiving! With terms like these, one could model the effect of the academic year, and hence factor it out of other analyses. At least one could if one had the data.....