Example of a surprising pH trend

This is pretty neat! My pH calues are going up and down smoothly!

My data has this interesting thing going on with pH!


Sometimes everything you're doing seems to be right, and you notice what seems to be a really neat trend to your data! As a contributor to the scientific body of knowledge it is important to look at your data and keep checking to see if you are being accurate. In this graph from a GLOBE school in Japan, we see what looks like a consistant and smooth trend of pH. It seems to follow the temperature to a remarkable degree, and even seems to be within a more or less acceptable range.

The data look good! Why the concern?

The data look good because there don't appear to be any major jumps in the measurements, the data are consistently being entered, and the temperature measurements show a smooth and predictable trend. However look at the next couple of observations...


What might be going on in this case?