The Demonstration is an example of how difficult it is to positively identify unevenly timed, short-period variables in noisy data. In such cases you usually see only noise. However, using different possible periods, if you transform the data to a period that is very close to the correct one, you can see the periodic signal. What originally looked like pure noise is actually random-time sampling of a rapidly varying but periodic series with a modest amount of additional remaining noise. Detecting such periods—finding the 2.2113877 day value and noticing that at that value the signal reveals a periodic base—is a classic example of a computationally difficult problem in astronomical time-series analysis.