One of my first projects to apply topological data analysis to real world data, this was a collaboration in 2016 with Josh Thompson at Northern Michigan University. We hunted for a minimal working example of how delayed oscillations can result in interesting topological features, and found it in datasets on precipitation and lake water levels around Lake Superior.