In the earlier example of our winding underground pipe, we explored a dataset with hidden space-time coordinates. Although we were aware of the presence of a space-time axis, the data labels were either missing or mixed up. However, in another set of problems, a clearly defined physical space axis simply does not exist. An example of this is the Stuart-Landau oscillators, which is an agent-based system of coupled ODEs , expressed as: