When operating independently, each agent, which is denoted by a complex variable W k = ReW k +iImW k , where k ranges from 1 to N and N is the total number of agents, moves periodically with its intrinsic frequency, ω k . However, when connected to every other agent with a specific range of coupling strength K, all agents eventually synchronize (see top left of Figure ). If the oscillators are arranged according to what might be considered intuitive -for example, initial ImW or ReW -the trajectories look scrambled. We demonstrate that a data-driven approach can identify an arrangement where the trajectories appear organized and the phase space is smooth (see bottom row of Figure ). Thus, our framework is valuable