Predator-prey oscillations --- conservative nonlinear cycles (a continuum of nested closed orbits about a center, not an isolated limit cycle) with phase-shifted population waves
Standard analysis sees: smooth / autocorrelated; low-complexity (predictable, not noise-like); time-irreversible (slow rise, sharp collapse); volatility-clustering (bursty); low-dimensional. The atlas additionally detects Persistent Homology:max_h1_lifetime, Multi-Scale Wasserstein:w_max_ratio.
Visibility Graph:degree_exponent_gamma | -3.0z | bank-miss 1.2σ |
Hodge–Laplacian:poisson_recovery_error | +2.9z | bank-miss 1.1σ |
Bispectrum:coupling_frequency_centroid | -2.6z | bank-miss 1.8σ |
Visibility Graph:assortativity | +2.2z | bank-miss 1.3σ |









_(centered)/signed_log_z/Lotka-Volterra.png)
_(centered)/xy_path/Lotka-Volterra.png)

/barcode/Lotka-Volterra.png)
/d_curve/Lotka-Volterra.png)








/phi_spectrum/Lotka-Volterra.png)










/default/Lotka-Volterra.png)
/default/Lotka-Volterra.png)


| Nearest neighbor | Distance | |
|---|---|---|
| Rossler Attractor | 3.37 | |
| Damped Pendulum | 3.41 | |
| Sine Wave | 3.54 | cross-origin |
AutoRegressive › AutoRegressive:ar_residual_frac | rank 303/307 | 0.0000 |
Chladni › Chladni:modal_nodal_cascade | rank 304/307 | -0.4789 |
Hodge–Laplacian › Hodge–Laplacian:poisson_recovery_error | rank 1/307 | 5.3673 |
Persistent Homology › Persistent Homology:max_h1_lifetime | rank 5/307 | 0.7349 |
Visibility Graph › Visibility Graph:avg_clustering_coeff | rank 3/307 | 0.8566 |
Visibility Graph › Visibility Graph:assortativity | rank 4/307 | 0.5383 |
Visibility Graph › Visibility Graph:degree_r_squared | rank 303/307 | 0.2995 |
Visibility Graph › Visibility Graph:degree_exponent_gamma | rank 306/307 | 0.2289 |