1D observable from dense quasiperiodic orbit on T^4 (frequencies sqrt 2,3,5,7). Ground-truth intrinsic dimension d=4 --- past typical GP correlation-dim horizon.
Standard analysis sees: strongly periodic. The atlas additionally detects multi-frequency phase coupling.
Isochronicity:frequency_shear | +2.6z | bank-miss 1.2σ |
AutoRegressive:ar_coef_8 | +2.2z | bank-miss 2.7σ |
Symplectic:phase_volume_explored | +2.1z | bank-miss 1.2σ |








_(centered)/signed_log_z/4-Torus_Quasiperiodic.png)
_(centered)/xy_path/4-Torus_Quasiperiodic.png)

/barcode/4-Torus_Quasiperiodic.png)
/d_curve/4-Torus_Quasiperiodic.png)








/phi_spectrum/4-Torus_Quasiperiodic.png)










/default/4-Torus_Quasiperiodic.png)
/default/4-Torus_Quasiperiodic.png)


| Nearest neighbor | Distance | |
|---|---|---|
| 3-Torus Quasiperiodic | 1.19 | |
| 5-Torus Quasiperiodic | 1.20 | |
| Ruelle-Takens Cascade | 2.60 |
AutoRegressive › AutoRegressive:ar_coef_1 | rank 4/298 | 2.5265 |
Bispectrum › Bispectrum:off_diagonal_ratio | rank 3/298 | 0.9639 |
Bispectrum › Bispectrum:bicoherence_concentration | rank 5/298 | 0.9684 |
Chladni › Chladni:modal_nodal_cascade | rank 294/298 | -0.4284 |
Fractal (Mandelbrot) › Fractal (Mandelbrot):escape_time_variance | rank 5/298 | 910.3091 |
Isochronicity › Isochronicity:frequency_shear | rank 4/298 | 0.8560 |
Septagonal (Danzer) › Septagonal (Danzer):z_conjugate | rank 1/298 | 0.7680 |
Septagonal (Danzer) › Septagonal (Danzer):cubic_coherence | rank 4/298 | 0.2261 |
Symplectic › Symplectic:phase_volume_explored | rank 5/298 | 0.8116 |