8-bit Gray-code counter with variable step. Low entropy, high structure, complex bit transitions.
Standard analysis sees: rich, high-entropy values; strongly periodic; stationary. The atlas finds no named structure, but the source is distinctively extreme on Penrose (Quasicrystal):phi_tower (-8.9z) — beyond what the standard bank predicts for it. It sits beside De Bruijn Sequence in the atlas (standard-bank rank 65) — a neighbor conventional features miss.
Penrose (Quasicrystal):phi_tower | -8.8z | bank-miss 4.0σ |
Multi-Scale Wasserstein:w_slope | +8.0z | bank-miss 2.0σ |
Fisher Information:velocity_spectral_gini | -4.2z | bank-miss 1.9σ |
Gottwald-Melbourne:k_variance | +3.7z | bank-miss 1.0σ |
Klein Bottle:wht_spectral_kurtosis | +3.6z | bank-miss 1.9σ |
Spirograph:angular_order | +2.6z | bank-miss 1.4σ |
Hölder Regularity:hurst_exponent | -2.4z | bank-miss 6.3σ |
Chladni:nodal_gap_ratio | +2.3z | bank-miss 2.7σ |








_(centered)/signed_log_z/Gray_Code_Counter.png)
_(centered)/xy_path/Gray_Code_Counter.png)

/barcode/Gray_Code_Counter.png)
/d_curve/Gray_Code_Counter.png)








/phi_spectrum/Gray_Code_Counter.png)










/default/Gray_Code_Counter.png)
/default/Gray_Code_Counter.png)


| Nearest neighbor | Distance | |
|---|---|---|
| Triangle Wave | 5.19 | cross-domain |
| Clipped Sine | 5.33 | cross-domain |
| De Bruijn Sequence | 5.43 | cross-domain |
Ammann-Beenker (Octagonal) › Ammann-Beenker (Octagonal):convergent_profile | rank 294/298 | -0.1462 |
Fisher Information › Fisher Information:effective_dimension | rank 1/298 | 16.0000 |
Fisher Information › Fisher Information:log_det_fisher | rank 298/298 | 44.3614 |
Fisher Information › Fisher Information:trace_fisher | rank 298/298 | 256.0000 |
Gottwald-Melbourne › Gottwald-Melbourne:k_variance | rank 3/298 | 0.7746 |
Klein Bottle › Klein Bottle:wht_spectral_kurtosis | rank 4/298 | 8.8286 |
Multi-Scale Wasserstein › Multi-Scale Wasserstein:w_slope | rank 2/298 | 6.3514 |
Penrose (Quasicrystal) › Penrose (Quasicrystal):phi_tower | rank 298/298 | -7.1242 |
Spherical S² › Spherical S²:hemisphere_balance | rank 1/298 | 1.0000 |
Wasserstein › Wasserstein:entropy | rank 2/298 | 5.0000 |
Wasserstein › Wasserstein:concentration | rank 297/298 | 1.0000 |
Wasserstein › Wasserstein:dist_from_uniform | rank 298/298 | 0.0000 |
Zipf–Mandelbrot (16-bit) › Zipf–Mandelbrot (16-bit):gini_coefficient | rank 294/298 | 0.0001 |
Zipf–Mandelbrot (8-bit) › Zipf–Mandelbrot (8-bit):zipf_r_squared | rank 1/298 | 1.0000 |
Zipf–Mandelbrot (8-bit) › Zipf–Mandelbrot (8-bit):gini_coefficient | rank 296/298 | 0.0000 |