IID draws from Zipf/power-law distribution --- steep rank-frequency, heavy right tail
Standard analysis sees: aperiodic / broadband; high-complexity (noise-like). The atlas finds no named structure, but the source is distinctively extreme on Continued Fraction:gauss_kuzmin_distance (+2.1z) — beyond what the standard bank predicts for it.
Continued Fraction:gauss_kuzmin_distance | +2.1z | bank-miss 2.1σ |









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

/barcode/Zipf_Distribution.png)
/d_curve/Zipf_Distribution.png)








/phi_spectrum/Zipf_Distribution.png)










/default/Zipf_Distribution.png)
/default/Zipf_Distribution.png)


| Nearest neighbor | Distance | |
|---|---|---|
| Poisson Spacings | 2.40 | cross-origin |
| Geometric Waiting Times | 2.61 | |
| Prime Gaps | 3.08 | cross-origin |
2-adic › 2-adic:valuation_spectral_concentration | rank 304/307 | 0.0466 |
Hölder Regularity › Hölder Regularity:holder_std | rank 5/307 | 1.8494 |
Inflation (Substitution) › Inflation (Substitution):entropy_rate | rank 3/307 | 1.0000 |
Inflation (Substitution) › Inflation (Substitution):complexity_subexponential | rank 303/307 | 0.6382 |
Nonstationarity › Nonstationarity:trajectory_dim | rank 1/307 | 0.8527 |