von Mangoldt Lambda(n) = log(p) if n = p^k for some prime p and k >= 1, else 0. Prime-power-supported sparse signal whose cumulative sum is the Chebyshev psi function. By Riemann's explicit formula psi(x) = x - sum_rho x^rho/rho - log(2 pi) - (1/2) log(1 - x^-2), so Lambda encodes the nontrivial zeros of zeta directly via psi --- the closest one gets to the zeta zeros in pure number-theoretic form.
Standard analysis sees: heavy-tailed; right-skewed; few distinct values; low-complexity (predictable, not noise-like); homoskedastic; multifractal; low-dimensional. The atlas additionally detects deterministic chaos.
Ulam Spiral (Square):diagonal_alignment | +4.6z | bank-miss 2.1σ |
Nonstationarity:dynamic_coupling | +4.3z | bank-miss 1.2σ |
Zipf–Mandelbrot (8-bit):hapax_ratio | +3.8z | bank-miss 4.3σ |
Zipf–Mandelbrot (16-bit):zipf_alpha | +3.8z | bank-miss 1.0σ |
Nonstationarity:change_quantiles_high | +3.4z | bank-miss 2.7σ |
Hodge–Laplacian:source_fraction | -3.1z | bank-miss 1.7σ |
Moiré:moire_peak_alpha | +2.8z | bank-miss 1.3σ |
Zipf–Mandelbrot (8-bit):zipf_alpha | +2.8z | bank-miss 2.9σ |








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| Nearest neighbor | Distance | |
|---|---|---|
| Prime Indicator | 3.02 | |
| Neural Net (Pruned 90%) | 4.87 | cross-domain |
| Collatz Parity | 4.93 |
Attractor Reconstruction › Attractor Reconstruction:lyapunov_max | rank 2/298 | 0.5361 |
Higher-Order Statistics › Higher-Order Statistics:skew_mean | rank 4/298 | 2.5552 |
Hyperbolic (Poincaré) › Hyperbolic (Poincaré):curvature_structure | rank 4/298 | 575.5498 |
Level Statistics › Level Statistics:spacing_gue_distance | rank 5/298 | 0.9045 |
Level Statistics › Level Statistics:spacing_poisson_distance | rank 5/298 | 0.9045 |
Moiré › Moiré:moire_peak_alpha | rank 4/298 | 3.4000 |
Nonstationarity › Nonstationarity:dynamic_coupling | rank 2/298 | 9.2547 |
WaveformAsymmetry › WaveformAsymmetry:waveform_asymmetry | rank 5/298 | 0.7950 |
Zariski › Zariski:residual_convexity | rank 4/298 | 14.4276 |
Zipf–Mandelbrot (16-bit) › Zipf–Mandelbrot (16-bit):zipf_alpha | rank 2/298 | 2.5923 |
Zipf–Mandelbrot (8-bit) › Zipf–Mandelbrot (8-bit):hapax_ratio | rank 2/298 | 0.3496 |
Zipf–Mandelbrot (8-bit) › Zipf–Mandelbrot (8-bit):zipf_alpha | rank 4/298 | 3.1801 |