RANDU

algorithmic-bytes · 37 views
algorithmic-byteshigh-entropy

What It Is

IBM's infamous RANDU (1968) --- the worst widely-deployed RNG in history. Points fall on just 15 parallel planes in 3D. Multiplier 65539 = 2¹⁶+3

Interpretation

Standard analysis sees: rich, high-entropy values; aperiodic / broadband; high-complexity (noise-like); monofractal; high-dimensional / space-filling. The atlas detects no named structure beyond this. It sits beside Wichmann-Hill in the atlas (standard-bank rank 22) — a neighbor conventional features miss.

What standard analysis sees
tail heaviness0.27
asymmetry0.52
occupancy0.93
short-range corr0.27
long-range memory0.38
spectral colour0.78
periodicity0.07
complexity0.97
time-irreversibility0.70
volatility clustering0.31
multifractality0.15
dimensionality0.97
nonstationarity0.19
What the atlas adds

Nothing beyond the standard reading — this source’s structure is already captured by standard features; the atlas adds no named residual.

Composition

dtypefloat64
range[2.283e-05, 0.9998]
unique values16384 / 16384
mean ± std0.499 ± 0.287

Render Gallery

Atlas Position

Nearest neighborDistance
XorShift321.67
ChaCha201.68
Wichmann-Hill1.96

Open in Atlas →

Which Geometries Light Up

Catch24 › Catch24:SB_MotifThree_quantile_hhrank 5/3062.1971
Modular Residue › Modular Residue:equidistribution_deviationrank 304/3060.0022
Mostow Rigidity › Mostow Rigidity:volume_sum_jitter_stabilityrank 3/3060.9676
Predictability › Predictability:cond_entropy_k1rank 5/3062.9976
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