glibc LCG

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binary

What It Is

The C standard library LCG --- used by glibc rand() for decades. Low bits cycle with short period, high bits have lattice structure in dimensions >5

Interpretation

Standard analysis sees: rich, high-entropy values; aperiodic / broadband; high-complexity (noise-like); high-dimensional / space-filling. The atlas finds no named structure, but the source is distinctively extreme on Zipf–Mandelbrot (8-bit):zipf_r_squared (-2.8z) — beyond what the standard bank predicts for it.

What standard analysis sees
tail heaviness0.30
asymmetry0.49
occupancy0.93
short-range corr0.27
long-range memory0.37
spectral colour0.71
periodicity0.05
complexity1.00
time-irreversibility0.60
volatility clustering0.29
multifractality0.20
dimensionality0.95
nonstationarity0.20
What the atlas adds
Atlas-extreme metrics the standard bank can’t predict for this source
Zipf–Mandelbrot (8-bit):zipf_r_squared-2.9zbank-miss 1.7σ

Composition

dtypefloat64
range[4.763e-05, 1]
unique values16384 / 16384
mean ± std0.504 ± 0.288

Render Gallery

Atlas Position

Nearest neighborDistance
White Noise1.32cross-domain
XorShift321.48
RANDU1.49

Open in Atlas →

Which Geometries Light Up

Higher-Order StatisticsHigher-Order Statistics:perm_entropyrank 3/2980.9993
Mostow RigidityMostow Rigidity:volume_entropyrank 4/2984.5000
Ordinal PartitionOrdinal Partition:statistical_complexityrank 296/2980.0003
in exotic
alphabetical
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