Compression Lab

Can the sequence be said too simply?

Repeated motifs require fewer dictionary phrases. Three declared encodings ask the question from different angles, while shuffled draw order preserves the draws themselves.

LZ78 phrase complexity

Cash Pop Late Night1/15 era · since Apr 2022600 draws

Whole-lab p: 1.000
Encodings: 3
Relabellings: 199

quantised whole-draw ranks258 · pᵃ 1.000

successive overlaps61 · pᵃ 1.000

within-draw spacings442 · pᵃ 1.000

LZ78 order-permutation testlz78-permutation-v1seed 20260827one-sided compression; Bonferroni across three encodings

Fewer observed phrases than shuffled histories means more repeated temporal structure.

The maths, in plain language

Description length as a test statistic

LZ78 reads symbols left to right and adds each first-seen phrase to a dictionary. Repeated structure tends to create fewer new phrases. The laboratory encodes chronology as quantised whole-draw ranks, consecutive-draw overlaps, and within-draw spacings.

The null shuffles complete draws, then rebuilds every encoding. For phrase count $L$ , the one-sided Monte Carlo value is

$p=\frac{1+\#\{L_{\mathrm{shuffle}}\le L_{\mathrm{observed}}\}}{R+1}.$

The story behind it

Random does not mean patternless

Short random streams repeat, alternate, cluster, and occasionally compress well. That is why “this looks designed” is not a statistic.

Compression turns the intuition into a reproducible number and compares it with histories containing the same draws in different orders. A small adjusted p-value would justify investigation of chronology; it would not identify a cause or forecast what comes next.