Stream of poker hand ranks (High Card through Royal Flush) --- extremely skewed: ~50% High Card, ~42% Pair, <0.002% Straight Flush or better
Standard analysis sees: heavy-tailed; right-skewed; few distinct values; aperiodic / broadband. The atlas finds no named structure, but the source is distinctively extreme on Attractor Reconstruction:lyap_sum (-3.5z) — beyond what the standard bank predicts for it.
Attractor Reconstruction:lyap_sum | -3.5z | bank-miss 1.3σ |
Fixed alphabet — only 9 distinct symbols across 16384 samples.








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

/barcode/Poker_Hands.png)
/d_curve/Poker_Hands.png)








/phi_spectrum/Poker_Hands.png)










/default/Poker_Hands.png)
/default/Poker_Hands.png)


| Nearest neighbor | Distance | |
|---|---|---|
| Collatz Gap Lengths | 2.75 | cross-domain |
| Categorical Sensor | 3.65 | |
| Geometric Waiting Times | 4.13 |
G2 Root System › G2 Root System:kurtosis_differential | rank 5/298 | 1.2682 |
Klein Bottle › Klein Bottle:wht_spectral_kurtosis | rank 297/298 | 1.3816 |
Visibility Graph › Visibility Graph:degree_r_squared | rank 3/298 | 0.9630 |
Zipf–Mandelbrot (16-bit) › Zipf–Mandelbrot (16-bit):zipf_alpha | rank 1/298 | 2.7422 |
Zipf–Mandelbrot (8-bit) › Zipf–Mandelbrot (8-bit):zipf_alpha | rank 1/298 | 3.8710 |