How many holes and connected components survive as you zoom out -- the topological skeleton that persists across scales.
Delay-embeds the signal into 2D, deduplicates the point cloud, then builds a Vietoris-Rips filtration: imagine inflating a ball around every point and tracking when components merge (H0) and when loops form and fill in (H1). Features that persist across a wide range of scales are topologically robust. Features that blink in and out are noise. The distribution of lifetimes, their entropy, and the total persistence mass characterize the signal's topological complexity.
Count of H0 features with lifetime above 0.1. Dice Rolls (34.1) produces the most significant components -- its random jumps create many well-separated clusters that merge at different scales. Intermittent Silence (24.9) and Collatz Stopping Times (20.8) follow. Rössler (1.0) has just one significant component -- its attractor is a single connected blob in the delay embedding.
Total lifetime mass of all H1 (loop) features. Dice Rolls (1.83) dominates, with loops forming at many scales as its scattered point cloud creates ring-like structures during filtration. Collatz Gap Lengths (0.56) and Codon Usage (0.54) have modest loop structure. Logistic Chaos and Tent Map score 0.0 -- their dense, space-filling attractors leave no room for persistent loops.
Lifetime of the single most persistent loop. Rule 30 (0.414), Symbolic Lorenz (0.414), and Morse Code (0.414) share the top score -- their binary-valued signals create specific point-cloud geometries in delay embedding where one dominant loop persists across scales. This metric identifies signals with a single robust circular or toroidal structure.
Total number of H0 features (connected components at birth). Solar Wind IMF and Solar Wind Speed both score 50, meaning their delay embeddings start as 50 isolated clusters before merging. Quantum Walk scores 1.0 -- its encoding produces a nearly connected point cloud from the start.
Shannon entropy of the lifetime distribution. High entropy means the topological features have diverse lifetimes (no single scale dominates). Low entropy means one feature dominates all others. This separates multi-scale signals from those with a single characteristic scale.
| Source | Domain | Value |
|---|---|---|
| Dice Rolls | exotic | 1.8348 |
| Collatz Gap Lengths | number_theory | 0.5561 |
| Codon Usage | bio | 0.5433 |
| ··· | ||
| Logistic Chaos | chaos | 0.0000 |
| Tent Map | chaos | 0.0000 |
| Constant 0xFF | noise | 0.0000 |
| Source | Domain | Value |
|---|---|---|
| Solar Wind IMF | astro | 50.0000 |
| Solar Wind Speed | astro | 50.0000 |
| Sunspot Number | astro | 50.0000 |
| ··· | ||
| Constant 0xFF | noise | 0.0000 |
| Constant 0x00 | noise | 0.0000 |
| Quantum Walk | quantum | 1.0000 |
| Source | Domain | Value |
|---|---|---|
| Rule 30 | exotic | 0.4142 |
| Symbolic Lorenz | exotic | 0.4142 |
| Morse Code | waveform | 0.4142 |
| ··· | ||
| Logistic Chaos | chaos | 0.0000 |
| Tent Map | chaos | 0.0000 |
| Constant 0xFF | noise | 0.0000 |
| Source | Domain | Value |
|---|---|---|
| L-System (Dragon Curve) | exotic | 1.4142 |
| Dice Rolls | exotic | 1.4142 |
| Morse Code | waveform | 1.4142 |
| ··· | ||
| Constant 0xFF | noise | 0.0000 |
| Constant 0x00 | noise | 0.0000 |
| Henon Near-Crisis (a=1.2) | chaos | 0.7518 |
| Source | Domain | Value |
|---|---|---|
| Poker Hands | exotic | 2.5000 |
| Nikkei Returns | financial | 2.2000 |
| NASDAQ Returns | financial | 2.1200 |
| ··· | ||
| Logistic Chaos | chaos | 0.0000 |
| Tent Map | chaos | 0.0000 |
| Prime Gaps | number_theory | 0.0000 |
| Source | Domain | Value |
|---|---|---|
| Dice Rolls | exotic | 34.1333 |
| Intermittent Silence | exotic | 24.8667 |
| Collatz Stopping Times | number_theory | 20.8000 |
| ··· | ||
| Constant 0xFF | noise | 0.0000 |
| Constant 0x00 | noise | 0.0000 |
| Rossler Attractor | chaos | 1.0000 |
| Source | Domain | Value |
|---|---|---|
| Human Proteome | bio | 5.0500 |
| LIGO Hanford | astro | 5.0311 |
| Devil's Staircase | exotic | 5.0282 |
| ··· | ||
| Constant 0xFF | noise | 0.0000 |
| Constant 0x00 | noise | 0.0000 |
| Quantum Walk | quantum | 0.0000 |
| Source | Domain | Value |
|---|---|---|
| Dice Rolls | exotic | 8.0409 |
| Devil's Staircase | exotic | 6.3804 |
| Collatz Stopping Times | number_theory | 5.8080 |
| ··· | ||
| Constant 0xFF | noise | 0.0000 |
| Constant 0x00 | noise | 0.0000 |
| Quantum Walk | quantum | 1.0000 |
Persistent Homology is the atlas's most direct topological detector. The n_significant_features metric uniquely identifies signals with complex multi-component structure -- Dice Rolls, Intermittent Silence, and Collatz Stopping Times form a cluster that no other geometry highlights. The H1 metrics separate signals with genuine loop topology from those that are simply connected, a distinction only available through filtration-based analysis.