Random draws from 6 to 12 non-uniform categories. Peaked, unpredictable, low entropy.
Standard analysis sees: left-skewed; few distinct values; aperiodic / broadband. The atlas finds no named structure, but the source is distinctively extreme on Zipf–Mandelbrot (16-bit):zipf_alpha (+3.1z) — beyond what the standard bank predicts for it. It sits beside Markov Chain (10-state) in the atlas (standard-bank rank 40) — a neighbor conventional features miss.
Zipf–Mandelbrot (16-bit):zipf_alpha | +3.1z | bank-miss 2.2σ |
Zipf–Mandelbrot (8-bit):zipf_alpha | +2.6z | bank-miss 2.2σ |
Fixed alphabet — only 8 distinct symbols across 16384 samples.









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/default/Categorical_Sensor.png)
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| Nearest neighbor | Distance | |
|---|---|---|
| Poker Hands | 3.45 | |
| Markov Chain (10-state) | 3.51 | |
| Sandpile | 3.70 | cross-origin |
Zipf–Mandelbrot (16-bit) › Zipf–Mandelbrot (16-bit):zipf_alpha | rank 5/306 | 2.3562 |
Zipf–Mandelbrot (8-bit) › Zipf–Mandelbrot (8-bit):zipf_alpha | rank 5/306 | 3.1660 |