Numerical derivative ?'(x) of Minkowski's question-mark function, sampled on a uniform grid in a random sub-window of (0,1). ?(x) is continuous, strictly increasing, and singular (derivative zero almost everywhere): its derivative is a Cantor-like measure concentrated on rationals. Emitting d?/dx via finite differences exposes that structure as a heavy-tailed signal --- mostly tiny values where ?(x) is flat, with sharp bursts where ?(x) jumps at rational breakpoints. Bijects quadratic irrationals with rationals via the continued-fraction expansion ?(x) = 2 * sum_{k>=1} (-1)^(k+1) / 2^(a_1 + ... + a_k) where [a_0; a_1, a_2, ...] is the continued fraction of x. Different pathology from Cantor's Devil's Staircase --- singularity rooted in continued-fraction arithmetic rather than ternary-Cantor geometry. Raw ?(x) emission was retired 2026-05-18: monotone-increasing values collapsed to a near-linear ramp under [0,1] normalization, becoming pixel-identical to Primes / Partition Function in every rank-based geometry.
Standard analysis sees: heavy-tailed; right-skewed; multifractal; low-dimensional; nonstationary / drifting. The atlas additionally detects Attractor Reconstruction:lyap_entropy. It sits beside Wind Speed in the atlas (standard-bank rank 32) — a neighbor conventional features miss.









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| Nearest neighbor | Distance | |
|---|---|---|
| Multiplicative Cascade | 3.24 | cross-origin |
| Geomagnetic ap Index | 4.14 | cross-origin |
| Accel Stairs | 4.15 | cross-origin |
Catch24 › Catch24:SC_FluctAnal_2_dfa_50_1_2_logi_prop_r1 | rank 5/307 | 0.7940 |