Model deskSynthetic data
DevelopingFederal rescheduling: the broader proceeding is stayed. See the order and the next filing date.Official docket
C-suite & regulatorsRead the tiles, the verdicts and the memo. Download it as a decision document.
Quants & investigatorsOpen Inspect the math on any tool for the program, the parameters and the raw telemetry.

Higher-order Fourier analysis · COA forensics

Nevada lab integrity leaderboard

‖f‖⁴U² = 𝔼x,h₁,h₂ Δh₁Δh₂f(x) = Σr |f̂(r)|⁴

Synthetic demonstration data. Six anonymized laboratories with planted behaviors (tier pinning, rounding, upward bias, suppressed microbial failures). A score is a screening signal that tells reporters where to pull COAs. It is never a finding of misconduct.

Labs flagged4/6review or escalate
Peer median THC23.32%median of lab medians
Pooled microbial fail4.8%all synthetic tests
Spectral spikes1above MP edge 1.54
#LaboratoryResultsIntegrityVerdictStrongest signal
01North Las Vegas8206▲ Anomalous — escalate to reportingIPR localization z > 8
02Reno59016▲ Anomalous — escalate to reportingMantissa entropy z > 8
03Pahrump52033◆ Review recommendedPotency inflation z 5.7
04Las Vegas70036◆ Review recommendedMicrobial suppression z 5.2
05Las Vegas76069● Consistent with natural variationTier step z 1.9
06Henderson64093● Consistent with natural variationMantissa entropy z 1.1

Synthetic Lab C · reported total THC, 820 results

  • Reported results
  • Smooth biological expectation
020406010%15%20%25%30%35%25% tier30% tier

Signal z-scores vs null

Gowers U²12.6
IPR localization23.2
Tier step12.9
Mantissa entropy5.8
Potency inflation3.3
Microbial suppression0.6

Rule marks z = 3, the review threshold.

Spectral anomaly radar

λ14.20
λ21.07
λ30.89
λ40.77
λ50.70
λ60.63

Rule marks the Marchenko–Pastur upper edge.

Leading-mode participation: Lab C 91%

Calibration bench

Inject manipulation into the clean control (Synthetic Lab A) and watch the detectors respond. This is how the desk checks the scanner before trusting it.

Quant viewInspect the math & raw telemetry

Construction

Results are binned at 0.25 pt over 10–36% and smoothed with a Gaussian kernel. The residual f = (h − smooth h)/N is the shape left after removing biology.

Each statistic is compared with 40 null labs of the same size, drawn from the lab's own smoothed shape (continuous, unrounded, unpinned). The z-score asks how unusual this shape is for an honest lab of this size.

The composite is the root-sum-square of one-sided z-scores, each capped at 8. Integrity = 100 / (1 + (index/4)²). A lab that reports to one decimal by policy will trip the entropy test, so check reporting precision first.

Synthetic Lab C raw statistics

‖f‖U²
2.941e-3
IPR Σf⁴/(Σf²)²
0.2544
Tier step ratio
6.09
Mantissa entropy
0.9915
Median THC
25.41%
Microbial fail rate
4.4%
Anomaly index
15.38
LabGowers U²IPR localizationTier stepMantissa entropyPotency inflationMicrobial suppressionIndex
Synthetic Lab C12.623.212.95.83.30.615.4
Synthetic Lab D1.52.63.6155.00.5-1.09.3
Synthetic Lab F-0.10.1-1.0-0.25.7-1.15.7
Synthetic Lab E0.1-0.1-1.10.7-0.55.25.3
Synthetic Lab A0.01.71.90.7-0.7-2.52.7
Synthetic Lab B-0.2-0.00.01.1-0.7-1.51.1