WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 35,766 scored events · Lens: Fresno

The Threat Index.

Every detection receives a Watchtower Threat Index score and a tier 1–5 classification. Method is open. Source data is public. Highest-scoring events surface here first.

County lens — scores below are filtered to this airspace

Why this matters: LA-basin traffic volume is ~10× Kern's. A single regional ranking buries Kern signals under LA noise. The county lens scores each event against the airspace it actually occurred in.

Method
quiet-math.wti.v1
Scored events
35,766
Cryptographically hashed
100%
All 35,766 records · SHA-256 + Merkle chain
Per-county baselines · last 48h

What "normal" looks like — county by county

Each county learns its own baseline. An aircraft at 800 ft over Kern is anomalous because Kern's normal is high-altitude transit — even if the same altitude would be unremarkable over the LA basin.

CountySamples (48h)Unique aircraftMedian altitude10th %ile altitudeMedian speedNight %
Kern14,7191,17029,000 ft1,775 ft423 kts44.6%
Tulare3,00354612,200 ft1,805 ft256.5 kts37.8%
Kings1,15949731,000 ft3,900 ft423.1 kts39.9%
Fresno3,2411,0399,200 ft1,225 ft197 kts30.7%
San Bernardino6,7351,60912,525 ft2,350 ft296.7 kts29%
Other26,1786,60818,560.4 ft3,761.3 ft290.7 kts28.6%

Baselines refresh on every page load from the last 48 hours of detections. Same math for every county.

How a WTI score is built

Each score is a weighted sum of five public-data components: altitude (vs. CFR floor), temporal pattern (vs. 48-hour baseline), convergence (multi-aircraft proximity), shell-network linkage (public corporate filings), and repeat frequency. The weights below ship with every row — no hidden parameters.

altitude ×35%temporal ×20%convergence ×12%shell ×18%repeat ×15%

Purpose

Purpose

The Watchtower Threat Index (WTI) ranks flight events by statistical abnormality and regulatory risk — not intent.

WTI is a signal for journalists, attorneys, and regulators. A high score means a detection deviates sharply from the 48-hour baseline and/or implicates a public regulation. It is not, and never will be, an accusation against any individual.

Component glossary — plain language

Altitude
Deviation from the FAA minimum safe altitude (14 CFR § 91.119) at the observed location.
Temporal
How unusual the timing is compared to the rolling 48-hour baseline for the same airspace.
Convergence
Proximity to other aircraft in space and time — multi-aircraft clustering and synchronized passes.
Shell
Corporate opacity score from public FAA registry + state filings (shell-network linkage).
Repeat
Frequency of similar events by the same aircraft within the observation window.

Why these weights?

  • Altitude (35%) — highest regulatory risk; tied directly to 14 CFR § 91.119 minimum safe altitudes.
  • Repeat (25%) — strongest indicator of intentional pattern vs. one-off anomaly.
  • Temporal (20%) — deviation from the 48-hour baseline; isolates events that break a stable norm.
  • Convergence (12%) — multi-aircraft clustering; rules out coincidence when two aircraft synchronize.
  • Shell (8%) — public-record opacity weighting; lowest because it is a context signal, not a flight behavior.

Weights ship with every row under components.weights — fully reproducible.

How to reproduce a score

Worked example — WTI = Σ(component × weight)

altitude     100  × 0.35 = 35.00
temporal     100  × 0.20 = 20.00
convergence   26  × 0.12 =  3.12
shell        100  × 0.08 =  8.00
repeat       100  × 0.25 = 25.00
                           ──────
WTI                       = 91.12

Every row carries the method version so a third party can reproduce the score even if the method later evolves.

Tier meaning

TierMeaningRecommended action
T4Critical statistical abnormalityFlag for legal / regulatory review
T3High abnormalityFlag for analyst review
T2ElevatedMonitor
T1ModerateNo action — context only
T0LowBaseline

Why convergence matters

Convergence captures the pattern that two or more aircraft in the same airspace band, at the same time, on coordinated tracks, is not coincidence — it is operational coordination. The metric weighs four factors:

  • Multi-aircraft spatial proximity within a defined radius.
  • Synchronized timing windows (entries and exits inside a few minutes).
  • Shared altitude bands suggesting deconfliction between operators.
  • Track clustering — parallel or orbital patterns over the same ground point.
Note on identical scores

Many top-ranked events share the exact same WTI (for example, multiple rows at 91.12). This is expected: when aircraft share the same altitude deviation, timing band, and repeat pattern, the weighted sum collapses to the same value. Identical scores are a feature of the method, not a bug — they make repeat behavior visible at a glance.

What WTI is NOT
  • Not a claim of criminal intent.
  • Not a claim of surveillance intent against any individual.
  • Not a claim of wrongdoing by any pilot, operator, or agency.
  • Not a prediction of future behavior.

WTI is a statistical abnormality score computed from public ADS-B and FAA registry data. It is a signal for review by humans with legal authority — nothing more.

Distribution by tier

Tier 4
35,758
CRITICAL
Tier 3
8
HIGH

Top 25 by WTI score — with score breakdown

Score composition · mean across top 25

Which components are driving the top of the index right now. Each bar is the average value (0–100) of that component across the highest-scoring events. Weights ship with every row so any third party can reproduce.

altitude0
temporal0
convergence0
shell0
repeat0
10/3/2026, 9:46:50 PM
det: d9a0afd7-498b-4711-b1be-8b33569df5c0
sha256: e813e358f80c…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 3:21:33 PM
det: b1e52e82-b2e6-4a2d-89b0-3f283156499a
sha256: 5cf51c96f70a…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
10/2/2026, 8:37:02 PM
det: cf9aaf57-a0c8-475f-b28b-c59a22f164e1
sha256: 82f91da25910…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 3:19:02 PM
det: 76c065fc-7072-4935-8523-80358847f4d2
sha256: ec86889704e3…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 1:19:22 PM
det: 4dbd3713-0172-4a75-95d2-efe594a98c90
sha256: 1b26d9e92731…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
10/2/2026, 2:16:17 AM
det: e9456d05-741d-4693-81c0-8c316421c16d
sha256: 3d19905e7ae1…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
8/16/2026, 7:48:03 PM
det: b3d8a2ea-e650-43a1-8c41-a23a20dfef6a
sha256: 84b52826add9…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 4:27:12 PM
det: 7eb5e7cd-35a2-4c02-9e58-b8eea4963b22
sha256: 88b6398f7c00…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
8/14/2026, 7:50:02 PM
det: ceff8b65-3d48-470e-9324-a2f3b1519bb9
sha256: f53807046330…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
8/14/2026, 3:24:03 PM
det: 3f0909e5-f6cb-430b-892d-b9cdbf7419b0
sha256: 938b15502d51…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
8/13/2026, 8:32:03 PM
det: 05c05e72-dd64-4cd1-a6e5-f44f0b516aeb
sha256: 747a3ae06d55…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
8/7/2026, 10:16:27 PM
det: a6ea149b-1c0d-4090-ac69-c7bca961e6ca
sha256: 3ce319bfd7c7…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/15/2026, 4:12:02 AM
det: a0e2cb45-3e7f-443e-b67e-f119f88d7293
sha256: ee85e46a81e1…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/14/2026, 5:09:09 PM
det: 7781ee90-b5a0-405a-be56-c9e67e1438e9
sha256: 7de46b5eb36a…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/13/2026, 8:31:14 PM
det: c34e1959-a2f0-4d83-9086-de25532fbea0
sha256: b8ba5c92a881…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/11/2026, 10:16:01 PM
det: 521e5dfc-df87-4011-9bc2-49f4162556db
sha256: a8cbfc9ef0bf…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/11/2026, 8:08:02 PM
det: 4ed82308-7afe-4c14-94a5-5ec21ad96321
sha256: 3fa105c0fd23…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/11/2026, 7:32:01 PM
det: 3bc56663-4c45-45ee-9d9e-5e610f08d4cb
sha256: 749d0681df91…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/11/2026, 12:23:21 AM
det: 0ce834ef-0539-4ca0-8dce-ad1d3be491a1
sha256: 10ba5128c8ef…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/11/2026, 12:23:21 AM
det: 491b97ae-861a-47bc-b87e-f209f54f22dc
sha256: 6caa0dc1b372…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/10/2026, 3:16:02 PM
det: 282722b1-cbed-4d9b-8e1e-ff9bfb51ad14
sha256: 48177a2553f1…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/9/2026, 5:08:02 PM
det: fcaa653e-6d75-43e8-aa7c-50148ed29d2d
sha256: c99f9a37bdf1…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/9/2026, 4:22:41 PM
det: c9888e6b-486c-402b-be7f-3bf26d19080a
sha256: 6956bffae304…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/9/2026, 1:54:02 PM
det: 53ca3aa9-4c91-46db-8206-6ddb7edd7a73
sha256: 119548fa7ff0…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—
7/9/2026, 3:37:00 AM
det: bfeeefc1-444c-4a4c-b91f-73bde788028f
sha256: 5ec2fbeef58b…
T4 · CRITICALWTI 100.00FRESNO
altitude—
temporal—
convergence—
shell—
repeat—

Source: anomaly_events (quiet-math). WTI = anomaly_score × 100; tier bands 25 / 50 / 75. Every row carries the method version so a third party can reproduce the score.