WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 102,778 scored events · Lens: Kern

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
102,778
Cryptographically hashed
100%
All 102,778 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
102,768
CRITICAL
Tier 3
7
HIGH
Tier 2
1
MEDIUM
Tier 1
2
LOW

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
10/6/2026, 6:31:49 AM
det: 5dcca2bf-14d6-44ce-98a6-9b2428bce040
sha256: 65aee2334d02…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/6/2026, 6:31:48 AM
det: d1dc9acb-d64e-45c7-b93b-9ce7413be01d
sha256: 0598ecc1a42c…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/6/2026, 5:39:58 AM
det: f6bcbbf1-e762-4bbc-b732-561d0f874aa8
sha256: 61c6320be205…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/6/2026, 5:17:25 AM
det: 09b0641f-a53f-4238-8041-36b244731869
sha256: 1600efec0f56…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/6/2026, 5:04:52 AM
det: 790dfae6-b769-49f4-a57a-e72333c227af
sha256: 2b8996e35e72…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/6/2026, 5:00:57 AM
det: f18ebf96-0f70-4dd2-9ee9-ff32268d6593
sha256: b61391f58dfb…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 6:46:47 AM
det: 8e47f761-e79d-41f5-aab6-01752253d03b
sha256: 602d1776789d…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 6:38:44 AM
det: b5e64c4f-e359-4a92-bc6e-f678a2eb1792
sha256: 474d5335531e…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 6:22:38 AM
det: 70f3dec6-e12e-4b18-9ed6-ba3d268b8143
sha256: 1028d5dd11e0…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 5:34:24 AM
det: 7884ee0f-2782-4cf5-8c9f-dab0a03d9a62
sha256: 30edcbfaa234…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 5:26:21 AM
det: 2c2cafc7-a63a-4e1a-9f9c-13e035791d65
sha256: 338b5981433b…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 4:46:11 AM
det: ec9fc78d-a82f-48d2-9848-df0f6c470c06
sha256: eabada714a5e…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 4:38:08 AM
det: d9d40720-6454-4c20-8c28-f2f1432740bc
sha256: 20a2d8b3eec1…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 4:14:01 AM
det: 8138eb73-ad80-47cf-8524-02626b0ea920
sha256: f06ed6a3ae74…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 2:37:31 AM
det: e103997b-9a5e-4c45-afad-161b05b346f7
sha256: 0f1017e9e48f…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 1:32:54 AM
det: 40d2045e-f0d8-4a67-a06a-50786673bd2e
sha256: c5eabe9c35c1…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 1:16:44 AM
det: f78e8e53-7abd-4cf1-b25c-4d91d41c44d2
sha256: 01b710ade5ab…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 1:08:39 AM
det: c81fa637-0f92-4239-9db3-72cfcb13328b
sha256: 85c41aabe1a2…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 1:08:39 AM
det: 28bdd3d8-7caf-45fa-9f9d-b12323fff4f6
sha256: a1d0df84c56c…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 12:36:21 AM
det: 3406780f-735e-492f-9b12-bbdb991ba8db
sha256: 40e7bfa221d5…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 10:10:58 PM
det: b487b8ef-bee9-4d5f-b7ff-1583453fb69d
sha256: 5e3086345f06…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 9:22:31 PM
det: 9bb62e68-df76-4eec-a1e6-a3ecba39dd71
sha256: ba3eee4a09ad…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 9:14:22 PM
det: 8c574c53-7fba-4074-b244-02c7642bf011
sha256: e59791af881c…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 8:25:13 PM
det: 2efb10ac-c962-487d-ac3c-255b1ce57913
sha256: 23177e03c0ee…
T4 · CRITICALWTI 100.00KERN
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 7:27:55 PM
det: 10e0909f-8268-40bf-9d21-8c3d010a6854
sha256: 2f7f9570978e…
T4 · CRITICALWTI 100.00KERN
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.