WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 467,938 scored events · Lens: Other (LA basin etc.)

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
467,938
Cryptographically hashed
100%
All 467,938 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 %
Kern14,7071,17029,000 ft1,775 ft423 kts44.5%
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%
Other26,1736,60718,560.4 ft3,760.4 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
467,873
CRITICAL
Tier 3
56
HIGH
Tier 2
3
MEDIUM
Tier 1
6
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
10/8/2026, 10:20:43 PM
det: 3df49235-a9e9-4a39-afc9-886eb9faea7a
sha256: eab618e2a924…
T4 · CRITICALWTI 100.00VENTURA
altitude—
temporal—
convergence—
shell—
repeat—
10/6/2026, 5:02:55 AM
det: f1b31711-b66c-4100-a361-7819833c366d
sha256: 3443c6adf009…
T4 · CRITICALWTI 100.00VENTURA
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 7:05:38 PM
det: 8e3f77d4-07a4-4dd3-9c46-0936ccf7582a
sha256: 2e13c1c1c57a…
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 4:40:06 PM
det: 12fb11b0-b9c7-4d51-9d38-dfcd3d8e739e
sha256: eae164acbcb3…
T4 · CRITICALWTI 100.00VENTURA
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 4:15:59 PM
det: 9de97948-6808-476f-a5a4-4e3a8ca86777
sha256: db5bea3d91a2…
T4 · CRITICALWTI 100.00OTHER
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 6:06:32 AM
det: 741cfade-6970-416c-b878-908e44ca2897
sha256: 9f3acb8b62a9…
T4 · CRITICALWTI 100.00SAN LUIS OBISPO
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 3:33:50 AM
det: 7d186666-a117-40de-8a35-4d1c5c367f60
sha256: 6f5887ff7747…
T4 · CRITICALWTI 100.00VENTURA
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 3:25:47 AM
det: 8ad49d31-4555-4416-904a-e40a00859f5d
sha256: c02257a4c033…
T4 · CRITICALWTI 100.00SAN LUIS OBISPO
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 2:21:27 AM
det: 74409079-1182-45ef-ad08-61d16693d01e
sha256: 3f7291f83363…
T4 · CRITICALWTI 100.00LOS ANGELES
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 1:57:12 AM
det: 8de03b16-b636-42e8-a428-69795c8d1f8a
sha256: af599d9ff985…
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 1:32:54 AM
det: f8b095de-1447-4dfa-ad0d-b8c2ac86fbf8
sha256: cb03f8779ede…
T4 · CRITICALWTI 100.00INYO
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 12:04:07 AM
det: f5d6991d-3d0c-444f-bbd6-c527a30895d8
sha256: 1945bc8c7469…
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 9:38:41 PM
det: fd23207c-ddc1-4bbb-8f09-8230ed8f3425
sha256: c5187c56f2e3…
T4 · CRITICALWTI 100.00VENTURA
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 9:06:20 PM
det: 48da7750-86e8-44ea-aabe-498781eff79e
sha256: d184984aec9c…
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 9:06:16 PM
det: d8dcaa2a-5a3e-4eae-87a5-2deecda9f121
sha256: 06d9c93cf1da…
T4 · CRITICALWTI 100.00SAN LUIS OBISPO
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 5:49:13 PM
det: 0ac7c7ef-3fe1-4319-acc3-f0d3a5c4411b
sha256: 2ffc9431a20a…
T4 · CRITICALWTI 100.00LOS ANGELES
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 5:16:22 PM
det: 41a96088-554f-4cba-8554-197b8a0b5d4c
sha256: 43c938c216db…
T4 · CRITICALWTI 100.00OTHER
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 5:08:12 PM
det: ae62c6c7-7f3d-46c7-a776-07a53d0fac44
sha256: b3e6c07df4fc…
T4 · CRITICALWTI 100.00SAN LUIS OBISPO
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 3:45:59 PM
det: 02fbb23c-f4bd-4376-8c72-61373988a141
sha256: c883a3d0f690…
T4 · CRITICALWTI 100.00LOS ANGELES
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 3:13:26 PM
det: a065aada-05c1-4185-8b1c-2e8b1aa60076
sha256: 846fa4049197…
T4 · CRITICALWTI 100.00LOS ANGELES
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 3:05:19 PM
det: d47aea27-13cd-487b-bdcd-fb5ce2392af4
sha256: 0f42e5d4c341…
T4 · CRITICALWTI 100.00OTHER
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 2:49:10 PM
det: ff96669e-67c2-4228-adaa-20faebf20443
sha256: f82c6c0c9b9e…
T4 · CRITICALWTI 100.00MARIPOSA
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 1:52:48 PM
det: 7e1bb7b9-0547-467b-a68a-a93d86cc9e32
sha256: 464d2cff7a38…
T4 · CRITICALWTI 100.00MERCED
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 9:12:21 AM
det: f82f0bc0-126c-4c47-9916-7b4b6d646e04
sha256: 3ebf1fc6947e…
T4 · CRITICALWTI 100.00LOS ANGELES
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 6:47:32 AM
det: 2d7af543-83fe-492e-b196-4222e6a1045f
sha256: 979ef8233ca5…
T4 · CRITICALWTI 100.00SANTA BARBARA
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.