WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 16,622 scored events · Lens: Tulare

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
16,622
Cryptographically hashed
100%
All 16,622 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
16,622
CRITICAL

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, 5:44:20 AM
det: 8ae9d018-31b7-433c-aab0-c80e33b75b73
sha256: 4e9f859aa83f…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 6:22:38 AM
det: a00bff88-5524-4f36-baf6-37fb7b385598
sha256: b5df136db406…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 5:02:16 AM
det: 06e1a04c-e039-4f99-9738-68819c344319
sha256: 4a262a25d29c…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 4:14:01 AM
det: 9755e02b-8ce6-4f64-93ef-53a378111b4a
sha256: 325ccd6a543e…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 4:14:01 AM
det: 52cd9f93-d689-4017-84e0-b4ac659db006
sha256: 4fc41e60cb5f…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 1:24:49 AM
det: 9c008e26-83c3-4113-b538-eee2bfc8520b
sha256: a61fcaf86353…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/4/2026, 12:36:21 AM
det: 13b4056d-1c69-4057-b7a2-f5cde5a93b00
sha256: 16a7463f7a3c…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 10:10:58 PM
det: 635fa5ec-4f7f-4fb9-b504-afea07254324
sha256: 01ffc8be30b0…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 9:22:31 PM
det: 025dd5d0-3514-42cb-ae1a-92cff1ab7549
sha256: 167818e716f2…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 9:06:16 PM
det: 4037c8bb-3073-4786-95f1-cbd11e95b61e
sha256: 04b3c497160d…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 8:00:27 PM
det: 9c61ce62-fc37-4dc4-96b5-6f35ca3a9a05
sha256: ecc10732186c…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 7:36:04 PM
det: 7654ec1b-5ca8-4880-a03a-c8a71c6594b4
sha256: 2f3c8cb7c587…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 5:40:58 PM
det: 8abfb39f-5d8a-452f-ba18-2645eee1b111
sha256: bcf02eb244cf…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 5:16:22 PM
det: 697238d2-faea-432d-a622-00060ef716ea
sha256: 2fd88bf7eda4…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 3:45:56 PM
det: e5ac69e1-dc9c-42fa-b8a8-7dbd138d638e
sha256: 0ce8a4ab08a3…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 3:21:33 PM
det: d2ba8fc4-baf0-47fc-8a07-4def3c814e30
sha256: 0d487e033434…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 3:13:27 PM
det: 9bce6548-6455-49fa-894e-6ebd6c33e10c
sha256: 9688541e70e5…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 2:08:51 PM
det: 8327aea7-e763-438f-a6fd-763579b29b12
sha256: 63db8115b251…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 1:52:47 PM
det: dfef7d2f-d24c-4d0f-a868-52858dfde518
sha256: 46a160130615…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 5:59:07 AM
det: f8738dde-6f07-4a27-9b61-0f40dacf4f48
sha256: 7bdef8412cc3…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 5:51:04 AM
det: 7fd544a9-9cf9-4091-a8b8-3a23b7d11e72
sha256: 1f4dd9298cd3…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 4:54:28 AM
det: 3d3a82c4-e9ab-4a80-86c3-5d99b890622c
sha256: c483b2cd0d55…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 4:38:18 AM
det: 69b05270-3797-45ee-8480-3d54d2c485d3
sha256: 1180d1aeae81…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 4:22:08 AM
det: 99559b24-fa60-4f15-8185-23e0869f3ad2
sha256: 91cd18b03ecc…
T4 · CRITICALWTI 100.00TULARE
altitude—
temporal—
convergence—
shell—
repeat—
10/3/2026, 4:06:02 AM
det: 34a3d7b7-e699-4be8-a36c-2eecae6a2bcb
sha256: 7f697f6a29d4…
T4 · CRITICALWTI 100.00TULARE
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.