WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 111 scored events · Lens: Kings

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
111
Cryptographically hashed
100%
All 111 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 %
Kern9,5561,80612,662.5 ft1,900 ft223.2 kts34.6%
Tulare2,72684814,112.5 ft2,062.5 ft253.8 kts35.9%
Kings1,43475529,000 ft3,207.5 ft395.1 kts40.4%
Fresno4,7661,54712,500 ft1,125 ft255.8 kts37.2%
San Bernardino10,5512,58611,725 ft2,100 ft289.5 kts35.6%
Other40,34210,13816,514.6 ft3,398.3 ft264.6 kts37.8%

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
111
CRITICAL

Top 25 by WTI score — with score breakdown

7/10/2026, 3:51:03 PM
det: d8f7e837-ed9f-4384-9e92-522eb924a8e5
sha256: a5315cb6b422
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/10/2026, 12:19:02 AM
det: 7950b4a4-927c-4740-985d-6405bfeb10f2
sha256: 7476d8f3f956
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/9/2026, 10:47:01 PM
det: 0a8279d2-3a4c-4bd3-ad01-2fb4876c5d37
sha256: 8ff350fa8e86
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/9/2026, 10:23:02 PM
det: fd1db042-8594-49cb-b8da-d8cfe7a34a7d
sha256: 3090c8bffebf
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/9/2026, 9:59:01 PM
det: 8f99b234-d3f9-4b8b-9b5c-36f043ce5974
sha256: dc457b2e52ed
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/9/2026, 6:37:02 PM
det: d61c6476-1b44-47fc-b0c4-25576ac64768
sha256: cda4871d828a
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/9/2026, 5:51:02 PM
det: 8d105441-6041-461d-a824-e78155037c26
sha256: ea8fbd7ad6eb
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/8/2026, 3:55:02 PM
det: 3bceb642-2756-4f89-be7d-acc1d4734cd2
sha256: a035f919a5db
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/7/2026, 7:49:02 PM
det: dddb4f0c-dac0-429a-957c-2a458e3fd70f
sha256: 5ab97cc7b93a
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/7/2026, 4:00:45 AM
det: 3ce5f39e-c76b-41d6-8b65-a752a4cd0df0
sha256: 986e03aa8443
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/7/2026, 1:30:14 AM
det: 1a9e7923-36c6-42d4-80d8-b4b7c9ab8fc0
sha256: a984d43db2bd
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/7/2026, 12:19:42 AM
det: 04a52a31-5e6d-4894-b345-612308504b68
sha256: a185fa20792b
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 10:47:33 PM
det: ce2c5af3-606c-465d-837c-cc1034535d66
sha256: b5b5fe488918
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 10:07:16 PM
det: 74893290-b2c1-436f-af1c-1ea24fa74403
sha256: 9e95c9502036
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 9:37:04 PM
det: fbd5daed-7df4-4cd2-bc5d-6da9e4a05206
sha256: 57403f0da50e
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 9:37:04 PM
det: 82033267-68ce-4384-a5bc-1ddb2943ed47
sha256: 048e442efdbb
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 7:56:16 PM
det: c613255e-eaf6-4ce9-8349-782f52bc58be
sha256: 3a347c0ffcb2
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 7:05:50 PM
det: 5ddf5ea7-2c9e-4927-bd6e-f8820012e85b
sha256: 11d261d3e7f4
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 5:54:21 PM
det: a1d7d145-a633-4325-a846-a8499deb7be6
sha256: 02206e6eee09
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 4:43:42 PM
det: 9ac161eb-ddeb-4f63-96d7-e54fdc229739
sha256: adee98cda567
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 4:13:34 PM
det: 3a700196-756c-4333-8481-c9aac38ccea4
sha256: 488b22911961
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 3:43:27 PM
det: be7319f3-c6ea-4cab-a6b5-08f9cea343dd
sha256: 876b356f2ed9
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 3:23:23 PM
det: 9bb65c98-42b9-49a2-aa78-03a5dce685d8
sha256: 25f8be72e246
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/6/2026, 1:32:25 PM
det: 7d23f54e-da85-4a26-8f16-0d0686e16a2b
sha256: 21f96977bc2d
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/10/2026, 6:24:02 PM
det: 0e30e3e8-c536-4c1a-a60e-2e5bcefc36d3
sha256: de135e5b6b1a
T4 · CRITICALWTI 100.00KINGS
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.