WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 17,950 scored events · Lens: San Bernardino

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
17,950
Cryptographically hashed
100%
All 17,950 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
17,932
CRITICAL
Tier 3
18
HIGH

Top 25 by WTI score — with score breakdown

7/10/2026, 5:28:02 PM
det: 43f6c07b-7c81-4b08-a3d7-099c2ab06a29
sha256: 5564f4a5e735
T4 · CRITICALWTI 100.00LOS ANGELES
altitude
temporal
convergence
shell
repeat
7/10/2026, 5:16:02 PM
det: ca778ec1-48c9-45bb-b0a1-9bee5d7f4101
sha256: 095518402dd2
T4 · CRITICALWTI 100.00LOS ANGELES
altitude
temporal
convergence
shell
repeat
7/10/2026, 3:30:21 PM
det: 325d0a1c-4a61-40c4-9ceb-63c324372176
sha256: 946a937aff21
T4 · CRITICALWTI 100.00SAN LUIS OBISPO
altitude
temporal
convergence
shell
repeat
7/9/2026, 11:08:50 PM
det: 325f37f3-11cc-4a64-900d-9e6604ae81ec
sha256: dbb904227909
T4 · CRITICALWTI 100.00LOS ANGELES
altitude
temporal
convergence
shell
repeat
7/9/2026, 8:32:37 PM
det: ffa2109f-b94a-4622-b8b0-0a9cbb3f0c08
sha256: 04f77fc0e71b
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude
temporal
convergence
shell
repeat
7/9/2026, 8:08:41 PM
det: 3834b309-558c-406a-94dc-583c96425b51
sha256: bf2adc6efe55
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude
temporal
convergence
shell
repeat
7/9/2026, 8:06:03 PM
det: 24653dd4-8681-406a-a6b1-81e5a8407cf6
sha256: 3a96feea48b5
T4 · CRITICALWTI 100.00OTHER
altitude
temporal
convergence
shell
repeat
7/9/2026, 7:22:02 PM
det: c7d257ca-b282-4eba-bc23-1584a37829d7
sha256: 695695464494
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude
temporal
convergence
shell
repeat
7/9/2026, 6:58:02 PM
det: 7499c591-d2a8-4f94-bc83-9de1a88d383f
sha256: 8d63fc29791e
T4 · CRITICALWTI 100.00LOS ANGELES
altitude
temporal
convergence
shell
repeat
7/9/2026, 6:46:02 PM
det: 2857690f-aa6e-4bc1-bec3-fd70725beff1
sha256: e1fd42455d5c
T4 · CRITICALWTI 100.00LOS ANGELES
altitude
temporal
convergence
shell
repeat
7/9/2026, 5:50:42 PM
det: aec4cb05-2ab8-4685-83cc-53be7c292e0b
sha256: 97d3c8960c9c
T4 · CRITICALWTI 100.00VENTURA
altitude
temporal
convergence
shell
repeat
7/9/2026, 4:22:41 PM
det: c9888e6b-486c-402b-be7f-3bf26d19080a
sha256: 6956bffae304
T4 · CRITICALWTI 100.00INYO
altitude
temporal
convergence
shell
repeat
7/9/2026, 3:10:02 AM
det: 72b998cf-8ed7-4967-8df2-77187309333b
sha256: 343e547412b6
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude
temporal
convergence
shell
repeat
7/9/2026, 1:58:01 AM
det: 5992ce22-b63a-47e1-a10a-f781f24a7598
sha256: 609567c19140
T4 · CRITICALWTI 100.00VENTURA
altitude
temporal
convergence
shell
repeat
7/8/2026, 10:28:02 PM
det: da4e7299-227b-4392-b488-a944762e83bc
sha256: 827969ec16ed
T4 · CRITICALWTI 100.00LOS ANGELES
altitude
temporal
convergence
shell
repeat
7/8/2026, 10:28:02 PM
det: 5e1288d5-8c8f-4628-b218-490a2fe8dda8
sha256: 78cb7b71a3e5
T4 · CRITICALWTI 100.00LOS ANGELES
altitude
temporal
convergence
shell
repeat
7/8/2026, 9:40:02 PM
det: a0581017-2e14-4b9e-b083-577e67a8f60b
sha256: 34a7a7cdf56f
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude
temporal
convergence
shell
repeat
7/8/2026, 9:28:03 PM
det: e1b5d883-a711-4dfb-abc8-2f58f6928f40
sha256: 3e4c44afb2c9
T4 · CRITICALWTI 100.00LOS ANGELES
altitude
temporal
convergence
shell
repeat
7/8/2026, 9:28:03 PM
det: 040b8032-562c-41cf-a324-9932da6eee38
sha256: 2eaa0d914a74
T4 · CRITICALWTI 100.00VENTURA
altitude
temporal
convergence
shell
repeat
7/8/2026, 9:18:31 PM
det: dd86d419-6a0f-4ada-ba82-4a9f4fa62128
sha256: 2b268384ab9f
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude
temporal
convergence
shell
repeat
7/8/2026, 9:16:02 PM
det: 480a3e90-d609-49dd-8630-f6107283d787
sha256: 1f4a39b3df18
T4 · CRITICALWTI 100.00SAN LUIS OBISPO
altitude
temporal
convergence
shell
repeat
7/8/2026, 8:42:03 PM
det: 6bb4e248-c571-4a11-aefc-5e5487b00b2d
sha256: 849d7f1e3aa4
T4 · CRITICALWTI 100.00VENTURA
altitude
temporal
convergence
shell
repeat
7/8/2026, 8:30:03 PM
det: 0f25304d-8457-4270-b3a7-bcf029d993f4
sha256: 4c405c663780
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude
temporal
convergence
shell
repeat
7/8/2026, 8:08:50 PM
det: 7c419665-078f-4f5f-abe5-175b67be6aa2
sha256: df7af293cb01
T4 · CRITICALWTI 100.00SANTA BARBARA
altitude
temporal
convergence
shell
repeat
7/8/2026, 7:54:03 PM
det: 9496be9a-2174-4ac1-857a-9402554c94e0
sha256: d43dda71bcf9
T4 · CRITICALWTI 100.00LOS ANGELES
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.