WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 273 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
273
Cryptographically hashed
100%
All 273 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
273
CRITICAL

Top 25 by WTI score — with score breakdown

7/10/2026, 5:41:02 PM
det: 73e47abd-0e62-4c4a-927e-f7afaad4c387
sha256: ae3c20bb94a8
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/10/2026, 5:31:01 PM
det: 7215fca9-39cc-4e42-a64a-063b28320adb
sha256: 52ee38c330ca
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/10/2026, 1:57:02 PM
det: ca1d2fa2-4470-4778-85c4-27614b416d3c
sha256: 19e7cb3355f1
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/10/2026, 2:19:02 AM
det: 40b75970-0250-430b-88ff-f43fdb62efd4
sha256: d19dfb66c640
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/10/2026, 1:05:01 AM
det: 2675b78e-ae62-4956-b0c1-034f51191fdd
sha256: f4074aad8b0c
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/10/2026, 12:39:25 AM
det: 809cdf9e-a7eb-435c-a405-1ddd2063a80a
sha256: 002b571f8064
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/10/2026, 12:31:02 AM
det: daa3833a-1a7f-4c3f-99fb-d4565a9a71c7
sha256: 12aebaa4afda
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 11:09:01 PM
det: edbe9ed2-51a5-4e9b-9a61-a073c0e58cbd
sha256: 74a55c8e43ce
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 9:17:02 PM
det: aede0316-5ae6-41e5-9d20-2361ce17bfcc
sha256: b96e12225781
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 8:09:02 PM
det: 78a1d963-18e3-480a-8350-171bbd67510e
sha256: 352461d77cae
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 7:25:02 PM
det: f4e124f7-89b1-4521-a233-5503a1ce1de5
sha256: 417bcf845ccb
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 6:37:02 PM
det: c0ee7ede-3b84-41a3-9356-5d34e03bf1d2
sha256: 2713fdffd477
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 5:51:02 PM
det: 18253ea5-2095-4d95-b2d7-583ff1da6213
sha256: cf3a388e7455
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 4:11:02 PM
det: 5f87c5e1-c018-4f36-82a9-b2e3cb815e50
sha256: a093434c2af0
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 3:59:01 PM
det: 2dcc3519-b26a-4921-939c-9f4b1d352242
sha256: 557261c2d1c6
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 1:43:02 PM
det: 0b73b1bf-b1ce-4070-a095-4284e92ab1b8
sha256: 61792a9cd1d2
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/9/2026, 4:59:02 AM
det: 05eecced-20ac-47ef-aeec-301f76ce659e
sha256: ef3c1897c358
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/8/2026, 11:39:02 PM
det: 011d272b-c83a-4f61-a937-32f5fc68c712
sha256: 1a59603d1f59
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/8/2026, 6:11:01 PM
det: 81b14901-f550-4f82-998a-be25e724ab2b
sha256: 7b6217c74e64
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/8/2026, 5:34:31 PM
det: 88a613b1-b8f5-47e0-a324-589541b485aa
sha256: cf4b2356454c
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/8/2026, 4:11:01 PM
det: 4751cca2-39d6-4f2c-a781-3c7a52d7f9ec
sha256: dc16c7723669
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/8/2026, 3:55:02 AM
det: a8e193dd-b4ba-4125-b4f4-ecf647a57c3b
sha256: 1fe914f7aca3
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/8/2026, 3:41:01 AM
det: fb30e7b3-b333-414c-913a-3cdcf9db4c1c
sha256: f637ed6abe88
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/8/2026, 12:49:01 AM
det: e2ba6f16-8ca1-477d-818b-6cf2b06511d9
sha256: 519f67c53e78
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/7/2026, 10:01:01 PM
det: 15daaf8d-b16f-4b20-8da8-c2c9e1d50fbd
sha256: 5743f0f975fe
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.