WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 676 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
676
Cryptographically hashed
100%
All 676 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 %
Kern8,2039929,650 ft2,025 ft149.6 kts36.3%
Tulare2,81446113,425 ft2,100 ft127.6 kts46.2%
Kings1,0844399,575 ft2,200 ft165.9 kts45.5%
Fresno4,0179447,475 ft925 ft160.6 kts41.9%
San Bernardino8,2081,34911,337.5 ft1,750 ft243.3 kts41.2%
Other126,05922,8057,741.6 ft2,340.6 ft155.1 kts47.5%

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
676
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
7/19/2026, 5:16:36 PM
det: 69cb10bd-4a8d-4ba7-ba6c-95547553e366
sha256: 79998e330426
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/13/2026, 8:03:05 PM
det: b5ea8afb-30fe-4858-bc06-0a3f14d56196
sha256: f708bbce0051
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/8/2026, 3:56:03 PM
det: c7893782-e24f-498a-9f7c-c774d993ad7e
sha256: f2d27326f257
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
7/8/2026, 12:58:01 AM
det: 8aa0b608-e5ab-4b41-b5ca-cedc8b838b2d
sha256: cc0abb8eba34
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/10/2026, 12:09:02 AM
det: dc63c99f-c75c-4911-84a4-3438ef59c614
sha256: bf3a63ef869f
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/9/2026, 10:59:01 PM
det: 6f033c59-22ec-49db-b4c8-acf2526ba0fd
sha256: 876b356f2ed9
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/8/2026, 6:45:02 PM
det: 5174b7a5-a1e4-4e09-bbfc-57d945a97a60
sha256: 98da8dfd7643
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/8/2026, 5:09:02 PM
det: bda2ad83-6ef5-44d7-9241-29637caa5762
sha256: 9a4b29211dc7
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/7/2026, 10:43:02 PM
det: 4dd5deb2-95cb-4415-b4ae-b358e5f792c8
sha256: 8c648594078f
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/5/2026, 7:15:45 PM
det: 61b90472-1ec6-4be7-9134-91093f36b289
sha256: c061de6e7056
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/5/2026, 5:05:29 PM
det: c96e04f6-6d18-4e7e-a08c-c38dd9104f4a
sha256: 5aa3aac83661
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/5/2026, 5:05:29 PM
det: a599016e-d731-42bc-a0c2-23d9f2afbb76
sha256: 8525942c507f
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/4/2026, 3:22:48 AM
det: 3cf008cc-0aed-4e50-9614-ad7974bacef8
sha256: 1b13e193ffda
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/3/2026, 5:47:32 PM
det: 8c097537-36a3-4a7a-9b71-c5b7e3df4327
sha256: f67de370dc82
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/3/2026, 3:07:12 PM
det: 2ed02536-0354-4734-bfd0-964dcce61e0c
sha256: 8f822605de19
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/3/2026, 2:57:11 PM
det: eb11572a-0ef3-4eb9-9f3a-b525be8b8fc9
sha256: 09938c551d8e
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/3/2026, 6:42:35 AM
det: e6cf20ad-867a-44e3-8060-0c5e6755a8af
sha256: 028028816821
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/3/2026, 4:32:28 AM
det: cd25cab2-78ca-418e-80a4-23403f354018
sha256: 9e4ceb8b7e82
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/3/2026, 2:22:22 AM
det: fd494a2a-62b4-49c9-96d3-22de06934ad0
sha256: 3bb02b337e04
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/3/2026, 12:22:13 AM
det: 588d1050-641d-4d94-aa87-85ad838c4654
sha256: cbe1ce7426e5
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/3/2026, 12:12:13 AM
det: fca01017-3706-4c67-8f48-a8ba6130a00d
sha256: b9393c54295f
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/2/2026, 10:12:03 PM
det: c680e52a-b3a2-4082-b369-97938e5c0760
sha256: 2d568ee2acc9
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/2/2026, 8:01:54 PM
det: a692c6e0-a7b6-440c-87fc-642c591cb810
sha256: 5f3695de6e01
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/2/2026, 5:51:43 PM
det: d7e17786-dbaa-4d11-8f4e-46fee1af16b0
sha256: de9184d9a03f
T4 · CRITICALWTI 100.00KINGS
altitude
temporal
convergence
shell
repeat
8/2/2026, 3:41:35 PM
det: 1560eac5-dfd2-46b4-9239-d97ae7ebdb69
sha256: 6fff31e3dc85
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.