WATCHTOWER 2.0 — BASELINE LEARNING
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WTI · quiet-math.wti.v1 · 1,244 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
1,244
Cryptographically hashed
100%
All 1,244 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
1,244
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
8/14/2026, 8:20:03 PM
det: 7cfdc177-d160-492c-8a0e-0021a205e3d8
sha256: 0a0105ed450b
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/14/2026, 4:06:03 PM
det: b9c576b0-b453-4517-a686-2aea641347bd
sha256: 54951dd65455
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/23/2026, 3:28:03 AM
det: 2ba48bea-9aef-4705-8c8d-bdc4ca5a63de
sha256: 84373b80c65d
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
7/7/2026, 7:22:01 PM
det: 1b32b60e-a1a3-4bfa-848b-f9f58ca7e255
sha256: 1f94af2c7010
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/24/2026, 10:12:21 PM
det: a8054f5e-7a72-4387-8f54-8f13db506c63
sha256: 9df8accc0d5c
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/24/2026, 10:12:21 PM
det: 44789f44-8cd9-428d-b164-2ef2f67b87f7
sha256: 437daccc8b4b
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/9/2026, 10:47:02 PM
det: b33373e0-f769-4daa-b139-19ecf18e34e7
sha256: acd69208ce0e
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/9/2026, 10:35:02 PM
det: 189acba8-4e68-463a-bef2-fb11f1fa8dad
sha256: a2e72f9f0984
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/9/2026, 7:21:03 PM
det: 1d55df67-a9c7-4d4c-a288-cb740d5b9b82
sha256: 19f2f25bdc35
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/9/2026, 7:09:02 PM
det: d83c1f78-48f4-4152-8b27-a3c06882476b
sha256: b397c9a8275b
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/9/2026, 6:45:01 PM
det: 37adf462-c44f-43ab-a6db-206cb2f89efb
sha256: 2dafa6f3c9eb
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/9/2026, 1:55:01 PM
det: d2900503-2d1d-448a-bd07-1b83284b8052
sha256: 14f46e5d238e
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/9/2026, 1:43:02 PM
det: 6944fa4f-4ded-4863-9fa5-733b6cee0154
sha256: ad6c4ccc92a4
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/8/2026, 5:33:02 PM
det: a2a98376-9b0a-410d-8250-6d83855599cd
sha256: 686b97e3f5ed
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/8/2026, 3:59:04 PM
det: 4a8d8c37-9870-4d35-99a8-a801f03a0777
sha256: 40578221555c
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/8/2026, 4:33:02 AM
det: ec825aef-7e42-433f-9abd-b522263d34d8
sha256: fe24a7cb0b66
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/7/2026, 11:31:02 PM
det: dda99927-b509-4b53-8935-7ea91d0c0e36
sha256: bc9f93d1b864
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/7/2026, 10:27:01 PM
det: 71b96a59-18cc-4b04-a7a8-ae0e3bdf3cd0
sha256: 3773d5844571
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/7/2026, 9:51:02 PM
det: 10045240-3164-4c6f-87c9-b1113f53ef32
sha256: 4112211a2ffb
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/7/2026, 5:39:31 PM
det: c95e5a1c-0347-4561-b311-e04d4ab18117
sha256: 45649cc14bec
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/7/2026, 3:39:27 PM
det: bde28e12-05bf-438e-8985-d6986a396a1f
sha256: 009694d58baa
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/6/2026, 10:38:57 PM
det: ff03414f-e229-48a8-bbb4-a074dae8c268
sha256: 73e1961c7ce2
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/5/2026, 7:15:45 PM
det: b8225320-233a-420b-b884-067b9ef380f0
sha256: e3ab0a19960e
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/5/2026, 7:15:45 PM
det: 489a5c42-4f7b-4979-afd2-566703c1416f
sha256: 02d380083d90
T4 · CRITICALWTI 100.00TULARE
altitude
temporal
convergence
shell
repeat
8/5/2026, 3:09:02 PM
det: f2d76c9f-7d8d-410b-9a09-b4ea2ba1f5c8
sha256: af3a07dc4f9a
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.