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Data Sources

Every layer on the Global Intelligence Platform

What each layer is, where the data comes from, the license and required attribution, how often it refreshes, the current count and freshness, and the known caveats. 51 layers documented.

AviationMaritime & SpaceSurveillanceNatural HazardsThreats & InfraIntelligenceDerived

Aviation

4 layers

Aircraft (Commercial / Private / Jet / Military)

flights
liveAviation

Live commercial, general-aviation, business-jet and military flight positions from Flightradar24 merged with OpenSky /states/all and an ADS-B aggregator fallback (adsb.lol + adsb.fi).

Source
Flightradar24 + OpenSky Network + adsb.lol + opendata.adsb.fi
License
FR24 scraped (rate-limited public web); OpenSky free non-commercial; adsb.lol / adsb.fi keyless community feeds
Attribution
Flight data: Flightradar24, OpenSky Network, adsb.lol, opendata.adsb.fi
Refresh
every 15 s
Live
checking…
Caveats
  • FR24 strips military and many blocked-tail private aircraft — OpenSky merge fills that gap by ICAO hex
  • Coverage is ADS-B receiver dependent: oceans and central Africa thin out
  • Categories (commercial / private / jet / military) are inferred from ICAO type designator + operator prefix, not ground truth

Airspace / TFRs

notams
liveAviation

FAA active Temporary Flight Restrictions — airspace closures for VIP movements, military exercises, missile-test windows, rocket launches, and security events; US + territories only.

Source
FAA TFR GeoServer WFS + tfrapi (tfr.faa.gov)
License
US Federal Government — public domain
Attribution
FAA Temporary Flight Restrictions (tfr.faa.gov)
Refresh
every 15 min
Live
checking…
Caveats
  • US National Airspace System only — no international NOTAMs (the keyed FAA NOTAM API is intentionally not used)
  • Centroids are the polygon centroid; the full polygon is in the payload for area rendering
  • Date span is regex-parsed from the free-text description — occasionally null

Major Airports

airports
staticAviation

World's busiest / most strategic airports — passenger + cargo hubs.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Airports: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated top-traffic set, not a comprehensive census

Military Aircraft

military_air
liveAviation

Every military aircraft currently broadcasting ADS-B worldwide (tankers, ISR, gunships, drones) — unioned across three keyless mil mirrors for maximum coverage.

Source
adsb.lol /v2/mil + opendata.adsb.fi /v2/mil + airplanes.live /v2/mil
License
Keyless community feeds, unlimited
Attribution
Military ADS-B: adsb.lol, opendata.adsb.fi, airplanes.live
Refresh
every 15 s
Live
checking…
Caveats
  • Only aircraft broadcasting ADS-B with the military bit are visible — many sensitive flights run AIS/ADS-B dark
  • Roles (fighter / bomber / tanker / drone / ISR / ...) are inferred from the ICAO type code and may misclassify variants
  • adsb.one is Cloudflare-blocked from residential proxies and is intentionally excluded

Maritime & Space

10 layers

Geopolitical Zones

geo_zones
staticMaritime & Space

Curated overlay polygons — Exclusive Economic Zones (EEZs), sanctions / restricted-shipping zones, and maritime chokepoint corridors — so an analyst can see at a glance which jurisdiction or advisory a vessel falls under.

Source
Marine Regions World EEZ v12 (simplified) + curated sanctions overlays
License
EEZ outlines CC-BY 4.0 (Flanders Marine Institute); sanctions zones curated from public OFAC / UN / EU / UK advisories
Attribution
EEZ outlines: Flanders Marine Institute, Marine Regions (CC-BY 4.0). Sanctions overlays: SIL curated from OFAC, UN, EU, UK shipping advisories.
Refresh
daily (curated, deterministic — sub-ms fetch)
Live
static
Caveats
  • EEZ polygons are SIMPLIFIED outlines (≈10–50 vertices each) — operator context only, NOT legal-boundary data
  • Sanctions zones are policy, not geography; bounding polygons reflect the de-facto restricted-shipping zones in current public advisories
  • Not a substitute for licensed maritime-law GIS data

Major Ports

major_ports
staticMaritime & Space

World's busiest container ports with approx annual throughput (million TEU).

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Ports: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated top-throughput set, not a comprehensive census
  • TEU figures are approximate recent annual totals

Maritime / Naval (AIS)

boats
liveMaritime & Space

Global merchant + fishing + passenger vessel positions, names, types and destinations from a persistent AISStream.io WebSocket, merged with ShipStaticData per MMSI.

Source
AISStream.io (wss://stream.aisstream.io/v0/stream)
License
Free key required (registration); terrestrial AIS network
Attribution
AIS data: AISStream.io
Refresh
snapshot every 30 s (continuous stream)
Live
checking…
Caveats
  • Terrestrial AIS only — mid-ocean vessels out of receiver range are not visible (satellite AIS = paid)
  • AIS carries NO cargo manifest; ship_type (Cargo / Tanker / Passenger / ...) is the best available proxy
  • Cap of 40 000 vessels in memory with 60 min staleness eviction — older fixes are dropped
  • AISStream's leaf TLS certificate has been intermittently expired; collector falls back to scoped-unverified TLS only for this public broadcast

Maritime Warnings (NAVAREA)

nav_warnings
liveMaritime & Space

NGA Maritime Safety Information broadcast warnings — active danger zones, naval exercises, missile and gunnery firings, MODU positions — across NAVAREA IV, XII, and the HYDROPAC/HYDROLANT regions.

Source
NGA MSI broadcast-warn API
License
US Federal Government — public domain
Attribution
NGA Maritime Safety Information (msi.nga.mil)
Refresh
every 1 h
Live
checking…
Caveats
  • Coordinates are regex-extracted from the free-text warning body (degrees-decimalminutes); ~5% are unparseable and dropped
  • Only the first coordinate becomes the point marker; the full coord list is in the `coords` field for area rendering
  • Warnings outside NAVAREA IV / XII / HYDROPAC / HYDROLANT have variable update cadence

Naval Vessels

military_naval
liveMaritime & Space

Warships, coast-guard and patrol vessels filtered out of the global AIS stream by AIS ship-type code 35/55 plus a multi-language naval-name regex (USS / HMS / FGS / RFA / KRI / pennant numbers).

Source
AISStream.io filtered for naval signals
License
Free key required (registration)
Attribution
AIS data: AISStream.io
Refresh
every 5 min (35 s collection window)
Live
checking…
Caveats
  • Many warships run AIS dark — what you see is the subset that chose to broadcast
  • Name-pattern matching can false-positive on civilian vessels carrying naval-like prefixes
  • Coverage inherits all terrestrial-AIS gaps from the boats layer

Observatories

observatories
staticMaritime & Space

Major optical + radio astronomical observatories worldwide.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Observatories: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census

Satellites

satellites
liveMaritime & Space

Live positions of ~8 000 satellites (stations, ISS, Starlink, OneWeb, GPS, weather, geo, Iridium, Globalstar, debris) propagated each cycle from CelesTrak GP element sets via SGP4.

Source
CelesTrak GP JSON
License
Free / public — CelesTrak republishes US Space Force TLE data
Attribution
Orbital elements: CelesTrak (Dr. T.S. Kelso); SGP4 propagation in-process
Refresh
every 10 s (elements cached 30 min; positions re-propagated each cycle)
Live
checking…
Caveats
  • TLEs drift on the order of hours — sub-100m accuracy is not guaranteed for fast LEO objects
  • Capped at 8 000 objects globally; specific mission groups claim slots first, `active` backfills the remainder
  • Requires the `sgp4` Python package server-side; without it the layer ships empty with an error note

Shipyards

shipyards
staticMaritime & Space

Major commercial + naval shipyards worldwide.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Shipyards: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census

Spaceports

spaceports
staticMaritime & Space

Orbital-class spaceports / launch sites worldwide with operator and status.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Spaceports: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated set of orbital-class sites; suborbital-only ranges omitted

Vessel Events (GFW)

vessel_events
liveMaritime & Space

Satellite-AIS-derived vessel events from Global Fishing Watch — encounters (rendezvous at sea), loitering, port visits and fishing activity. The closest free proxy for satellite AIS.

Source
Global Fishing Watch v3 Events API
License
Free non-commercial (free API key required, registration)
Attribution
Vessel events: Global Fishing Watch (CC-BY-NC 4.0 — non-commercial use only)
Refresh
every 15 min (when GFW_API_KEY set; ships dark otherwise)
Live
checking…
Caveats
  • Layer ships DARK (empty payload) until GFW_API_KEY is set in the collector environment
  • GFW's free tier does NOT expose raw global vessel positions — only derived events
  • Non-commercial use only — do not republish the underlying data in paid products

Surveillance

2 layers

CCTV Cameras

cctv
slowSurveillance

Public traffic-camera snapshots from TfL (London), CalTrans (D4 SF Bay + D7 LA), NYC DOT TMC, Florida 511, Illinois Gateway, MassDOT/NH 511, Washington DC DDOT and other keyless agency networks.

Source
TfL + CalTrans + NYC TMC + FL511 + IDOT Gateway + Mass511 + NH511 + DDOT
License
Mixed public-agency feeds (mostly open data; respect per-agency terms)
Attribution
Camera imagery: Transport for London, CalTrans, NYC TMC, Florida 511, Illinois Gateway, MassDOT, NHDOT, DDOT
Refresh
every 6 h (camera locations are stable; image_url is fetched live per-click)
Live
checking…
Caveats
  • Only US + UK metro coverage — no continental Europe / Asia / Africa / LatAm city DOT feeds wired in
  • Image freshness varies per network (5–60 s); the layer publishes camera LOCATIONS, not cached imagery
  • Some networks (DDOT) expose locations but inconsistent snapshot URLs

Live News Feeds

news
liveSurveillance

BBC World, Al Jazeera and Google News wire-search RSS feeds, scored against a conflict-keyword dictionary (nuclear, missile, airstrike, casualties, ceasefire, ...) to surface the 0–10 risk weight per headline.

Source
BBC RSS + Al Jazeera RSS + Google News RSS
License
Public RSS — respect each publisher's republication terms
Attribution
Headlines: BBC News, Al Jazeera, Google News (Reuters/wire roll-up)
Refresh
every 5 min
Live
checking…
Caveats
  • English-language sources only
  • Risk score is keyword-based — high-signal headlines without those keywords get a 0
  • Google News results vary by edge cache; expect minor duplication with BBC/AJ

Natural Hazards

3 layers

Active Fires

wildfire
liveNatural Hazards

Active wildfire incidents from the National Interagency Fire Center WFIGS Incident Locations ArcGIS feature service — name, acreage, percent contained, cause, state and discovery date.

Source
NIFC WFIGS Incident Locations (ArcGIS FeatureServer)
License
US Federal Government — public domain (NIFC keyless)
Attribution
Wildfire incidents: National Interagency Fire Center (nifc.gov)
Refresh
every 15 min
Live
checking…
Caveats
  • US incidents only — international wildfires (Canada, Australia, Mediterranean) not covered by WFIGS
  • `size_acres` and `containment` are reporting-jurisdiction values and can lag the actual fire
  • Capped at 2 000 features per pull

Earthquakes (24h)

earthquakes
liveNatural Hazards

All earthquakes in the past 24 hours plus M4.5+ events in the past 7 days, from the USGS Earthquake Hazards Program GeoJSON summary feeds.

Source
USGS Earthquake Hazards Program
License
US Federal Government — public domain
Attribution
USGS Earthquake Hazards Program (earthquake.usgs.gov)
Refresh
every 1 min
Live
checking…
Caveats
  • USGS revises magnitudes and locations as more stations report — early estimates can shift
  • Smaller events outside the US can take longer to appear than M2+ events inside the ANSS catalog

Severe Weather / Natural Events

natural-events
liveNatural Hazards

Open natural events worldwide from NASA EONET v3 — wildfires, severe storms, volcanic activity, ice, dust + haze, drought, floods. Each event has a category, magnitude and source link.

Source
NASA EONET v3
License
US Federal Government — public domain (NASA)
Attribution
Natural events: NASA EONET (eonet.gsfc.nasa.gov)
Refresh
every 15 min
Live
checking…
Caveats
  • EONET aggregates other agencies (USGS, NOAA, JTWC, GDACS, ...) — latency reflects the slowest source
  • Polygon-only events (no plottable point) are skipped
  • Categories overlap with the dedicated wildfire layer (USGS / MODIS) — expect some duplication

Threats & Infra

17 layers

Auto Plants

auto_plants
staticThreats & Infra

Major vehicle assembly plants worldwide with operator — factory locations, not individual vehicles.

Source
SIL curated (public corporate facts)
License
Curated public corporate facts
Attribution
Auto plants: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census
  • Plant-level locations of assembly hubs

Battery Plants

battery_plants
staticThreats & Infra

Major EV / grid battery gigafactories worldwide.

Source
SIL curated (public corporate facts)
License
Curated public corporate facts
Attribution
Battery plants: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census

Cyber Threats (CISA KEV)

cyber
liveThreats & Infra

CISA Known Exploited Vulnerabilities catalog — every CVE confirmed to be actively exploited in the wild, with vendor, product, date added, due date and ransomware-campaign flag.

Source
CISA KEV catalog
License
US Federal Government — public domain
Attribution
Known Exploited Vulnerabilities: CISA (cisa.gov)
Refresh
every 30 min
Live
checking…
Caveats
  • CVEs have no lat/lng — this layer is rendered as a side-panel list, not as map points
  • KEV is a curated subset; many actively-exploited vulns are not yet listed
  • `ransomware` flag reflects CISA's known-use determination at time of entry

Data Center Hubs

data_centers
staticThreats & Infra

Major hyperscale data-center / cloud hubs worldwide (metro-level clusters, not individual buildings).

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Data centers: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated headline-cluster set, not a comprehensive census
  • Metro-level coordinates for the cluster, not specific facilities

Defense Production

defense_sites
staticThreats & Infra

Major defense / aerospace production sites of publicly-known primes — the industrial base, not live equipment positions.

Source
SIL curated (public corporate facts)
License
Curated public corporate facts
Attribution
Defense production: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census
  • City/site-level locations of corporate production hubs; not operational unit positions

Global Incidents (DeepStateMap)

frontlines
liveThreats & Infra

Russia–Ukraine frontline polygons published by DeepStateMap, including controlled areas, contested zones and most recent territorial changes.

Source
DeepStateMap history GeoJSON
License
DeepStateMap public history feed (attribution required; see deepstatemap.live for terms)
Attribution
Frontline polygons: DeepStateMap (deepstatemap.live)
Refresh
every 30 min
Live
checking…
Caveats
  • Russia–Ukraine focused — no other active-conflict frontline coverage in this layer
  • DeepStateMap reflects one editorial team's read; treat as one of several sources, not ground truth
  • Localized place names are normalized to English where possible, falling back to Ukrainian

Internet Exchanges

internet_exchanges
staticThreats & Infra

Major Internet Exchange Points (IXPs) worldwide — where networks peer.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
IXPs: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set; metro-level coordinates

LNG Terminals

lng_terminals
staticThreats & Infra

Major LNG export / import terminals worldwide with operator and flow direction.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
LNG terminals: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census

Major Dams

dams
staticThreats & Infra

Major dams worldwide with river and dominant purpose (hydro, irrigation, water supply, flood control).

Source
SIL curated (public facts)
License
Curated public-domain facts; bulk swap target: GRanD (open)
Attribution
Dams: SIL curated; bulk source GRanD
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census
  • Coordinates rounded to site precision

Military Bases (OSM)

military_bases
slowThreats & Infra

Global military installations from OpenStreetMap — naval bases, military airfields, and danger areas — limited to the three OSM `military=*` tag values that return reliably through a residential proxy.

Source
OpenStreetMap via Overpass API
License
Open Database License (ODbL) — © OpenStreetMap contributors
Attribution
© OpenStreetMap contributors (ODbL)
Refresh
every 24 h
Live
checking…
Caveats
  • Only military=naval_base, military=airfield and military=danger_area are queried — base / barracks / training_area are too heavy globally
  • OSM completeness varies dramatically by country; some sensitive sites are intentionally unmapped
  • 5 802 installations is a floor, not a ceiling — true global count is materially higher

Mines & Minerals

mines
staticThreats & Infra

Globally-significant mines / mineral sites (copper, iron, gold, lithium, rare earths, nickel, diamond, coal).

Source
SIL curated (public facts)
License
Curated public-domain facts; bulk swap target: USGS MRDS (public domain)
Attribution
Mines: SIL curated; bulk source USGS MRDS
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census
  • Coordinates rounded to site precision

Nuclear Facilities (OSM)

infrastructure
slowThreats & Infra

Every nuclear power-plant and generator tagged in OpenStreetMap (plant:source=nuclear and generator:source=nuclear), with operator, country, and electrical output where available.

Source
OpenStreetMap via Overpass API
License
Open Database License (ODbL) — © OpenStreetMap contributors
Attribution
© OpenStreetMap contributors (ODbL)
Refresh
every 24 h
Live
checking…
Caveats
  • Overpass is community-run — large queries can fail through residential proxies
  • Coverage and tag accuracy vary by region; some plants tag only the reactor building, not the site polygon
  • Distinct from the curated `nuclear` Strategic Nuclear Sites layer (which includes weapons / test / accident sites)

Oil & Gas Fields

oil_gas_fields
staticThreats & Infra

World's largest oil & gas fields, plotted by field centroid.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Oil & gas fields: SIL curated
Refresh
daily
Live
static
Caveats
  • Field-centroid coordinates; curated notable-major set

Oil Refineries

refineries
staticThreats & Infra

Major oil refineries worldwide with operator and approx crude capacity (thousand bbl/day).

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Refineries: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census
  • Capacity figures are approximate nameplate values

Power Plants

power_plants
staticThreats & Infra

Globally-significant power stations (hydro, nuclear, coal, gas, solar, wind, geothermal) plotted by site.

Source
SIL curated (public facts)
License
Curated public-domain facts; bulk swap target: WRI Global Power Plant Database (CC-BY-4.0)
Attribution
Power plants: SIL curated; bulk source WRI GPPD
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census
  • Coordinates rounded to site precision

Semiconductor Fabs

semiconductor_fabs
staticThreats & Infra

Major semiconductor fabrication plants worldwide with operator and process node.

Source
SIL curated (public corporate facts)
License
Curated public corporate facts
Attribution
Semiconductor fabs: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census
  • Process node reflects the lead/published node, not all lines at the site

Steelworks

steelworks
staticThreats & Infra

Major integrated steelworks worldwide.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Steelworks: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census

Intelligence

7 layers

Central Banks

central_banks
staticIntelligence

Major central banks plus the Bank for International Settlements.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Central banks: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated set of primary monetary authorities

Financial Centers

financial_centers
staticIntelligence

Major stock exchanges / financial centers worldwide — the physical map behind the markets ticker.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Financial centers: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated set of primary exchanges

Global Events (GDELT)

events
liveIntelligence

Conflict / military news events worldwide from the GDELT 2.0 DOC artlist API, geolocated to each article's reporting-country centroid and scored against the conflict-keyword dictionary.

Source
GDELT 2.0 DOC API
License
GDELT public data — free use with attribution
Attribution
Event data: The GDELT Project (gdeltproject.org)
Refresh
every 15 min
Live
checking…
Caveats
  • Articles are placed at the SOURCE country's centroid, not at the event's actual coordinates (GDELT GEO 2.0 currently 404s)
  • English-language sources only (`sourcelang:eng` filter)
  • GDELT rate-limits to ~1 req / 5s and returns plaintext 429s; cold-tunnel retries are built in

Maritime Chokepoints

chokepoints
staticIntelligence

Curated set of ~24 strategic maritime straits and canals — Hormuz, Malacca, Suez, Bab-el-Mandeb, Panama, Bosphorus, Taiwan Strait, Florida Straits, etc. — each weighted by global trade significance.

Source
SIL curated (public knowledge geography)
License
Public knowledge — curated by Social Intelligence Labs
Attribution
Maritime chokepoints: SIL curated from public sources
Refresh
static
Live
static
Caveats
  • Coordinates are approximate strait midpoints (±0.1°), not navigation-grade
  • Weight (1–3) is qualitative; meant for visual prominence, not policy work

Markets (Defense + Commodities)

markets
liveIntelligence

Live quotes for defense primes (RTX, LMT, NOC, GD, BA, PLTR) plus key commodities (WTI / Brent crude, gold, silver, copper, natural gas) from Yahoo Finance with a Stooq CSV fallback.

Source
Yahoo Finance chart API + Stooq
License
Yahoo Finance public chart endpoint; Stooq free EOD CSV
Attribution
Market data: Yahoo Finance, Stooq
Refresh
every 30 s
Live
checking…
Caveats
  • Quotes are delayed per Yahoo's public-chart terms (typically 15 min for US equities)
  • Off-hours pricing reflects the most recent regular-session close
  • Stooq fallback returns end-of-day only — change-percent is open→close that day, not real-time

Research Labs

research_labs
staticIntelligence

Major scientific research facilities: particle physics, fusion, national labs, light sources.

Source
SIL curated (public facts)
License
Curated public-domain facts
Attribution
Research labs: SIL curated
Refresh
daily
Live
static
Caveats
  • Curated notable-major set, not a comprehensive census

Strategic Nuclear Sites

nuclear
staticIntelligence

Curated set of ~30 globally-significant nuclear facilities — power reactors, fuel-cycle / enrichment, weapons labs and production, test sites, and major accident sites.

Source
SIL curated (open-source / IAEA / public reporting)
License
Public knowledge — curated by Social Intelligence Labs
Attribution
Strategic nuclear sites: SIL curated from open-source reporting
Refresh
static
Live
static
Caveats
  • Coordinates are ~0.1° precision; widely-documented locations only
  • Distinct from the broader OSM `infrastructure` layer (which is power-plants-only)
  • Categorization (power / fuel_cycle / weapons / test / accident) reflects the site's primary public role, not its full activity

Derived

8 layers

Anomalies

anomalies
derivedDerived

Per-signal anomaly detector — flags hotspots whose sub-scores (military_air, naval, events, nav_warnings, news, frontlines) deviate sharply from their recent rolling baseline.

Source
SIL internal — built by sibling subagent on the forecast + history
License
Derived from the forecast + history — same attributions apply
Attribution
Anomalies: SIL anomaly detector
Refresh
every ~5 min
Live
checking…
Caveats
  • Computed from forecast + history — not an independent signal
  • Sibling subagent is building this layer; schema and thresholds may evolve

Corroboration

corroborate
derivedDerived

Cross-source corroboration index — flags hotspots whose top signals show up across multiple independent feeds (military_air + naval + news + events) vs. those carried by a single source.

Source
SIL internal — built by sibling subagent on the forecast
License
Derived from the forecast — same attributions apply
Attribution
Corroboration: SIL corroboration engine
Refresh
every ~5 min
Live
checking…
Caveats
  • Computed from forecast + history — not an independent signal
  • Sibling subagent is building this layer; schema and thresholds may evolve

Escalation Alerts

alerts
derivedDerived

Rolling event log of hotspot level crossings and sharp score jumps / drops between forecast cycles — info / warning / critical severity.

Source
SIL internal — built by osiris-globe-collector/intel.py
License
Derived from the forecast — same attributions apply
Attribution
Alerts: SIL intel engine
Refresh
every ~5 min
Live
checking…
Caveats
  • Alerts fire only on score moves between forecast cycles; in-cycle volatility is smoothed
  • Log is rolling (capped) — historical alerts beyond the window are dropped

Feed Health

health
derivedDerived

Per-layer feed-health classification (healthy / stale / empty / errored / silent) computed from the manifest against per-layer expected minimums and a max-age window (4× polling interval).

Source
SIL internal — built by osiris-globe-collector/health.py
License
Derived from the manifest — same attributions apply
Attribution
Health: SIL feed-health classifier
Refresh
every ~1 min
Live
checking…
Caveats
  • Surfaces SILENT failures (e.g. layer returns 0 events for hours) that the manifest alone doesn't reveal
  • Thresholds are per-layer baselines — tuned, not authoritative

History (72h Playback)

history
derivedDerived

Rolling 72-hour time-series of per-hotspot scores and feed counts so the playback scrubber can replay how a hotspot's escalation climbed (or didn't).

Source
SIL internal — built by osiris-globe-collector/intel.py
License
Derived from the forecast — same attributions apply
Attribution
History: SIL intel engine
Refresh
every ~5 min (one sample per forecast cycle)
Live
checking…
Caveats
  • Window is 72 h — samples older than that age out of the buffer
  • Compact schema (scores + metrics only); not a full signal replay

Intel Brief

brief
derivedDerived

Narrative intel brief built from one forecast pass — BLUF, ranked hotspot watchboard, lit/unlit kinetic-escalation tells, and a short read per top hotspot.

Source
SIL internal — built by osiris-globe-collector/intel.py
License
Derived from the forecast — same attributions apply
Attribution
Brief: SIL intel engine
Refresh
every ~5 min (same cadence as forecast)
Live
checking…
Caveats
  • Re-uses forecast.py's level thresholds and weights for consistency
  • Pure-function — no extra network calls beyond the forecast pass

Trajectory Predict

predict
derivedDerived

Forward-looking per-hotspot read derived from the rolling history slope + current forecast — score trend (rising / falling / flat / volatile), +6h / +24h projections, and ETA-to-crisis / ETA-to-routine.

Source
SIL internal — built by osiris-globe-collector/predict.py
License
Derived from the forecast + history — same attributions apply
Attribution
Predictions: SIL trajectory engine
Refresh
every ~5 min
Live
checking…
Caveats
  • Pure heuristic linear-trend extrapolation — not a probabilistic forecast
  • Confidence (0–1) reflects sample density, fit quality and recency; treat low-confidence reads with caution
  • ETA fields cap at 72 h

World Events Forecast

forecast
derivedDerived

Per-hotspot 0–100 escalation score for ~12 geopolitical hotspots, computed from the platform's own live signals (military_air, naval, events, nav_warnings, news, frontlines) with kinetic-weighted weights.

Source
SIL internal — built by osiris-globe-collector/forecast.py
License
Derived from the upstream layers — same attributions apply
Attribution
Forecast: SIL World Events Forecast engine
Refresh
every ~5 min
Live
checking…
Caveats
  • Pure heuristic — kinetic signals (military_air, naval) carry the heaviest weights
  • A failed/empty input layer contributes a 0 sub-score with a note, never an exception
  • Level thresholds: routine <25, elevated 25–49, high 50–74, crisis ≥75

Platform-wide attribution: data attributions are surfaced both here and on each entity's detail panel inside the globe. Layers marked non-commercial (Global Fishing Watch vessel events; AISStream terrestrial AIS) must not be republished in paid products.

Built by Social Intelligence Labs. Source-of-truth catalog lives at src/lib/globe/sources.ts.