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the training diet

Every corpus, its real providers, and the models inside it

Measured from our own durable cache, not declared. Gated lanes train at full weight and can carry a claim; context lanes train at reduced weight and never can.

rows cached
1,779,585
12 lanes
entities
7,018
sites, regions, stations
forecast–outcome pairs
25,872
the only claim-bearing shape
watched models
33
registry, with method and licence
declared channels
164
with upstream provider and product

generated 2026-09-04 12:44Z · lane ceilings: 1 gated · 10 context · 1 held out

Air quality — QuakePulse Air

quakepulse:air
contextweight 0.35
rows
1,080,451
entities
808 / 930 known
forecast–outcome pairs
not paired
last sync
2026-09-04

coverage gap: 122 entities were never captured before the source went down. Counted as missing, not rounded away.

observed byOpenAQAirNowU.S. Embassy monitors
models watchedAirWatch
transportOpen-Meteo (CAMS delivery)
what the rows are
model output 936,413 (87%)observed 144,038 (13%)

Seismic — QuakePulse Earth

quakepulse:earth
gatedweight 1
rows
507,613
entities
71
forecast–outcome pairs
not paired
last sync
2026-09-04
observed byUSGS ANSS ComCat
models watchedEarthWatchEarthWatch ETAS
what the rows are
model output 204,869 (40%)observed 302,744 (60%)

Urban heat — QuakePulse Urban

quakepulse:urban
contextweight 0.15
rows
61,332
entities
7
forecast–outcome pairs
not paired
last sync
2026-09-04
derived fromECMWF ERA5Open Cosmos
models watchedUrbanWatch
transportOpen-Meteo (ERA5 delivery)
what the rows are
derived 2,138 (3%)model output 51,802 (84%)observed 7,392 (12%)

Wildfire — AntiFogo

antifogo:wildfire
contextweight 0.25
rows
36,938
entities
278
forecast–outcome pairs
not paired
last sync
2026-09-04
observed byNASA FIRMSIPMAICNF
derived fromIPMA weather stationsCopernicus EFFISIPAM
models watchedAntiFogo risk model
what the rows are
unclassified 36,938 (100%)

Builders — BuilderScout

builderscout:builders
held-outweight 0
rows
27,604
entities
5,520 / 5,521 known
forecast–outcome pairs
not paired
last sync
2026-09-04

coverage gap: 1 entities were never captured before the source went down. Counted as missing, not rounded away.

observed byGitHubFarcasterCelo on-chain
models watchedBuilderScout BQI
what the rows are
unclassified 27,604 (100%)

Agriculture — QuakePulse Agro

quakepulse:agriculture
contextweight 0.25
rows
18,771
entities
31
forecast–outcome pairs
not paired
last sync
2026-09-04
observed byAgroWatch field reports
derived fromCopernicus Sentinel-2ECMWF ERA5Open Cosmos
models watchedAgroWatch
transportOpen-Meteo (ERA5 delivery)
what the rows are
derived 3,775 (20%)model output 14,996 (80%)

Air — flatplanet

flatplanet:air
contextweight 0.25
rows
11,931
entities
9
forecast–outcome pairs
7,056
last sync
2026-09-04
observed byAirWatchAirWatch via Open-Meteo/CAMSOpenAQ / AirNow / U.S. Embassy
models watchedAirWatch calibratedAirWatch calibrated NO2 headAirWatch calibrated O3 headAirWatch calibrated PM2.5 headCAMS bias adjustedAir GAT candidate

Urban — flatplanet

flatplanet:urban
contextweight 0.25
rows
11,184
entities
9
forecast–outcome pairs
6,720
last sync
2026-09-04
observed byOpen-MeteoOpen CosmosUrbanWatch
models watchedCity climate projectionHistorical climatologyCompound risk eventUrban heat incumbentUrban heat island counterfactual

Agriculture — flatplanet

flatplanet:agriculture
contextweight 0.25
rows
10,203
entities
9
forecast–outcome pairs
6,720
last sync
2026-09-04
observed byCopernicusOpen-MeteoAgroWatchAgroWatch field reports
models watchedAnalytical bioClimate projectionAnalytical cropCrop stressAnalytical diseaseOzone damage

Marine — flatplanet Sea

flatplanet:sea
contextweight 0.25
rows
10,152
entities
31
forecast–outcome pairs
5,376
last sync
2026-09-04
observed byNASA PACENOAA Coral Reef WatchOpen CosmosNOAA / Copernicus MarineCopernicus Marine / Open-MeteoOpen-Meteo
models watchedCRW SST persistenceMarine heatwave episodeSeaWatch SST LightGBMOpen-Meteo marine SSTSST anomaly nowcast

quakepulse:sea

quakepulse:sea
contextweight 0
rows
2,192
entities
25
forecast–outcome pairs
not paired
last sync
2026-09-04
what the rows are
derived 1,087 (50%)model output 1,033 (47%)observed 72 (3%)

Seismic — flatplanet

flatplanet:earth
contextweight 0.25
rows
1,214
entities
220
forecast–outcome pairs
not paired
last sync
2026-09-04
observed byEarthWatchUSGS
models watchedSeismic anomaly nowcastETAS aftershock forecastRegional seismic forecastSequence progression
how a corpus earns a claim

Pairs, not rows

A lane can only carry a claim when a forecast is recorded before its outcome arrives, with the lead time declared. Observations alone train the shared representation and nothing more.

Enough entities, enough era

Below the entity floor or with too short a forecast era, a lane is context by construction — no threshold tuning can promote it after the fact.

Gaps stay visible

Where a source went down mid-capture, the missing entities are counted and shown. A partial lane is labelled partial everywhere it appears.