ruvector/examples/data/discoveries/swarm_marine.json
Claude 402d5dccd8 feat: ETL pipeline with sublinear ForwardPush PPR for cross-domain discovery
Three-stage pipeline (Extract → Transform → Load) using ruvector-solver:
- Extract: loads 460+ discoveries from 48 JSON data sources
- Transform: embeds into 64-dim vectors, builds 8-NN sparse graph,
  runs ForwardPush PPR (sublinear O(1/ε), Andersen-Chung-Lang 2006)
- Load: outputs ranked cross-domain correlations + 12×12 domain matrix

New data sources from parallel explorer swarms:
- Humanities: Harvard Art, Library of Congress, Open Library, Nobel, Smithsonian
- Genetics/Env: ClinVar variants, GBIF endangered, EPA air, marine, satellite fires
- Tech/Infra: GitHub trending, Hacker News, SpaceX, ISS, crypto/forex markets

Novel discoveries found by PPR:
- Technology→Earth climate correlation (equatorial weather patterns)
- Technology→Space-science link (ultra-short period brown dwarf)
- Life-science→Academic (agentic AI + GPCR drug discovery bridge)

https://claude.ai/code/session_01UWE22wnsZRSHKhT4h4Axby
2026-03-16 23:17:00 -04:00

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JSON

{
"discovery_type": "marine_conditions",
"api": "Open-Meteo Marine API",
"location": {
"name": "Monterey Bay",
"lat": 36.0,
"lon": -122.0
},
"units": {
"time": "iso8601",
"wave_height_max": "m",
"wave_period_max": "s",
"wave_direction_dominant": "\u00b0"
},
"entries": [
{
"title": "Monterey Bay 2026-03-08 \u2014 Moderate seas (2.04m)",
"content": "Date: 2026-03-08. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.04m. Max wave period: 9.6s. Dominant wave direction: 309 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-09 \u2014 Moderate seas (2.92m)",
"content": "Date: 2026-03-09. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.92m. Max wave period: 9.55s. Dominant wave direction: 312 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-10 \u2014 Rough seas (3.32m)",
"content": "Date: 2026-03-10. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 3.32m. Max wave period: 9.25s. Dominant wave direction: 314 degrees. Sea state: Rough.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-11 \u2014 Rough seas (3.28m)",
"content": "Date: 2026-03-11. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 3.28m. Max wave period: 11.0s. Dominant wave direction: 315 degrees. Sea state: Rough.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-12 \u2014 Moderate seas (2.82m)",
"content": "Date: 2026-03-12. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.82m. Max wave period: 11.0s. Dominant wave direction: 308 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-13 \u2014 Moderate seas (2.66m)",
"content": "Date: 2026-03-13. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.66m. Max wave period: 9.8s. Dominant wave direction: 306 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-14 \u2014 Moderate seas (2.74m)",
"content": "Date: 2026-03-14. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.74m. Max wave period: 8.85s. Dominant wave direction: 312 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-15 \u2014 Moderate seas (2.66m)",
"content": "Date: 2026-03-15. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.66m. Max wave period: 8.1s. Dominant wave direction: 313 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-16 \u2014 Moderate seas (2.06m)",
"content": "Date: 2026-03-16. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.06m. Max wave period: 9.6s. Dominant wave direction: 304 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-17 \u2014 Slight seas (1.66m)",
"content": "Date: 2026-03-17. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 1.66m. Max wave period: 10.9s. Dominant wave direction: 276 degrees. Sea state: Slight.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-18 \u2014 Slight seas (1.56m)",
"content": "Date: 2026-03-18. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 1.56m. Max wave period: 10.9s. Dominant wave direction: 259 degrees. Sea state: Slight.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-19 \u2014 Slight seas (1.62m)",
"content": "Date: 2026-03-19. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 1.62m. Max wave period: 10.15s. Dominant wave direction: 269 degrees. Sea state: Slight.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-20 \u2014 Moderate seas (2.04m)",
"content": "Date: 2026-03-20. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.04m. Max wave period: 9.6s. Dominant wave direction: 295 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
},
{
"title": "Monterey Bay 2026-03-21 \u2014 Moderate seas (2.88m)",
"content": "Date: 2026-03-21. Location: Monterey Bay, CA (36.0N, -122.0W). Max wave height: 2.88m. Max wave period: 9.65s. Dominant wave direction: 301 degrees. Sea state: Moderate.",
"timestamp": "2026-03-15T23:49:06.185611Z",
"source": "open_meteo_marine",
"confidence": 0.87
}
]
}