One folder per day under data/YYYY-MM-DD/, and the same files copied to latest/. Built every morning (JST) by the EmpireOS world model. Nothing is generated by a model; every row is a measurement from a public source.
Dataset Card
By Kosuke OKADA, published under cc-by-4.0, revision 2b0d80dde9e0.
World Signals — a daily cross-country snapshot of attention
One folder per day under data/YYYY-MM-DD/, and the same files copied to latest/.
Built every morning (JST) by the EmpireOS world model. Nothing is generated by a model; every row is a measurement from a public source.
| file | what | source |
|---|---|---|
search_trends.csv |
rising searches, 30 countries, with approximate traffic and the headline that drove them | Google Trends daily RSS |
podcast_charts.csv |
top-100 podcasts, 30 countries | Apple Podcasts marketing RSS |
gdelt_events.csv |
world events of the last hour counted by country x CAMEO root code, with mean Goldstein scale | GDELT 2.0 event export |
github_new_repos.csv |
repositories created in the last 7 days with the most stars | GitHub search API |
hf_trending.csv |
trending models and datasets | Hugging Face Hub API |
steam_top.csv |
most played games by peak concurrent players | Steam charts API |
package_downloads.csv |
npm packages by keyword (agent, mcp, llm, scraper, ...) and top PyPI packages with download counts | npm registry, hugovk/top-pypi-packages |
Countries: JP, US, GB, DE, FR, ES, IT, BR, MX, IN, ID, KR, TW, VN, TH, PH, TR, SA, EG, NG, ZA, KE, PL, NL, SE, AU, CA, AR, CO, CL.
Why this exists
Agents and analysts keep re-scraping the same public endpoints every day. This dataset does it once, keeps the history, and gives it in one flat shape.
Attribution
GDELT data is free for any use with attribution to the GDELT Project. Google Trends, Apple, GitHub, Hugging Face, Steam and npm data are reproduced as published by their public endpoints; check each provider's terms before redistribution. PyPI counts are from hugovk/top-pypi-packages.
Maintained by Lilambd. Questions: [email protected]
Structure
gdelt_events 668 rows
| Split | Rows | Size |
|---|---|---|
| train | 668 | 37.9 KB |
github_new_repos 201 rows
| Split | Rows | Size |
|---|---|---|
| train | 201 | 52.3 KB |
hf_trending 401 rows
| Split | Rows | Size |
|---|---|---|
| train | 401 | 97.7 KB |
package_downloads 3,951 rows
| Split | Rows | Size |
|---|---|---|
| train | 3,951 | 603.1 KB |
podcast_charts 2,988 rows
| Split | Rows | Size |
|---|---|---|
| train | 2,988 | 540.6 KB |
search_trends 321 rows
| Split | Rows | Size |
|---|---|---|
| train | 321 | 42.4 KB |
steam_top 100 rows
| Split | Rows | Size |
|---|---|---|
| train | 100 | 13.4 KB |
Details
- Repository
- Lilambd/world-signals
- Publisher
- Kosuke OKADA
- Task category
- Not stated by the source
- Tags
- trends, news, gdelt
- Size category
- 1K<n<10K
- Languages
- en, ja
- Revision
- 2b0d80dde9e0615de1c179ecaef47a7310b7f911
- Last updated
- 2026-09-22
Files
31 files, 6.7 MB in total.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| data/2026-09-22/gdelt_events.csv | Data | 22.5 KB | — |
| data/2026-09-22/gdelt_events.json | Data | 95.9 KB | — |
| data/2026-09-22/github_new_repos.csv | Data | 47.4 KB | — |
| data/2026-09-22/github_new_repos.json | Data | 68.3 KB | — |
| data/2026-09-22/hf_trending.csv | Data | 86.7 KB | — |
| data/2026-09-22/hf_trending.json | Data | 137.7 KB | — |
| data/2026-09-22/package_downloads.csv | Data | 483.2 KB | — |
| data/2026-09-22/package_downloads.json | Data | 1.1 MB | — |
| data/2026-09-22/podcast_charts.csv | Data | 476.9 KB | — |
| data/2026-09-22/podcast_charts.json | Data | 737.5 KB | — |
| data/2026-09-22/search_trends.csv | Data | 37.9 KB | — |
| data/2026-09-22/search_trends.json | Data | 61.4 KB | — |
| data/2026-09-22/steam_top.csv | Data | 11.7 KB | — |
| data/2026-09-22/steam_top.json | Data | 20.6 KB | — |
| latest/gdelt_events.csv | Data | 22.5 KB | — |
| latest/gdelt_events.json | Data | 95.9 KB | — |
| latest/github_new_repos.csv | Data | 47.4 KB | — |
| latest/github_new_repos.json | Data | 68.3 KB | — |
| latest/hf_trending.csv | Data | 86.7 KB | — |
| latest/hf_trending.json | Data | 137.7 KB | — |
| latest/index.json | Data | 251 B | — |
| latest/package_downloads.csv | Data | 483.2 KB | — |
| latest/package_downloads.json | Data | 1.1 MB | — |
| latest/podcast_charts.csv | Data | 476.9 KB | — |
| latest/podcast_charts.json | Data | 737.5 KB | — |
| latest/search_trends.csv | Data | 37.9 KB | — |
| latest/search_trends.json | Data | 61.4 KB | — |
| latest/steam_top.csv | Data | 11.7 KB | — |
| latest/steam_top.json | Data | 20.6 KB | — |
| README.md | Documentation | 2.6 KB | — |
| .gitattributes | Repository | 2.5 KB | — |
License and Download
- License
- cc-by-4.0
- Access
- No access gate
Released by Kosuke OKADA through its official repository on Hugging Face. Read the license.