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cred1

Python access to CRED-1, an open dataset of credibility ratings for 2,600+ news and website domains. The dataset ships inside the package, so lookups work offline.

pip install cred1
pip install "cred1[pandas]"   # for to_dataframe()
import cred1

cred1.check("https://www.infowars.com/some/article")
# {'domain': 'infowars.com', 'score': 0.14, 'category': 'fake', 'level': 'low', 'sources': 2, ...}

cred1.check("example.com")        # None: not listed
cred1.check_many(["a.com", "b.com"])
cred1.search("news")              # matching domains, least credible first
cred1.stats()                     # total and per-category counts
df = cred1.to_dataframe()         # whole dataset as a pandas DataFrame

score runs from 0.0 to 1.0, lower is less credible; level is low (up to 0.2), mixed (up to 0.5) or ok. A domain that is not listed is not rated, which is not the same as credible.

The package version is the dataset release date (CalVer), the same as the npm package @aloth/cred1, which adds a command-line tool and an MCP server.

Citation

If you use CRED-1 in research, please cite the dataset: doi:10.5281/zenodo.18769459. GitHub's "Cite this repository" button on aloth/cred-1 gives the reference in APA and BibTeX.

License

Code: MIT. Dataset: CC BY 4.0.

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