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FAIR Agents Dataset Evaluation
project
Automated FAIR evaluation using the FAIR Agents toolkit
URL(s):
https://github.com/pranavpai/GenAI-for-Smarter-Data-Quality-Assurance
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Project Assessments (58)
Assessment
Metrics
Date
Target
Rubric
A standardized ID or accession number is used to identify the dataset.
The dataset is described with metadata using a formal, broadly applicable vocabulary.
Information is provided on the experimental methods used to generate the data.
The dataset is hosted in an established data repository, if a relevant repository exists.
The dataset can be downloaded for free from the repository.
Version information is provided for the dataset.
Contact information is provided for the creator(s) of the dataset.
Information is provided describing how to cite the dataset.
Licensing information is provided on the datasetÂ’s landing page.
Global 1-km Population Grids SSP 2000-2100
The FAIRshake dataset rubric
yes (1.00)
no (0.00)
no (0.00)
yes (1.00)
maybe (0.50)
yesbut (0.75)
no (0.00)
no (0.00)
no (0.00)
Jan 27, 2026
Urban Heat Island Effect Database
The FAIRshake dataset rubric
yes (1.00)
no (0.00)
no (0.00)
yes (1.00)
maybe (0.50)
yesbut (0.75)
no (0.00)
no (0.00)
no (0.00)
Jan 27, 2026
GeoEPR Ethnic Power Relations
The FAIRshake dataset rubric
yes (1.00)
no (0.00)
no (0.00)
yes (1.00)
maybe (0.50)
yesbut (0.75)
no (0.00)
no (0.00)
no (0.00)
Jan 27, 2026
USGS Mineral Commodity Summaries 2024 v2.0
The FAIRshake dataset rubric
yesbut (0.75)
no (0.00)
no (0.00)
yes (1.00)
yesbut (0.75)
no (0.00)
no (0.00)
no (0.00)
no (0.00)
Jan 27, 2026
Geospatial AI Foundation Models
The FAIRshake dataset rubric
yes (1.00)
no (0.00)
no (0.00)
yes (1.00)
maybe (0.50)
yesbut (0.75)
no (0.00)
no (0.00)
no (0.00)
Jan 27, 2026
PLOS Open Science Indicators
The FAIRshake dataset rubric
no (0.00)
no (0.00)
no (0.00)
yes (1.00)
maybe (0.50)
no (0.00)
no (0.00)
no (0.00)
no (0.00)
Jan 27, 2026
GPWv4 Admin Unit Population
The FAIRshake dataset rubric
yes (1.00)
yes (1.00)
no (0.00)
yes (1.00)
yesbut (0.75)
yes (1.00)
maybe (0.50)
yes (1.00)
no (0.00)
Jan 27, 2026
National Hydrography Dataset NHD
The FAIRshake dataset rubric
yesbut (0.75)
no (0.00)
no (0.00)
yes (1.00)
yesbut (0.75)
no (0.00)
no (0.00)
no (0.00)
no (0.00)
Jan 27, 2026
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