Fair -

: Data should have unique identifiers and rich metadata.

Provide rich metadata to ensure search engines can index the content accurately. 2. Automate Reproducibility

Store your code in a searchable resource like GitHub or Zenodo. 3. Document Everything : Data should have unique identifiers and rich metadata

: Data should be well-documented with clear usage licenses. Generating a "FAIR Paper"

Minimize manual steps by using SPARQL queries or scripts to generate figures. : Data should have unique identifiers and rich metadata

List all processing steps used to clean or transform your data.

: Data and metadata should be retrievable via standard protocols. : Data should have unique identifiers and rich metadata

Use persistent identifiers (PIDs) for all datasets and software mentioned.