What Metadata Do You Wish Every Dataset Shipped With (so It’s Actually Usable)?”

  • I’m packaging a dataset for ML training and want to do this “properly.”
  • What fields make you trust a dataset fast? (license, data lineage, schema, label definitions, splits, leakage checks, etc.)
  • Any examples of dataset cards/docs you consider “gold standard”? (Keep it discussion + best practices; avoid sales. r/datasets discourages low-effort requests and prefers original sources.)

submitted by /u/JayPatel24_
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