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15. Datasets

A dataset, scienting-dataset/1, is a Frictionless Data Package (datapackage.json with CSV or Parquet resources) with three additions.

Addition Meaning
Units Every numeric field has a unit, a string Pint can parse, so a checker can test dimensions.
Uncertainty A field may give uncertainty: {field?, kind}, the field that holds it and its kind, sd, se, resolution or unknown.
Origin Each resource has an origin, or origin_field and origins when it varies by row.
Origin Holds
reported Values anchored to the table cells or sentences that print them, in anchors.jsonl.
digitized Values read off a figure: the digitization's ID, and anchors.jsonl naming each value's series and point.
computed A claim's implementation, by claim and pin.
measured The team's own data, with its provenance.

The descriptor also carries format and an id, ds- and a key. Each line of anchors.jsonl names a resource, a row (by primary key) and a field, and either an anchor or a digitization, series and point. A value or row is addressed as ds-…/<row>/<field>.

Values keep their digits as printed: CSV cells are never reformatted, and in JSON values are strings, so 1.526 and 1.5260 stay different. A digitized value never passes as reported, and its uncertainty is at least the resolution of its digitization.

A dataset's content hash is SHA-256 of the canonical JSON of {"format": "scienting-dataset/1", "files": [[path, sha256, size], …]} over its files, sorted by path. A dataset can be a source of kind dataset, so a claim can rest on a value read from a figure, with that fact visible in its evidence. fixtures/packages/hale2026harmonic-damb/datasets/ds-hale-bond-params reports Table 1, and the suite checks that every value resolves to the cell that prints it.