Data & Provenance

Where the data comes from, and what you can do with it

Syllogeum aggregates open numismatic data — so the aggregate goes back to the commons. Each release below is the rights-clean subset of the corpus: only collections whose image licence clearly allows redistribution (American Numismatic Society, Münzkabinett Berlin and a few other public-domain, CC0 and CC BY-SA sources, listed with their credits in each release's LICENSE-DATA.md). It includes full metadata, obverse/reverse images, and — uniquely — the DINOv2 and SigLIP2 embedding vectors for every imaged record, ready for similarity research without a GPU.

CC-BY-NC-SA material (Corpus Nummorum, most museum cabinets), collections with NC, ND or unclear terms, and Europeana records with unresolved per-item rights are not redistributed — they remain viewable on the site with attribution. Full audit and reuse rules below.

syllogeum-open-v1.1

released 2026-09-23  ·  118,883 sightings  ·  21,512 type cards  ·  237,699 images  ·  9.7 GB total
FileSizeSHA-256
LICENSE-DATA.md 3.3 KB 04b0cc10a1a871c9…
README.md 2.0 KB 92ffebc85ca61839…
embeddings_dino_obv.npz 348.7 MB 3a76b08d5239be24…
embeddings_dino_rev.npz 348.7 MB cb11eed7ba5a0c49…
embeddings_siglip_obv.npz 348.7 MB 81d5b9c23a32d920…
embeddings_siglip_rev.npz 348.7 MB 8fe3ea2488e0d770…
images.tar 8.3 GB 6151b416d0e24856…
sightings.csv.gz 4.5 MB 13afd9eecd4a2559…
sightings.jsonl.gz 4.7 MB 13d82a2f974da33d…
types.jsonl.gz 1010.1 KB c428f96394c53840…
manifest.json full checksums

syllogeum-open-v1 was withdrawn on 2026-09-23 and replaced by syllogeum-open-v1.1, because it included images from collections whose licences do not clearly allow redistribution.

Provenance & rights

Syllogeum aggregates open numismatic data. That only works honestly if the provenance of every record is visible and the license terms of every source are respected — including the sources that said no. This section is the full accounting: the audit method, the license breakdown, the opt-out policy, and the AI disclosure statement.

Method

Every sighting carries an attribution label written by the harvester that ingested it — the canonical record of which collection it came from. The corpus was formally audited on 2026-07-01 by grouping all sightings by attribution and cross-checking against source URLs. The audit document ships in the source repository as PROVENANCE_AUDIT.md.

License buckets

BucketSightingsLicense / termsReuse
American Numismatic Society (Nomisma LOD) 118,222 Open / LOD Open with attribution
Named museum collections (IKMK network, Ashmolean, KENOM, ~50 more) ~82,900 mostly CC-BY-NC-SA Non-commercial, share-alike
Europeana-aggregated institutions ~45,300 per-item edmRights Varies — see the open gap below
Corpus Nummorum (Zenodo dataset) 42,516 CC-BY-NC-SA Non-commercial, share-alike
Nomisma RDF dumps (misc. collections) ~15,900 per collection Checked collection by collection on 2026-09-23. Redistributed: Münzkabinett Berlin and Linz (public-domain images) and the Fralin Museum (public domain in the US), 609 records. The other ~15,300 records have NC, ND or unclear terms: viewable with attribution, not redistributed.
Wikidata / Wikimedia Commons (license-filtered) 44 CC / PD Open
Smithsonian NNC 8 CC0 Open

Counts as of the 2026-07-01 audit against a corpus of ~305,000 sightings; buckets shift slightly as harvesting and cleanup continue. Next planned sources: Yale University Art Gallery (~30,000 coins, CC0) and the Vienna Münzkabinett (KHM).

What this means for reuse

The opt-out policy

Some institutions restrict automated access to their collections. Syllogeum treats that as an answer, not an obstacle:

Any collection that wants its records removed or its harvesting stopped gets that honored — one email, no argument: [email protected].

Takedown & corrections

Rights holders, institutions, and researchers can request removal or correction of any record: [email protected]. Include the sighting URI(s) (/sighting/{id}) if possible. Takedowns are processed promptly and logged; corrections to attribution are treated as data-quality fixes and applied at the source of truth.

Open gap: Europeana per-item rights

Honesty requires naming the unresolved part. "Via Europeana" identifies the aggregator; each image carries its own edmRights statement ranging from public domain to in-copyright. Europeana's metadata is CC0, but per-item image rights for the ~45,000 Europeana-sourced sightings have not yet been resolved into the database. That backfill (from the Europeana API) is on the roadmap; until it lands, treat Europeana-sourced images conservatively and check the linked source record.

License

Underlying records remain under their source terms (attribution required where the source requires it — each record names its collection in the attribution field; ANS and Fralin metadata are ODbL, Berlin and Linz catalogue text is CC BY-SA 4.0). The embedding vectors and Syllogeum's own additions (URIs, rights labels, type linkage) are released under CC0. Full text, with the per-collection credits, ships in each release as LICENSE-DATA.md.

AI disclosure

Statement. All visual similarity on this site — image search results, "similar coins" panels, any suggested match, and the embedding vectors in the bulk data releases above — is produced by DINOv2 and SigLIP2 nearest-neighbor comparison over image embeddings. These are machine suggestions and are not verified attributions. Embedding models demonstrably conflate look-alike types (e.g. radiate portraits of different third-century emperors). Type linkage displayed on records comes from deterministic catalogue-label matching only — no attribution in Syllogeum is silently AI-derived. If embedding-assisted attribution is ever introduced for otherwise-unidentifiable records, it will be labelled with the method and marked unverified, per this standing policy.

Separately: a meaningful portion of Syllogeum's code was written with AI assistance (Claude). The data pipeline's decisions — what to ingest, what to exclude, what to disclose — are human ones.

How to cite

kauzmic (2026). Syllogeum: an open archive of ancient coin imagery. https://syllogeum.org — a DOI-minted deposit of these releases (Zenodo) is planned.

API

The same data is queryable live: interactive documentation of the public read API at /docs. Please rate-limit yourself; for bulk work prefer the dumps above.