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{"image_type": "index_card", "heading": "Abbots Craig.", "heading_type": "geographic", "epithet": null, "entries": [{"ms_no": "Ch. 4029.", "folios": [], "description": "ABBOTS CRAIG, Stirlingshire, contract referring to lands of (1597-8)"}]}
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{ "bbox": [ [ 84.5537109375, 294.2581481933594, 2177.3154296875, 1220.2198486328125 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbotsford", "heading_type": "geographic", "epithet": null, "entries": [{"ms_no": null, "folios": ["919"], "description": "ABBOTSFORD, subscription-book of the fund for its preservation (1832), 919."}]}
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{ "bbox": [ [ 92.24740600585938, 298.8743591308594, 2165.00537109375, 1209.4486083984375 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbotsford", "heading_type": "geographic", "epithet": "map of", "entries": [{"ms_no": "783", "folios": ["(1820)"], "description": "Abbotsford, map of"}]}
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{ "bbox": [ [ 110.71227264404297, 306.56805419921875, 2141.92431640625, 1186.3675537109375 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "ABBOTSFORD, Roxburghshire", "heading_type": "geographic", "epithet": "drawing of (1823)", "entries": [{"ms_no": "10989", "folios": ["no.51"], "description": null}]}
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{ "bbox": [ [ 95.32488250732422, 303.4905700683594, 2178.85400390625, 1214.0648193359375 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbotsford.", "heading_type": "geographic", "epithet": null, "entries": [{"ms_no": "3134", "folios": ["204"], "description": "ABBOTSFORD, sketch of, made while the old house remained (n.d.)"}]}
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{ "bbox": [ [ 115.32848358154297, 275.79327392578125, 2151.15673828125, 1237.14599609375 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbotsford Club", "heading_type": "corporate", "epithet": null, "entries": [{"ms_no": "2050", "folios": [], "description": "ABBOTSFORD CLUB, minute-book of (1833-4, 1837-9, 1841-2, 1844)"}]}
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{ "bbox": [ [ 99.94110107421875, 291.1806640625, 2158.850341796875, 1207.909912109375 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbotsford Club", "heading_type": "corporate", "epithet": null, "entries": [{"ms_no": null, "folios": [], "description": "ABBOTSFORD CLUB, letters and papers of (1833-58, n.d.), 1864-8."}]}
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0079.jpg
{ "bbox": [ [ 106.09605407714844, 275.79327392578125, 2146.54052734375, 1227.91357421875 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbots Grange.", "heading_type": "geographic", "epithet": "Stirlingshire", "entries": [{"ms_no": "Ch. 4025", "folios": [], "description": "ABBOTS GRANGE, Stirlingshire, translation of tack of lands of (1566)"}]}
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0081.jpg
{ "bbox": [ [ 86.09245300292969, 297.33563232421875, 2146.54052734375, 1201.7550048828125 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbotsgrange,", "heading_type": "geographic", "epithet": null, "entries": [{"ms_no": null, "folios": ["8629"], "description": "ABBOTSGRANGE, Stirlingshire, tack of lands of (1606), Ch. 8629."}]}
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{ "bbox": [ [ 89.16992950439453, 297.33563232421875, 2151.15673828125, 1203.293701171875 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abotshall,", "heading_type": "geographic", "epithet": "Lord, Senator of the College of Justice", "entries": [{"ms_no": null, "folios": [], "description": "ABBOTSHALL, Lord, Senator of the College of Justice, see Ramsay (Sir Andrew)."}]}
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{ "bbox": [ [ 98.40235900878906, 294.2581481933594, 2146.54052734375, 1194.061279296875 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbott, B.E.", "heading_type": "person", "epithet": "B. Edward", "entries": [{"ms_no": "5579", "folios": ["f. 113"], "description": "copies of letters to (1794)"}, {"ms_no": "5580", "folios": ["f. 119"], "description": null}, {"ms_no": "5582", "folios": ["ff. 3, 196"], "descript...
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{ "bbox": [ [ 98.40235900878906, 274.2545471191406, 2157.311767578125, 1232.52978515625 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbott, C.", "heading_type": "person", "epithet": "1st Baron Tenterden, of Hendon", "entries": [{"ms_no": "589", "folios": ["1462", "1472"], "description": "letters of (1800, 1828)"}]}
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0089.jpg
{ "bbox": [ [ 101.5, 254, 2138.5, 1242 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "ABBOTT (Charles), 1st Baron Tenterden", "heading_type": "person", "epithet": "1st Baron Tenterden", "entries": [{"ms_no": "11000", "folios": ["f.55"], "description": "letter to (1819)"}]}
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0091.jpg
{ "bbox": [ [ 91, 270, 2181, 1266 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbott, C.D.", "heading_type": "person", "epithet": "Director of Libraries", "entries": [{"ms_no": "8536", "folios": ["194", "232"], "description": "letters of (1938)"}]}
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{ "bbox": [ [ 89.16992950439453, 274.2545471191406, 2155.77294921875, 1240.223388671875 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "ABBOTT (Charles Stuart AuIrey), Baron Tenterden", "heading_type": "person", "epithet": "3rd", "entries": [{"ms_no": "13070", "folios": ["ff.121-206"], "description": "letters to and of (1873-7) (passim);"}, {"ms_no": "13071", "folios": [], "description": "passim"}, {"ms_no": "13...
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{ "bbox": [ [ 106.09605407714844, 318.8779602050781, 2054.21630859375, 1177.1351318359375 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbott, C.", "heading_type": "person", "epithet": "3rd Baron Tenterden", "entries": [{"ms_no": "9254", "folios": ["f. 212"], "description": "letter of (1874)"}]}
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{ "bbox": [ [ 104.55731964111328, 280.40948486328125, 2160.38916015625, 1220.2198486328125 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbott E.", "heading_type": "person", "epithet": "Baroness Tenterden", "entries": [{"ms_no": "10595", "folios": ["f.92"], "description": "letter of (1913)"}]}
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{ "bbox": [ [ 113.78974914550781, 291.1806640625, 2126.536865234375, 1230.990966796875 ] ], "category": [ 0 ] }
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{"image_type": "index_card", "heading": "Abbott, E.F.", "heading_type": "person", "epithet": "Wife of Hon. Charles", "entries": [{"ms_no": "8191", "folios": ["266"], "description": "letter of (1863)"}]}
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NLS Advocates Library index cards → structured JSON (NuExtract3)

Demo output: scanned manuscript index cards from the National Library of Scotland's Advocates Library, run through NuExtract3 (4B, Apache-2.0) for schema-guided structured extraction. Each row pairs the card image with extraction — the JSON the model returned for that card.

How it was made

hf jobs uv run --image vllm/vllm-openai:latest --flavor a100-large \
  --python /usr/bin/python3 -e PYTHONPATH=/usr/local/lib/python3.12/dist-packages \
  -s HF_TOKEN \
  https://huggingface.co/datasets/uv-scripts/ocr/raw/main/nuextract3.py \
  davanstrien/nls-index-cards-only OUTPUT \
  --template '{"image_type":["index_card","verso","cover","blank","other"],"heading":"verbatim-string","heading_type":["person","family","corporate","geographic","subject"],"epithet":"string","entries":[{"ms_no":"verbatim-string","folios":["verbatim-string"],"description":"string"}]}'

Note

This is a demo, not a production extraction. Quality varies — e.g. busy or small-in-frame scans are sometimes misclassified as verso, and headings may be abbreviated where a catalogue would expand them. For real archival work, crop to the card first (the input dataset ships bounding boxes) and review the output.

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