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204486095
205328545
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [204, 179, 392, 352], "category": "Picture"}, {"bbox": [185, 396, 407, 437], "category": "Title", "text": "BRITAIN"}, {"bbox": [141, 468, 452, 493], "category": "Title", "text": "AN OFFICIAL HANDBOOK"}]
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328558
SOME BRITISH FASHIONS Gir.H.
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [19, 24, 236, 41], "category": "Section-header", "text": "SOME BRITISH FASHIONS"}, {"bbox": [23, 114, 53, 126], "category": "Text", "text": "1590s"}, {"bbox": [0, 117, 250, 783], "category": "Picture"}, {"bbox": [233, 112, 264, 125], "category": "Text", "text": "1690s"}, {"bbox": [142, 169, 438, 868], "catego...
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328571
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [79, 108, 108, 120], "category": "Caption", "text": "1870s"}, {"bbox": [0, 134, 265, 870], "category": "Picture"}, {"bbox": [285, 101, 315, 112], "category": "Caption", "text": "1920s"}, {"bbox": [204, 120, 403, 770], "category": "Picture"}, {"bbox": [495, 104, 525, 115], "category": "Caption", "text": "1960s...
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328584
c 1 *
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [491, 832, 547, 896], "category": "Picture"}, {"bbox": [0, 336, 31, 745], "category": "Picture"}, {"bbox": [10, 119, 16, 130], "category": "Page-footer", "text": "1"}, {"bbox": [6, 33, 15, 47], "category": "Page-footer", "text": "S"}]
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328597
BRITAIN AN OFFICIAL HANDBOOK
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [395, 59, 541, 110], "category": "Title", "text": "BRITAIN\n\nAN OFFICIAL HANDBOOK"}]
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328610
I
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [46, 54, 191, 106], "category": "Text", "text": "BRITAIN\nBRITISH COLUMBIA"}]
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328623
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [0, 0, 588, 952], "category": "Picture"}]
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328636
‘Piping aboard’ ceremony on H.M.S. Lion
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [35, 171, 375, 190], "category": "Caption", "text": "HER MAJESTY THE QUEEN VISITING THE FLEET"}, {"bbox": [38, 205, 514, 864], "category": "Picture"}, {"bbox": [46, 874, 225, 885], "category": "Caption", "text": "'Piping aboard' ceremony on H.M.S. Lion"}]
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328649
BRITAIN AN OFFICIAL HANDBOOK PREPARED BY THE CENTRAL OFFICE OF INFORMATION, LONDON 1 967 EDITION London: Her Majesty’s Stationery Office: 1967
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [119, 71, 233, 190], "category": "Picture"}, {"bbox": [114, 331, 394, 380], "category": "Title", "text": "BRITAIN"}, {"bbox": [114, 424, 441, 449], "category": "Title", "text": "AN OFFICIAL HANDBOOK"}, {"bbox": [113, 578, 215, 590], "category": "Text", "text": "PREPARED BY"}, {"bbox": [113, 597, 475, 612], "c...
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]
204486095
205328662
© Crown copyright 19^7 Printed and published by HER MAJESTY’S STATIONERY OFFICE To be purchased from 49 High Holborn, London w.c.i 423 Oxford Street, London w.i 13A Castle Street, Edinburgh 2 109 St. Mary Street, Cardiff Brazennose Street, Manchester 2 50 Fairfax Street, Bristol 1 35 Smallbrook, Ringway, Birmingham 5 8...
<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486095.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...
true
true
[{"bbox": [105, 64, 226, 79], "category": "Page-header", "text": "© Crown copyright 1967"}, {"bbox": [105, 141, 332, 169], "category": "Text", "text": "Printed and published by\nHER MAJESTY'S STATIONERY OFFICE"}, {"bbox": [105, 182, 217, 196], "category": "Text", "text": "To be purchased from"}, {"bbox": [105, 195, 268...
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2025-10-08T16:53:58.014483", "prompt_mode": "layout-all"}]

Document OCR using dots.ocr

This dataset contains OCR results from images in NationalLibraryOfScotland/Britain-and-UK-Handbooks-Dataset using DoTS.ocr, a compact 1.7B multilingual model.

Processing Details

Configuration

  • Image Column: image
  • Output Column: markdown
  • Dataset Split: train
  • Batch Size: 32
  • Prompt Mode: layout-all
  • Max Model Length: 32,768 tokens
  • Max Output Tokens: 8,192
  • GPU Memory Utilization: 80.0%

Model Information

DoTS.ocr is a compact multilingual document parsing model that excels at:

  • 🌍 100+ Languages - Multilingual document support
  • 📊 Table extraction - Structured data recognition
  • 📐 Formulas - Mathematical notation preservation
  • 📝 Layout-aware - Reading order and structure preservation
  • 🎯 Compact - Only 1.7B parameters

Dataset Structure

The dataset contains all original columns plus:

  • markdown: The extracted text in markdown format
  • inference_info: JSON list tracking all OCR models applied to this dataset

Usage

from datasets import load_dataset
import json

# Load the dataset
dataset = load_dataset("{output_dataset_id}", split="train")

# Access the markdown text
for example in dataset:
    print(example["markdown"])
    break

# View all OCR models applied to this dataset
inference_info = json.loads(dataset[0]["inference_info"])
for info in inference_info:
    print(f"Column: {info['column_name']} - Model: {info['model_id']}")

Reproduction

This dataset was generated using the uv-scripts/ocr DoTS OCR script:

uv run https://huggingface.co/datasets/uv-scripts/ocr/raw/main/dots-ocr.py \
    NationalLibraryOfScotland/Britain-and-UK-Handbooks-Dataset \
    <output-dataset> \
    --image-column image \
    --batch-size 32 \
    --prompt-mode layout-all \
    --max-model-len 32768 \
    --max-tokens 8192 \
    --gpu-memory-utilization 0.8

Generated with 🤖 UV Scripts

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