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204486115
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204788144
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ENVIRONMENTAL PROTECTION
Air Pollutants: UK Emissions of Selected Gases from All Sources
Million tonnes
Source: National Environmental Technology Centre
regulations for emissions such as carbon
dioxide, hydrocarbons, oxides of nitrogen and
particulate matter. Three EC Directives
agreed during the UK Presidency, and which
will come into force from January 2000, will
further improve emissions from passenger cars
and light commercial vehicles. Their main
elements are:
• a further cut in emissions from petrol-
engined vehicles by 30%-40%, and from
diesel vehicles by 50%;
• the introduction of On Board Diagnostic
systems for petrol vehicles to ensure that
emission thresholds are not exceeded;
• the introduction of in-service testing of
vehicles;
• the reduction of sulphur levels in petrol
by 70%, and by 30% in diesel; and
• the reduction of benzene content in
petrol by 80%.
The European Commission has set further
standards for both car emissions and fuel
quality, to be introduced in 2005.
Compulsory tests of emissions from
vehicles in use are a key element in the UK’s
strategy for improving air quality. Britain has
introduced metered emission tests and smoke
checks into the annual ‘MoT’ roadworthiness
test (see p. 364). Enforcement checks carried
out at the roadside or in operators’ premises
also include at least a visual check for
excessive smoke. Wherever possible, a smoke
meter is used for borderline cases. The
Vehicle Inspectorate (see p. 364) carried out
125,000 roadside emissions checks in 1997-98
(on cars, coaches, lorries, buses and taxis) and
180,000 roadworthiness checks. In addition,
under a trial scheme introduced in 1997, seven
local authorities—Birmingham, Bristol,
Canterbury, Glasgow, Middlesbrough,
Swansea and Westminster—have been given
powers to enforce vehicle exhaust emissions
standards by random testing at the roadside.
Offenders who are causing avoidable pollution
are liable to pay a £60 fixed penalty.
Meanwhile, the Government has set up a
Cleaner Vehicles Task Force, whose overall
objective is to create a new partnership
335
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HPOS="1441" VPOS="2391" WIDTH="148" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="17" VPOS="2391" HPOS="1589"/><String ID="p379_w215" CONTENT="Wherever" HPOS="1606" VPOS="2391" WIDTH="216" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="2391" HPOS="1822"/><String ID="p379_w216" CONTENT="possible," HPOS="1837" VPOS="2391" WIDTH="186" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="17" VPOS="2391" HPOS="2023"/><String ID="p379_w217" CONTENT="a" HPOS="2040" VPOS="2391" WIDTH="21" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="14" VPOS="2391" HPOS="2061"/><String ID="p379_w218" CONTENT="smoke" HPOS="2075" VPOS="2391" WIDTH="137" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="846" HEIGHT="50" ID="p379_t37" HPOS="1228" VPOS="2452"><String ID="p379_w219" CONTENT="meter" HPOS="1228" VPOS="2452" WIDTH="125" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="2452" HPOS="1353"/><String ID="p379_w220" CONTENT="is" HPOS="1368" VPOS="2452" WIDTH="32" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="16" VPOS="2452" HPOS="1400"/><String ID="p379_w221" CONTENT="used" HPOS="1416" VPOS="2452" WIDTH="99" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="16" VPOS="2452" HPOS="1515"/><String ID="p379_w222" CONTENT="for" HPOS="1531" VPOS="2452" WIDTH="62" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="14" VPOS="2452" HPOS="1593"/><String ID="p379_w223" CONTENT="borderline" HPOS="1607" VPOS="2452" WIDTH="225" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="2452" HPOS="1832"/><String ID="p379_w224" CONTENT="cases." HPOS="1847" VPOS="2452" WIDTH="119" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="18" VPOS="2452" HPOS="1966"/><String ID="p379_w225" CONTENT="The" HPOS="1984" VPOS="2452" WIDTH="90" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="960" HEIGHT="50" ID="p379_t38" HPOS="1228" VPOS="2513"><String ID="p379_w226" CONTENT="Vehicle" HPOS="1228" VPOS="2513" WIDTH="163" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="2513" HPOS="1391"/><String ID="p379_w227" CONTENT="Inspectorate" HPOS="1406" VPOS="2513" WIDTH="269" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="16" VPOS="2513" HPOS="1675"/><String ID="p379_w228" CONTENT="(see" HPOS="1691" VPOS="2513" WIDTH="81" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="2513" HPOS="1772"/><String ID="p379_w229" CONTENT="p." 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HPOS="1761" VPOS="2696" WIDTH="154" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="18" VPOS="2696" HPOS="1915"/><String ID="p379_w250" CONTENT="In" HPOS="1933" VPOS="2696" WIDTH="44" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="17" VPOS="2696" HPOS="1977"/><String ID="p379_w251" CONTENT="addition," HPOS="1994" VPOS="2696" WIDTH="192" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="1014" HEIGHT="50" ID="p379_t42" HPOS="1230" VPOS="2757"><String ID="p379_w252" CONTENT="under" HPOS="1230" VPOS="2757" WIDTH="128" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="14" VPOS="2757" HPOS="1358"/><String ID="p379_w253" CONTENT="a" HPOS="1372" VPOS="2757" WIDTH="21" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="2757" HPOS="1393"/><String ID="p379_w254" CONTENT="trial" HPOS="1408" VPOS="2757" WIDTH="87" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="2757" HPOS="1495"/><String ID="p379_w255" CONTENT="scheme" HPOS="1510" VPOS="2757" WIDTH="160" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="16" 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STYLEREFS="font0"/><SP WIDTH="15" VPOS="3000" HPOS="1782"/><String ID="p379_w275" CONTENT="exhaust" HPOS="1797" VPOS="3000" WIDTH="165" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="14" VPOS="3000" HPOS="1962"/><String ID="p379_w276" CONTENT="emissions" HPOS="1976" VPOS="3000" WIDTH="209" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="960" HEIGHT="50" ID="p379_t47" HPOS="1232" VPOS="3060"><String ID="p379_w277" CONTENT="standards" HPOS="1232" VPOS="3060" WIDTH="206" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="3060" HPOS="1438"/><String ID="p379_w278" CONTENT="by" HPOS="1453" VPOS="3060" WIDTH="52" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="3060" HPOS="1505"/><String ID="p379_w279" CONTENT="random" HPOS="1520" VPOS="3060" WIDTH="168" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="3060" HPOS="1688"/><String ID="p379_w280" CONTENT="testing" HPOS="1703" VPOS="3060" WIDTH="146" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="14" VPOS="3060" HPOS="1849"/><String 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26: SCIENCE, ENGINEERING AND TECHNOLOGY
Activities such as these are important in
assuring continued interest in SET among
young people making educational and career
choices. They also help to enhance the
public’s ability to relate to scientific issues in
general and to make informed judgments
about scientific developments. The
Government is increasing its understanding of
public attitudes to science through public
consultation. Examples are consultation on
developments in biosciences, held in 1999, and
a broader national survey on public attitudes
to science, conducted by the Government in
2000 in partnership with the Wellcome Trust.
Women
The Promoting SET for Women Unit within
OST at the DTI was established in 1994 in
response to a report which found that women
were under-represented in the SET sectors,
especially at senior levels. The Unit has
highlighted the benefits to business of providing
a working environment sensitive to the needs of
women scientists and engineers who combine a
career and family responsibilities. It seeks to
ensure that careers information for girls and
women is widely available and to promote good
employment practices, such as the provision of
childcare facilities and job sharing. A website
(www.set4women.gov.uk) has been launched
promoting SET for girls and women and giving
details of the Unit’s activities.
Industrial and Intellectual Property
The Government supports innovation
through the promotion of a national and
international system for the establishment of
intellectual property rights. These matters are
the responsibility of the Patent Office, an
executive agency of the DTI. The Office is
responsible for the granting of patents, and
registration of designs and trade marks. In
1999 it received over 30,000 applications for
patents and more than 84,000 applications for
trade marks. The Patent Office encourages
worldwide harmonisation of rules and
procedures, and the modernisation and
simplification of intellectual property law.
International patenting arrangements include
the European Patent Convention and the
Patent Co-operation Treaty. For trade marks
the European Community Trade Mark
System and the Madrid Protocol provide
means of extending rights beyond the borders
of the United Kingdom. The Patent Office
website and Central Enquiry Unit offer
detailed information about all aspects of
intellectual property rights to its customers.
R&D’s important role in a knowledge-
driven economy is further recognised in an
intellectual property rights action plan set out
in the Competitiveness White Paper (see
p. 390), which focuses on making these rights
more affordable and accessible. Further
impetus has been given to work on the
exploitation of public sector research through
the publication in August 1999 of the Baker
report, Creating Knowledge: Creating Wealth—
Realising the Economic Potential of Public Sector
Research Establishments. The key
recommendations were:
• overcoming the risk avoidance culture in
central government that inhibits
entrepreneurial behaviour;
• giving government laboratories greater
financial and management freedom; and
• reforming Civil Service conduct rules so
as to reward scientists for exploiting their
work.
The Government has welcomed the report.
In implementing its recommendations, it will
maintain the balance between pursuing
exploitation and preserving both propriety and
a continuing source of independent advice on
sometimes controversial scientific subjects.
GOVERNMENT DEPARTMENTS
Department of Trade and Industry
In 2000—01 DTFs planned expenditure on
SET is £380 million: £267 million on R&D
and £113 million on technology transfer.
Expenditure covers innovation and technology
for a number of industrial sectors, including
aeronautics, biotechnology, chemicals,
communications, engineering, environmental
technology, IT, space (see p. 437), and nuclear
and non-nuclear energy. DTI is committed to
433
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189742219
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189881032
|
Peterhead ■
Chapelcross
▲ Dinorwig \
A Ffestiniog
• Trawsfynydd
Ratcliffe-on-Soar
Rheidol v
Sizewell A •
Sizewell BO
Tilbury
W. Thurrock | • Bradwell
Pembi
irthaw
Didcot
Oldbury
Dungeness Ba^
Dungeness A
;ley R. A Hinkley R. B
Electricity
Shetland
Islands
Orkney
Islands
Dounreay
Fasnakyle
★
20 40 60 80 100120 km
J I l l l l
A Foyers
60 80 miles
Errochty
^Clunie
lannoch +
rz-. ★ ★
ochay
Conventional power stations
(1,000 MW and over)
Nuclear power stations
Under construction
jperated
)y SSEB from
January 1990
Power-producing reactors of
the UKAEA or BNFL
*
Cockenzie
Hunterston A
*
★ Hydro-electric power stations
(over 45- MW capacity)
Pumped storage schemes
Boundary of the SSEB
and NSHEB
Blyth B
Hartlepool
Calder Hall
••
I Heysham II
Ferrybridge Ca
Eggborough
■ Fiddler’s
Drax
West B
Cottam
|
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CONTENT="stations" HPOS="2160" VPOS="1342" WIDTH="137" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="432" HEIGHT="50" ID="p333_t50" HPOS="1760" VPOS="1385"><String ID="p333_w106" CONTENT="(over" HPOS="1760" VPOS="1385" WIDTH="91" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="1385" HPOS="1851"/><String ID="p333_w107" CONTENT="45-" HPOS="1866" VPOS="1385" WIDTH="65" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="9" VPOS="1385" HPOS="1931"/><String ID="p333_w108" CONTENT="MW" HPOS="1940" VPOS="1385" WIDTH="72" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="16" VPOS="1385" HPOS="2012"/><String ID="p333_w109" CONTENT="capacity)" HPOS="2028" VPOS="1385" WIDTH="164" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="488" HEIGHT="50" ID="p333_t51" HPOS="1762" VPOS="1462"><String ID="p333_w110" CONTENT="Pumped" HPOS="1762" VPOS="1462" WIDTH="154" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="17" VPOS="1462" HPOS="1916"/><String ID="p333_w111" CONTENT="storage" HPOS="1933" VPOS="1462" WIDTH="137" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="1462" HPOS="2070"/><String ID="p333_w112" CONTENT="schemes" HPOS="2085" VPOS="1462" WIDTH="165" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="420" HEIGHT="50" ID="p333_t52" HPOS="1761" VPOS="1536"><String ID="p333_w113" CONTENT="Boundary" HPOS="1761" VPOS="1536" WIDTH="179" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="15" VPOS="1536" HPOS="1940"/><String ID="p333_w114" CONTENT="of" HPOS="1955" VPOS="1536" WIDTH="34" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="14" VPOS="1536" HPOS="1989"/><String ID="p333_w115" CONTENT="the" HPOS="2003" VPOS="1536" WIDTH="57" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="16" VPOS="1536" HPOS="2060"/><String ID="p333_w116" CONTENT="SSEB" HPOS="2076" VPOS="1536" WIDTH="105" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="227" HEIGHT="50" ID="p333_t53" HPOS="1758" VPOS="1581"><String ID="p333_w117" CONTENT="and" HPOS="1758" VPOS="1581" WIDTH="69" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="19" VPOS="1581" HPOS="1827"/><String ID="p333_w118" CONTENT="NSHEB" HPOS="1846" VPOS="1581" WIDTH="139" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="145" HEIGHT="50" ID="p333_t54" HPOS="1356" VPOS="1556"><String ID="p333_w119" CONTENT="Blyth" HPOS="1356" VPOS="1556" WIDTH="95" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="23" VPOS="1556" HPOS="1451"/><String ID="p333_w120" CONTENT="B" HPOS="1474" VPOS="1556" WIDTH="27" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="207" HEIGHT="50" ID="p333_t55" HPOS="1362" VPOS="1687"><String ID="p333_w121" CONTENT="Hartlepool" HPOS="1362" VPOS="1687" WIDTH="207" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="229" HEIGHT="50" ID="p333_t56" HPOS="1144" VPOS="1770"><String ID="p333_w122" CONTENT="Calder" HPOS="1144" VPOS="1770" WIDTH="135" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="20" VPOS="1770" HPOS="1279"/><String ID="p333_w123" CONTENT="Hall" HPOS="1299" VPOS="1770" WIDTH="74" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="76" HEIGHT="50" ID="p333_t57" HPOS="1266" VPOS="1946"><String ID="p333_w124" CONTENT="••" HPOS="1266" VPOS="1946" WIDTH="76" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="307" HEIGHT="50" ID="p333_t58" HPOS="1260" VPOS="1987"><String ID="p333_w125" CONTENT="I" HPOS="1260" VPOS="1987" WIDTH="5" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="69" VPOS="1987" HPOS="1265"/><String ID="p333_w126" CONTENT="Heysham" HPOS="1334" VPOS="1987" WIDTH="193" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="23" VPOS="1987" HPOS="1527"/><String ID="p333_w127" CONTENT="II" HPOS="1550" VPOS="1987" WIDTH="17" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="326" HEIGHT="50" ID="p333_t59" HPOS="1279" VPOS="2042"><String ID="p333_w128" CONTENT="Ferrybridge" HPOS="1279" VPOS="2042" WIDTH="237" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="18" VPOS="2042" HPOS="1516"/><String ID="p333_w129" CONTENT="Ca" HPOS="1534" VPOS="2042" WIDTH="71" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="260" HEIGHT="50" ID="p333_t60" HPOS="1375" VPOS="2099"><String ID="p333_w130" CONTENT="Eggborough" HPOS="1375" VPOS="2099" WIDTH="260" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="212" HEIGHT="69" ID="p333_t61" HPOS="1263" VPOS="2156"><String ID="p333_w131" CONTENT="■" HPOS="1263" VPOS="2156" WIDTH="31" HEIGHT="69" STYLEREFS="font1"/><SP WIDTH="8" VPOS="2156" HPOS="1294"/><String ID="p333_w132" CONTENT="Fiddler’s" HPOS="1302" VPOS="2174" WIDTH="173" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="94" HEIGHT="50" ID="p333_t62" HPOS="1684" VPOS="2004"><String ID="p333_w133" CONTENT="Drax" HPOS="1684" VPOS="2004" WIDTH="94" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="146" HEIGHT="50" ID="p333_t63" HPOS="1768" VPOS="2179"><String ID="p333_w134" CONTENT="West" HPOS="1768" VPOS="2179" WIDTH="99" HEIGHT="50" STYLEREFS="font0"/><SP WIDTH="20" VPOS="2179" HPOS="1867"/><String ID="p333_w135" CONTENT="B" HPOS="1887" VPOS="2179" WIDTH="27" HEIGHT="50" STYLEREFS="font0"/></TextLine><TextLine WIDTH="147" HEIGHT="50" ID="p333_t64" HPOS="1554" VPOS="2211"><String ID="p333_w136" CONTENT="Cottam" HPOS="1554" VPOS="2211" WIDTH="147" HEIGHT="50" STYLEREFS="font0"/></TextLine></PrintSpace></Page></Layout></alto>
| true | true |
[{"bbox": [25, 20, 112, 39], "category": "Section-header"}, {"bbox": [0, 49, 588, 924], "category": "Picture"}, {"bbox": [405, 0, 576, 178], "category": "Picture"}, {"bbox": [420, 24, 461, 50], "category": "Text"}, {"bbox": [504, 24, 551, 50], "category": "Text"}]
|
[{"model_id": "rednote-hilab/dots.ocr", "column_name": "layout", "timestamp": "2025-10-09T13:45:12.864064", "prompt_mode": "layout-only"}]
|
|
204486089
|
204586555
| "8\nBRITAIN: AN OFFICIAL HANDBOOK\nBritain, as in all countries before the development of medical sc(...TRUNCATED) | "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED) | true | true | "[{\"bbox\": [62, 31, 71, 44], \"category\": \"Page-header\"}, {\"bbox\": [198, 35, 423, 49], \"cate(...TRUNCATED) | "[{\"model_id\": \"rednote-hilab/dots.ocr\", \"column_name\": \"layout\", \"timestamp\": \"2025-10-0(...TRUNCATED) |
|
204486116
|
204791459
| "Abbeys and Priories: p. 1, English Heritage Photo Library; p. 2, Crown Copyright, Historic\nScotlan(...TRUNCATED) | "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED) | true | true | "[{\"bbox\": [26, 64, 523, 101], \"category\": \"Text\"}, {\"bbox\": [26, 97, 527, 134], \"category\(...TRUNCATED) | "[{\"model_id\": \"rednote-hilab/dots.ocr\", \"column_name\": \"layout\", \"timestamp\": \"2025-10-0(...TRUNCATED) |
|
189742213
|
189840602
| "6\nSocial Welfare\nThe British social welfare system comprises the National Health Service, the\npe(...TRUNCATED) | "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED) | true | true | "[{\"bbox\": [63, 23, 485, 73], \"category\": \"Section-header\"}, {\"bbox\": [121, 171, 560, 300], (...TRUNCATED) | "[{\"model_id\": \"rednote-hilab/dots.ocr\", \"column_name\": \"layout\", \"timestamp\": \"2025-10-0(...TRUNCATED) |
|
204486104
|
204702331
| "Acknowledgment is made for photographs to: General Council\nof British Shipping for National Sea Tr(...TRUNCATED) | "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED) | true | true | "[{\"bbox\": [154, 59, 462, 234], \"category\": \"Text\"}, {\"bbox\": [164, 765, 472, 842], \"catego(...TRUNCATED) | "[{\"model_id\": \"rednote-hilab/dots.ocr\", \"column_name\": \"layout\", \"timestamp\": \"2025-10-0(...TRUNCATED) |
|
204486092
|
204614323
| "242\nBRITAIN: AN OFFICIAL HANDBOOK\nSociety of Film and\nTelevision Arts\nAssistance to\nBritish Fi(...TRUNCATED) | "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED) | true | true | "[{\"bbox\": [17, 57, 38, 68], \"category\": \"Page-header\"}, {\"bbox\": [131, 54, 349, 65], \"cate(...TRUNCATED) | "[{\"model_id\": \"rednote-hilab/dots.ocr\", \"column_name\": \"layout\", \"timestamp\": \"2025-10-0(...TRUNCATED) |
|
204486095
|
205332263
| "INDUSTRY\n261\nThe British Standards Institution (BSI) is a voluntary non-profit-making\nbody incor(...TRUNCATED) | "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED) | true | true | "[{\"bbox\": [134, 34, 197, 44], \"category\": \"Page-header\"}, {\"bbox\": [537, 34, 557, 46], \"ca(...TRUNCATED) | "[{\"model_id\": \"rednote-hilab/dots.ocr\", \"column_name\": \"layout\", \"timestamp\": \"2025-10-0(...TRUNCATED) |
|
204486111
|
204752329
| "BRITAIN 1995: AN OFFICIAL HANDBOOK\nsignificant contribution to the economy,\ndirectly providing ov(...TRUNCATED) | "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED) | true | true | "[{\"bbox\": [45, 23, 226, 35], \"category\": \"Page-header\"}, {\"bbox\": [44, 65, 288, 124], \"cat(...TRUNCATED) | "[{\"model_id\": \"rednote-hilab/dots.ocr\", \"column_name\": \"layout\", \"timestamp\": \"2025-10-0(...TRUNCATED) |
End of preview. Expand
in Data Studio
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
- Source Dataset: NationalLibraryOfScotland/Britain-and-UK-Handbooks-Dataset
- Model: rednote-hilab/dots.ocr
- Number of Samples: 2,000
- Processing Time: 12.5 min
- Processing Date: 2025-10-09 13:45 UTC
Configuration
- Image Column:
image - Output Column:
markdown - Dataset Split:
train - Batch Size: 512
- Prompt Mode: layout-only
- Max Model Length: 8,192 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 formatinference_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 512 \
--prompt-mode layout-only \
--max-model-len 8192 \
--max-tokens 8192 \
--gpu-memory-utilization 0.8
Generated with 🤖 UV Scripts
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