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Content Mining
Ross Mounce and Peter Murray-Rust
OpenCon, Washington, 2014-11-15
G***** for Science
If you had a magic wand what would you want to
be able to search for in the current “paper”
literature[1]?
Anything “readable”, including text, equations,
diagrams, metadata, supplementary data.
[1] Including closed access.
The Right to Read is the Right to Mine
http://contentmine.org
• Crawl scientific literature
(Open Bibliography)
• Scrape each scientific article
(ContentMine-quickscrape)
• Extract the facts (ContentMine-AMI)
• Index (Wikipedia)
• Republish (WikiData)
Machine Extraction of scientific facts
RSU: Richard Smith-Unna
PMR: Peter Murray-Rust
CL: CottageLabs
Queues
Repos
Scientific
literature
Science
Plugins
Science
Volunteers
Facts Marked by “non-scientists” in ContentMine workshops
With Wikipedia everyone can be a scientist
“nuggets” in a scientific paper
quantity
units
Value ranges
Humans aren’t designed to mine this … 
chemical
project places
http://chemicaltagger.ch.cam.ac.uk/
• Typical
Typical chemical synthesis
Open Content Mining of FACTs
Machines can interpret chemical reactions
We have done 500,000 patents. There are >
3,000,000 reactions/year. Added value > 1B Eur.
AMI https://bitbucket.org/petermr/xhtml2stm/wiki/Home
Example reaction scheme, taken from MDPI Metabolites 2012, 2, 100-133; page 8, CC-BY:
AMI reads the complete diagram,
recognizes the paths and
generates the molecules. Then
she creates a stop-fram animation
showing how the 12 reactions
lead into each other
CLICK HERE FOR ANIMATION
(may be browser dependent)
But we can now
turn PDFs into
Science
We can’t turn a hamburger into a cow
Bacterial WP_phylogenetic tree
Our machines have read and interpreted 4300 in an hour with > 95% accuracy
Trees From http://ijs.sgmjournals.org/ used under new UK legislation (Hargreaves)
WP: Clostridium_butyricum
Genbank ID
American Type
Culture Collection
(http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0036933 –
“Adaptive Evolution of HIV at HLA Epitopes Is Associated with Ethnicity in Canada” .
((n122,((n121,n205),((n39,(n84,((((n35,n98),n191),n22),n17))),((n10,n182),(
(((n232,n76),n68),(n109,n30)),(n73,(n106,n58))))))),((((((n103,n86),(n218,(n
215,n157))),((n164,n143),((n190,((n108,n177),(n192,n220))),((n233,n187),
n41)))),((((n59,n184),((n134,n200),(n137,(n212,((n92,n209),n29))))),(n88,(n
102,n161))),((((n70,n140),(n18,n188)),(n49,((n123,n132),(n219,n198)))),(((
n37,(n65,n46)),(n135,(n11,(n113,n142)))),(n210,((n69,(n216,n36)),(n231,n1
60))))))),(((n107,n43),((n149,n199),n74)),(((n101,(n19,n54)),n96),(n7,((n139
,n5),((n170,(n25,n75)),(n146,(n154,(n194,(((n14,n116),n112),(n126,n222)))
)))))))),(((((n165,(n168,n128)),n129),((n114,n181),(n48,n118))),((n158,(n91,(
n33,n213))),(n87,n235))),((n197,(n175,n117)),(n196,((n171,(n163,n227)),((
n53,n131),n159)))))));
http://en.wikipedia.org/wiki/Digital_image_processing
http://en.wikipedia.org/wiki/Newick_format http://en.wikipedia.org/wiki/Phylogenetics
Content Mining is now legal in UK
• Since 2014-06-01
• For non-commercial research purposes
• Without permission or licence from publishers
Come to the UK!
Some Community Ideas
• Exoplanets
• Elementary particles.
• NASA missions
• Biodiversity (what lives where and when)
• Phytochemistry (chemistry in plants)
• Neurophysiology data (electrical spikes)
• Evolutionary biology
• Daily dinosaurs for 5-year-olds
• Legal and political aspects
• Licence and Funder metadata

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Contentmineatopencon2

  • 1. Content Mining Ross Mounce and Peter Murray-Rust OpenCon, Washington, 2014-11-15
  • 2. G***** for Science If you had a magic wand what would you want to be able to search for in the current “paper” literature[1]? Anything “readable”, including text, equations, diagrams, metadata, supplementary data. [1] Including closed access.
  • 3. The Right to Read is the Right to Mine http://contentmine.org
  • 4. • Crawl scientific literature (Open Bibliography) • Scrape each scientific article (ContentMine-quickscrape) • Extract the facts (ContentMine-AMI) • Index (Wikipedia) • Republish (WikiData) Machine Extraction of scientific facts
  • 5. RSU: Richard Smith-Unna PMR: Peter Murray-Rust CL: CottageLabs Queues Repos Scientific literature Science Plugins Science Volunteers
  • 6. Facts Marked by “non-scientists” in ContentMine workshops With Wikipedia everyone can be a scientist
  • 7. “nuggets” in a scientific paper quantity units Value ranges Humans aren’t designed to mine this …  chemical project places
  • 9. Open Content Mining of FACTs Machines can interpret chemical reactions We have done 500,000 patents. There are > 3,000,000 reactions/year. Added value > 1B Eur.
  • 10. AMI https://bitbucket.org/petermr/xhtml2stm/wiki/Home Example reaction scheme, taken from MDPI Metabolites 2012, 2, 100-133; page 8, CC-BY: AMI reads the complete diagram, recognizes the paths and generates the molecules. Then she creates a stop-fram animation showing how the 12 reactions lead into each other CLICK HERE FOR ANIMATION (may be browser dependent)
  • 11. But we can now turn PDFs into Science We can’t turn a hamburger into a cow
  • 12. Bacterial WP_phylogenetic tree Our machines have read and interpreted 4300 in an hour with > 95% accuracy Trees From http://ijs.sgmjournals.org/ used under new UK legislation (Hargreaves) WP: Clostridium_butyricum Genbank ID American Type Culture Collection
  • 13. (http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0036933 – “Adaptive Evolution of HIV at HLA Epitopes Is Associated with Ethnicity in Canada” . ((n122,((n121,n205),((n39,(n84,((((n35,n98),n191),n22),n17))),((n10,n182),( (((n232,n76),n68),(n109,n30)),(n73,(n106,n58))))))),((((((n103,n86),(n218,(n 215,n157))),((n164,n143),((n190,((n108,n177),(n192,n220))),((n233,n187), n41)))),((((n59,n184),((n134,n200),(n137,(n212,((n92,n209),n29))))),(n88,(n 102,n161))),((((n70,n140),(n18,n188)),(n49,((n123,n132),(n219,n198)))),((( n37,(n65,n46)),(n135,(n11,(n113,n142)))),(n210,((n69,(n216,n36)),(n231,n1 60))))))),(((n107,n43),((n149,n199),n74)),(((n101,(n19,n54)),n96),(n7,((n139 ,n5),((n170,(n25,n75)),(n146,(n154,(n194,(((n14,n116),n112),(n126,n222))) )))))))),(((((n165,(n168,n128)),n129),((n114,n181),(n48,n118))),((n158,(n91,( n33,n213))),(n87,n235))),((n197,(n175,n117)),(n196,((n171,(n163,n227)),(( n53,n131),n159))))))); http://en.wikipedia.org/wiki/Digital_image_processing http://en.wikipedia.org/wiki/Newick_format http://en.wikipedia.org/wiki/Phylogenetics
  • 14. Content Mining is now legal in UK • Since 2014-06-01 • For non-commercial research purposes • Without permission or licence from publishers Come to the UK!
  • 15. Some Community Ideas • Exoplanets • Elementary particles. • NASA missions • Biodiversity (what lives where and when) • Phytochemistry (chemistry in plants) • Neurophysiology data (electrical spikes) • Evolutionary biology • Daily dinosaurs for 5-year-olds • Legal and political aspects • Licence and Funder metadata