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From	the	Chemistry	of	Data	
to	the	Data	of	Chemistry
Text	and	Data	Mining	
ICSTI	Webinar
Jeremy	G.	Frey
University	of	Southampton
29/06/2016 Jeremy	Frey 1
A	Chemist’s	Digital	Aura
http://mosaically.com/PhotoMosaic/3289771f-0bf3-49bf-bc8a-1810167096ff29/06/2016 Jeremy	Frey 2
cc:	Juan	Lauriente	- https://www.flickr.com/photos/40243163@N08
The	Scientific	Data	
Lifecycle
29/06/2016 Jeremy	Frey 3
Scientific	Data	Value	Chain
• Does	the	Web	currently/have	the	potential	to	disrupt	or	support	the	
data	value	chain?
http://www.dreamingnewmexico.org/food/ff-local-foodshed
29/06/2016 Jeremy	Frey 4
29/06/2016 Jeremy Frey 5
Data
cc:	justgrimes	- https://www.flickr.com/photos/44718928@N00
29/06/2016 Jeremy	Frey 6
Mining	for	the	
Data	Wave
29/06/2016 Jeremy	Frey 7
Dissemination
29/06/2016 Jeremy	Frey 8
Intermediation
Cut	&	Paste
29/06/2016 Jeremy	Frey 9
Text	&	Tables
Pdf	 HTML
29/06/2016 Jeremy	Frey 10
Pay	Wall
cc:	GioSaccone	- https://www.flickr.com/photos/78542744@N08
29/06/2016 Jeremy	Frey 11
Dissemination	&	The	Web
Disintermediation
Re-intermediation
29/06/2016 Jeremy	Frey 12
Intermediation
Disintermediation
Ambiguity
cc:	Yogesh	Mhatre	- https://www.flickr.com/photos/37161567@N04
29/06/2016 Jeremy	Frey 13
Data • Context	
Removal
TEXT •Semantic	
Enrichment
Annotated
Text
•Aggregate
Data	in	
Database
• Research
29/06/2016 Jeremy	Frey 14
Dissemination,	Search	and	Re-Use
Intermediation
Disintermediation
Re-intermediation
29/06/2016 Jeremy	Frey 15
Intermediation
Disintermediation
Re-intermediation
Ontologycc:	Rich	Anderson	 - https://www.flickr.com/photos/99105016@N00
29/06/2016 Jeremy	Frey 16
Provenance
cc:	My	Aching	Head	- https://www.flickr.com/photos/29981276@N05
29/06/2016 Jeremy	Frey 17
SEARCH
• NLP	– better	and	better	– so	why	bother	about	metadata
• Google	
• Google	Scholar
• Semantic	Search
• (other	search	engines	are	available…)
29/06/2016 Jeremy	Frey 18
Chemistry	is	often	about	Images
2D 3D
29/06/2016 Jeremy	Frey 19
Finding	unknown	things!
Unknown -
Knowns
Unknown	-
Unknowns
Unknown Known	- Knowns Known	- Unknowns
Known Known Unknown
29/06/2016 Jeremy	Frey 20
http://www.icsu.org/scien
ce-international/accord
29/06/2016 Jeremy	Frey 21
OPEN	DATA
QSAR
• Drug	and	materials	discovery
• Needs	large	amounts	of	data	(good	and	bad	data)
• Need	for	provenance
29/06/2016 Jeremy	Frey 22
statisticalcc:	Arian	Zwegers	- https://www.flickr.com/photos/67769030@N07
29/06/2016 Jeremy	Frey 23
http://cdn.business2community.com/wp-content/uploads/2015/04/statistical_distribution.png.png
QSAR
29/06/2016 Jeremy	Frey 24
Standards – as	much	time	converting	as	
extracting….
29/06/2016 Jeremy	Frey 25
Crystallography
• Molecular	structures	deposited	in	
digital	form	in	CSD	prior	to	publication
• Protein	structures	similarly	in	the	pdb
• eCrystals Project	capture	of	process	as	
well	as	data	(&	automated)
• Link	between	the	paper	and	the	data	
established
• Few	other	areas	have	achieved	this	
level	of	integration
29/06/2016 Jeremy	Frey 26
Big	Data
cc:	metaroll	- https://www.flickr.com/photos/23634892@N07
29/06/2016 Jeremy	Frey 27
Vision
cc:	haglundc	 - https://www.flickr.co m/ph otos/8 6676 407@N0 0
Open	Science
“The	way	we	work…”
E-Science
“How	we	work..
29/06/2016 Jeremy	Frey 28
Scientific	Publication	– A	Liminal	Period?
• Transition	from	‘paper’	to	‘digital’
• Open	Dissemination
• Open	Peer	Review
• Transparency	&	Impact
Liminal	phase	of	a	rite	of	passage:	Albert	
Anker's	Die	Ziviltrauung,	 "the	Civil	Marriage,"	
1887
29/06/2016 Jeremy	Frey 29
29/06/2016 Jeremy	Frey
http://997waystobeagreatspeaker.com/2010/1
2/how-to-tell-a-story/
30
Micro-Text-Mining
• Digital	Research	Notebooks
• Text	Mine	at	Source
• Publication@Source
29/06/2016 Jeremy	Frey 31
From	Lab	to	Paper	to	Garbage	Can
New	York	Times
From	Farm	to	Fridge	to	Garbage	Can
Tara	Parker-Pope	2010	
http://well.blogs.nytimes.com/2010/11/01/from-farm-to-fridge-to-garbage-can/
How	much	food	does	your	family	waste?
data research	group
29/06/2016 Jeremy	Frey 32
Producers	&	Consumers	of	Data
29/06/2016 Jeremy	Frey 33
Trust me Mort - no electronic communications
superhighway, no matter how vast and sophisticated,
will ever replace the art of the schmooze
Thank	you	for	listening	
29/06/2016 Jeremy	Frey 34

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Jeremy Frey NISO-ICSTI Joint Webinar