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20	years	of	Text	Mining	Applications	
with	GATE:	
from	Donald	Trump	to	curing	cancer
Dr.	Diana	Maynard
University	of	Sheffield,	UK
What	if	I	told	you	I	have	a	
text	mining	tool	which	
can….
1.	Tell	you	all	about	your	favourite sports	star
2.	Help	companies	understand	their	market
3.	Tell	you	if	a	rumour on	social	media	is	true
4.	Help	disaster	victims	get	aid	quickly
Find	mentions	of	locations	in	the	
text,	match	them	to	a	knowledge	
base,	and	plot	them	on	a	map
6
• How	important	and	urgent	is	
the	message?
• What	actions	need	to	be	
taken?
5.	Find	out	who’s	getting	abused	on	Twitter
Which	political	group	gets	
the	most	hate	speech?
6.	Analyse societal	debates
• Find,	annotate	and	index	
tweets	to	understand,	
visualise and	explore:
• Topics
• Sentiments and	emotion
• Who	is	participating?
• How	do	debates	evolve?
Find	all	tweets	where	a	
Conservative	MP	talked	
about	the	economy
7.	Figure	out	what	Trump	is	ranting	about
12
Good	luck	with	
this	one!
8.	Find	out	who	
talked	about	
what	in	the	UK	
elections
9.	Get	people	to	change	their	environmental	
behaviour
• People	in	different	behavioural	stages	of	change	communicate	
differently	(different	emotions,	language	use	etc.)
Pajarito @lindopajarito .	2h
Our	building	needs	40%	of	all	energy	consumed	in	Switzerland!	L
DJPajarito @DJPajaritoGenial .	12h
I'm	so	proud	when	I	remember	to	save	energy	and	I	know	
however	small	it's	helping.	
Desirability:	Negative	sentiment	(expressing	personal	frustration-
anger/sadness)
Buzz:	Positive	sentiment	(happiness/joy).	I/we	+	present	tense
HotelPajarito @HotelPajarito .	18h
Join	us	today	today	to	switch	of	a	light	for	EH!	J
Invitation:	Positive	sentiment	(happy)	+	use	of	vocatives	You are an organisation,
not an individual!
Social	media	
analyser
The peritoneum
contains deposits
of tumour... the
tumour cells are
negative for
desmin.
70% of medical information
is in free text
GATE structures the free text
portion of the medical record
Link the text to
external
knowledge,
terminologies
and coding
schemes, for
intelligent search
and analysis
As used by several UK hospitals
and world-leading medical record
software vendors
10.	Cure	cancer!
Oh,	and	it’s	free	and	
open-source.
More	info
• GATE	at	http://gate.ac.uk
• Tools	for	analysis	of	hate	speech	on	Twitter:	
http://gate4ugc.blogspot.co.uk/2017/07/the-tools-behind-our-
ge17-election.html
• Brexit	analysis	blogs	by	Nesta:	
http://www.nesta.org.uk/blog/network-analysis-top-eu-
referendum-tweeters
• Brexit	study	blog	posts	from	Sheffield:	
http://gate4ugc.blogspot.co.uk/search/label/Brexit
• UK	elections	monitor		http://gate.ac.uk/projects/pft
• D.	Maynard,	I.	Roberts,	M.	A.	Greenwood,	D.	Rout	and	K.	
Bontcheva.	A	Framework	for	Real-time	Semantic	Social	Media	
Analysis.	Web	Semantics:	Science,	Services	and	Agents	on	the	
World	Wide	Web,	2017
Acknowledgements
Current	work	supported	by:
• the European Union/EU under the Information and
Communication Technologies (ICT) theme of the 7th Framework
and H2020 Programmes for R&D
● SoBigData (654024)	 http://www.sobigdata.eu
● COMRADES (687847) http://www.comrades-project.eu
● OpenMinted (654021)	http://openminted.eu
● Kconnect (644753) http://www.kconnect.eu/
● Nesta http://nesta.org.uk

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