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Twitter as a data source for
(socio)linguistic research
Cornelius Puschmann
Berlin School of Library and Information Science /
Humboldt Institute for Internet and Society
Universität Freiburg, 29. November
2. A very brief introduction to Twitter
1. Framing the issue: Big Data in the
Humanities and Social Sciences
3. Technical requirements
4. Legal and ethical issues
5. Sample data: a corpus of Nigerian pidgin
This talk
"Big Data"
The proliferation of social media makes large
volumes of data available to researchers, leading
to new approaches:
• digital methods (Rogers, 2009)
• cultural analytics (Manovich, 2007)
• computational social science (Lazer et al, 2009)
Examples of "Big Data"-
style research
• artistic trends in online art communities
(Manovich, 2011)
• cooperation and collaboration in Wikipedia
edit wars (Yasseri, 2012)
• tracing the geographical spread of
neologisms via Twitter (Eisenstein et al,
2012; 44 mio tweets, 500k users)
Features of Twitter
• messages restricted to 140 characters
• semi-synchronous
• mostly public
• content presented as stream
• used to spread news, have (semi-)public
conversations
• native features: retweeting, hashtags, @
messages, picture linking
Application Programming
Interface (API)
HTTP request
return all data from a given user/hashtag/geolocation/...
Data*
Extracting Twitter data
Software
Collection:
• The Archivist (Windows desktop software)
• yourTwapperKeeper (webserver required)
• 140kit.com (web-based plaform for researchers)
Analysis:
• Excel, Open Office Calc, SPSS, R, Google Docs..
Visualization:
• (Excel, OO Calc, R), Gephi, NodeXL
Legal and ethics issues
• Consider ethical issues when collecting
(cf. AoIR Ethics Guidelines)
• Anonymize all data
(cf. European Data Protection Directive)
• Don‘t share raw data
(cf.Twitter Terms of Service)
• Publish only excerpts/summary statistics
Example: A Twitter corpus of Nigerian pidgin
• collected data since August 17th
• used tweets from and to three
users based in Abuja, Nigeria
• 8,151 tweets from 357 different users
• corpus contains both language data and social graph
wiztalib
@USER: @wiztalib lolz,make I do leave dat town jor..BM no dey exist again u
think so,I miss ooooo
RT @USER: Som pple ask me, whr av bin l8ly, de tot I fell off, nobody can
save me, de playn in d backgrnd, I don't backdwn, so dnt ...
albertteslim
@USER d same tin we'v bin hearin...'xamz till further notice'...
@USER mai fada nd mai moda
lil_tenuche
LMFAO @USER: @lil_tenuche I wan enter keffi 2day sef... I wan write my
exams dia since unibuja dey dull me
RT @USER: Retweet If you are proud of ur language ☺
Sample tweets
@USER guy u be fool o.dey use my acct tweet rubish ba....ur brain dy shake abi
@USER: @USER abi,hw is lifefyn sweet ow jtown
Abi@USER: Wish her well bruv....RT @USER: A wish?@USER: Watch out ppl! Goin to be performing wit Wizzy tonyt :D
If you don't know won't you shut up?abi are u a learner
@USER loool....abi, when u dey commot that side?
U wey knw@USER: Hmmmm!!! D usual abi?@USER: This night.....
Lol...abi@USER: Take cover!! RT @USER: Watchu gon' do when shit hits the fan?
Lol...just missing u@USER: *raised eyebrow* kabir?? One can now follow twice? Abi what? RT @USER: @USER pls ff bck
dear :D
I wish o@USER: Kissed u n neva called?@USER: Do u knw wat he did?@USER: Abi...@USER: Oya frgive jor
Abi...@USER: Oya frgive jor@USER: @USER I'm really angry
Lol...abi@USER: Na Ideba tinz oh@USER: Ileya ti ya o
Lol abi@USER: A 100% is much,at least 50% will do.@USER: Never trust a human being 100%
Hmmm okies@USER: Not really @USER: I see u've joined #TeamNoSleep abi @USER
I see u've joined #TeamNoSleep abi @USER
Loool@USER: Tweetpic my boobs abi? U wee tey for there
Abi@USER: 3 jst in one nyte. Wow dats splendid.RT @USER: @USER yaaaaaaaay...pls ff @USER ...she's our bday mate
Abi...@USER: @USER saying nothing, and wishing you had?
Abi@USER: I can't dull myslf gaskiya
Hmmm dats true o! Lemme see ur hand sef@USER: @USER lol...why dnt u believe me, abi u see ring 4 my hand?
Yes o! :D@USER: U abi?@USER: Okene ben 10
@USER: @USER abi,hw is lifefyn sweet ow jtown
@USER abi,hw is life
Abi..RT @USER: @USER its dirty!!!
U̶̲̥̅̊ dnt knw abi RT @USER: @USER but y?
Sample tweets (with abi)
conversational network between three users
Summary
• Twitter can be used to collect language data
from a variety of sources
• Combination of linguistic, demographic and
interactional data enables new forms of
research
• technical challenges must be overcome
• legal/ethical issues should be carefully
considered from the onset
Thank you for your attention!

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Twitter as a data source for (socio)linguistic research

  • 1. Twitter as a data source for (socio)linguistic research Cornelius Puschmann Berlin School of Library and Information Science / Humboldt Institute for Internet and Society Universität Freiburg, 29. November
  • 2. 2. A very brief introduction to Twitter 1. Framing the issue: Big Data in the Humanities and Social Sciences 3. Technical requirements 4. Legal and ethical issues 5. Sample data: a corpus of Nigerian pidgin This talk
  • 3. "Big Data" The proliferation of social media makes large volumes of data available to researchers, leading to new approaches: • digital methods (Rogers, 2009) • cultural analytics (Manovich, 2007) • computational social science (Lazer et al, 2009)
  • 4. Examples of "Big Data"- style research • artistic trends in online art communities (Manovich, 2011) • cooperation and collaboration in Wikipedia edit wars (Yasseri, 2012) • tracing the geographical spread of neologisms via Twitter (Eisenstein et al, 2012; 44 mio tweets, 500k users)
  • 5.
  • 6.
  • 7. Features of Twitter • messages restricted to 140 characters • semi-synchronous • mostly public • content presented as stream • used to spread news, have (semi-)public conversations • native features: retweeting, hashtags, @ messages, picture linking
  • 8. Application Programming Interface (API) HTTP request return all data from a given user/hashtag/geolocation/... Data* Extracting Twitter data
  • 9.
  • 10. Software Collection: • The Archivist (Windows desktop software) • yourTwapperKeeper (webserver required) • 140kit.com (web-based plaform for researchers) Analysis: • Excel, Open Office Calc, SPSS, R, Google Docs.. Visualization: • (Excel, OO Calc, R), Gephi, NodeXL
  • 11. Legal and ethics issues • Consider ethical issues when collecting (cf. AoIR Ethics Guidelines) • Anonymize all data (cf. European Data Protection Directive) • Don‘t share raw data (cf.Twitter Terms of Service) • Publish only excerpts/summary statistics
  • 12. Example: A Twitter corpus of Nigerian pidgin • collected data since August 17th • used tweets from and to three users based in Abuja, Nigeria • 8,151 tweets from 357 different users • corpus contains both language data and social graph
  • 13. wiztalib @USER: @wiztalib lolz,make I do leave dat town jor..BM no dey exist again u think so,I miss ooooo RT @USER: Som pple ask me, whr av bin l8ly, de tot I fell off, nobody can save me, de playn in d backgrnd, I don't backdwn, so dnt ... albertteslim @USER d same tin we'v bin hearin...'xamz till further notice'... @USER mai fada nd mai moda lil_tenuche LMFAO @USER: @lil_tenuche I wan enter keffi 2day sef... I wan write my exams dia since unibuja dey dull me RT @USER: Retweet If you are proud of ur language ☺ Sample tweets
  • 14. @USER guy u be fool o.dey use my acct tweet rubish ba....ur brain dy shake abi @USER: @USER abi,hw is lifefyn sweet ow jtown Abi@USER: Wish her well bruv....RT @USER: A wish?@USER: Watch out ppl! Goin to be performing wit Wizzy tonyt :D If you don't know won't you shut up?abi are u a learner @USER loool....abi, when u dey commot that side? U wey knw@USER: Hmmmm!!! D usual abi?@USER: This night..... Lol...abi@USER: Take cover!! RT @USER: Watchu gon' do when shit hits the fan? Lol...just missing u@USER: *raised eyebrow* kabir?? One can now follow twice? Abi what? RT @USER: @USER pls ff bck dear :D I wish o@USER: Kissed u n neva called?@USER: Do u knw wat he did?@USER: Abi...@USER: Oya frgive jor Abi...@USER: Oya frgive jor@USER: @USER I'm really angry Lol...abi@USER: Na Ideba tinz oh@USER: Ileya ti ya o Lol abi@USER: A 100% is much,at least 50% will do.@USER: Never trust a human being 100% Hmmm okies@USER: Not really @USER: I see u've joined #TeamNoSleep abi @USER I see u've joined #TeamNoSleep abi @USER Loool@USER: Tweetpic my boobs abi? U wee tey for there Abi@USER: 3 jst in one nyte. Wow dats splendid.RT @USER: @USER yaaaaaaaay...pls ff @USER ...she's our bday mate Abi...@USER: @USER saying nothing, and wishing you had? Abi@USER: I can't dull myslf gaskiya Hmmm dats true o! Lemme see ur hand sef@USER: @USER lol...why dnt u believe me, abi u see ring 4 my hand? Yes o! :D@USER: U abi?@USER: Okene ben 10 @USER: @USER abi,hw is lifefyn sweet ow jtown @USER abi,hw is life Abi..RT @USER: @USER its dirty!!! U̶̲̥̅̊ dnt knw abi RT @USER: @USER but y? Sample tweets (with abi)
  • 16. Summary • Twitter can be used to collect language data from a variety of sources • Combination of linguistic, demographic and interactional data enables new forms of research • technical challenges must be overcome • legal/ethical issues should be carefully considered from the onset
  • 17. Thank you for your attention!