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Going Digital Workshop David Moats, April 2013 1. Methodological Challenges
2. Ready-Made Tools: Issue Crawler (Hyperlink Analysis) Google Scraper (Word Frequency) twitter Archiver (Co-Word Analysis Facebook. Netvizz (Social Network Analysis).
3. Group Excersie Gephi and Facebook
4. Research Design Scraping Archiving data Cleaning Visualisation DEBATES
How do we study “transactional data” or “digital traces” savage and Burrows 2007 ‘Coming Crisis of Empirical’
Quant vs Qual or Big versus Small Data boyd and Crawford 2011 ‘6 Provocations for Big Data’ Manovich 2011 ‘Trending: Big Data’
Web as “Cultural Artefact” or “Space of Interaction” hine 2000
“[Digital] traces seem to be ready mades, shared by quant and qual but they are representations constituted by the context, the users and last but not least, the researcher’s own activitites.” Beauleau 2005 p.183 QUALITATIVE METHODS
Virtual Methods (Hine 2005) adjusting existing methods: survey, interview, content analysis, network analysis.
Virtual Ethnography (Hine 2000): the internet as a site of culture Beauleau 2005 qualifying hyperlinks tracing Linkages
But how do we delimit the study? But how does ethnography “construct the field” “tribes” = “virtual communities”? “locales” = “websites”? does this make sense in Web 2.0?
QUANTITATIVE
Digital Methods: rogers 2009, 2013 forthcoming
“Natively Digital Methods” not importing old methods, repurpose “natively digital” methods: search results, hyperlinks, Wikipedia etc.
Follow the Medium the researcher doesn’t alter the data sets Tools are “dumb” : accidents become findings
Challenges: limited to the medium or one medium at a time. only able to understand data in one sense at a time. SOCIAL MEDIA
“Mapping Web Space” Rogers 2012 different logics for organising information of the web: hyperlinks - Crawling spheres: Blogospehere, Newssphere lists / Directories Search Engines
What happens with Web 2.0? Increasingly broken up into mega sites Facebook, Twitter, Youtube, etc. provide different entry points - no single organising principle.
these logics of how the web do not supplant each other but overlap.
ISSUE CRAWLER
Studying the hyperlink as measure of authority.
Crawls outlinks of related pages to discover an “issue network”. Ranked using Co-link (Co-citation
Who links to who?
Is Issue Crawler Web 1.0 ISSUE CRAWLER Issue Crawler - Hyperlink Network for Fukushima Disaster GOOGLE SCRAPER
Repurposing Google Search Detect partisanship through comparisons of what terms appear in which URLs
Query the top results for a google search.
Word frequency like classic media content analysis GOOGLE SCRAPER TWITTER
Twitter Scraper by M Hawksey Collects tweets based on a given search term in a Google Doc.
Produces a conversation map based on @ mentions TWITTER FACEBOOK
Netvizz Application
Social Network Analysis nodes and Edges Is Social Network Analysis Formalist?
Concepts Degree, In-Degree Out-Degree
Betweenness Centrality
Clustering Method 2? Method 3? Andrew Ross
Samah Saleh
Yasmin LadyIms Zensen
Tom Storey
Cara Johnson Daina Kasperowitsch
Jeanne Sergejevna Lucia Schulz Max WilliamD. Old Laborde
Kai Hsing Ekaterina Choutova Sergio Tauroza FACEBOOK Jonah Brody Sinem Ünal Joshua Fred Gabila Green
Sophia Field Amy Letts Heather Payne Joshua Tou Ellie Rose RusbridgeKindle Birmingham Emily YAres Chris Larkin Frieda McAlear Ben Hanslip Rosalyn Newbery Natalie Bennett Ben Whitaker Hannah JacksonTony ApplebyKathryn Bond Louis Moorhouse-Gann Paul Kell Chashah Nicholas Maeve McKeown Robert Crabtree Hilary Sleep Walker Natalie Baker Matt Hill Deborah A Zebra Emma Newbury Joshua Black Steve Wilson Matthew Daniel Jorge Castillo Sepúlveda Nina Ludovica SmithReuben Williams Liz Stones Evelyn Owen Duncan O'Brien Olivia Southey Lewis Smith Safiya Waley Angela Pereira Sarah Marie Louise Dahl James Croom Todd Baxter Jeremy Hillier Eva BakerBecca Bland Kimberly Mackoy Simon Morciano Alex Bratt Anna Gaskell Hannah Smith Bianca Di Tullio Sarah Katherine Candace Barnacott Celia Bell Edgar Maddicott Afsaneh Gray Lindl von Schliebitzz Amy Graver Felicity Hughes Josephine Callaghan Sar Friedman Robert Drinkwater Imogen Thomas Katie Harkin Hayley Hatton Andy Citawarman Dani Lurie Joe McKee John Veikos Sophie BarrowmanAlex Hocking Jade Suckley Bruno Rinvolucri Andrew Novell Eric Holmes Camilla Cole Tom Watson Lucy Johnston Alex Denney Amy Jackson Anastasia ChachaRobin Mann Alannah Chance Tobias Steed Daniel Nixon Anna Turner Ollie Burch Nicki Drab Gabriel Gurnsey Martin Latham Kev Kharas MelissaJodi Bohlsen Burian Betsy Lara Lewis-Holmes MC LoudSerafina Steer Annette Lee Rachel Warnock Graziela Pancheri Alex Hancock Irina Popa Carla Wevill Simon Pomery Nik Colk KateVoidEmily Price Rose Mackay Leo Lonergan IsabellaTracy Maidment Hanson-Peliza John-Paul Pryor Philip Mount Dan Lobo-Pires Amy Wevill Sarah Pickles John Doran Brad Sanders Joe Cushley Christopher JamesJacquetta Field Haythorn Carolin Gerlitz Jeremy Allen Luke Turner Sarah Bee Colin McNulty Sadie ButlerJames Miles Mu Peyron Tim Burrows Deborah Lee AntoinetteMaria Fernandez Jefferis Pam Meiser BObby Peliza Anthea Leyland EmmaCaragh Wevill Quinlan Conn O'Grady Jan-Peter Müller Elsie Martins Josh Upstart Zoë Miller StephenJonny Dalton MugwumpAndrew Stimpson Mucky Pup Dan Curley Marco Stefan Simon JablonskiDominic Michael Butler Denise Hicks Manish Agarwal Wyndham Wallace Flashback LondonHeather Weil Red HorsesDawn Eggleston Chris Bell Chris Etches Sad JimmyBast Martin Eftihia StefanidiXanthe Hamilton Emma Pettit Mark Burgess Ben Bommert Christian UlrichFlorence Amandade Sola Camargo Bobby Barry Elizabeth Benjamin Philip Ilson Chris Hawtin Laurent Laughlin IndiaBranchage Hamilton Fílm-Festival Tamara MooreFiona Fletcher Tom Kee RebeccaStephanie Frankel Walton Courtney Zuniga Harriet FleuriotJenny Horwell Molly Carroll Kristin Weiland Drew Durepos Nadia Attia Helen Pailing Kalliopi Amygdalou Josh Mahoney Tamara Baleanu Alex Barrett Rohini Ramkrishnan Matthew Pieper Ilaria WristcutMaitrayee Basu Mairi Mackay Tiffany TingYing Lin Joe Swanberg Sonia Choi David Paunesku Eric Hunnicutt Fleur Wirtz Pat Pukchanok Charly Blackburn Luo Yi Adam Thomas Hooczko Miranda Iossifidis Randi Hunton Emily Nicholls Adam Roder Katharine Blanks Ben Haley Tony BakerAdam Donaghey Sona Gajiwala Rick Wright Katie Binks Andrea Erber Monica Kansas David Bax Jim Kaufman Christoff De Nysschen Retox Sudha Setty Lena Yohey Sarah Baxter Charlotte Ralph
Saba Choudhry Sarah Derer
Annmarie Bobak Eric Altschul
Bruce Erikson
Sindee Viano Ashish Khatri
Judy J. Wang Gatto Meo Danica Tiu
Tom Bryan Inês Maldonado Elif Kaya Jess Piddock Gary Lachman Joelle MartinellaAlexandra Payne Adi Heller Summer Arend SCRAPING Title Lead-in
Dealing With APIs negotiated Access commercial Interests Last Modified Publish Date Category URL Date (month only) Automated Scrapers DMI Twitter Al Jazeera Publish Dates v Modify Dates twitter Scraper Netvizz Parsing metadata from the sites internal search. Google Scraper
Custom Scrapes Python “Website Parsing”
ScraperWiki
Manual Scrapes. ARCHIVING
Sites are stored differently
Archival Silences every site is like an ecology
Way Back Machine Httrack Archive.is
What are you not saving?
Internet Archive: archive.org DATA CLEANING
Data Cleaning Software Excel, Libre Office Google Refine (for larger datasets)
merge lists and spreadsheets detect duplicates add formating to data find subsets of the data
Data Conversion convert between formats such as .txt to .csv
Table2Net .csv tables to networks (.gdf)
Google Refine 16 9 Fig. 4 Source Composition 2 13 April 2011 08:58 14 March 2011 08:30 google.com 6 world-nuclear-news.org 27 english.kyodonews.jp (day after) e.nikkei.com (month after) 14 5 3 cnn.com businessweek.com 6 Source Type 4 jaif.or.jp 3 2 search.japantimes.co.jp 14 2 allthingsnuclear.org webcitation.org irsn.fr spiegel.de 2 Blogs msnbc.msn.com tepco.co.jp 2 2 3 mitnse.com 2 4 nytimes.com zamg.ac.at 2 channelnewsasia.com 9 bloomberg.com 20 Newsblog 3 2 yomiuri.co.jp 2 newscientist.com 2 abc.net.au uk.reuters.com 3 washingtonpost.com bbc.co.uk iaea.org 2 2 dailymail.co.uk News 10 5 blogs.wsj.com 2 2theaustralian.com.au 4 reuters.com 4 edition.cnn.com 2 af.reuters.com 5 asahi.com Government guardian.co.uk 2 allthingsnuclear.org 4 online.wsj.com msnbc.msn.com e.nikkei.com 30 Independent bbc.co.uk 7 telegraph.co.uk 4 7 Corporate 2 latimes.com 3 2 latimes.com english.kyodonews.jp iaea.org tepco.co.jp Peer Reviewed businessweek.com 22 world-nuclear-news.org 13 2 18 Other 3 nisa.meti.go.jp 20 6 nisa.meti.go.jp guardian.co.uk mdn.mainichi.jp Pie Chart jaif.or.jp VISUALISATIONS 8 www3.nhk.or.jp reuters.com United kingdom 4 8 United kingdom guardian.co.uk 5 5 austria time.com 6 9 17 online.wsj.comireland world-nuclear-news.org af.reuters.com 6 14 india 4 bloomberg.com austria 3 bbc.co.uk singapore Japan German11 telegraph.cy o.uk 2 13 latimes.com dailymail.co.uk nisa.meti.go.jp Japan norway nytimes.com Canada 2 nature.com 2 2 fairewinds.com 6 3 8 29 foxnews.com search.japantimes.coaustralia.jp 2 Canada nisa.meti.go.jp 16 bos.sagepub.com 2 iaea.org 3 guardian.co.uk 9 search.japantimes.co.jp edition.cnn.com 2 3 2 allthingsnuclear.org Fig. 4 Source Composition 2 iaea.org news.xinhuanet.com 2 3 13 Aprilmonstersandcritics.co 2011 08:58m washingtonpost.com 2 2 14 March 2011 08:30 google.com 6 world-nuclear-news.org 27 2 2 2 4 tepco.co.jp fukushima-diary.com dailymail.co.uk4 english.kyodonews.jp 3 allthingsnuclear.or(monthg washingtonpost.com after) spiegel.de 15 (day after) e.nikkei.com 2 2 content.usatoday.com United states 14 world-nuclear-news.org 5 asahi.com edition.cnn.com 10 latimes.com 2 atsdr.cdc.gov english.aljazeera.net 2 2 3 2 2 United states 2 2 spectrum.ieee.org 2 6 cnn.com businessweek.com 20 en.wikipedia.org news.sky.com 7 newscientist.com csmonitor.com 2 Source Type 4 2 abcnews.go.com reuters.com latimes.com search.japantimes.co.jp jaif.or.jp 4 guardian.co.uk 3 2 blogs.wsj.com 3 2 2 world-nuclear.org 14 irsn.fr allthingsnuclear.org 3 abc.net.au 3 7 webcitation.org bbc.cospiegel.d.uk e 2 google.com 16 businessweek.com 4 news24.jp 3 4 msnbc.msn.com online.wsj.com Blogs 2 2 cnn.com channelnewsasia.com 2 3 Frequenciesreuters.com 4 yomiuri.co.jp tepco.co.jp 2 telegraph.co.uk af.reuters.com 4 nytimes.com mitnse.comzamg.ac.at 2 channelnewsasia.com 3 4 4 2 2 9 3 e.nikkei.com 22 bloomberg.com 20 msnbc.msn.com 2 yomiuri.co.jp english.kyodonews.jp 3 Newsblog 3 2 yomiuri.co.jp 2 webcitation.org 2 msnbc.msn.com english.kynewscientist.coodonews.jpm 2 npr.org cbsnews.com washingtonpost.com latimesblogs.latimes.com asahi.com reuters.com abc.net.au uk.reuters.com 3 300000 bbc4 .co.uk 8 7000 iaea.org 2 2 dailymail.co.uk 2 2 16 News 10 5 blogs.wsj.com iaea.org epa.gov 8 hs.fi 20 10 2 2theaustralian.com.au 4 reuters.com 4 edition.cnn.com 3 www3.nhk.or.jp 6000 2 7af.reuters.com 5 asahi.com250000 world-nuclear-news.org japantimes.co.jp Government guardian.co.uk 10 mitnse.com nytimes.com 2 allthingsnuclear.org 4 online.wsj.com english.kyodonews.jp msnbc.msn.com 3 www3.nhk.or.jp e.nikkei.com 30 5000 Independent bbc.co.uk 7 telegraph.co.uk 4 30 4 size (bytes) 200000 bbc.co.uk businessweek.com edit count 2 7 channelnewsasia.com Corporate tepco.latimes.comco.jp 10 4000 3 2 5 latimes.com english.kyodonews.jp iaea.org tepco150000.co.jp 22 e.nikkei.com Peer Reviewed businessweek.com jaif.or.jp tepco.co.jp 3000 world-nuclear-news.org 13 2 18 Other 3 100000 nisa.meti.go.jp 20 2000 6 nisa.meti.go.jp Dorling Map 20st March 2011 08:42 13 March 2012 08:18 guardian.co.uk13 March 2011 08:46 mdn.mainichi.jp 50000 jaif.or.jp (first version) (week after) (year after) 1000 8 www3.nhk.or.jp reuters.com 8 0 4 0 guardian.co.uk 26 February 2011 5 17 april 2011 06 June 2011 26 July 2011 14 september 2011 03 november 2011 23 December 2011 11 February 2012 01 april 2012 5 time.com 6 9 17 online.wsj.com world-nuclear-news.org af.reuters.com 6 14 4 bloomberg.com 3 bbc.co.uk 11 telegraph.co.uk 2 13 latimes.com dailymail.co.uk nisa.meti.go.jp nytimes.com 2 nature.com 2 2 fairewinds.com 6 3 8 29 foxnews.com search.japantimes.co.jp 2 nisa.meti.go.jp bos.sagepub.com 2 3 guardian.co.uk search.japantimes.co.jp iaea.org 2 Word3 Clouds edition.cnn.com allthingsnuclear.org iaea.org 2 2 3 monstersandcritics.com washingtonpost.com 2 news.xinhuanet.com 2 2 2 2 4 tepco.co.jp fukushima-diary.com dailymail.co.uk4 3 allthingsnuclear.org washingtonpost.com spiegel.de 15 2 2 content.usatoday.com world-nuclear-news.org asahi.com edition.cnn.com 10 latimes.com 2 atsdr.cdc.gov english.aljazeera.net 2 2 2 2 2 spectrum.ieee.org 2 2 20 en.wikipedia.org 7 newscientist.com csmonitor.com 2 2 news.sky.com guardian.co.uk abcnews.go.com reuters.com latimes.com 4 world-nuclear.org 3 2 blogs.wsj.com 3 bbc.co.uk 3 abc.net.au news24.jp 7 google.com 16 businessweek.com 4 3 nuc4 lear (25) fukushima (18) reactor (17) online.wsj.com jst (26) 2 cnn.com channelnewsasia.com reuters.com 4 2 telegraph.co.uk yomiuri.co.jp af.reuters.com 3 4 4 2 3 english.kyodonews.jp e.nikkei.com 3 22 msnbc.msn.com 2 yomiuri.co.jp webcitation.org 2 msnbc.msn.com english.kyodonews.jp npr.org cbsnews.com unit (16) plant (16) march (15) reported (14) cooling (13) latimesblogs.latimes.com asahi.com reuters.com 4 8 2 2 16 iaea.org epa.gov 8 hs.fi 20 10 www3.nhk.or.jp 7 3 world-nuclear-news.org japantimes.co .jp explosion (10) meltdown (10) tepco (7) japanese (6) citation (6) 10 mitnse.com radiationnytimes.com (13) power (12) gmt (12) english.kyodonews.jp 3 www3.nhk.or.jp 30 bbc.co.uk businessweek.com 4 2011 (6) 000 (6) pressure (6) news (6) japan (6) radioactive (6) containment (5) stopped (5) said (5) according (5) seawater (5) given (5) exposure (5) channelnewsasia.com tepco.co.jp 10 5 level (5) people (5) inside (4) core (4) edano (4) bbc (4) levels (4) kilometres (4) accident (4) release (4) hydrogen (4) stated (4) water (4) safety (4) tokyo (4) vessel (4)
jaif.or.jp e.nikkei.com tepco.co.jp hour (4) emergency (4) site (4) event (4) nhk (4) later (4) generators (4) residents (4) units (3) agency (3) shut (3) international (3) ngy (3) indicated (3) announced (3) building (3) patients (3)
gas (3) earthquake (3) evacuation (3) damaged (3) electrical (3) air (3) psi (3) bar (3) problems (3) industrial (3) authorities (3) indicating (3) exposed (3) started (3) electric (3) normal (3) secondary (3) 13 March 2011 08:46 20st March 2011 08:42 13 March 2012 08:18 (week after) (year after) (first version) kpa (3) secretary (3) partial (3)
reactor (54) unit (31) nuclear (30) march (30)
fukushima (26) water (25) power (23) jst (22) plant (22) 2011 (19) reported (19)
cooling (17) meltdown (16) building (15) emergency (14) explosion (14) radiation (14) containment (12)
pressure (12) government (11) earthquake (10) tepco (10) radioactive (10) reactors (10) core (9) levels (9) japanese (9) fuel (9)
level (9) inside (8) japan (8) units (7) hydrogen (7) people (7) kilometres (7) stated (6) residents (6) rods (6) according (6) heat (6) systems (6) release (6)
possibility (5) steam (5) 000 (5) air (5) hour (5) generators (5) area (5) stopped (5) news (5) accident (5) vessel (5) seawater (5) stay (5) normal (5) ordered (5) injured (5)
partial (5) tsunami (4) confirmed (4) accidents (4) event (4) chief (4) exposed (4) hours (4) evacuation (4) shutdown (4) monitoring (4) increased (4) pumps (4) supply (4) problems (4) prime (4)
edano (4) minister (4) announced (4) article (4) kpa (3) chance (3) sea (3) significant (3) soon (3) indicated (3) patients (3) higher (3) later (3) partially (3) health (3) continued (3) nhk (3) melted (3)
reached (3) ngy (3) safety (3) spokesman (3) indoors (3) rise (3) failed (3) reaction (3) rating (3) agency (3) cool (3) local (3) international (3) 200 (3) scale (3) acid (3) boric (3) evacuated (3) coolant (3)
workers (3) remained (3) possible (3) intact (3) officials (3) material (3) directly (3) driven (3) small (3) site (3) design (3) venting (3) situation (3) decay (3) needed (3) evacuations (3) said (3) main (3)
bwr (3) press (3) did (3) yukio (3) NETWORKS human police international back social community twitter media state pilgrims
p versus np problem tunisian wikipedia:sockpuppet investigations/scibaby time base rate fallacy earl grey tea djerba autocorrelation bergamot orange uprising talk:global warming talk:eyferth study journalists algorithmic efficiency user talk:the wordsmith years parties user talk:wavepart global warming vote wavepart user talk:lar palestinian user talk:hipocrite wikipedia talk:sock puppetry no wikipedia:arbitration/requests/case visual acuity members regime france way think jews user:captain occam/significance political pivenal differential geometry of surfaces change leader user talk:technofaye aix-en-provence concerti grossi, op. 6 (handel) the andromeda strain little darlings wikipedia:arbitration/requests/amendment government talk:arthur c. clarke william beebe user:captain occam/evidence talk:europe europe protests countries security shader bathysphere plancherel theorem for spherical functions clavier-übung iii talk:shader (computer science) new black panther party voter 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