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In Journalism and Academia, the Search for Sense-Making
Geoff McGhee
Bill Lane Center for the American West, Stanford University
January 26, 2012
Data Visualization and the Humanities
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Environment and Resources
Economy and Political ScienceHistory and Culture of the West
Issue Areas
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Environment and Resources
Economy and Political ScienceHistory and Culture of the West
Issue Areas
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Environment and Resources
Economy and Political ScienceHistory and Culture of the West
Data visualization for journalismand scholarship
Issue Areas
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Some background
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
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A Decade in Infographics and Multimedia
http://abonnes.lemonde.fr/elections-europeennes/visuel/2009/04/23/la-situation-economique-des-vingt-sept_1184601_1168667.htmlhttp://abonnes.lemonde.fr/elections-europeennes/visuel/2009/04/23/la-situation-economique-des-vingt-sept_1184601_1168667.htmlhttp://abonnes.lemonde.fr/elections-europeennes/visuel/2009/04/23/la-situation-economique-des-vingt-sept_1184601_1168667.html -
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Study Year at Stanford
2009-2010 John S. Knight Journalism Fellowship
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Study Year at Stanford
2009-2010 John S. Knight Journalism Fellowship
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Study Year at Stanford
Databases and database management
Web application development
Visualization theory and techniques
Geographic information systems
Statistics
Back to School
2009-2010 John S. Knight Journalism Fellowship
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20-odd people in journalism,academia, research and art
Interviews About Data Visualization
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Video Documentary
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Video Documentary
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Video Documentary
datajournalism.stanford.edu
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Why Now?
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Dealing with Data
2003 estimate: 5 exabytes/day* new info
Open government/transparency movements
E-commerce, electronic record-keeping
Digitization of media (photos, music, books...)
Remote sensors, RFID tags, POS systems
Plummeting Cost of Storage
Data formats (XML, JSON, RDF ), APIs
Social media
Explosion of Electronic Information
* Exabyte = 1 million terabytes
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Finding meaning in a flood of data
Estimated 5 exabytes a day in 2003!
Increasing velocity of decision-making,
advent of real-time (or close) data Responsible use of powerful information
technology: smartphone tracking, facial
recognition, other data collection methods
Government, business and individuals
rethinking long-held habits in light of new,actionable information
Challenges of the 21st Century
Dealing with Data
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Bypass language centers, go direct to
the visual cortex
Leverage ability to recognize patterns,
visual sense-making Powerful graphics chips enable
animation, live data processing possible
Dealing with Data
Using the Eye-Brain Connection
Map of New Brainland
by Unit Seven via Flickr
The Promise of Data Visualization
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Everyday Use of Data to Make Decisions
Maps, GPS with live traffic
Donation Dashboard
Farecast search results
Greatschools.org
Zillow, Trulia, real estate
search engines
SF Park
= Were learning things that used to be unknown,unknowable or impractical to know.
The Promise of Data Visualization
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Google N-Grams Baby Name Voyager
and new insights about the past.
Gapminder: Human Development Over Time Immigration Explorer
The Promise of Data Visualization
http://www.nytimes.com/interactive/2009/03/10/us/20090310-immigration-explorer.htmlhttp://www.nytimes.com/interactive/2009/03/10/us/20090310-immigration-explorer.htmlhttp://www.gapminder.org/world/%23$majorMode=chart$is;shi=t;ly=2003;lb=f;il=t;fs=11;al=21;stl=t;st=t;nsl=t;se=t$wst;tts=C$ts;sp=6;ti=2006$zpv;v=0$inc_x;mmid=XCOORDS;iid=phAwcNAVuyj1jiMAkmq1iMg;by=ind$inc_y;mmid=YCOORDS;iid=phAwcNAVuyj1gkNuUEXOGag;by=ind$inc_s;uniValue=8.21;iid=phAwcNAVuyj1NHPC9MyZ9SQ;by=ind$inc_c;uniValue=255;gid=CATID0;iid=pyj6tScZqmEfbZyl0qjbiRQ;by=grp$map_x;scale=log;dataMin=294;dataMax=76977$map_y;scale=lin;dataMin=-1.2196;dataMax=26$map_s;sma=58;smi=1$cd;bd=0$inds=;modified=6http://www.gapminder.org/world/%23$majorMode=chart$is;shi=t;ly=2003;lb=f;il=t;fs=11;al=21;stl=t;st=t;nsl=t;se=t$wst;tts=C$ts;sp=6;ti=2006$zpv;v=0$inc_x;mmid=XCOORDS;iid=phAwcNAVuyj1jiMAkmq1iMg;by=ind$inc_y;mmid=YCOORDS;iid=phAwcNAVuyj1gkNuUEXOGag;by=ind$inc_s;uniValue=8.21;iid=phAwcNAVuyj1NHPC9MyZ9SQ;by=ind$inc_c;uniValue=255;gid=CATID0;iid=pyj6tScZqmEfbZyl0qjbiRQ;by=grp$map_x;scale=log;dataMin=294;dataMax=76977$map_y;scale=lin;dataMin=-1.2196;dataMax=26$map_s;sma=58;smi=1$cd;bd=0$inds=;modified=6http://www.bewitched.com/namevoyager.htmlhttp://www.bewitched.com/namevoyager.htmlhttp://www.bewitched.com/namevoyager.htmlhttp://ngrams.googlelabs.com/graph?content=television%252C+radio&year_start=1800&year_end=2000&corpus=4&smoothing=3http://ngrams.googlelabs.com/graph?content=television%252C+radio&year_start=1800&year_end=2000&corpus=4&smoothing=3 -
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Frame of Reference:
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Frame of Reference:Journalism
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STANFORD = TOOLS FOR VISUALIZATION
TRANSITION
http://www.nytimes.com/2010/11/17/arts/17digital.html?scp=1&sq=digital%2520keys%2520for%2520unlocking%2520humanities&st=csehttp://www.nytimes.com/2010/11/17/arts/17digital.html?scp=1&sq=digital%2520keys%2520for%2520unlocking%2520humanities&st=cse -
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http://www.nytimes.com/2010/11/17/arts/17digital.html?scp=1&sq=digital%2520keys%2520for%2520unlocking%2520humanities&st=csehttp://www.nytimes.com/2010/11/17/arts/17digital.html?scp=1&sq=digital%2520keys%2520for%2520unlocking%2520humanities&st=csehttp://www.nytimes.com/2010/11/17/arts/17digital.html?scp=1&sq=digital%2520keys%2520for%2520unlocking%2520humanities&st=csehttp://www.nytimes.com/2010/11/17/arts/17digital.html?scp=1&sq=digital%2520keys%2520for%2520unlocking%2520humanities&st=cse -
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Members of a digitally savvy humanists argue it is time to stop
looking for inspiration in the next political or philosophical "ism"
and start exploring how technology is changing our
understanding of the liberal arts.
The last frontier is about method, they say, using powerful
technologies and vast stores of digitized materials using
powerful technologies and vast stores of digitized materials that
previous humanities scholars did not have.
The New York Times
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Visualizing the Enlightenment
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Mapping the Republic of Letters, Stanford University (2009)
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What Now?
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What Now?
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What Now?
Founded by Stanford Historians
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Founded by Stanford Historians
Founded by Stanford Historians
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Founded by Stanford Historians
Nexus of Collaboration
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Journalism/
Communications
Humanities
Computer
Science/HCI
Natural Sciences/
Engineering
Social
Sciences
Nexus of Collaboration
Bill Lane Center
For the American West
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Communications
Humanities
Computer
Science/HCI
Natural Sciences/
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Sciences
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Communications
Humanities
Computer
Science/HCI
Natural Sciences/
Engineering
Social
Sciences
Nexus of Collaboration
Bill Lane Center
For the American West
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Journalism/
Communications
Humanities
Computer
Science/HCI
Natural Sciences/
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Social
Sciences
Nexus of Collaboration
Bill Lane Center
For the American West
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Engineering
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mappingtexts.stanford.edu
Nexus of Collaboration
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Communications
Humanities
Computer
Science/HCI
Natural Sciences/
Engineering
Social
Sciences
Bill Lane Center
For the American West
Nexus of Collaboration
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Bill Lane Center
For the American West
Natural Sciences/
Engineering
Journalism/
Communications
Humanities
Computer
Science/HCI
Social
Sciences
Journalism
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Oso via Flickr
Embedded Journalists
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John McChesney
Veteran NPR Reporter
Multimedia field reportingStories on rural issues in contemporary WestAccompanying infographics and data vis
Video Documentaries
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John McChesney
Veteran NPR Reporter
Multimedia field reportingStories on rural issues in contemporary WestAccompanying infographics and data vis
Video Documentaries
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Blend of Journalism and Scholarship
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p
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p
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Probabilistic Topic Decomposition of an Eighteenth-Century American Newspaper
David J. Newman, Sharon Block, University of California, Irvine
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The Data Slide Show
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The Data Slide Show
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The Data Slide Show
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The Data Slide Show
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The Data Slide Show
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The Data Slide Show
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The Data Slide Show
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The Data Slide Show
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Going Deeper
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"...Historical newspapers are currently being digitized at a scale
that is rapidly overwhelming our traditional methods of research.
The Chronicling America project (a joint endeavor of the NationalEndowment for the Humanities and the Library of Congress), for
example, recently digitized its one millionth historical newspaper
page, and they will soon make millions more freely available online.
What can scholars do with such an immense wealth of information?
Currently, they cannot do much. Without tools and methods
capable of handling such large datasetsand thus sifting out
meaningful patterns embedded within themscholars typically find
themselves confined to performing only basic word searches
across enormous collections. While such basic searches can,
indeed, find stray information scattered in unlikely places, they
becoming increasingly less useful as datasets continue to grow in
size. If a search for a particular term yields 4,000,000 results, eventhose search results produce a dataset far too large for any single
scholar to analyze in a meaningful way using traditional methods."
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Challenges
THE EMPEROR BURIED GERMANYS RULER ENTOMBED WITH THE FATHERS R l
OCR Quality
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THE EMPEROR BURIED GERMANYS RULER ENTOMBED WITH THE FATHERS Royalty
ofMany Different Countries Witness the Ceremonies A Grand Pageant and Distinguished
Honor to the Dead Kaiser Hit funeral of Emperor William took place at Brlln on the Itith
Inst Ibo weather was tirain extremely cold and the troops wh were rungect four deepalong the louta taken By the funeral lorteje wore heavy cloaks The temperature had no
apparent effect upon the people and hundreds o thou sands o spectators occupied
the space behind tb soldiers while every window along the Uuter den Linden was crowd
ed All the heuses on the thorough re were covered with mourning and blbited flrgs with
black drapery At e street crossings massive pillars surmounted by Pnuslan eagles had
been erected The lamp posts were covered with crape an I at every fifty paies tuere werelargo candelabra bearing darning crea ceou Thn toot uL UeLfuneral pio cesslun
presented a miwtiinposiag is pect entirely in keeping with the deep snrro and reverence
ot the people Thn centre of the road wan ntrewn with gravel and fir branches In
Paruerplatz large stones entwined nil laurel were hung TheDuule burg gate < vaa
craped anil there was large arch in front of It upon which v re the words God lilts You Ihe
funeral service took place In th athedral In accordance with the pro gramme EmperorFrederick wai no present the weatuer being too revere t lit him exposing himself Thusei
ice beg n Kith a soft prelude in tb organ duri ng which tbe mourners be gun to assemble
Dr Korgcl the cour chaplain read passages troin the DOtb Psalm and verses 15 an 1 2H
of the 14th chapter of John The chnir sung I Know that my UoJeemcr Llvpth Pas sages
were then read from iaalu 101 and Timothy 4th chapter 8th versa the chaplain
concluding with the wirds 1 Blessed are the dead who dm in the Lordnow and evermore
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Next Steps
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Next Step
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