NYTimes.com - Lines and Bubbles and Bars, Oh My! New Ways to Sift Data
Data can be organized many ways on Many Eyes. Above is a chart of Olympic medals.
By ANNE EISENBERG
Published: August 30, 2008
PEOPLE share their videos on YouTube and their photos at Flickr. Now they can share more technical types of displays: graphs, charts and other visuals they create to help them analyze data buried in spreadsheets, tables or text.
Above shows occurrences of names in the New Testament.
At an experimental Web site, Many Eyes, (www.many-eyes.com), users can upload the data they want to visualize, then try sophisticated tools to generate interactive displays. These might range from maps of relationships in the New Testament to a display of the comparative frequency of words used in speeches by Senators Hillary Rodham Clinton and Barack Obama.
The site was created by scientists at the Watson Research Center of I.B.M. in Cambridge, Mass., to help people publish and discuss graphics in a group. Those who register at the site can comment on one another’s work, perhaps visualizing the same information with different tools and discovering unexpected patterns in the data.
Collaboration like this can be an effective way to spur insight, said Pat Hanrahan, a professor of computer science at Stanford whose research includes scientific visualization. “When analyzing information, no single person knows it all,” he said. “When you have a group look at data, you protect against bias. You get more perspectives, and this can lead to more reliable decisions.”
The site is the brainchild of Martin Wattenberg and Fernanda B. Viégas, two I.B.M. researchers at the Cambridge lab. Dr. Wattenberg, a computer scientist and mathematician, says sophisticated visualization tools have historically been the province of professionals in academia, business and government. “We want to bring visualization to a whole new audience,” he said — to people who have had relatively few ways to create and discuss such use of data.
“The conversation about the data is as important as the flow of data from the database,” he said.
The Many Eyes site, begun in January 2007, offers 16 ways to present data, from stack graphs and bar charts to diagrams that let people map relationships. TreeMaps, showing information in colorful rectangles, are among the popular tools.
Initially, the site offered only analytical tools like graphs for visualizing numerical data. “The interesting thing we noticed was that users kept trying to upload blog posts, and entire books,” Dr. Viégas said, so the site added techniques for unstructured text. One tool, called an interleaved tag cloud, lets users compare side by side the relative frequencies of the words in two passages — for instance, President Bush’s State of the Union addresses in 2002 and 2003.
Almost all the tools are interactive, allowing users to change parameters, zoom in or out or show more information when the mouse moves over an image, Dr. Wattenberg said.
Users can embed images and links to their visualizations in their Web sites or blogs, just as they can embed YouTube videos. “It’s great that people can paste in a YouTube video of cats” on their blogs, Dr. Viégas said. “So why not a visual that gives you some insight into the sea of data that surrounds us? I might find one thing; someone else, something completely different, and that’s where the conversation starts.”
Rich Hoeg, a technology manager who lives in New Hope, Minn., and has a blog at econtent.typepad.com, was so taken with the possibilities for group collaboration that he wrote a tutorial on using Many Eyes as part of his series called “NorthStar Nerd Tutorials.”
“Many Eyes is unusual, because it takes advantage of the collective intelligence of a group to get more out of a data set,” he said. For the tutorial, Mr. Hoeg exported enrollment data for graduate engineering students to the site, then used one of the tools there to display the information in various ways.
“I wanted people to understand that you can take the same data and have it tell lots of different stories,” he said.
Dr. Wattenberg noted an example from the site. In charting a particular topic — deaths resulting from human violence in the 20th century — one user originally presented a bubble graph in which the size of the circles represented the number of casualties tied to an event — for instance, World War I or World War II. After discussion on the site about the substantial growth in population during the 20th century, the originator offered two new time-based visualizations of the data, one a line graph and the other a stack graph — plotting the number of casualties against this growing population.
“You could see a new downward trend emerge,” Dr. Wattenberg said. “Violent deaths declined in the latter decades of the century. It’s a slightly more optimistic view.”
Ben Shneiderman, a professor in the computer science department at the University of Maryland, College Park, and a pioneer in information visualization, says sites like Many Eyes are helping to democratize the tools of visualization. “The gift of the Internet is that everyone can participate, and the tools can be brought to a much wider audience,” he said.
Presenting results in a static spreadsheet or table may do the job. “But sometimes it’s like driving with your eyes closed,” he said. “With visualization, it might be possible to open your eyes and see something that will help you” — for instance, patterns, clusters, gaps or outliers in the data.
“The great fun of information visualization,” he said, “is that it gives you answers to questions you didn’t know you had.”
Subscribe to:
Post Comments (Atom)
The OFFICIAL Dilbert Widget
Blog Archive
-
▼
2008
(435)
-
▼
September
(72)
- Monkey See: Never Trust the Kid Who Always Wanted ...
- NPR: Legal Action Roundup: Ladies' Night, Hugging
- The Onion: Obama Runs Constructive Criticism Ad Ag...
- Mpls Pet Rescue Examiner: Oprah's puppy mill updat...
- WikiHow: Opening annoying plastic clamshell packaging
- Discovery News: Croc Hunter's 'Bum-Breathing' Turt...
- The Onion: Cash-Strapped NPR Launches 'A Couple Th...
- NPR: Can Physicists Be Funny?
- NPR: The Joy Of Ear-Cleaning
- Wiener Dog Races 2008
- San Diego Reader : Poodle Peepers
- theleader.com.au: Everybody was kung fu combing
- USA Today: Activists to fight puppy mills with awa...
- A Forever-Home Rescue Foundation: is fostering a "...
- TimesOnline: Dogs Trust joins Crufts boycott over ...
- Pedigree Dogs Exposed Part 6 of 6
- Pedigree Dogs Exposed Part 5 of 6
- Pedigree Dogs Exposed Part 4 of 6
- Pedigree Dogs Exposed Part 3 of 6
- Pedigree Dogs Exposed Part 2 of 6
- Pedigree Dogs Exposed Part 1 of 6
- BBC NEWS | UK | Pedigree dogs plagued by disease
- Scotsman.com News: RSPCA pulls out of Crufts in pr...
- uuworld.org: Why I'm sticking with classics
- Scott Hollifield: Please, quit forcing dogs to dre...
- Sydney Morning Herald: Gliders take flight as fami...
- Ozarksfirst.com: Unique Art Exhibit Focuses on Mis...
- AFP: Prayers for pets are taxable business, Japan ...
- The Clarion-Ledger: Poodle for Obama? That dog won...
- NPR: Putting Lipstick On A Pig
- The Onion: Obama Suddenly Panicked After Gazing To...
- Discovery News: Africa's 'Unicorn' Caught on Camera
- Bangkok Post: The mindfulness cure
- Ambigamy: How did fear come to signify bravery?
- Discovery News: Zoo Animals Try Online Dating
- EepyBird's Sticky Note Experiment
- NPR: Horse Sense: New Breed Of Executive Training
- Another thing that makes you go hmmm.....
- The Old Scout: Misdirection in Minnesota
- Things that make you go hmmmmm......
- Ananova - England stars taunted with doughnuts
- Ananova - Sarah Palin all dolled up
- Ananova - Students' exam blunders
- Ananova - Polar bears turn green
- Publishers Weekly: Going to the Dogs
- The Last Psychiatrist: David Duchovny Does Not Exist
- Bookslut : Satiric or Soulful?
- NYTimes.com: The Resentment Strategy
- Almost Perfect: Disabled Pets and the People Who L...
- Washingtonpost.com: Killing of Mayor's 2 Dogs Just...
- AFP: World's first cloned dog fathers puppies
- ABC News: Pit Bull Rehab: Vick's Dogs Readied for ...
- McSweeney's Internet Tendency: Plato's Allegory of...
- wikiHow: How To Make Coffee Flan
- Canine Horizons: Reserve Yours Today!!!
- wikiHow: How to Make Book Earrings
- All Songs Considered: The '80s: Were They Really T...
- Yahoo! Sports: Daunte Culpepper retires from NFL
- TwinCities.com: It's a good thing the spotlight's ...
- Wayne Pacelle: A Humane Nation: Publicizing Animal...
- Lust in Paradise: Drowning in B.S. (Warning: Bad M...
- SF Gate: Foreclosure Pets in the Crossfire
- UK's Echo News: Survivor Tivoli gets vet award
- The UK Press Association: 'Pets destroyed over vet...
- The Daily Show: Republican Delegates Abandoned in ...
- The Daily Show: Minneapolis is the Danny DeVito to...
- Website Expanded to Raise Awareness About the Crue...
- The Guardian - We may admire the Nordic way, but d...
- Tails Of The City : Pet Sayings: The cat's pajamas
- Dallas Morning News - Temporary kennel's a breath ...
- NYTimes.com - Lines and Bubbles and Bars, Oh My! N...
- NYTimes.com: McCain’s Baked Alaska
-
▼
September
(72)
- dogs
- rescue
- pets
- NYT
- humor
- snicker
- books
- poodles
- reading
- NPR
- animals
- UTube
- horse racing
- poetry
- puppy mills
- video
- Mutts
- cruelty
- mcsweeneys
- Garrison Keillor
- abuse
- discovery channel
- horses
- philosophy
- vick
- candidates
- cars
- cats
- depression
- discovery news
- eight belles
- minnesota vikings
- photos
- television
- wikihow
- writer's almanac
- National Geographic
- Robert Frost
- The Old Scout
- Unitarians
- baby
- best friends
- coffee
- cute
- domestic abuse
- english
- grammar
- jesse bering
- kenechi udeze
- memory
- morality
- obesity
- pit bulls
- politics
- quirky little things
- rent
- sydney morning herald
- the onion
- women
- AFV
- Conditions and Diseases
- Dog
- John Grat
- Michael Smerconish
- Minnesota
- PETA
- Pain Management
- Poodle
- Rescues and Shelters
- Toy Poodle
- Valentine's Day
- Virtual reality
- accident
- aging
- anger
- animal rights activists
- animal testing
- animal welfare groups
- ayn rand
- ball state university
- barbaro
- bats
- best friend
- bird
- birds
- blogger
- blogs
- bulwer lytton
- campaign
- camping
- cancer
- canine horizons
- cartoon
- cat people
- cell phones
- child
- clock
- clowns
- communication
- companionship
- deer
- digital
- dip
- dog fighting
- dog people
- duluth news tribune
- editing
- edmonton sun
- election
- elephants
- employees
- employers
- euthanasia
- exploitation
- extinct
- fiction contest
- football
- friends
- gadgets
- games
- gastric bypass
- global warming
- grooming
- huh?
- humane nation
- ikramuddin
- insurance
- intelligence
- iris dement
- jay leeming
- jim nayder
- lancaster online
- laura erickson
- library
- literature
- loneliness
- lost
- michael vick
- miss bea
- morning
- nbc news
- npr music
- old age
- pandas
- people
- petfinder
- philadelphia enquirer
- photo contests
- photography
- photoshop
- picket fence poodle rescue
- pogue's posts
- polar bear
- ponydoodles
- protection
- puppies
- radio
- relationships
- romance
- romantic
- rosalie
- safety
- save
- seattle post-intelligencer
- seinfeld
- slate.com
- sleep
- soldier
- soul
- speaking
- spelling
- sport
- squirrels
- steampunk
- stephen king
- surgery
- technology
- think
- transplants
- trauma
- veterinarians
- virtual pets
- voting
- warnings
- wayne pacelle
- weight loss
- wind turbines
- work
0 comments:
Post a Comment