Using a popular internet game that traces the travels of dollar bills, scientists have unveiled statistical laws of human travel in the United States, and developed a mathematical description that can be used to model the spread of infectious disease in this country. This model is considered a breakthrough in the field.
"We were confident that we could learn a lot from the data collected at the www.wheresgeorge.com bill-tracking website, but the results turned out far beyond our expectations," said Lars Hufnagel, a post-doctoral fellow at the Kavli Institute for Theoretical Physics at the University of California, Santa Barbara and co-author of an article describing the research in the January 26 issue of the journal Nature.
The worldwide spread of disease –– particularly pandemics with disastrous consequences for human health and economics –– has become a serious threat in the globalized world of intense international trade and travel. The threat of bird flu, the possible emergence of a new human "supervirus," and the potential of a worldwide flu pandemic, make predicting the spread of these diseases more urgent than ever.
Historical pandemics, like the 14th-century plague, moved slowly in waves across geographical areas, because in the Middle Ages people could typically only travel a few kilometers a day. The speed with which epidemics could spread was thus kept in check. It took the plague three years to move up the European continent, south to north, with an average rate of spread of about two kilometers a day.
"But today people move great distances in short time periods, as well as short distances, and they use variable means of transportation," said Hufnagel. "Thus we can expect that future pandemics will spread according to other rules, and more quickly. The rapid worldwide spread of SARS (severe acute respiratory syndrome) has already demonstrated this."
Searching for a way to model the modern spread of disease became the focus of discussions among the co-authors: Theo Geisel, director of the Max Planck Institute for Dynamics and Self Organization and professor at the University of Goettingen; Dirk Brockmann, a postdoctoral fellow at the Max Plank Institute for Dynamics and Self Organization; and Hufnagel. Following a conference in Montreal, Brockmann met with a friend in Vermont, a cabinetmaker, who showed him the internet game for tracking the movement of dollar bills, located at www.wheresgeorge.com. Participants can register a dollar bill, of any denomination, and monitor its geographic circulation.
The physicists were intrigued: Like viruses, money is transported by people from place to place. They found that the human movements follow what are known as universal scaling laws (from local to regional to long-distance scales). Using the game data, they developed a powerful mathematical theory that describes the observed movements of travelers amazingly well over distances from just a few kilometers to a few thousand. The study represents a major breakthrough for the mathematical modeling of the spread of epidemics.
"Since we can't track people with tracking devices, like we do animals, we needed to get data that provided us with millions of movements of individuals," explained Hufnagel. Scientists are already familiar with similar scaling laws from physical and biological systems. "What is amazing about these particular scaling laws is the fact that they are determined by two universal parameters only. This result surprised us all."
Added Brockmann: "We recognized that the enormous amount of data, as well as the geographical and temporal resolution of bill-tracking, allowed us to draw conclusions about the statistical characteristics of human travel, independent of which means of transportation people use."
Geisel said, "We are optimistic that this study will drastically improve predictions about the geographical spread of epidemics."
Comments
By selling them stamps for
June 22, 2009 by Anonymous, 21 weeks 4 days ago
Comment id: 37470
By selling them stamps for their hobby4filez
thankssss ??? ????? ???????
February 15, 2009 by Anonymous, 39 weeks 5 days ago
Comment id: 34592
thankssss
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swe
February 15, 2009 by Anonymous, 39 weeks 5 days ago
Comment id: 34591
thankssss
??? ????? ??????? ????? ??????? ??????? ???? ????? ?????? ???? ????? ??????? ????? ??? ????? ahj
visual aids
May 29, 2008 by Anonymous, 1 year 25 weeks ago
Comment id: 30389
I would love to see this data represented visually, using people dressed like they're in the middle ages...
rotflmao
We contribute to Where's George
January 16, 2008 by Rubber Stamps (not verified), 1 year 44 weeks ago
Comment id: 26997
By selling them stamps for their hobby.
but thats just the point,
June 13, 2006 by slaggathor, 3 years 23 weeks ago
Comment id: 1604
US currency does travel
January 28, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1332
US currency does travel overseas frequently, especially larger denominations as some countries require nothing less for exchange purposes. At least one of the most documented dollar bills on that website, A1473---0F, traveled from Illinois to Australia, then Philippines, then Korea, then back to the US, then New Zealand, then China, then Singapore, most of that between Oct 2003 and Oct 2005.
Since the bill will pass through many hands that won't actually document its whereabouts, we have no idea of knowing if other bills that were undocumented had actually left the US, and then returned.
Dollar Bill Tracking
January 27, 2006 by landa01@adelphia.net (not verified), 3 years 42 weeks ago
Comment id: 1330
Making the assumption that flu pandemics will move in the same way is money is fine. However, says nothing about national borders. How would a pandemic leap from the USA to Japan, for example, or China, where dollar bills are a real rarity.
Midieval Currency
January 27, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1323
No, but every Credit Card purchase was carefully tracked in the Middle Ages.
Margin of Error
January 27, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1322
That's not the point.
January 26, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1320
Their research isn't about the Middle Ages, their research is about the present. The figures about the plague are from other sources, and are mentioned only to show the extreme difference between the speed of historical pandemics and the speed of rescent pandemics.
More info and related work:
January 26, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1319
Trace the money
Dynamics of Modern Epidemics
Forecast and control of epidemics in a
globalized world
Wait, how can this be accurate?
January 26, 2006 by john@johnakeith.com (not verified), 3 years 42 weeks ago
Comment id: 1318
They didn't have US dollar bills during the Middle Ages!
references?
January 26, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1317
The article is interesting and it's accessible to a wide audience, but I'd like to also see some references in the article. Has this work been published in a peer reviewed journal or in an archive? I'd like to see details.
RTFA is correct
January 26, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1316
My suspicious AND scientifically certified mind backs up Anon's previous post (RTFA).
d.earl
UCLA
RTFA
January 26, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1314
*My* suspicious yet not scientifically certified mind goes into mocking your whole comment.
1 - RTFA
2 - It is not a virtual simulation, they are using a bill tracking web site like the Canadian version of www.whereswilly.com which allows people to track where their money, specifically dollar bills go.
3 - They use real statistics from the site.
4 - Aren't most statistics at least +-2% because real life != idealized equations
5 - imho the real world usually != an ideal world
Visualization
January 26, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1313
I would love to see this data represented visually. Is this in the works?
no shit
January 26, 2006 by Anonymous, 3 years 42 weeks ago
Comment id: 1312
no shit
depth
January 26, 2006 by joris744@hotmail.com (not verified), 3 years 42 weeks ago
Comment id: 1311
My suspicious yet not scientifically certified mind goes into mocking the whole story.
1 - it's a simulation
2 - in a virtual world
3 - based on virtual parameters
4 - using statistics with a minimum of 2% failure
5 - imho the real world is either below or above the statistical reality
dollar bills
January 26, 2006 by richard808@comcast.net (not verified), 3 years 42 weeks ago
Comment id: 1310
Kind of leaves you hanging
January 26, 2006 by schorschiz@yahoo.com (not verified), 3 years 42 weeks ago
Comment id: 1309
So, I guess, I have go take a look at the latest issue of "Nature" now to find out what these "two universal parameters" of scaling laws are. A little more depth in this article would have been nice.
S
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