Modeling “wordquakes”

Several researchers suggest that certain words on the Internet are used in patterns similar to those of earthquakes:

News tends to move quickly through the public consciousness, noted physicist Peter Klimek of the Medical University of Vienna and colleagues in a paper posted on arXiv.org. Readers usually absorb a story, discuss it with their friends, and then forget it. But some events send lasting reverberations through society, changing opinions and even governments.

“It is tempting to see such media events as a human, social excitable medium,” wrote Klimek’s team. “One may view them as a social analog to earthquakes.”…

Events that came from outside the blogosphere also seemed to exhibit aftershocks that line up with Omori’s law for the frequency of earthquake aftershocks.

“We show that the public reception of news reports follow a similar statistic as earthquakes do,” the researchers conclude. “One might also think of a ‘Richter scale’ for media events.”

“I always think it’s interesting when people exploit the scale of online media to try to understand human behavior,” said Duncan Watts, a researcher at Yahoo! Research who describes himself as a “reformed physicist who has become a sociologist.”

But he notes that drawing mathematical analogies between unrelated phenomena doesn’t mean there’s any deeper connection. A lot of systems, including views on YouTube, activity on Facebook, number of tweets on Twitter, avalanches, forest fires, power outages and hurricanes all show frequency graphs similar to earthquakes.

“But they’re all generated by different processes,” Watts said. “To suggest that the same mechanism is at work here is kind of absurd. It sort of can’t be true.”

A couple of things are of note:

1. One of the advantages of the Internet as a medium is that people can fairly easily track these sorts of social phenomenon. The data is often in front of our eyes and once collected and put into a spreadsheet or data program is like any other dataset.

2. An interesting quote from the story: the “reformed physicist who has become a sociologist.” This pattern that looks similar to an earthquake is interesting. But sociologists would also want to know why this is the case and what factors affect the initial “wordquake” and subsequent aftershocks. (But it is interesting that the paper was developed by physicists: how many sociologists would look at this word frequency data and think of an earthquake pattern?)

2a. Just thinking about these word frequencies, how does this earthquake model differ from other options for looking at this sort of data? For example, researchers have used diffusion models to examine the spread of riots. Is a diffusion model better than an earthquake model for this phenomena?

3. Does this model offer any predictive power? That is, does it give us any insights into what words may set off “wordquakes” in the future?

Follow-up: Netflix vs. sewage

Update:  There is a follow-up post available here.

Last week, I posted a reply to Alan Roth’s post over at The Hill comparing the economics of Netflix with D.C. sewage treatment.  Although Mr. Roth sent his follow-up later that same day, I have not had a chance to respond until now.  Here is what he said:

Thanks for your comment and for giving me the opportunity to reply and clarify. Unfortunately, I think you ARE missing something — or at least, not understanding my basic point.

For starters, despite the title of your blog entry, this has nothing to do with net neutrality. Netflix’s own CEO acknowledges as much in his shareholder letter, where he says that the FCC’s recent Open Internet order dealt with ISPs’ relationships with their retail customers, not their business arrangements with upstream wholesalers. He then goes on to make an argument about who should bear what costs.

My analogy likewise relates to the issue of equitable cost-sharing among the users of a network. And whatever you might want to say about who provides how much “value” and to whom, the fact is that the data bits in question here are largely flowing in one direction, just as the sewage being treated at Blue Plains is flowing in one direction.

You’re right that Netflix has built or rented its own lines up to the interconnection point with the local ISP — just as the suburbs have built their own sewer lines up to the interconnection points at the DC border. But the expense of taking both the data and the sewage to their ultimate destination is vastly greater in the last mile than in the first. If WASA’s retail ratepayers had to foot that whole bill themselves, you could be sure that one of two things would happen: Either DC would tell the ‘burbs, “sorry, ain’t gonna take your sh*t no more,” or DC would stop investing in its sewage treatment capacity at Blue Plains and elsewhere in its system. Or both.

Not a good outcome there. If reasonable, thoughtful people in the DC metro area have been able to agree that the sharing of capital, operating, and maintenance costs for that ultimate destination is both appropriate and economically sensible, it’s hard to believe that Netflix — which currently pays the US Postal Service hundreds of millions of dollars each year to have a postal worker deliver its DVDs to its customers’ homes — doesn’t think it should have to pay a cent to get the same end product to those homes via a different delivery infrastructure.

But I do appreciate your willingness to engage in a healthy dialogue and to allow me to draw out the analogy a little further.

Here is my reply:

I guess we’re still at an impasse on the issue of who is paying for what. In the long run, it is the customers that are paying for the total cost of service provided, both for sewage and for video on demand.

In the case of sewer services, the retail customers pay their suburban sewage provider money to make their sewage go away. They don’t really care how it happens; they just want it to happen. According to your description of the process, “how it happens” involves a two-step process: (1) the local D.C. suburb maintains the lines to local houses that first take the sewage away and (2) WASA maintains the Blue Plains facility that treats the waste. I agree with you that it is totally appropriate for WASA to require payment from local suburbs for step (2) as a “subcontractor” (probably not the technical, legal relationship, but seems to be functionally equivalent). I think we also can both agree that the suburbs probably pass on their costs for step (2) directly to their retail customers.

In the case of Netflix, however, the retail customers pay TWO entities: (1) their ISP and (2) Netflix. You are correct that a similar, two-step process occurs with the video delivery as with the sewage: (1) the ISP maintains the lines to local houses that bring the bits in and (2) Netflix maintains the servers and the connections to the “regional front doors” (to use your phrase) that provide the streaming. (Also, of course, Netflix pays the underlying content owners for the use of their works.)

Again, however, unlike with D.C. sewage, the retail customer is paying both actors directly: both the ISP and Netflix are receiving a monthly payment from the customer.

Given this state of affairs, I’m more than a little confused by your argument that the ISPs have the moral high ground in demanding payment from Netflix. All ISP’s are providing here is a connection to the wider Internet (to the “regional front doors”). Retail customers then pay Netflix for the rest because Netflix is providing the rest. On what basis do the ISP’s challenge Netflix’s contention that it “should pay only to transport its bits to a regional gateway, after which the costs of delivery to the end point would fall on others”? Doesn’t that precisely reflect how retail customers are being billed?

The only justification I can see for your position is if subsidies are involved-in other words, ISP’s are somehow lowering their retail customers’ bills for Internet service because they are paid by content providers. If that’s true, however, that is very different situation from the D.C. sewage situation to which you analogize.

Feel free to jump in with comments.

Senate hearing on COICA

Ars Technica has a good wrap-up of yesterday’s Senate Judiciary Committee hearing on the proposed Combating Online Infringement and Counterfeits Act (COICA):

The bill would give the government legal tools to blacklist a “rogue” website from the Internet’s Domain Name System, ban credit card companies from processing US payments to the site, and forbid US-based online ad networks from working with the site. It even directs the government to keep a list of suspect sites, even though no evidence has been presented against them in court.

If you’d like to watch the hearing yourself, video is available on the Senate’s website (note:  the actual video doesn’t begin until around the 20 minute 15 second mark).

CBS infringes…itself

From the left-hand-doesn’t-know-what-the-right-hand-is-doing department, CBS appears to have infringed its own copyrighted works:

A CBS reporter embedded a video of one of their own pieces of content onto a CBS-owned web property. Only to have it soon yanked down by lawyers (or lawyer-bots – AKA auto-DMCA patrol).

Click on over to the original piece on The Future Buzz to see the screenshot, which is pretty hysterical.

A $4000 mistake

Talk about turning lemons into lemonade.  A Canadian-based copywriting firm is attempting to parlay a very expensive mistake into favorable publicity:

“Like many other creative types in the web industry, our copywriters were not clear on image copyright laws, and we were taught an expensive lesson,” said Rick Sloboda, Senior Web Copywriter at Webcopyplus, which provides designers and businesses optimized web content. “We’re sharing our story, so others can learn from our experience and avoid the same mistake.”

In May, 2010, with the assumption Web images without copyright notices were “public domain” and free to use, a Webcopyplus copywriter used Google images to find an unmarked 400 x 300 pixel scenic photo to complement an article for a tourism client’s blog.

Webcopyplus has posted additional details on their blog, as well as some resources for obtaining stock photography in a way that won’t get one sued (including Creative Commons photos available via Flickr).

San Fran “coffeehouse and tech incubator” inspired by idea of “third places”

Starbucks CEO Howard Schultz has said in recent years that the company seeks to become a “third place,” a space between work and home. This term was popularized by sociologist Ray Oldenburg in The Great Good Place. But exactly how a coffee shop should operate in order to be a third place is up for debate. A new San Francisco firm, The Summit Cafe, envisions a coffeeshop plus a center for technological incubation:

With its copious power outlets, Gouda-wrapped meatballs, and a curated magazine rack featuring vintage Steve Jobs covers, the Summit café sits at the intersection of San Francisco’s three most conspicuous tribes: techies, foodies, and yuppies. Yet what separates the Summit from being just another Wi-Fi boîte is the dual-purpose nature of the 5,000-square-foot space. One floor above the Laptop Mafia, the café features a cluster of offices where groups of programmers and developers toil away in an effort to launch the next Twitter—or at least the next OkCupid. Created by i/o Ventures, a Bay Area startup accelerator comprising former executives from MySpace (NWS), Yahoo! (YHOO), and file-sharing site BitTorrent, the Summit is equal parts Bell Labs and Central Perk—and probably the country’s first official coffeehouse tech incubator. Every four months, i/o selects and funds a handful of small tech ventures to the tune of $25,000 each in return for 8 percent of common stock. In addition to the cash, each team gets four months of office space at the Summit, mentoring from Web gurus like Russel Simmons of Yelp, and discounts on all the Pickle & Cheese Plates or White Snow Peony Tea they could possibly need. Since the café opened on Valencia Street last fall, two companies have already been sold, including damntheradio, a Facebook fan management tool. To hedge against any potential risk, i/o also rents half of the Summit’s other desk space to independent contractors and fledgling Web entrepreneurs. It’s even experimenting with an arrangement in which customers can pay $500 for a dedicated desk—on top of a $250 membership fee.

Is this sort of thing only possible in San Francisco (high-tech culture) or perhaps just in major cities?

But this space does seem more like a work space than a true third place. Are there people who come here just to hang out? Do fledgling companies that come here mix with other fledgling companies to form new ideas and firms?

Is search engine optimization key to Huffington Post’s success?

This article suggests the Huffington Post’s value (exhibited in its recent sale to AOL) is based more on search engine optimization than on news or citizen journalism:

In addition to writing articles based on trending Google searches, The Huffington Post writes headlines like a popular one this week, “Watch: Christina Aguilera Totally Messes Up National Anthem.” It amasses often-searched phrases at the top of articles, like the 18 at the top of the one about Ms. Aguilera, including “Christina Aguilera National Anthem” and “Christina Aguilera Super Bowl.”

As a result of techniques like these, 35 percent of The Huffington Post’s visits in January came from search engines, compared to 20 percent for CNN.com, according to Hitwise, a Web analysis firm.

Mario Ruiz, a spokesman for The Huffington Post, said search engine optimization played a role on the site but declined to discuss how it was used.

Though traditional print journalists might roll their eyes at picking topics based on Google searches, the articles can actually be useful for readers. The problem, analysts say, is when Web sites publish articles just to get clicks, without offering any real payoff for readers.

This is an ongoing issue with online news providers: simply producing good journalistic content doesn’t get the same number of clicks as celebrity and gossip-laden stories. And as the article suggests, some search engines, such as Google, may fight back by reducing the rank or placement of pages or sites that rely heavily on popular keywords.

But aren’t these sorts of practice inevitable when making money on the Internet is based around page views and clicking on advertisements? The goal has to be simply getting the most viewers rather than providing the best or more complete or most useful content.

Just how much did Facebook and Twitter contribute to changes in Egypt?

With the resignation of Hosni Mubarek, there is more talk about how the Internet, specifically social media sites like Facebook and Twitter, helped bring down a dictator in Egypt:

Dictators are toppled by people, not by media platforms. But Egyptian activists, especially the young, clearly harnessed the power and potential of social media, leading to the mass mobilizations in Tahrir Square and throughout Egypt. The Mubarak regime recognized early on that social media could loosen its grip on power. The government began disrupting Facebook and Twitter as protesters hit the streets on Jan. 25 before shutting down the Internet two days later.

In addition to organizing, Egyptian activists used Facebook, YouTube, and Twitter to share information and videos. Many of these digital offerings made the rounds online but were later amplified by Al Jazeera and news outlets around the world. “This revolution started online,” Ghonim told Blitzer. “This revolution started on Facebook.”

Egypt’s uprising followed on the heels of Tunisia’s. In each case, protestors employed social media to help oust an authoritarian government–a role some Western commentators expected Twitter to play in Iran during the election protests of 2009.

This article, and others, seem to want it both ways. On one hand, it seems like social media played a role. But when considering whether they were the main factor, the articles back away. Here is how this same article concludes:

It’s true that tweeting alone–especially from safe environs in the West–will not cause a revolution in the Middle East. But as Egypt and Tunisia have proven, social media tools can play a significant role as as activists battle authoritarian regimes, particularly given the tight control dictators typically wield over the official media. Tomorrow’s revolution, as Ghonim would likely attest, may be taking shape on Facebook today.

Or it may not. Ultimately, we need more data. For example, we could match Facebook or Twitter activity regarding Egypt with the level of protests on specific days – did more online traffic or activity lead to bigger protests? This would at least establish a correlation. Why can’t we match GPS information from people using Facebook or Twitter while they were protesting on the streets? This would require more private data, primarily from cell phone companies, but it would be fascinating to look for patterns in this data. And how exactly do these cases from Egypt and Tunisia help us understand what didn’t happen in Iran?

These questions about the role of social media need some answers and perhaps some innovative insights into data collection. And a thought from another commentator are helpful to keep in mind:

Evgeny Morozov writes in his new book, “The Net Delusion: The Dark Side of Internet Freedom,” that only a small minority of Iranians were actually Twitter users. Presumably, many tweeting about revolution were doing so far from the streets of Tehran.

“Iran’s Twitter Revolution revealed the intense Western longing for a world where information technology is the liberator rather than the oppressor,” Morozov wrote, according to a recent Slate review. In his book, Morozov writes how authoritarian regimes can use the Internet and social media to oppress people rather than such platforms only working the other way around.

Perhaps we only want it to be true that social media use can lead to revolution. If there are enough articles written suggesting that social media helped in Egypt and Tunisia, does it make it likely that in the future social media will play a pivotal and even decisive role in social movements? Morozov seems to suggest this is a Western idea, probably rooted in Enlightenment ideals where information can (and should?) disrupt tradition and authoritarianism.

The smell of a bad net neutrality argument

NOTE:  There are follow-up posts available here and here.

Forget the obvious jokes about broadcast content being an open sewer:  Alan J. Roth over at the Congress Blog actually, literally thinks that Washington, D.C. sewage treatment has a lot to teach Netflix:

I have two jobs. One of them – the full-time job that pays the bills – involves directing government affairs for a trade association of internet service providers (ISPs) and telecom companies. The other – a volunteer position – is my service on the Board of Directors of the District of Columbia Water and Sewer Authority (WASA).

And what is this connection that Mr. Roth has seen betwixt his two modes of employ?

I read Netflix CEO Reed Hastings’ January 26th letter to his shareholders [link here] offering his views on who should bear the costs of transporting and delivering his company’s high- volume, bandwidth-hogging Internet video service to its customers. A light bulb went on in my head: There’s a lesson that Hastings and his customers could take from how the Washington area pays for sewage disposal.

At this point, I’m dubious but curious.  Roth goes on to explain that the District owns a major sewage treatment plant in Blue Plains that serves suburbs beyond D.C.:

The suburbs’ sewage gets to Blue Plains via the same kind of “regional front doors” that Hastings described in his shareholder letter. A series of interconnection points link the suburbs’ sewer lines with the “last mile” that WASA operates through DC on the way to final treatment.

So there’s the analogy:  Roth thinks that sewage line’s “last mile” can be compared with with broadband’s last mile.  What’s his point?

Unlike Netflix’s self-serving suggestion that it should pay only to transport its bits to a regional gateway, after which the costs of delivery to the end point would fall on others, [the regional sewer services in D.C.] approached the costs of last-mile delivery differently. Each wholesale customer – that is, each suburban authority sending sewage to DC – pays a pro-rata share of the capital costs for Blue Plains and related transmission facilities, based on an agreed-upon allocation of the plant’s capacity. Operating and maintenance costs are shared based on each suburban customer’s actual flow of sewage to the plant.

By contrast, the “Netflix model” proposes to spread the costs created by Netflix customers to other consumers who derive no benefit from Netflix’s video bits. If WASA operated this way, suburban retail ratepayers would be billed by their own wastewater authorities for the relatively smaller costs of transporting their sewage to the interconnection points at the DC line. After that, DC retail ratepayers would have to pay all the costs of not only transporting suburban sewage to its ultimate destination at Blue Plains, but also for all the costs of processing and treating the suburbs’ waste there.

If I understand Roth’s analogy correctly, he has completely misapplied it.  Consider:

1.  Netflix is the analogue to the Blue Plains treatment plan.  Netflix provides the value (clean water/streamed video) that the consumer ultimately wants.  Local ISP’s are, in contrast, merely the D.C. suburbs with in-home connections but without adequate sewage treatment facilities.

2.  Netflix has built (or rented) its own sewer/data lines right to the point where the suburb/ISP takes over.

3.  Why shouldn’t the ISP only be paid for “the relatively smaller costs of transporting their sewage to the interconnection points”?

Am I missing something here?  Or is this argument really as self-defeating as it seems?

U.S. intellectual property enforcement actions: the report

CNET News alerted me to yesterday’s release of the 2010 U.S. Intellectual Property Enforcement Coordinator Annual Report on Intellectual Property Enforcement (92 page PDF):

The 92-page report…reads a lot like a report that could have been prepared by lobbyists for the recording or movie industry: it boasts the combined number of FBI and Homeland Security infringement investigations jumped by a remarkable 40 percent from 2009 to 2010.

Nowhere does the right to make fair use of copyrighted material appear to be mentioned, although in an aside on one page Espinel mentions that the administration wants to protect “legitimate uses of the Internet and… principles of free speech and fair process.”

This is the first annual report released by the Office of the United States Intellectual Property Enforcement Representative (official website) since its creation in late 2008 and the Senate confirmation of the first Intellectual Property Enforcement Coordinator (“copyright czar”) in late 2009.  Although it covers a wide range of intellectual property issues, I will mostly limit this post to copyright-related items.

Here are some “highlights” from the report:

1.  Policy statement regarding Internet enforcement actions (pp. 5-6):

The debate over the proper role of government in the online environment extends to the issue of intellectual property enforcement: that is, reducing the distribution of pirated or counterfeit goods online or via the Internet, including digital products distributed directly over the Internet or physical products advertised or ordered via the Internet. The choices made in the area of intellectual property enforcement can have spillover effects for government action, regulation or intervention in other areas. Therefore, this office has given considerable thought to the best approach towards enforcement in the online environment. As outlined below, we believe the right approach is one that combines forceful criminal law enforcement with voluntary and cooperative action by the private sector consistent with principles of transparency and fair process. [emphasis added]

Almost as an after-thought, the report later notes (p. 7) that,

without mandating business models, we believe it is important to encourage the development of alternatives for consumers that meet their legitimate needs and preferences. We note some activity in the marketplace to develop new and more flexible methods of distribution and will look for opportunities to support those efforts.

2.  Summary of the current state of the proposed Anti-Counterfeiting Trade Agreement (ACTA) (Wikipedia backgrounder) (pp. 22-23):

ACTA requires, among other things, that signatories establish effective intellectual property enforcement legal frameworks, including obligations to:

  • establish criminal procedures and penalties for willful trademark counterfeiting or copyright piracy, or importation or use, on a commercial scale, and aiding and abetting criminal conduct, and authorizes criminalizing camcording;
  • establish laws that impose imprisonment and destruction as penalties for criminal violations of enforcement laws;
  • establish civil enforcement laws that enhance the tools available to rightholders to crack down on counterfeiting and piracy, including by providing for meaningful damages for rightholders, the destruction of counterfeit goods and also including appropriate safeguards against abuse and to protect privacy as appropriate;
  • ensure that civil and criminal enforcement laws are equally applicable to copyright infringement occurring online; and
  • establish anti-circumvention laws to protect the use of technological protection measures (digital locks).

3.  Summary of successful efforts to recruit private-sector actors into IP enforcement (pp. 27-28)

We believe that most companies share the view that providing services to infringing sites is inconsistent with good corporate business practice and we are beginning to see several companies take the lead in pursuing voluntary cooperative action.

For example, earlier this year, MasterCard withdrew services from Limewire, a well-known file-sharing site. In addition, MasterCard has done an internal assessment of its processes to address infringing sites and has begun a number of cooperative discussions with rightholders….On December 2, 2010, Google announced a number of steps it will take to make its response time to complaints more rapid, to limit the ability of websites used to sell infringing goods to obtain ad revenue and to increase access to legitimate sites….We need to eliminate financial gain derived from infringement. While some products are sold directly, other sites obtain revenue from advertising. The IPEC is in the process of gathering information about the online advertising business to see if there are means to limit illegal sites from using ad revenue as a business model.

4.  Statistical summary of (generally) increased investigations/enforcement/arrests/convictions/seizures (pp. 31-32):

  • In FY 2010, ICE HSI intellectual property investigations increased by more than 41% and ICE HSI arrests increased by more than 37% from FY 2009.
  • In FY 2010, FBI intellectual property investigations increased by more than 44% from FY 2009….
  • In FY 2010, courts sentenced 207 intellectual property defendants. More than half—121—received no prison term, 38 received sentences of 1-12 months in prison, 27 received sentences of 13-24 months in prison, 10 received sentences of 25-36 months in prison, 7 received sentences of 37-60 months in prison and 4 received sentences of more than 60 months in prison….
  • CBP and ICE HSI had 19,959 intellectual property seizures in FY 2010. The domestic value of the seized goods—i.e., the value of the infringing goods, not the  manufacturer’s suggested retail price (MSRP) for legitimate product—was $188.1 million. The estimated MSRP of the seized goods—i.e., the value the infringing goods would have had if they had been genuine—was $1.4 billion.

***

A final note:  the report trumpets success–a lot.  Examples abound, but perhaps the most amusing is a case involving counterfeit Cisco equipment sold to the Marines for use in battlefield-critical networks in Iraq.  I’m certainly glad that the government caught this, but do they really have to mention it three separate times (on pages 5, 41, and 50) in the report?

Roundup of additional commentary: