Using a sociological approach in “e-discovery technologies”

Legal cases can generate a tremendous amount of documents that each side needs to examine. With new searching technology, legal teams can now go through a lot more data for a lot less money. In one example, “Blackstone Discovery of Palo Alto, Calif., helped analyze 1.5 million documents for less than $100,000.” But within this discussion, the writer suggests that these searches can be done in two ways:

E-discovery technologies generally fall into two broad categories that can be described as “linguistic” and “sociological.”

The most basic linguistic approach uses specific search words to find and sort relevant documents. More advanced programs filter documents through a large web of word and phrase definitions. A user who types “dog” will also find documents that mention “man’s best friend” and even the notion of a “walk.”

The sociological approach adds an inferential layer of analysis, mimicking the deductive powers of a human Sherlock Holmes. Engineers and linguists at Cataphora, an information-sifting company based in Silicon Valley, have their software mine documents for the activities and interactions of people — who did what when, and who talks to whom. The software seeks to visualize chains of events. It identifies discussions that might have taken place across e-mail, instant messages and telephone calls…

The Cataphora software can also recognize the sentiment in an e-mail message — whether a person is positive or negative, or what the company calls “loud talking” — unusual emphasis that might give hints that a document is about a stressful situation. The software can also detect subtle changes in the style of an e-mail communication.

A shift in an author’s e-mail style, from breezy to unusually formal, can raise a red flag about illegal activity.

So this second technique gets branded as “sociological” because it is looking for patterns of behavior and interaction. If you wondered how the programmers set up their code in order to this kind of analysis, it sounds like some academics have been working on the problem for almost a decade:

[A computer scientist] bought a copy of the database [of Enron emails] for $10,000 and made it freely available to academic and corporate researchers. Since then, it has become the foundation of a wealth of new science — and its value has endured, since privacy constraints usually keep large collections of e-mail out of reach. “It’s made a massive difference in the research community,” Dr. McCallum said.

The Enron Corpus has led to a better understanding of how language is used and how social networks function, and it has improved efforts to uncover social groups based on e-mail communication.

Any sociologists involved in this project to provide input on what the programs should be looking for in human interactions?

This sort of analysis software could be very handy for sociological research when one has hundreds of documents or sources to look through. Of course, the algorithms might have be changed for specific projects or settings but I wonder if this sort of software might be widely available in a few years. Would this analysis be better than going through one by one through documents in coding software like Atlas.Ti or NVivo?

More follow-up: Netflix, sewage, and net neutrality

I’ve been hosting a discussion here at Legally Sociable that is turning into a long-running net neutrality debate.

To recap so far:

A.  Alan Roth, a USTelecom Senior Exec VP, wrote an article over at the Hill drawing an interesting analogy between the economics of Netflix/ISPs/home Internet users and the economics of sewage customers/municipal sewer lines/”pooled” sewage processing in the D.C. metro area.

B. I replied with a post questioning the applicability of Alan’s sewage analogy because it didn’t seem to correlate to the Netflix facts (i.e., sewage customers paid just their municipalities directly whereas Netflix customers pay both their ISPs and Netflix directly).

C.  Alan defended his application of the analogy and clarified his position, stating that he was using the analogy of sewage to highlight “the issue of equitable cost-sharing among the users of a network” and noting that “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 [flows] in one direction” toward the analogical, pooled-cost sewage processing station in D.C.

D.  I replied that we were still at an impasse because

All ISPs 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 ISPs 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, ISPs 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.

E.  Alan has just replied here.  Please follow the link to get the full text; however, most of Mr. Roth’s response gets reproduced below as I respond to each of his points in turn.

Argument:

I sense this will probably be the final round of my exchange with Mr. Roth on this issue, so I want to begin by thanking Alan for engaging with me.  I certainly appreciate his creativity in drawing upon his experience as a member of the Board of Directors of the District of Columbia Water and Sewer Authority to help think about the economics of Internet content delivery.

In short, however, Alan and I do still (strongly) disagree.  I will take his latest points one at a time.

1) A small fraction of Internet users are consuming a huge portion of the available bandwidth on any given evening by downloading and/or streaming Netflix video content. See this article — http://www.wired.com/epicenter/2010/10/netflix-instant-accounts-for-20-percent-of-peak-u-s-bandwith-use/ — for confirmation of that phenomenon.

My analysis: Agreed — lots of people use Netflix, and that generates at lot of Internet traffic.  Alan and I don’t disagree on the facts; we disagree on the conclusions to be drawn.

I look at this situation and note that (a) home Internet users are paying their ISPs for Internet access and (b) home Internet users are (separately) paying Netflix for access.  Separate companies are providing separate services (connection and content, respectively), and they are both being paid directly by the people (home Internet users) who are consuming them.

Under these circumstances, I think it is irrelevant that 20% of Internet traffic is consumed by Netflix.  It could be 100%, and the fact would remain that home Internet users are paying ISPs for the connection and Netflix for the content.

In the real world, of course, Netflix isn’t the whole Internet.  100% of Internet activity is caused by 100% of Internet content providers — blogs, YouTube, Hulu, Skype, Netflix, and innumerable other web sites and services.  But so far as I can see, home Internet users pay 100% of their ISP’s bills for their Internet connections, and they pay 100% of their content providers’ bills for the content they enjoy, either directly (as with credit cards in the case of Netflix) or indirectly (as eyeballs for advertisers on ad-supported websites like Hulu).

If (a) ISPs maintain networks that allow home Internet users to connect to the broader Internet and (b) Netflix pays Internet content delivery networks (CDN’s) to deliver traffic right up to the “regional front doors” (where those ISP’s networks begin and the broader Internet ends) and (c) each bills customers accordingly, the fact that Netflix is 20% of Internet traffic is completely irrelevant.  What is relevant is that Alan thinks ISPs should be able to charge twice — even though Alan never really explains why Netflix should also have to pay the ISPs.

2) Enormous amounts of capital investment on the part of both ISPs and backbone providers are required to deliver that Netflix service reliably, while also providing adequate bandwidth for the other 98% of Internet users who are logged on simultaneously for their own various reasons. And as more and more users begin using their broadband connections for streaming video, satisfactory service will require even more investment. And that doesn’t even begin to take into account the huge sums needed to bring broadband to the (mostly very rural) areas of the country that are currently unserved and that presumably would like to enjoy the same online benefits that we city dwellers have.

My analysis: Alan and I also agree that enormous amounts of capital investments are necessary to run the Internet.  Again, however, home Internet users pay ISPs and Netflix pays CDNs, and the two networks meet at the “regional front doors.”  The fact that a lot of money is spent to make such networks possible doesn’t explain why ISPs should be able to charge Netflix for access to its customers any more than it would explain why Netflix should be able to seek reimbursement from ISPs for Netflix’s own CDN bills.  To my mind, what is “fair” is that each business pays its own costs.

To be sure, the economic arrangement between ISPs and Netflix could be different.  For example, ISPs could buy Netflix’s service (content and delivery to the “regional front door”) on a “wholesale” basis and then “retail” it to their customers.  ISPs could do this either as “included” with their Internet service or on an “a la carte” basis.  (Indeed, this is similar to what happens with a service that goes by the name “cable TV”:  “included” services are called “basic cable” and “a la carte” services are sometimes referred to as “premium channels”.)

While Netflix could follow such a model, that’s clearly not what they do.  Netflix has an innovative business model that competes with cable TV (and also the myriad of services vying for consumers’ entertainment dollars).  And so long as home Internet users are paying both their ISPs and Netflix directly, it seems logical to me each should only bill customers for the specific service each is providing.

Alan’s citation of the high capital costs of building the physical Internet is a true fact but an irrelevant argument.  Whether networks are expensive or not, ISPs are paid by their customers to provide connections to the broader Internet, and Netflix delivers content right to the point where the broader Internet starts.  If ISPs feel like the prices they are charging their customers don’t adequately cover their capital costs, they can change those prices.  But it eludes me why Alan thinks the ISPs somehow deserve money from Netflix.  Justifying that sort of double-dipping seems complex at best and unfair at worst.

(As for expanding service into rural areas, Mr. Roth seems to be implying that urban Internet users should be willing to subsidize rural Internet users.  We can debate that point as a separate policy matter, but it seems hardly related to the issue of whether Netflix should be paying the ISPs.)

3) Creating a sound business case for those enormous capital investments requires that someone pay for them. In my view, requiring 98% of end users to subsidize a small handful of mega-users isn’t the right way to generate those capital funds, especially when price is already one obstacle to greater broadband adoption. (About one-third of people who could access broadband now don’t take it!) Admittedly, some form of usage-based pricing might solve that problem — but based on what I’ve seen from my vantage point here in DC, you can bet that howls of protest from that tiny group of bandwidth hogs will drown out any rational discussion of what’s fair to the other 98%.

My analysis: I think Alan and I both agree that Netflix’s CEO was extremely self-serving when he stated that he didn’t want to see ISPs move to metered, per-GB Internet pricing.  It is understandable that Netflix would love people to be able to get cheap access through ISPs (a service Netflix doesn’t provide) to Netflix’s licensed content (a service Netflix does provide).  If Netflix’s customers don’t have to think about a running meter, so much the better.

But let’s not pretend that ISPs don’t also play this self-serving game.  Alan’s employer, USTelecom, is “the nation’s premier trade association representing broadband service providers, manufacturers and suppliers providing advanced applications and entertainment.”  It is in USTelecom’s members’ interest — the very ISPs we have been discussing — to charge as much as possible for Internet connectivity.  Now, there’s nothing wrong with that.  ISPs do incur “enormous capital investments”, and it only makes sense that they want to be compensated.

I think Alan’s deployment of the “fairness” argument at this juncture, however, is quite telling.  As he admits, ISP’s bills could be fair and avoid cross-user subsidies by following true usage-based pricing.  But we all know that this is not what happens.  Perhaps ISPs don’t offer usage-based pricing because market competition will not allow it (which presumably means the market is working).  Or perhaps ISPs like the current system precisely because it allows them to charge $60+/month (or higher in many markets) to individuals who barely use the Internet (which would imply that ISPs are benefiting from the fact that many home Internet users do not have a choice of ISPs).

But either way, let’s not pretend that ISPs — most of which operate under monopoly or duopoly market conditions — are avoiding usage-based pricing on the mere prospect of “howls of protest.”  If ISPs wanted to offer usage based pricing, they would.  But they apparently don’t.  Given this undeniable fact, it’s hard to see how Alan’s position in favor of the ISPs he represents is any less self-serving than Netflix’s position.

Moreover, any unfairness that exists because “98% of end users…subsidize a small handful of mega-users” is completely on the ISP side of the “regional front door”.  If ISPs want to address a perceived unfairness in pricing among their users, they can try charging more for more use.  But it’s hard to see why Netflix — on the other side of that “regional front door” — should pay money to ISPs just because the ISPs own customers don’t all consume exactly the same amount of bandwidth.

4) It isn’t just me who sees Netflix as conducting this unfair “subsidization” campaign. See this analysis too — http://www.digitalsociety.org/2011/01/netflix-lobbying-for-broadband-consumers-to-subsidize-netflix/.

My analysis: I note at the outset that Alan’s view of “subsidies” cuts both ways — he doesn’t want to “requir[e] 98% of end users to subsidize a small handful of mega-users” (point #3), but he does want “to take into account the huge sums needed to bring broadband to the (mostly very rural) areas of the country that are currently unserved and that presumably would like to enjoy the same online benefits that we city dwellers have” (point #2).

It’s perfectly understandable that Alan wants subsidies that will help USTelecom’s ISP clients and not subsidies that don’t.  But it’s a little much for him to be shocked when Netflix also wants a subsidy.  And whatever rhetorical games ISPs and Netflix are playing, the fact remains that ISPs are in the driver’s seat on Internet connection pricing.  If they think the current arrangement is unfair because “unlimited access” means some people use way more, they can change their pricing structure (see #3, above).  But again, there’s no discernible reason to pull Netflix, a third party, into this issue.

As far as the Digital Society article is concerned, I’ll let my readers look at it for themselves.  From what I can tell, this is the most relevant excerpt:

Netflix and their CDN partners want’s [sic] the government (the FCC in particular) to declare this peering negotiation as a Net Neutrality violation and force broadband providers to give away thousands of Gbps of broadband capacity for free.

I direct readers’ attention to the comment by Jeremy Stench at the bottom of the page, which is more fully explained in his linked blog post over at Packet Life:

If Comcast [an ISP] were charging Level 3 [one of Netflix’s CDN’s] for transit service [i.e., passing data through the Comcast network on the way to some other final destination], this would be business as usual, not even worth commenting on. But this situation is markedly different as Comcast is demanding payment for traffic terminating on its own network. The traffic in question ultimately must traverse Comcast’s infrastructure, regardless of who the immediate peer is. Comcast effectively is charging two parties for a single service: it wants Level 3 to pay for sending data, and its own subscribers to pay for receiving that same data.

In an ideal economy, Comcast should be able to charge what it likes. And Level 3 should be able to decline. And Comcast subscribers should be able to switch to another provider if they want to watch Netflix. Sadly, this is not the situation of Internet access in the US. For millions of residents, Comcast is their only choice for broadband Internet access. Terminating peering with Comcast would mean an inability to deliver Netflix to those millions of potential customers, and Comcast knows it. [emphasis added]

This is well said (and illustrative of the monopoly/duopoly pricing power of many broadband ISPs discussed at #3, above).

5) When Netflix has been paying $600-700 million annually to the US Postal Service to deliver DVDs through the mail, one would think they would see some value to sharing in the costs of building out that expensive broadband infrastructure by agreeing to share in a fair proportion of the costs their own service is imposing. But instead, they seem to want to offload all those costs onto the 98% of consumers who AREN’T using their services, as the same time as they work on getting out of the mail delivery business — thereby saving themselves hundreds of millions of dollars each year.

My analysis: Of all Alan’s points, this seems the flimsiest.  Other than the subsidy issues already discussed above, Alan’s argument reduces to the mere assertion that (a) because Netflix used to pay the USPS a lot of money to mail DVD’s (“$600-700 million annually”), (b) Netflix should have to pay ISPs a lot of money to deliver those movies digitally (rather than the ~$35 million they actually pay to CDN’s like Level3, according to the Digital Society article).

First, this is misleading.  Netflix may only pay $35 million to its CDN’s to deliver content to those “regional front doors”, but Netflix’s 20 million+ customers pay their ISPs hundreds of millions (if not billions) of dollars for Internet service (which, in practice, means a connection to those “regional front doors”).

Second, why a company’s previous cost structure is relevant to its current business model escapes me.  Netflix’s prior, significant expenses in using the postal service to send DVD’s by mail seems as irrelevant as it would be for FedEx to argue that L. L. Bean should pay more to ship its packages than Amazon.com because L. L. Bean was founded in 1912 (when shipping was more difficult and expensive) and Amazon.com was founded in 1994 (when shipping was relatively cheaper).  It’s hard to see the logic in that.

[6] Joel, it seems you and I should be able to agree on the end result we both want — a strong, robust, and high-capacity broadband infrastructure that serves everyone’s needs. But instead of working to figure out how best to get there, we find ourselves arguing about a subsidiary question that reminds me of that famous dialogue from an old Marx Brothers film, where Groucho finds himself negotiating with a beautiful woman over how they might spend the night together:

Groucho: Would you sleep with me for a million dollars?

Pretty lady (laughing): Of course I would!

Groucho: Would you sleep with me for $10?

Pretty lady: Certainly not! What do you take me for?

Groucho: We’ve already established that. Now we’re just haggling over the price.

My analysis: Yes, of course, price is all Alan and I have been arguing about.  It would be disingenuous to suggest otherwise.  Alan argues that Netflix should pay some (unspecified) amount to ISPs in addition to what ISP’s customers pay; I have been arguing that ISPs should not be able to double-dip.

At this point, I will let our respective arguments speak for themselves.

Federal budget issue: increased fuel effiency, reduced revenues from the gasoline tax

Amidst discussions about infrastructure and the price of gasoline, Obama’s administration has called for an increase in transportation spending. But where exactly the money will come from to fund this increase is unclear:

[Transportation Secretary Ray LaHood] said Obama is not in favor of raising the gas tax in a “lousy economy.”

The new tax would be necessary, in part, because the gasoline tax used to fund the highway trust fund is collecting less revenue than projected due to increasing fuel efficiency.

The exchange between Sessions and LaHood degenerated into a shouting match, with the Transportation secretary emphasizing that infrastructure can be improved and jobs created while paying down the debt.

This is one negative consequence of increased fuel efficiency: less gasoline will be purchased so without a gas tax increase, revenue from this source falls. This might call for some new ways to derive tax revenue from driving. How about more tolls? Or taxing drivers per mile driven?

Google Street View using tricycles to capture images of places that cars can’t go

Google Street View is using some heavy-duty tricycles in order to provide images of more public areas where cars can’t travel:

The Internet giant has this week launched a large collection of images taken by the 9ft-long tricycles.

The novel off-road vehicles will allow Street View to increasingly include images of public and private sites such as Kew Gardens in London, hiking trails in California and Sea World in Orlando, Florida.

The tricycles weigh 250lbs and are each equipped with a 7ft-tall stalk of cameras on the back.

Heavy and tough to pedal, Google has hired football players and other athletes to drive them.

The idea of photographing public off-road places came to Google engineer Daniel Ratner when he was on Street View and noticed cobblestone alleys impassable to cars in Barcelona.

When I first saw this headline, I envisioned camcorders duct taped to tricycles that children were riding around parks. Google’s actual method does seem better, if less quixotic.

I know there are all sorts of privacy concerns due to Street View but I look forward to seeing these images of public parks and other areas generally inaccessible to cars. Urban parks, in particular, can often be fantastic places that offer a respite from the controlled chaos of large cities. Walking through the heart of Grant Park in Chicago, Central Park in New York City, Hyde Park in London, or the Hong Kong Zoological and Botanical Gardens, one can almost forget that one is within a several mile radius of millions of people.

Background reading: BitTorrent

I’ve linked to a number of bittorrent-related stories over the past couple of weeks.  Terry Hart over at Copyhype recently published an excellent summary of the legal issues surrounding bittorrent:

I sometimes see the phrase “.torrent = .crime” used online in discussions about enforcing copyright online. It is considered by copyright critics as a dig against efforts to enforce the widespread copyright infringement occurring within the bittorrent ecosystem — the idea being that content producers have mistakenly declared torrent technology categorically unlawful….The snappy soundbite, however, glosses over the distinction between a technology and uses of a technology. It also relies on a fundamentally flawed premise: the fact that there are some legitimate uses of a technology does not make all uses of that technology legitimate. And within the general bittorrent ecosystem, there are a lot of illegitimate uses of the technology — so much so that the association between “torrent” and “crime” is not entirely unfair.

Hart’s full analysis is well worth reading.

PC games

Michael Arrington over at TechCrunch is reporting that Zynga recently removed “Wedding Chapels” from its CityVille game:

Players could previously buy “Wedding Chapels,” which looked like small country churches but without a cross or other religious symbols, to add to their city. But the virtual item has been removed and replaced with the more secular and nondescript “Wedding Hall.” With two gold ring things that somehow makes me think only of McDonalds.

No word yet from Zynga concerning their reasons for the change.  Arrington, however, thinks the company was just taking the easy way out:

I don’t know why this bothers me so much, since I’m not very religious myself. But it just seems so artificially politically correct.

As a leader in social network games, Zynga (Wikipedia backgrounder) certainly has a lot of constituents to keep happy.  But I have to agree with Arrington that this seems unnecessarily petty.

40,000 ways to file a lawsuit

How do you file lawsuits against 40,000 people you think are infringing your copyrights?  Sounds like the answer is “one at a time”:

Thousands of unnamed “John Does” in P2P file sharing lawsuits filed in California, Washington DC, Texas, and West Virginia have been severed, effectively dismissing over 40,000 defendants. The plaintiffs in these cases must now re-file against almost all of the Does individually rather than suing them en mass.

Let’s unpack this.  Copyright owners often don’t know the names of people they suspect of using the Internet to infringe their works — they only know that such-and-such an Internet protocol address allegedly accessed a pirated file of their content.  In order to match that address with a particular person, they often have go to court to compel an Internet service provider to tell them what account/person is associated with that address.  They can only sue individuals once they have actual names.

Copyright owners have been in the habit of suing thousands of “John Doe” IP addresses in one lawsuit and then using those names to settle quickly:

These rulings may have a significant impact on the copyright trolls’ business model, which relies on being able to sue thousands of Does at once with a minimum of administrative expense. The cost of filing suit against each Doe may prove prohibitively expensive to plaintiffs’ attorneys who are primarily interested in extracting quick, low-hassle settlements.

In my view, courts’ rejection of this tactic brings some procedural balance back to copyright infringement lawsuits.  Copyright owners often sue alleged infringers in courts that are convenient for the owner, and this can effect a substantial injustice.

Perhaps a concrete example is in order.  Let’s assume an individual defendant that (1) is unquestionably innocent and (2) lives in Iowa.  Let’s further assume the plaintiff copyright owner is a movie studio based in California who wants to sue her in Los Angeles.  As a practical matter, this defendant has a difficult choice.  Litigation is always inconvenient and expensive, but hiring a California-based attorney from Iowa and flying out to Los Angeles is probably more than a typical defendant can afford.  Under these circumstances, she may pay the studio a $2,000 settlement even though she’s innocent just to make the matter go away.  After all, it’s pretty easy to burn through $2,000 with a lawyer and travel expenses.

Given this procedural tilt favoring copyright owners, it seems only fair that they be required to file their suits one at a time.  If a copyright owner doesn’t think her claim is even worth a filing fee, she probably shouldn’t be filing that lawsuit in the first place.  Copyright was, after all, designed “To promote the Progress of Science and useful Arts”, not to provide extra-judicial windfall profits to content owners.

Thanks to Matt Berntsen for the original link to the EFF write-up.

Throwing the book at them

What’s the advantage for libraries seeking to move to e-book formats?  Not much, according to this article from Library Journal:

HarperCollins has announced that new titles licensed from library ebook vendors will be able to circulate only 26 times before the license expires….Josh Marwell, President, Sales for HarperCollins, told LJ that the 26 circulation limit was arrived at after considering a number of factors, including the average lifespan of a print book, and wear and tear on circulating copies.

This is utterly ridiculous.  One of the major advantages of e-books is that they don’t wear out.  Whatever happened to products that become “new and improved” with innovation rather than “same because crippled”?

Oh, that’s right — copyrights create a legal monopoly that allow for monopolistic behavior of the sort we regularly see from utility companies and the DMV.  Now I remember.

Even so, HarperCollins’ move here seems incredibly short-sighted.  They may well be killing off a lucrative new market (e-books for libraries) before it has a chance to develop fully.  After all, most people still don’t have e-book readers and find it inconvenient to read books from a computer screen.  As for libraries,

further license restrictions seem to come at a particularly bad time, given strained budgets nationwide. It may also disproportionately affect libraries that set shorter loan periods for ebook circulation.

Between the growing number of contemporary authors who distribute their books with a Creative Commons license and the growing repository of easily accessible public domain works in electronic text (“book”) and spoken (“audiobook”) form, there may be a great swath of written culture from the 20th century that becomes effectively inaccessible.

Update 2/28/2011: TechDirt has now picked up this story.

The Turing Test and what makes us human

Each year, the Loebner Prize competition takes place where judges are asked to interact through computer terminals with humans and computer programs. The judges then vote on whether they were talking with a human or a computer in this version of the Turing Test.

Two things struck me in this article:

1. The writer frames this issue of “mind vs. machine” as a more fundamental question about what separates humans from other animals:

Philosophers, psychologists, and scientists have been puzzling over the essential definition of human uniqueness since the beginning of recorded history. The Harvard psychologist Daniel Gilbert says that every psychologist must, at some point in his or her career, write a version of what he calls “The Sentence.” Specifically, The Sentence reads like this:

The human being is the only animal that ______.The story of humans’ sense of self is, you might say, the story of failed, debunked versions of The Sentence. Except now it’s not just the animals that we’re worried about.

We once thought humans were unique for using language, but this seems less certain each year; we once thought humans were unique for using tools, but this claim also erodes with ongoing animal-behavior research; we once thought humans were unique for being able to do mathematics, and now we can barely imagine being able to do what our calculators can.

If this is the case, then the Turing Test, or Ken Jenning’s battle with a computer on Jeopardy!, become the final battleground as humans lose what we thought made us distinct: thinking or reasoning. But this quick definition of human selfhood seems to leave out a very important component: the human search for meaning. Sociologists, like Peter Berger, have talked about this for decades in order to help explain the prevalence of religion. Berger argued that religions arise because people have enduring questions about why the world is the way it is and what their place is in it. Do other animals pose such existential questions? Is spirituality or religiosity what might really separate humans from other animals?

2. As the writer explains his strategy for showing the judges that he is human, he recounts past conversations computer programs have had with humans. Several of these were quite interesting. One program from the 1960s, Eliza, took a more therapeutic approach to dealing with humans:

User: Men are all alike.

Eliza: In what way?

User: They’re always bugging us about something or other.

Eliza: Can you think of a specific example?

User: Well, my boyfriend made me come here.

Eliza: Your boyfriend made you come here.

User: He says I’m depressed much of the time.

Eliza: I am sorry to hear you are depressed.

User: It’s true. I am unhappy.

Eliza: Do you think coming here will help you not to be unhappy?

User: I need some help, that much seems certain.

Eliza: What would it mean to you if you got some help?

User: Perhaps I could learn to get along with my mother.

Eliza: Tell me more about your family.

This program was apparently quite effective in fooling people and some even went off to have therapeutic conversations with this program. Another program acted belligerent at random points and threw some people off.

It sounds like these computer programs will continue to get more sophisticated.

Raw broadband data

Curious about what your broadband Internet options are?  Ars Technica has a write-up on the U.S. government’s recently released National Broadband Map:

The map indicates that up to 10 percent of Americans still don’t have access to broadband speeds that support basic broadband uses like video and video conferencing, notes the DoC’s National Telecommunications and Information Administration.”There are still too many people and community institutions lacking the level of broadband service needed to fully participate in the Internet economy,” intoned NTIA Chief Lawrence Strickling, following the map’s release.

But the good news is that the National Broadband Map is very accessible and lots of fun.

Indeed it is.  Have fun exploring the data.