Friday, December 15, 2017

Note to AI researchers: why don't you forget about chess for a while

[Another game post brought to you by Kruzno.]



By digging into the rich history of board games (and possibly doing a little tweaking) I suspect we can come up with other abstract strategy games of perfect information that put humans and machines on a more equal footing, and more importantly, provide as or more interesting fields of study for AI. Of course, there's always go, but wouldn't it be fun to do something different for a change?

Whenever you need to make a survey of games, the best place to start is almost always David Parlett (followed by Sid Sackson but more on that later). Lots of promising potential candidates both historical and modern. To get things started, how about the medieval game that for a while rivaled chess for popularity, rithmomachy?

From Wikipedia.


Very little, if anything, is known about the origin of the game. But it is known that medieval writers attributed it to Pythagoras, although no trace of it has been discovered in Greek literature, and the earliest mention of it is from the time of Hermannus Contractus (1013–1054).

The name, which appears in a variety of forms, points to a Greek origin, the more so because Greek was little known at the time when the game first appeared in literature. Based upon the Greek theory of numbers, and having a Greek name, it is still speculated by some that the origin of the game is to be sought in the Greek civilization, and perhaps in the later schools of Byzantium or Alexandria.

The first written evidence of Rithmomachia dates back to around 1030, when a monk, named Asilo, created a game that illustrated the number theory of Boëthius' De institutione arithmetica, for the students of monastery schools. The rules of the game were improved shortly thereafter by the respected monk, Hermannus Contractus, from Reichenau, and in the school of Liège. In the following centuries, Rithmomachia spread quickly through schools and monasteries in the southern parts of Germany and France. It was used mainly as a teaching aid, but, gradually, intellectuals started to play it for pleasure. In the 13th century Rithmomachia came to England, where famous mathematician Thomas Bradwardine wrote a text about it. Even Roger Bacon recommended Rithmomachia to his students, while Sir Thomas More let the inhabitants of the fictitious Utopia play it for recreation.

The game was well enough known as to justify printed treatises in Latin, French, Italian, and German, in the sixteenth century, and to have public advertisements of the sale of the board and pieces under the shadow of the old Sorbonne.

Any other suggestions?

Wednesday, December 13, 2017

If we are going to talk about games, everyone should probably read this first.

[Brought to you by Kruzno]

I've long been an advocate of board games (particularly the abstract strategy variety). They're wonderful for both recreation and education, they can provide intriguing examples of mathematical and logical concepts, and, of particular relevance these days, they can be a great testing ground for AI research.

All of these purposes would be better suited if people were familiar with a wider range of games and knew more about their history. This brings us to the game designer and historian, David Parlett and his indispensable Oxford history of board games. I'll be coming back to this book in the future, but for now, this is just a general recommendation. If you're an educator, a researcher, or just someone with an interest in the topic, you should definitely try to get your hands on a copy.






The powerful combination of effective marketing and a product that's literally addictive

[The New Yorker piece, "The Family That Built an Empire of Pain” by Patrick Radden Keefe is an extraordinary piece of longform journalism and you should take the time to read the whole thing, particularly if you have any interest in scientific research, healthcare, and the second coming of the gilded age. I'm not going to attempt any kind of comprehensive summary (like I said, just read it), but I am going to do a few blog post highlighting some points that jump out at me.]

If you've ever wondered what would happen if you crossed an unscrupulous ad man with an unscrupulous pharmaceutical executive. 

Arthur [Sackler] helped pay his medical-school tuition by taking a copywriting job at William Douglas McAdams, a small ad agency that specialized in the medical field. He proved so adept at this work that he eventually bought the agency—and revolutionized the industry. Until then, pharmaceutical companies had not availed themselves of Madison Avenue pizzazz and trickery. As both a doctor and an adman, Arthur displayed a Don Draper-style intuition for the alchemy of marketing. He recognized that selling new drugs requires a seduction of not just the patient but the doctor who writes the prescription.

Sackler saw doctors as unimpeachable stewards of public health. “I would rather place myself and my family at the judgment and mercy of a fellow-physician than that of the state,” he liked to say. So in selling new drugs he devised campaigns that appealed directly to clinicians, placing splashy ads in medical journals and distributing literature to doctors’ offices. Seeing that physicians were most heavily influenced by their own peers, he enlisted prominent ones to endorse his products, and cited scientific studies (which were often underwritten by the pharmaceutical companies themselves). John Kallir, who worked under Sackler for ten years at McAdams, recalled, “Sackler’s ads had a very serious, clinical look—a physician talking to a physician. But it was advertising.” In 1997, Arthur was posthumously inducted into the Medical Advertising Hall of Fame, and a citation praised his achievement in “bringing the full power of advertising and promotion to pharmaceutical marketing.” Allen Frances put it differently: “Most of the questionable practices that propelled the pharmaceutical industry into the scourge it is today can be attributed to Arthur Sackler.”

Advertising has always entailed some degree of persuasive license, and Arthur’s techniques were sometimes blatantly deceptive. In the nineteen-fifties, he produced an ad for a new Pfizer antibiotic, Sigmamycin: an array of doctors’ business cards, alongside the words “More and more physicians find Sigmamycin the antibiotic therapy of choice.” It was the medical equivalent of putting Mickey Mantle on a box of Wheaties. In 1959, an investigative reporter for The Saturday Review tried to contact some of the doctors whose names were on the cards. They did not exist.

During the sixties, Arthur got rich marketing the tranquillizers Librium and Valium. One Librium ad depicted a young woman carrying an armload of books, and suggested that even the quotidian anxiety a college freshman feels upon leaving home might be best handled with tranquillizers. Such students “may be afflicted by a sense of lost identity,” the copy read, adding that university life presented “a whole new world . . . of anxiety.” The ad ran in a medical journal. Sackler promoted Valium for such a wide range of uses that, in 1965, a physician writing in the journal Psychosomatics asked, “When do we not use this drug?” One campaign encouraged doctors to prescribe Valium to people with no psychiatric symptoms whatsoever: “For this kind of patient—with no demonstrable pathology—consider the usefulness of Valium.” Roche, the maker of Valium, had conducted no studies of its addictive potential. Win Gerson, who worked with Sackler at the agency, told the journalist Sam Quinones years later that the Valium campaign was a great success, in part because the drug was so effective. “It kind of made junkies of people, but that drug worked,” Gerson said. By 1973, American doctors were writing more than a hundred million tranquillizer prescriptions a year, and countless patients became hooked. The Senate held hearings on what Edward Kennedy called “a nightmare of dependence and addiction.”

Tuesday, December 12, 2017

The dark magic of the market – – OxyContin edition


[The New Yorker piece, "The Family That Built an Empire of Pain” by Patrick Radden Keefe is an extraordinary piece of longform journalism and you should take the time to read the whole thing, particularly if you have any interest in scientific research, healthcare, and the second coming of the gilded age. I'm not going to attempt any kind of comprehensive summary (like I said, just read it), but I am going to do a few blog post highlighting some points that jump out at me.]

One of the most pernicious ideas of the past few decades is that markets are both magical and moral, that simply removing government oversight and unleashing market forces would always, automatically improve everything. This is, at best, a questionable approach, but it becomes absolutely disastrous when selectively applied. Removing certain regulations while keeping in place anticompetitive rules and government granted monopolies such as patents and copyrights produces a worst of both worlds scenario (at least for the consumer).

While the roots of this philosophy are complex and long-standing, its success can be explained in large part, perhaps even almost entirely, by the way it was subsidized by interested parties. Industries that stand to make windfall profits and billionaires with an ideological ax to grind (huge overlap in these two) pour stunning amounts of money into biased and often worthless academic research, fake institutes and think tanks that start with their conclusions and work backwards, and propaganda/lobbying operations that build themselves as educational foundations. You would have to put scare quotes around every other word to do this justice.

In this particular instance, the single-minded pursuit of optimal profit, rather than serving the social good, corrupted the process and inflicted a huge toll.[emphasis added.]
A 1995 memo sent to the launch team emphasized that the company did “not want to niche” OxyContin just for cancer pain. A primary objective in Purdue’s 2002 budget plan was to “broaden” the use of OxyContin for pain management. As May put it, “What Purdue did really well was target physicians, like general practitioners, who were not pain specialists.” In its internal literature, Purdue similarly spoke of reaching patients who were “opioid naïve.” Because OxyContin was so powerful and potentially addictive, David Kessler told me, from a public-health standpoint “the goal should have been to sell the least dose of the drug to the smallest number of patients.” But this approach was at odds with the competitive imperatives of a pharmaceutical company, he continued. So Purdue set out to do exactly the opposite.

Sales reps, May told me, received training in “overcoming objections” from clinicians. If a doctor inquired about addiction, May had a talking point ready. “ ‘The delivery system is believed to reduce the abuse liability of the drug,’ ” he recited to me, with a rueful laugh. “Those were the specific words. I can still remember, all these years later.” He went on, “I found out pretty fast that it wasn’t true.” In 2002, a sales manager from the company, William Gergely, told a state investigator in Florida that Purdue executives “told us to say things like it is ‘virtually’ non-addicting.”

May didn’t ask doctors simply to take his word on OxyContin; he presented them with studies and literature provided by other physicians. Purdue had a speakers’ bureau, and it paid several thousand clinicians to attend medical conferences and deliver presentations about the merits of the drug. Doctors were offered all-expenses-paid trips to pain-management seminars in places like Boca Raton. Such spending was worth the investment: internal Purdue records indicate that doctors who attended these seminars in 1996 wrote OxyContin prescriptions more than twice as often as those who didn’t. The company advertised in medical journals, sponsored Web sites about chronic pain, and distributed a dizzying variety of OxyContin swag: fishing hats, plush toys, luggage tags. Purdue also produced promotional videos featuring satisfied patients—like a construction worker who talked about how OxyContin had eased his chronic back pain, allowing him to return to work. The videos, which also included testimonials from pain specialists, were sent to tens of thousands of doctors. The marketing of OxyContin relied on an empirical circularity: the company convinced doctors of the drug’s safety with literature that had been produced by doctors who were paid, or funded, by the company.

Monday, December 11, 2017

Model Decay, Causal Mechanisms and Townhallophobia

[Now with title.]

I know I've been going to the well a bit too often recently in terms of old posts. I'll admit there's an element of laziness here, but I also think it's useful and even important to review old arguments in terms of new developments.

This also gives us a chance to dig a little deeper into pertinent related topics. For instance, despite living in a data obsessed age when every journalists feels the need to pepper reporting with graphs and statistics and models and algorithms (and frequently models mislabeled as algorithms), there are still a number of fundamental analytic concepts that generally evade even the more sophisticated data journalists.

A notable example is model decay. With the exception of the physical sciences, even the best models tend to lose explanatory and predictive power over time (though in the life sciences, the changes can be very slow). This is particularly true in the social sciences where people quickly adapt to conditions, sometimes specifically in response to awareness of the very models in question.

Model decay can happen slowly or suddenly and there's no simple procedure for seeing how well things are standing, but there are red flags you can look out for.

Though I may get some pushback on this, I think most good modelers and researchers at least implicitly have a set of plausible mechanisms in mind when they propose a causal relationship. (If a researcher can't think of any plausible mechanisms that might cause the relationship he or she is seeing, that's probably cause for concern.) For example, let's say a study found that people who purchased a gym membership and did not make serious use of it saw their body fat tend to increase. The researcher might hypothesize that the subjects were rationalizing bad dietary choices based on the belief that they would work off the pounds.

Though these plausible mechanisms are just good guesses, it is a good idea to keep them in mind when considering model decay. If we have reason to believe that the mechanisms for a particular model no longer function in the same way, we also have reason to believe that the model may no longer be viable. Going back to our previous example, imagine that a certain unnamed financial institution buys a health club chain and starts signing up customers without their knowledge. We definitely have reason to believe that the relationship between unused gym memberships and body fat will break down.

With the rise of data-based political reporting, we've also seen an uptick in simplistic A-then-B models. Writers will often explicitly acknowledge that conditions are completely different then turn around and insist that the same relationships that held before hold now.

Consider the incumbency advantage. There's obviously a relationship here, but what are the plausible mechanisms behind it? We could always reach out to political scientists or dig into relevant studies and polling data, but we can also make some pretty good common sense guesses. It's entirely reasonable to suppose that the advantage is at least partially dependent on incumbents being responsive to their constituents' wants and needs and maintaining a strong connection with the people back home through regular contact via multiple channels.

When politicians take stands that are unpopular with their constituents and then abruptly and publicly cut off these channels of communication, there is reason to believe that assumptions about the incumbency advantage may no longer hold.

Here's what we were saying about this ten months ago.

Though, to be perfectly fair, Tennessee has always been a hotbed of leftist radicals


We have all heard the statistics about how difficult it is for a Congressional representative to lose his or her job. This is partially because of things like gerrymandering and spigots of campaign cash, but it also reflects a process that does a pretty good job allowing a reasonably competent and dedicated legislator to keep the constituents fairly happy in his or her district. A big part of that process is the maintaining of good relationships and lines of communication with voters and communities. Many political career has ended when voters felt someone had "lost touch with the people back home."

In this context, stories like the following from Talking Points Memo's Allegra Kirkland take on a special significance.
Constituents requesting that Rep. Jimmy Duncan Jr. (R-TN) hold a town hall on repealing the Affordable Care Act aren't being met with a polite brushoff from staffers anymore. Instead, Duncan's office has started sending out a form letter telling them point-blank that he has no intention to hold any town hall meetings.

“I am not going to hold town hall meetings in this atmosphere, because they would very quickly turn into shouting opportunities for extremists, kooks and radicals,” the letter read, according to a copy obtained by the Maryville Daily Times. “Also, I do not intend to give more publicity to those on the far left who have so much hatred, anger and frustration in them.”

In the first weeks of the 115th Congress, elected officials dropping by their home districts were surprised to find town halls packed to the rafters with concerned constituents. Caught off guard and on camera, lawmakers were asked to defend President Donald Trump’s immigration policies and provide a timeline on repealing and replacing the Affordable Care Act.

Now, many of them are skipping out on these events entirely. Some have said large meetings are an ineffective format for addressing individual concerns. Many others have, like the President himself, dismissed those questioning their agenda as “paid protesters” or radical activists who could pose a physical threat.

Voters turning out to town halls are pushing back hard on this characterization, arguing that they represent varied ideological backgrounds and have diverse issues to raise. Constituents unable to meet with their elected officials over the weekend told TPM that they’re not attending town hall events to make trouble. Instead, they say they want accountability from the people they pay to represent them.

Kim Mattoch, a mother of three and event planner, told TPM that she tried to go to a Saturday town hall in Roseville, California with GOP Rep. Tom McClintock but couldn’t make it in. The 200-seat theater hosting the event was quickly filled to capacity, leaving hundreds waiting outside.

“I’m a constituent of McClintock and a registered Republican in a very Republican district—though I don’t really align very well these days with the Republican Party,” Mattoch said in a Monday phone call. “So I wanted to go to the town hall because I legitimately had questions for the congressman.”

Mattoch said the protesters waiting outside had a wide range of “legitimate concerns.” She personally hoped to ask her representative about how the GOP was progressing on repealing and replacing the ACA and why House Republicans last week voted to kill a ruling aimed at preventing coal mining debris from ending up in waterways.

Yet McClintock told the Los Angeles Times that he thought an “anarchist element” was present in the crowd outside his event, and said he was escorted to his car by police because he’d been told the atmosphere was “deteriorating.”

Ramon Fliek, who attended the McClintock event with his wife, told TPM on Monday that police “were kind enough to block the whole road” to make space for the overflow crowd, and that he overheard protesters thanking law enforcement for “doing their jobs.”

“If you look at the videos from the event, you can’t get any notion that it was aggressive,” he said. “There was an older woman with a poodle that ran after him and it’s like, okay, the older lady with the poodle is not going to threaten you. I understand that he might want to give that impression, but it was very pleasant.”
Admittedly, it is a long time until midterms, but possibly not long enough to repair this kind of damage.

Saturday, December 9, 2017

Consequences of budget deficits

This is Joseph

Paul Krugman via Mark Thoma:
For budget deficits are going to soar thanks to Republican legislation — probably by even more than the official scorekeepers say, because the legislation creates so many new loopholes. And offsetting those deficits will require going after the true big-ticket programs, namely Medicare and Social Security.
Oh, they’ll find euphemisms to describe what they’re doing, talking solemnly about the need for “entitlement reform” as an act of fiscal responsibility — while their huge budget-busting tax cut for the rich gets shoved down the memory hole. But whatever words they use to cloak the reality of the situation, Republicans have given their donors what they wanted — and now they’re coming for your benefits.
I am actually a big opponent of "deficits don't matter", even when spouted by the left.  I totally understand the need to invest and that low interest rates that right now is a fine time to run deficits if there is a good reason.  But, in the long run, deficits either need to be paid or are going to act in an inflationary way.  What is saving us, for now, is that the rich are so rich that there are a shortage of secure investment opportunities so rates are low. 

But, in the long run, to spend is to tax.  All that reducing taxes now is doing is moving this taxing off into the future.  Or shifting the tax burden around, by future defaults on bonds (for example), which might target specific segments of the population. 

What I find hard to swallow is how the deficit language is swallowed by the media as if they are not able to follow the basics of the structure of the arguments.  If we use the (imperfect) household analogy, we are saying that we should reduce our income (taxes) and then discover that we need to reduce expenses, in world where there is plenty of income available. 

Now you could make a first principles argument for why social security and medicare are bad ideas (or perhaps defense, the other large item).  But that should be done in parallel with the cuts in income and not afterwards because of the cuts.  If a family decides that they no longer need a car, and thus can work less, the correct order is deciding to ditch the car and then deciding to cut back on work.  Not waiting for a crisis. 

I really wish that the reporting on this issue was more explicit. 

Friday, December 8, 2017

Adam ruins lab nice

Given the number of readers with relevant experience in this field, perhaps someone would like to weigh in on this.



Thursday, December 7, 2017

Agon

I'm a big fan of abstract strategy games, particularly those played on hexagonally-tiled boards (such as the ones you can purchase here). One of my favorites is Agon. It's a challenging but easy to learn game that's deserves a much bigger following. Here is the write-up I did of the rules a few years ago.

Agon may be the oldest abstract strategy game played on a 6 by 6 by 6 hexagonally tiled board, first appearing as early as the late Eighteenth Century in France. The game reached it greatest popularity a hundred years later when the Victorians embraced it for its combination of simple moves and complex strategy.

The Pieces: Each player has one queen and six pawns a.k.a. guards placed in the pattern indicated below
Agon Start

The Objective: To place your queen in the center hexagon and surround her with all six of her guards.(below)
win


concentric

Moves: Think of the Agon board as a series of concentric circles (see above). Pieces can move one space at a time either in the same ring or the ring closer to the center. In the figure on the left, a piece on a hexagon marked 4 could move to an adjacent hexagon marked either 4 or 3. Only the queen is allowed to move into the center hexagon. The figure below shows possible moves.

moves

Capturing: A piece is captured when there are two enemy pieces on either side of it. The player with the captured piece must use his or her next move to place the captured piece on the outside hexagon.
captures
If the captured piece is a guard, the player whose piece was captured can choose where on the outer hex to place the piece. If the piece is a queen, the player who made the capture decides where the queen should go.

If more than one piece is captured in one turn, the player whose pieces were captured must move them one turn at a time.

If a player surrounds the center hexagon with guards without getting the queen into position, that player forfeits the game.

Dilation and contraction.

Our standard narrative is deeply invested in the idea that progress is ever accelerating and that we are always on the cusp of an unimaginable leap forward. One of the favorite devices used to sustain this belief is dilation/contraction. The rate of technological change and its impact on society in the past is underestimated (particularly when describing the periods of the late 19th/early 20th centuries and the postwar era) while the current rate of change is overestimated, often wildly so when it comes to near-future predictions.

The following by Jim Hoagland is a good example.
Driverless cars and trucks rule the road, while robots “man” the factories. Super-smartphones hail Uber helicopters or even planes to fly their owners across mushrooming urban areas. Machines use algorithms to teach themselves cognitive tasks that once required human intelligence, wiping out millions of managerial, as well as industrial, jobs.

These are visions of a world remade — for the most part, in the next five to 10 years — by technological advances that form a fourth industrial revolution. You catch glimpses of the same visions today not only in Silicon Valley but also in Paris think tanks, Chinese electric-car factories or even here at the edge of the Sahara.

Technological disruption in the 21st century is different. Societies had years to adapt to change driven by the steam engine, electricity and the computer. Today, change is instant and ubiquitous. It arrives digitally across the globe all at once.

It is essential to note that, despite decades of serious and aggressive research and development, none of these technologies currently exist (at least not at the levels implied here) and, with the exception of autonomous vehicles, they probably won't exist a decade from now. Even with AVs, ruling the road will probably take decades unless we start heavily regulating non-autonomous cars.

(As we've pointed out before, there is an important distinction between driverless cars and driverless trucks. While both are coming, the current economic case for autonomous trucking makes far more sense and the technological challenge of driving a relatively small number of routes is considerably less. Long haul truck driving has the potential to go away quite suddenly.)

It's true that outside factors often slowed implementation in fields like electricity in the past. Factories had to be reconfigured. Power lines had to be laid. This meant that the adoption of certain technologies was delayed, particularly in certain localities, but even with this, the rate of technological change around the turn-of-the-century and, to a somewhat lesser extent, in the postwar era, was stunning.

More importantly in this case, (barring the special case where a new technology can be uploaded without any kind of change or upgrade of hardware) the same basic issues still apply. Even with AV's, there's still development time, infrastructure and adoption to consider.

The day is coming when you'll be able to say an address into your phone and have your car on its way without ever leaving the comfort of your couch. The prognosis for Hoagland's other just-around-the-corner innovations is considerably less promising. There are daunting problems involved with using AI to take over complex, badly understood tasks that largely lack reliable and agreed-upon metrics of success. While as for flying cars, the obstacles are huge and we have a history of failed promises going back literally a century. Just because some compulsive liar whose primary accomplishment has been getting gullible venture capitalists to write him ginormous checks makes this particular promise doesn't mean you should report it in the pages of the Washington Post as a done deal.

But even allowing for the vanishingly small chance that all of these things do come to pass roughly in the time frame given, we would still be nowhere near the level of technological change that people in the late 19th and early 20th centuries had to adapt to in virtually every aspect of their world, from day-to-day living to industry to transportation to mass media to telecommunications to medicine to agriculture and to all the others that I have invariably left off the list.

Wednesday, December 6, 2017

Insert obligatory what's-a-newspaper? joke here

Another small piece (or, more accurately, medium-size piece of a big piece) of the late 19th/early 20th century technology spike.

Media innovation was a big part of this story, not in the same league as internal combustion and electricity, but still a big player marked with a number of stunning advances.Most of the attention here tends to go to the then completely new developments such as recorded sound and moving pictures, but in terms of impact, advances in printing may have had more of an effect on the period.

I have been going through some old Scientific Americans for material and came across this excellent example from 1896. In the middle of the century, putting out a major metropolitan daily required the equivalent of a medium-size, well staffed factory.




By the last decade of the century, the presses were five times as fast, a fraction of the size, and largely automated.





This and other technological innovations (such as color printing) made publications like the Strand magazine and journalistic events like the Hearst/Pulitzer circulation wars and the rise of the comic strips possible. All of this had an enormous impact on American culture and politics.


Tuesday, December 5, 2017

Non-belated Tuesday Tweets












Monday, December 4, 2017

Want to see a 19th Century polar exploration balloon? Thought so...

Besancon and Hermite never actually made the trip, of course, but, damn, the illustrations are cool.



















Friday, December 1, 2017

Yes, I know I've reposted this, but it keeps getting more relevant







Tuesday, August 22, 2017

The Republicans' 3 x 3 existential threat

I've argued previously that Donald Trump presents an existential threat to the Republican Party. I know this can sound overheated and perhaps even a bit crazy. There are few American institutions as long-standing and deeply entrenched as are the Democratic and Republican parties. Proposing that one of them might not be around 10 years from now beggars the imagination and if this story started and stopped with Donald Trump, it would be silly to suggest we were on the verge of  a political cataclysm.

But, just as Trump's rise did not occur in a vacuum, neither will his fall. We discussed earlier how Donald Trump has the power to drive a wedge between the Republican Party and a significant segment of its base [I wrote this before the departure of Steve Bannon. That may diminish Trump's ability to create this rift but I don't think it reduces the chances of the rift happening. – – M.P.]. This is the sort of thing that can profoundly damage a political party, possibly locking it into a minority status for a long time, but normally the wound would not be fatal. These, however, are not normal times.

The Republican Party of 2017 faces a unique combination of interrelated challenges, each of which is at a historic level and the combination of which would present an unprecedented threat to this or any US political party. The following list is not intended to be exhaustive, but it hits the main points.

The GOP currently has to deal with extraordinary political scandals, a stunningly unpopular agenda and daunting demographic trends. To keep things symmetric and easy to remember, let's break each one of these down to three components (keeping in mind that the list may change).


With the scandals:

1. Money – – Even with the most generous reading imaginable, there is no question that Trump has a decades long record of screwing people over, skirting the law, and dealing with disreputable and sometimes criminal elements. At least some of these dealings have been with the Russian mafia, oligarchs, and figures tied in with the Kremlin which leads us to…

2. The hacking of the election – – This one is also beyond dispute. It happened and it may have put Donald Trump into the White House. At this point, we have plenty of quid and plenty of quo; if Mueller can nail down pro, we will have a complete set.

3. And the cover-up – – As Josh Marshall and many others have pointed out, the phrase "it's not the crime; it's the cover-up" is almost never true. That said, coverups can provide tipping points and handholds for investigators, not to mention expanding the list of culprits.


With the agenda:

1. Health care – – By some standards the most unpopular major policy proposal in living memory that a party in power has invested so deeply in. Furthermore, the pushback against the initiative has essentially driven congressional Republicans into hiding from their own constituents for the past half year. As mentioned before, this has the potential to greatly undermine the relationship between GOP senators and representatives and the voters.

2. Tax cuts for the wealthy – – As said many times, Donald Trump has a gift for making the subtle plain, the plain obvious, and the obvious undeniable. In the past, Republicans were able to get a great deal of upward redistribution of the wealth past the voters through obfuscation and clever branding, but we have reached the point where simply calling something "tax reform" is no longer enough to sell tax proposals so regressive that even the majority of Republicans oppose them.

3. Immigration (subject to change) – – the race for third place in this list is fairly competitive (education seems to be coming up on the outside), but the administration's immigration policies (which are the direct result of decades of xenophobic propaganda from conservative media) have already done tremendous damage, caused great backlash, and are whitening the gap between the GOP and the Hispanic community, which leads us to…



Demographics:

As Lindsey Graham has observed, they simply are not making enough new old white men to keep the GOP's strategy going much longer, but the Trump era rebranding of the Republican Party only exacerbates the problems with women, young people, and pretty much anyone who isn't white.

Maybe I am missing a historical precedent here, but I can't think of another time that either the Democrats or the Republicans were this vulnerable on all three of these fronts. This does not mean that the party is doomed or even that, with the right breaks, it can't maintain a hold on some part of the government. What it does mean is that the institution is especially fragile at the moment. A mortal blow may not come, but we can no longer call it unthinkable.

Lots of threads converging on this one

And all of them tremendously important. Corruption and regulatory capture. An almost mystical faith in the magic of markets and private-enterprise approaches (even if they end up being all but completely government-subsidized). An inexhaustible tolerance for concentration of wealth and power. Internalized Randianism complete with the belief that the rest of us owe a debt to the rich and powerful that we can never fully repay. Regulatory capture and occasionally good old-fashioned corruption.

Thank God for John Oliver.