Tag Archives: Election 2016

Clinton Vs. Trump: Latest Electoral Prediction

It is fun to look at polls, and using such data, decide which candidate will win which state, and ultimately, which candidate will win the electoral college. A lot of people and organizations do that, and for this reason, I don’t. I do not have access to polls that no one else sees. Were I to use polling data to directly predict outcomes per state, I’d use a method like that used by FiveThirtyEight, and probably come up with similar results. How boring. It would be a waste of my time to try to replicate the excellent work done by Nate Silver and his team.

Back during the Democratic Primaries, I decided that I wanted to get a handle on which candidate was likely to win, fairly early on. The polling based estimates were inadequate because most states simply didn’t have polling data that early in the process. So, I invented an alternative method, which made certain estimates of how voters with different ethnic identities would vote. That method accurately predicted several primary outcomes, outperforming the poll based methods such as those used by FiveThirtyEight.

After a while, enough primaries had been carried out that I could switch methods slightly. Using the same exact model, but primed with the results of prior primaries (that year) rather than my estimates of voter behavior, I used the ethnic distribution data for each state to predict the outcome of upcoming primary contests.

Once again, my method was very accurate, and once again, it out performed the polling based methods.

So, recently, I’ve tried to apply a similar method to estimating the electoral outcome for this year’s presidential race. But, it is impossible to use the same exact method because the entire thing happens all on one day. I can’t use the election results from a handful of states to estimate the likely future outcomes in other states.

I recognize that polling data is very limited on a national level. Things happen during an election season that probably change people’s likely voting behavior, especially among independents. Solid states are rarely polled, and small states, swing or not, are rarely polled. Many polls are of low quality. Right now, for instance, fewer than half of the states have polls that were a) taken fully after the final POTUS debate and b) have an A- or better rating from FiveThirtyEight. If I allow the use of B and occasional C ratings for recent polls, and allow a few polls to include periods of time prior to the last POTUS debate, but only in states that are very strongly in favor of one candidate or the other (and thus likely to not move anyway), I can find 32 states that have sort of usable polling data. Interestingly, states with some of the more controversial changes happening, like Utah and Iowa, are not adequately polled.

In order to apply a model like the one I used in the Primaries to the current election, I used the 32 states for which there was somewhat acceptable recent polling data to inform the model (to calculate the regression coefficients) in order to then, separately, predict the likely voting behavior (Trump vs. Clinton) in all of the states.

Before I show you the map, however, I need to discuss something else.

About a week ago the press, especially the somewhat more left leaning press, and various commenters, seeing much reaction to a series of events beginning with the NYT release of Trump’s tax return and ending with the final POTUS debate, events which sandwiched the sexual assault tapes and accusations, collectively decided that a huge gap between Clinton and Trump was rapidly opening up and the race would end with a double digit spread, an electoral rout, and a big party.

Soon after, I pointed out that this may not be correct. That polling data seemed to show, rather, that there was an expansion of the difference between the two candidates followed by a re-closing of the gap, with Clinton still leading but by about as much as before this temporary shift. To this I added a concern. If too many people assumed that the race was over and in the double digit range, perhaps there could be a GOTV backlash effect, or a funding effect, that would shift things to within shooting distance for Trump.

I was not alone in thinking this, and I was probably right. The GOP sunk, via pacs, 25 million dollars into Senate races in response to the Democrats shifting from the national race to the Senate, which was followed by the Democrats shifting back to the national race in certain states, presumably recognizing that the polls were artificially spread. Indeed, some who criticized (arguing mainly from incredulity and good wishes) my admonition noted, correctly, that some of that narrowing was because a bunch of right-leaning polls had come out all at once. This is true, but it ignores that a bunch of left-leaning polls had made the formation of the Great Gap of GOP Defeat look a lot bigger than it ever really was.

I say all this as part one of my preparation for what I’m going to tell you below, which is not the news you want to hear. Part two is some logic I’d like to bludgeon you with.

Consider these points:

1) True Trump supporters could give a rat’s ass about sexual assault, poor debate performance, or tax forms. Donald Trump was correct when he said, weeks ago, now forgotten, that he could gun someone down on the streets of Manhattan and he would not lose support form his base. These people did not abandon him when he was heard to talk about sexual assault. If anything, they were energized by it. And, I’m talking about something just shy of 40% of the voters. We live in a barely civilized asshole country.

2) Please tell me exactly which Hillary Clinton supporters, who were going to vote for Clinton over Trump all along, are NOW going to pick Clinton (if polled or on voting day) that change from not being Clinton supporters to being Clinton supporters? In other words (this is a somewhat subtle point) which people who hated Trump became True Haters of Trump after the sexual assault thing? Almost none. They were already there.

3) The third category of people, the undecideds (who are only lying about being undecided, in most cases) and the so-called “reasonable Republicans” (of which there are very, very few), who could conceivably shift from Trump to Clinton are going to divide their voting activities between Johnson, a write in (as they are being advised by Republican leaders in some cases) or simply staying home.

In other words, over the last few weeks, no source has emerged that hands Secretary Clinton more electoral votes than she probably had about a month ago, and Trump is not going to have any, or at least not many, electoral votes go away.

Those observations (part one) and that logic (part two) cause me to be utterly unsurprised to find out that an analysis of the electoral map I did on October 16th and one I did today do not show Clinton pulling farther ahead. In fact, the two analyses have Clinton being less far ahead than Trump now than ten days ago. The difference is in Ohio (shifting from Clinton to Trump) which is almost certainly going to happen, and North Carolina (which shifted from Clinton to Trump in this analysis) which seems much less likely to happen, and Arizona shifting from Clinton (that was probably wishful thinking) to Trump.

The point here is this, plain and simple. An analysis using a technique that has worked very well for me in the past shows that the difference between that moment of Maximal Clintonosity and today is plus or minus a couple of state. In other words, not different. Maybe a little worse. Really, about the same.

Here’s the current map:

screen-shot-2016-10-26-at-11-34-33-am

Obviously, I will be watching for more data over the next few days. I assume there will be a spate of polls as we approach November 8th (the day Democrats vote. Republicans vote on the 28th of November). If so, then there will be convergence between my method of calibration and my method of calculation, and the model will consume itself by the tail and become very accurate at the same time.

But between now and then, perhaps that very small number of polls that are both recent and high quality will grow a bit more and I can do this again and resolve those closer states.

By the way, the “swing states” according to my model, the states where things are close, are Ohio, North Carolina, Arizona, and Georgia of those now in the Trump column. Those are indeed swing states. Numerically, the close states that are in the Clinton column are Virginia, New Hampshire, and Pennsylvania.

Are you a poll watcher or election judge? Watch out for this!

This is a fascinating story involving Crazy Eddie, Donald Trump, and this year’s election.

Here’s what I want to know. Do Democrats across the country have a plan in place to collect usable data (usable in court) to document violation of the consent degree by the Republicans, should they do so?

Also, I’d like to compliment the actors for the excellent choreography, especially the reindeer.

Will the Democrats take the Senate?

At the moment, this is a nail biter. There is a theory that a strong showing by one party at the top of the ticket brings along those lower down. However, that theory does not apply this year for several reasons. I think it works better for Republicans than for Democrats, for many the top of the Democratic ticket is less inspiring than ideal for this to work (though for no good reason), and this is the oddest election year ever, so in expecting the expected, expect the exceptional.

The Democrats hold 46 seats, and the Republicans 54 (slightly simplified numbers). This is a year in which the Republicans stand to loose a seat or two even if they are doing well because so many of theirs are up for grabs, and a good number of those are in states where Democrats have a chance now and then. Remember when the Democrats lost the Senate a couple of years back? The same thing happened to them that year, but in reverse.

In order for the Democrats to have simple majority in the Senate (which will mean nothing unless the new leader grows a pair of tacos and leads the way to change the rules of the Senate to allow a simple majority for most purposes) four seats need to shift, and Hillary Clinton needs to be elected president along with her Vice President, because he will be the tie vote. Indeed, if the Senate ends up being 50-50, Kaine can say good bye to doing much else while the Senate is session because he’ll be breaking ties every single day.

The Republicans running (as incumbent or otherwise) in the Republican seats representing Illinois, Indiana, Wisconsin, and Pennsylvania are generally regarded as toast. They will lose. But, Harry Reid’s seat in Nevada is not so clearly going to remain a Democratic seat. Remember, people are stupid. People hate the status quo. They will therefore vote against Harry Reid even if he isn’t running. Plus, it has been kind of an unexplained miracle that Nevada even had Harry Reid, Democrat, representing them.

The prudent thing to assume is that Democrats will take Illinois, Indiana, Wisconsin and Pennsylvania, (Yay, we win the Senate!) and lose Nevada (Oh wait, we didn’t win the Senate 🙁 ).

The remaining seats that are in play include Arizona and Florida. You may have heard North Carolina mentioned a while back. Fuggetaboutit. They will all remain in the R column. (But do see below.) So, this leaves New Hampshire and Missouri. If Democrats take Illinois, Indiana, Wisconsin and Pennsylvania but lose Nevada, they will have to win New Hampshire or Missouri in order to be even in the Senate. If they win both, they have a simple majority sans Veep.

Election Night Senate Bingo

Time zones, how fast counting happens, how close it is in a given state, how uneven the precincts that are counted early vs. late are, across the political spectrum, will all matter to the level of political entertainment to be gleaned from this year’s Senate race, on election night.

As the evening develops, look for a Democratic takeover in Pennsylvania, Indiana, Illinois and Wisconsin, Eastern and Central time zones, fairly early polls. Pennsylvania and Wisconsin will be where you will be chewing off some nails, because they will not be clearly decided early. Or maybe they will be.

Nevada is in the west, they count up their votes slow in that state, and the race may be close, so we may not know about Nevada, which I’m predicting will be Republicans, until Wednesday. If I’m wrong on that, we’ll have a nice bit of news on Wednesday AM.

New Hampshire and Missouri should have reasonably early results. DEMOCRATS WILL LIKLEY NEED ONE OF THESE TO WIN THE SENATE. And, if they get both, that’s extra. So, look for that to be resolved by midnight. We’ll know about Florida, likely Republican, early. If, on the other hand, Florida happens to go D, then all bets are off on everything else. Stay up late and watch Arizona, just in case. You’ll want to see McCain’s concession live.

I assume that New Hampshire will be a) very close and b) polls will be available early but c) did I mention very close? Also, New Hampshire has a steep a gradient across geography, so however counting works out there, expect a fairly high degree of volatility in the meaning of the count as the evening progresses. We will be biting some nails over New Hampshire.

The Day After: Trump’s Blackmail Threat Is Bogus

I’ve been thinking about Trump’s attempt to blackmail the voters. He intimates that he might not accept the election results unless he wins. The word goes around that his followers will go to the streets and carry out acts of violence if Trump does not win. It is a bully tactic by a bully’s bully.

But I have been having thought about this, about how it is actually likely to go down. I mentioned this already. Some of his supporters will go and take over a wildlife reserve somewhere, for a few weeks. A few others will carry out acts of violence here and there, but by count, not much. Mostly, Trump will fade away from the political scene.

And, I was heading towards articulate thoughts perhaps worthy of writing them down when I ran in to Lawrence O’Donnell’s commentary, and he said pretty much exactly what I was thinking. Look especially for the part about the granite walls.

The real meaning of Trump’s Al Smith fiasco

A presidential election season involves a series of debates. After the last debate, a day or a few days after, the main candidates attend and speak at a charity dinner run by the Archdiocese of New York, to raise money for Catholic Charities. It is the last event at which the candidates will appear together, and the format is that of a roast.

That is more or less the tradition.

Last night, Secretary Hillary Clinton and Donald Trump were at the Al Smith dinner. Here is are the salient facts:

Trump spoke first. He had two or three pretty funny jokes, but the one that I think will go down in history as the funniest required that he throw a woman (who did not know the joke was going to be told) under the bus for his own benefit. Figures.

His other “jokes” were almost entirely taken from his stump and debate speeches; and they were offensive. He didn’t use the term “crooked Hillary” but almost. People in the room booed him and yelled out insults to him. The people sitting behind him looked like they had just swallowed live baby porcupines.

I assume both candidates were given the same amount of time to talk. Trump’s time on the podium, however, was very short. It appears that he was, essentially, booed off the stage.

Secretary Clinton spoke second. She was very funny. She was gracious. The roast parts of her speech … and here is the important part … were just as effective as anything Trump said as jabs against one’s opponent, even more so. If you took at face value all the bad things Trump implied in his awkward statements about Clinton, and all the bad things Clinton implied in her very entertaining routine about Trump, Trump would end up with a truly deplorable resumé, while Clinton would look just a tad shady, well within the normal range for a politician.

After Secretary Clinton finished the roast part of her monologue, she talked about other things, larger things, important things, eloquently and effectively.

Trump had everyone booing him and squirming. Secretary Clinton had everyone in stitches, then a bit weepy-eyed.

The final score: Clinton 9, Trump -2. The difference in performance between the two at this event was double the difference between them during the most differentiating of the debates.

So, what is the real significance?

There has always been the suggestion that Trump’s intention, from the beginning of the primary process, was to increase his brand’s value, maybe sell a book, increase his speaker fee, etc., and not really run for President. I never believed that, I said so at the time, and everyone else was wrong. But, the idea that ultimately he would use this entire run for the presidency as brand enhancement, win or lose, was clearly correct. That would be correct for anyone running for president, and especially for a professional entertainer, which is what Trump is.

(Actually, he is something else. Not an entertainer and not a business person. See the graphic at the top of this post for a hint as to what he is.)

Here’s the thing. Last night, two people got to get up in front of a fairly tough audience, including major members of the press, major east coast politicians, and the mucky-mucks of the Catholic Church, and be entertainers for a few minutes. Hillary Clinton, not known to be an Obama-level speaker (either Obama) and often seen as a bit dry, killed it. Donald Trump, the great entertainer, totally screwed the proverbial pooch.

So, now, imagine yourself as a network executive, or a potential investor in the entertainment industry. You are presented with a proposal to develop Trump TV or some other Trumpy project. But you were at the Al Smith dinner, because you are rich and you happen to live in New York. Or maybe you just saw the video. And now you are going to decide whether or not to put substantial funds at risk. While you are thinking about it, you also realize that you would be putting your reputation at risk.

No, that won’t happen. Invest elsewhere.

Yes, Trump will be able to develop a post-election quasi network (on the Internet) that will fit in with the broad panoply of such projects, and it may have some value (fiscally, not morally or ethically). But Trump’s entertainment mojo as demonstrated in this campaign is negative. He doesn’t kill the room, he kills the mood. He was apparently suitable to play the asshole boss on a TV show or two, but his range is very limited, his basic talent non-existent, and his ability to develop in this area nil.

This campaign, rather than preparing him, and a large audience, for an entertainment coup, has proven that he is not up for it, lacks the talent, lacks the appeal. The Al Smith Dinner, which happened at the end of a long period of time during which Trump could have developed his talent, and his act, shows that there is nothing there worth looking at. Indeed, Trump’s performance at the Al Smith dinner was so bad, so cringeworthy, that a producer or investor in entertainment would gong the likes of him off the stage in record time.

Trump went bankrupt how many times? Failed in how many relationships? Is gong to lose the presidency by how much? Couldn’t even handle a roast at a charity dinner? It just might be that the man isn’t really good at anything.

UPDATED: Was there a Clinton Surge or not?

Updated to include polls through Oct 26th (AM, more polls later in the day on the 26th will be added at the next update):

screen-shot-2016-10-26-at-9-46-18-am

Updated, 25 October AM

As I expected, and demonstrated much to the consternation of everyone, the ever widening double digit lead of Clinton over Trump in an increasing number of polls meme is a falsehood. Here is the latest graphic using the same approach as described below, but updated to reflect additional polls.

screen-shot-2016-10-25-at-8-28-14-am

Rather than a widening, or even consistent, gap, or a gap that is double digit, we see Clinton continuing to lead, but pretty much in the same way that she has led since the conventions. In other words, the three presidential debates, the release of Trump’s tax records, the sexual assault tape, the confirmation of many actual groping cases, and the VEEP debate, may have had some short term effects on the polls, and if you look closely and squint, may have actually re-widened Clinton’s lead to post convention levels a bit, but for the most part, we are looking at a pretty steady relationship between the two candidates from the end of the convention period to the present.

When the general polls conform to expectations, they matter. When they don’t conform to expectations, say “yeah, but what really matters is the electoral college, and in the electoral college … bla bla bla.”

And yes, since we attempt to choose our president using the Electoral College (though that doesn’t always work) that is what matters, and it may be the case, though I can not independently confirm this at this exact moment in time (Tuesday AM), that Clinton is either taking or widening the lead in some of the swing states, and some red states are turing less red, as we speak. But, it turns out that we DO look at the general numbers for a number of reasons, including the fact that we expect general trends to conform to state wide trends, as a check on what we are seeing, and general trends may matter down ballot.

The original reason that I wrote this post is that I was concerned that a lot of commenters (and maybe voters) had come to the conclusion that Clinton’s lead was growing, nearing or in the double digit range, and that the Clinton campaign need not look back, and could start doing other things, but, my read on the polls was that the debate/scandal swing looked like earlier swings, and I had little faith that it was long lasting. I took a look at the data and saw preliminary information suggesting that this may be the case. And now, that is confirmed. I conclude for now that the three presidential debates, the release of Trump’s tax records, the sexual assault tape, the confirmation of many actual groping cases, and the VEEP debate, may have had some short term effects on the polls, and if you look closely and squint, may have actually re-widened Clinton’s lead to post convention levels a bit, but for the most part, we are looking at a pretty steady relationship between the two candidates from the end of the convention period to the present.

And yes, I said the part that the incredulous will ignore twice.

I may do another electoral projection to replace this one later today.

Original Post:
America. Democracy. Decency. Thoughtfulness. Everybody and every thing, it feels like.

Everyone is upset this morning about Trump’s comment that he will wait and see about the results before he accepts them. His comments are deplorable and astonishing, but I think they are also a distraction. If he ignores the results, it may be a bit messy but he will be ignored. A few militia groups will go and take over a Federal facility or two, but that will be managed. Unless the Congress gets on board with denying Clinton the presidency, nothing really bad will happen.

I’m more alarmed by all the comments he made in this debate, and perviously, about how he would handle wars, the military, the economy, the law, the Supreme Court, trade, ethnic/race relations, and his comments about women (which continued last night). Those are all problems that will ruin us as a country if he wins, and that have damaged us as a country already even if he walks away from this race right now. I’m not all that worried about him having a tantrum if he loses.

And, of course, it is maximally concerning that Trump wins the election, than it is that he loses and refuses to go quietly. This is because it is simply not the case that Hillary Clinton and the Democrats have this sewn up. Let me show you why.

screen-shot-2016-10-20-at-9-45-37-am

This graph shows the daily averaged-out polls, all of them, as listed by RCP’s site, since July 1st (plotted on a y-axis of days before the election). There is a 3 day moving average imposed on this (a shorter moving average than usual, but this is an average of averages, and those averages are of polls taken over varying numbers of prior days, so we have plenty of helpful smoothosity on that curve).

Never mind the details for a moment. Notice first that over this time, which starts in the month of the conventions and goes up to the present, there is an overall pattern of oscillation. For much of the time all of the pols are within the margin of error, but Clinton’s polls are usually higher than Trumps, when averaged out. If you apply the FiveThirtyEight method, or use similar approaches, to combine the different polls into probability statements, one can be more definitive about Clinton’s overall and consistent lead since the conventions.

But, notice that about 50 days out, the two candidate’s polling became close before Clinton started to separate again, and also notice, that this cycle of Clinton pulling ahead and then drawing down again seems to be happening one more time. There was probably a lot of pressure separating Clinton and Trump, with Trump’s bizarre and generally poor performance in the debates, the revelation of the tape in which he seems to have no clue that sexual harassment is not OK, and the revelations seeming to confirm that he is a serial sexual molester, and the tax story from the NYT, and all of that. But the about 27 days out, that pressure relaxes, and all the numbers regress towards the mean again.

Let me put this another way, as a stark but supportable hypothesis. About 50% of the United States would vote for Trump, and about 50% would vote for Clinton. People talk about the 35% to 40% Trump base, and that’s real. And Clinton has a similar base. But the rest of the country, the 20% to 30% that are not part of those groups, are divided roughly in half, in terms of preference for either candidate, and their preference is soft.

If there are no more strong events pushing people away from Trump, the numbers will settle down to where they were between days 40 and 50. this will place trump within about one point of Clinton. And, one point is very very close.

The current widespread rhetoric that Clinton is going to win no matter what may be the exact cause of her losing. How many people will not bother to vote, when they otherwise might have, because they are confident that Clinton will win? If the two candidates are 1% apart, then only 1 in 200 voters have to do that to put Trump in the White House.

Let me note what may end up being the greatest situational irony of our times. MSNBC has lots of great commentators and reporters, like Rachel Maddow and Chris Hayes. They are providing the most thoughtful and coherent analyses of what is going on during this election cycle. But, they are also constantly repeating and supporting the rhetoric that Trump can’t win. And, their audience corresponds closely to that subset of people who are going to vote for Clinton.

Unless…

Unless MSNBC and other sources fail to shut up about how Clinton can’t possibly lose, and one in 200 otherwise-Clinton-voters stay home.

There are, of course, other possibilities. The apparent closing of the gap we see on the above chart could be an artifact of poling and disappear by itself over the next 48 hours, or it could be real, but reverses because of something Trump does. However, keep this in mind: Trump is being such a distraction from the race that a lot of information that could be used against Clinton (legitimately or not) is currently piling up and not coming into play. It is quite possible that forces that work to push Trump down on this graph could be weak, and forces that work to push Clinton down on this graph could be strong, and we might not be looking at a dangerously weak 1% lead by Clinton when the first week of November rolls around. We may be looking at a distinct Trump lead.

I should mention that today’s polls are not shown on this graph because they are mostly not available. Those that are available are in that subset that tends to favor Trump, but they are all showing a virtual dead heat.

Today, tomorrow, through Monday, we should be looking very closely at the polls. If they show narrowing, then my Hypothesis from Hell can’t be ruled out and the idea that the race is really about 50-50 between scandals needs to be taken seriously.

How have events shaped the Clinton-Trump race?

It is unfortunate that “all the pundits” are now saying that Clinton will now win no matter what, and that Trump will likely suffer more scandal before the end of the process.

This is unfortunate because a weak get out the vote effort is probably worth a couple of points on election day. It is unfortunate because some Trump scandals increase, rather than decrease, his numbers. He could suddenly gain a couple of points if he says or does just the wright/wrong things. It is unfortunate because, for whatever reason, Hillary “My Middle Name is Target” Clinton has turned into the Teflon Candidate for now, but that won’t stick, as it were, for more than a day or two. Then Wikileaks, weak as it is, or some other issue, will come into play and knock two points off of her numbers.

It is unfortunate because the difference between Clinton and Trump is now between about 5 and 7 points, and 2 + 2 + 2 = 6.

Do the math. This race is not over.

In order to give some idea of the magnitude of things like the post-sexual-assault-revelations Trump Slump, or the conventions, or a given debate, in relation to the overall shifts of numbers across this race, I mad this chart, using RCP’s national polling averages, and adding in some key moments from the campaign:

screen-shot-2016-10-19-at-3-00-12-pm

While Clinton has always been ahead, on average, she has not always been that far ahead, and was, in fact, father ahead at various points in the past than she is now. In other words, for all the talk about BusTapeGate and debate performances, Clinton has not pulled out ahead of Trump father than she has been in the past. If you look at this graph, you do not see a clear breakout. And, if you look at the MOST current version from RCP, as I write this, the blue line on top is dropping (those data came in while I was drawing this graphic, and I did not adjust). See that earlier peak in September for Clinton? The current peak is starting to look like that.

So, no, this is not over, and it is not wise to insist that it is.

Enough Is Enough

Steve Schmidt, bless his pointy Republican head, makes a very important point here.

And to underscore the point, let me ask you this: How do we go from having an “election” to having a “president elect”?

The process is actually a bit subtle and somewhat more complicated than one might think. Election day happens, but there is no “president elect” in any official, constitutional, way, for a very long time thereafter.

Though this can vary, the first possible date that we will have a “president elect” in the current election cycle is on January 6th, 2017. Not before.

Of course, what really happens, is that the country’s news agencies, in an uncoordinated yet organically coordinated way, decide which of the states, and thus their electoral votes, goes to each candidate, and if they become certain at some point that 270 or more electoral votes will go to one of the candidates, then they declare that person the winner.

But, what really really happens, as pointed out as Steve Schmidt, is that the loser apparent of the election becomes the first person to address, usually by a phone call, the winner apparent. John McCain called up Barack Obama and called him “Mr. President.” Al Gore called up George Bush and called him “Mr. President.”

Watch the video to see what a former Republican looks like, and to get some interesting perspective on Trump’s claims that the election is being rigged. More importantly, listen to what Schmidt says about the importance of the apparent fact that Donald Trump has no intention of ever calling Hillary Clinton “Madam President.”

And that could be a problem.

Watch the whole thing:

The founding fathers were unwilling or unable to do two things. One was to see centuries into the future, and thus avoid certain ambiguities, missing elements, or general silliness in their founding father’s document, the Constitution of the United States of America. The other was to tie up certain details so that procedure was set in stone, as opposed to followed by somewhat flexible agreed upon convention.

If the Congress is a GOP congress, and they continue to act as they have been acting with respect to the Supreme Court nomination, when January 6th comes around, Donald Trump may well become the president. Or at least, they could try that.

And there would be a Civil War.

The first Civil War was fought over slavery. The second Civil War will be fought over racism and misogyny.

Dear Republican, time to make the change, because this is now you.

My current model (subject to change) puts Arizona in the Clinton Column. This is the prediction that has resulted in the most head scratching from those observing this, but it turns out that the Clinton Campaign seems to agree. Clinton surrogates, including Chelsea, Michele Obama, and Bernie Sanders will be in the state over the next few days.

Frankly, I worry about good people going to Arizona stumping for a Liberal Democrat. Perhaps that is because of my own experience living there for several weeks. During that time a local desperado was arrested and made a court appearance, and his family showed up, heavily armed, shot the judge, the DA, others, and took off with the accused to begin a days long chase ended by a shootout in the desert somewhere.

That visit was several years ago, a very short time after mobsters assassinated Arizona Republic investigative reporter Don Bolles because he was getting too close to something.

Some of my best friends are Arizonans. But among Arizonans are the usual deplorables who have no compunction against threatening to shoot children, blowing up reporters, and who knows what else. But, perhaps, the Arizonan version of this particular monster is somewhat better armed, has more ammo, or perhaps, a hair trigger.

Today, Arizona Republicans are threatening children, flashing guns at them, because those children have a vague (and, really, non existent) association with Clinton. And more.

Here, watch this:

Republicans need to realize that this is what they have become.

Individuals who still call themselves Republicans can no longer do the old “I’m one of the good ones” or “I’m a principled economic conservative but social bla bla bla” or “I’ve been a Republican since the old days when herp a derp a derp” and “Yadda yadda yadda my brains just melted through my sinuses and got all over my shirt because I’m so fucking stupid.” That sort of thing.

What Republicans need to realize now is that they are the people that threaten the children selling magazine subscriptions by flashing guns at them, they are the people that show up at opposing candidate’s rallies to harass the candidate for money, they are the people who cheer when the Republican candidate calls for the death of his opponent, and they are the people who condone sexual assault and racism.

It is not, dear Republicans true that YOUR PARTY does this, and you do not go along. Too much time has gone by without reform, without taking responsibility. You do this. This is you. You are this.

You are deplorable, even if you’ve not personally taken part.

You are the guy standing there in the locker room “going along” with the misogynist talk, maybe in a different context later that day, “going along” with the sexual assault itself. You are the guy out with his friends “going along” with racist talk. Maybe you are the guy who, later that night, watches silently when your friends carry out a hate crime. You are the guy “going along” when your candidate calls for the jailing or killing of his opponents, and you say nothing. Maybe later this week you will be the guy who says nothing as his political party produce and encourages the assassins who attack Chelsea Clinton, or Michelle Obama, or Bernie Sanders. If something like that happens this week in Arizona, that will be you, Republican. You.

Hopefully that won’t happen. But enough has happened already, and there is no way we can not expect more.

Threats were made against the staff of the Arizona Republic for asking their readers to vote for the most qualified candidate to ever run for the office of President of the United States. Threats are being made against the kids who sell that newspaper’s subscription door to door, or in grocery stores, and against others. The video above covers this, but there is more than mentioned there. The following is an extended excerpt from the comments of Mi Ai Parrish, president of the media company that owns The Arizona Republic:

What is the correct response to any of the vile threats against me? What is the correct response to the more disturbing actions and words directed against so many others?

I’ve thought about those responses a lot. Today, I offer you a few.

To the anonymous caller who invoked the name of Don Bolles … and threatened that more of our reporters would be blown up because of the endorsement, I give you Kimberly. She is the young woman who answered the phone when you called. She sat in my office and calmly told three Phoenix police detectives what you had said. She told them that later, she walked to church and prayed for you. Prayed for patience, for forgiveness. Kimberly knows free speech requires compassion.

To those who said we should be shut down, burned down, who said they hoped we would cease to exist under a new presidential administration, I give you Nicole. She is our editor who directs the news staff, independent of our endorsements. After your threats, Nicole put on her press badge and walked with her reporters and photographers into the latest Donald Trump rally in Prescott Valley, Ariz. She stood as Trump encouraged his followers to heckle and boo and bully journalists. Then she came back to the newsroom to ensure our coverage was fair. Nicole knows free speech requires an open debate.

To those of you who have said that someone who disagrees with you deserves to be punished, I give you Phil. Our editorial page editor is a lifelong Republican, a conservative and a patriot. He was an early voice of reason, arguing calmly that Donald Trump didn’t represent the values of the party he loves. Phil understands that free speech sometimes requires bravery.

To those of you who have spit on, threatened with violence, screamed at and bullied the young people going door-to-door selling subscriptions, I give you those dozens of young men and women themselves. Many sell subscriptions to work their way through school. Most were too frightened to share even their first names here. But they are still on the job. They know that free speech is part of a society that values hard work and equal opportunity.

To those of you who have called us hacks and losers with no purpose, and that we are un-American, I give you Dennis. He is the investigative reporter who first revealed the despicable mistreatment of our veterans at the VA hospital. His work triggered comprehensive debate and, one hopes, lasting change. He and others on his team have been hailed as heroes by veterans’ families across the country. Dennis knows that free speech is sometimes the only way to hold the powerful accountable.

To those of you who have invoked the name of longtime publisher Gene Pulliam, saying he is spinning in his grave, I give you his wife, Nina. After reporter Don Bolles was targeted by a bomber for doing his job, Nina Pulliam wept at his hospital bed. He died there slowly over 12 days. The Pulliams understood that free speech, and a free press, come at a cost.

Then, of course, there are the threats against the publisher today.

To those of you who have said Jesus will judge me, that you hope I burn in hell, that non-Christians should be kept out of our country, I give you my pastor grandfather. He was imprisoned and tortured for being a Christian, and suffered the murder of his best friend for also refusing to deny Christ. He taught all that freedom of religion is a fragile and precious thing.

Much as my grandfather taught, I also know there are a lot of things worth standing up for.

To those of you who said we should go live with the immigrants we love so much, and who threatened violence against people who look or speak a different way, I give you Jobe Couch.

He was the Army cultural attache and Alabama professor who sponsored my aunts and my mother when they arrived in America from Korea after World War II. There are dozens of descendants of his kindness. Citizens with college degrees, a dentist, lawyers, engineers, pastors, teachers, business owners, a Marine, a publisher and more. Uncle Jobe stood for the power of America as a melting pot. He taught me that one kind man can make a difference.

Dear Republican, this is you. Oh, and you are going to lose Arizona.

The Current Trump-Clinton Electoral Prediction

There are some interesting, and in some cases, potentially disturbing, things going on with the state by state numbers in the current election. Most of this has to do with third party candidates, and most of it with Gary Johnson.

First, I’ll note, that despite fears among liberals and progressives that a lot of Bernie Bots would flock to third party candidates and eschew Clinton, there is no strong evidence that Clinton is losing much to any third party candidates. However, in some states, especially those with libertarian tendencies, Gary Johnson is doing fairly well. And, this had been hurting Trump.

However, lately, there has been a shift backwards in at least one state, New Hampshire. Johnson supporters are abandoning Johnson and switching to Trump, as though they were trying to shore up his position there. This has brought the Trump-Clinton numbers to within the margin of error.

In other words, Libertarian White Males in the “Live Free or Die” state are flocking to Misogynist Racist Trump’s aid rather than “voting on principle” which is what, I assume, they were formally pretending to do. And, this could cost Clinton a couple of electoral votes if the trend continues.

Meanwhile, something like this may be happening in Virginia, but in the opposite direction, where Johnson appears to be getting a lot of Trump votes, maybe more as time goes on.

I don’t have time to do any of this right now, but when this is all over, it would be very interesting to look at the third party effects in this race.

OK, now on to the model. Let me explain the basic approach I take, which is different from other predictors (though 538 may have quietly adopted part of my approach for the general, as they’ve added something that looks a lot like my primary methods to their analysis).

Assume that all polls are good, and that all states are recently sampled with high quality polls with good methods and good samples.

OK, after you’ve stopped laughing, work with this assumption for a minutes. If this was the case, then you could use those polls to predict the electoral outcome, and unless the electoral outcome was really close, or something major went wrong, your prediction would be clear as two who won, and very close if not spot on as to how many electoral votes ultimately go to each candidate.

Now assume that we don’t have polls at all, but we have some numbers indicating how people in a given state are likely to vote (like, if they went for Romney, they are likely to go GOP) or numbers indicating how people will vote based on ethnicity (like, African Americans are not likely to vote for any of the candidates other than Clinton, or among whites there is a certain percentage of White Supremacists, so they’ll vote for Johnson or Trump, etc.) If these numbers are accurate, you can predict the state by state outcome.

We don’t have either of these, but we do have a little of each.

My method uses only a subset of polls, hopefully across a range of states (geographically, politically, etc.), that are taken by higher end polling agencies and recently. These are then combined with data on percentage of voters in that state that voted for Romney, and the classically defined ethnic breakdown for that state, to come up with a muliti-variable regression model. This model uses the percent of the vote that Trump gets out of Trump vs Clinton as the dependent variable, and a Romney number, and the ethnic breakdowns, as the independent variables.

I exclude some states that have recent data but that are beating to their own drums. In this case, Iowa is doing something different, and nobody understands it. Also, Virginia is doing something different and has not been analyses yet. So, even though I have recent data from those two states, they are excluded.

The polls need to be mostly or entirely after the famous “bus tape” and most are after the second presidential debate. These polls come from Utah, Wisconsin, Georgia, Missouri, Indiana, Texas, Alaska, Ohio, Colorado, New Hampshire, Florida, North Carolina, Nevada, Maine, Pennsylvania, Oregon, Michigan, and Washington.

So, good polls are assumed to be nearly perfect, and they show the relationship between available prior voting patterns and demographics and the likely outcome. Then, this model is applied to all states (even those with the good polls) to come up with a list of states and their corresponding “Trumposity”

The result of that analysis is this:

State Trumposity
Utah 0.58063023
Wyoming 0.567768212
Oklahoma 0.549223043
Idaho 0.548614992
Alabama 0.546790641
West Virginia 0.541869467
Arkansas 0.541711727
Louisiana 0.539524138
Tennessee 0.536052614
Kentucky 0.53465294
Mississippi 0.532941927
Nebraska 0.529403232
Kansas 0.527964979
North Dakota 0.524771763
South Carolina 0.522670157
South Dakota 0.519464786
Georgia 0.517394808
Texas 0.513464342
Montana 0.51208424
Missouri 0.509752111
Indiana 0.509722982
Alaska 0.503877982
North Carolina 0.498999354
Arizona 0.494053798
Florida 0.486219535
Ohio 0.485026033
Virginia 0.48473854
Pennsylvania 0.477290142
Michigan 0.472823203
New Hampshire 0.472629126
Iowa 0.472420972
Wisconsin 0.470889284
Minnesota 0.470213444
Colorado 0.46956662
Nevada 0.465734145
Delaware 0.456986898
Oregon 0.454603152
Illinois 0.452734653
Maine 0.45123086
Connecticut 0.450282382
New Jersey 0.448700354
Washington 0.448170787
New Mexico 0.447855158
Maryland 0.445995181
Massachusetts 0.436816062
New York 0.429018521
Rhode Island 0.427783887
California 0.425306503
Vermont 0.411357768
Hawaii 0.371874288
District of Columbia 0.339691168

You can now split the table at the 50-50% mark to decide which states will break for Clinton and which will break for Trump.

(Note: Alaska will always break for Trump. It is located near the 50-50 line because Alaska is a special snowflake state. Ignore it, just keep it red on any map, and that will do.)

The first map I want to show you is the map of states that are in the Clinton Camp that are a) most Clinton leaning in this analysis, and b) sufficient to get Clinton to 270:

screen-shot-2016-10-16-at-10-59-42-am

I added Virginia and colored it light blue. The reason I did this is that Iowa is a presumed-Clinton state in this mode, but is in fact, polling for Trump, because people in Iowa seem to have a new goal in life: Pissing off the parties and the electorate sufficiently that nobody cares about them any more, and the Iowa Caucus is no longer allowed to take the prominent role it has for all these year. I predict that if Iowa breaks for Trump, in four years, the first contest will not be the Iowa Caucus.

By adding Virginia and thus potentially starting early on the process of regarding Iowa as irrelevant to electoral politics, we have a list of states that is clearly Clinton and sufficient to put the former first lady back in the White House but with a different job.

Now, let’s do the same thing for Trump. What states are required to put him past the 270 line?

screen-shot-2016-10-16-at-11-05-19-am

In this case, I’ve colored pink the states that my model puts in the Clinton column but that are on the Trump-end of that part of the list (see table above), that are required to give Trump the election.

Ohio is actually possible. My model shows Ohio going to Clinton, but recent polling shows that Ohioans are more white supremacist than we might have thought. So may be Trump gets Ohio, but I don’t think he’g soing to get all those other pink states, or even any of them, likely.

Putting this a slightly different way, the solid Trump states (in my model) plus Ohio is still under 200 electoral points.

The current most likely outcome according to this model is this:

screen-shot-2016-10-16-at-11-08-44-am

That would be an electoral blowout.

What happens if some of the more suspect states go backwards and vote for Trump? Iowa is threatening its own irrelevance, New Hampshire is acting strange, Ohio is polling towards Trump, and North Carolina, Arizona and Florida are close to the mid point. Change all of those states to Trump, and we get this nailbiter:

screen-shot-2016-10-16-at-11-11-41-am

The difference between these last two maps is clearly going to be the focus of interest over the next several days.

Colored here in red, for Danger, not for Trump/GOP, are the states that need to be watched closely, for which we eagerly await new polling, because they are either close, near the middle, or acting strange over recent days:

screen-shot-2016-10-16-at-11-14-01-am

That’s my story and I’m sticking to it. Until at least Tuesday or so.

Go to 270 to win to make your own maps!

Fundy Christians: Shut the Fuck Up

… until you have cleaned house and stopped embarrassing yourselves. And by clean house, I mean, take are of this deeply offensive bullshit your people are now spewing out.

You have turned a very bad situation into something ten times worse.

As background, this comes from a meeting of national level evangelical leaders who got together to decide what to do about Donald Trump. They decided to fully support Trump, and the woman in the video shown here is giving their arguments. I am not making this up.

screen-shot-2016-10-14-at-9-10-51-am

See also:

Two Women Say Donald Trump Touched Them Inappropriately

Palm Beach Post exclusive: Local woman says Trump groped her

A Timeline of Donald Trump’s Creepiness While He Owned Miss Universe

“I’ll be dating [that eleven year old girl] in ten years” – Trump

Physically Attacked by Donald Trump – a PEOPLE Writer’s Own Harrowing Story

Michele Bachmann: Elect Donald Trump Or There Will Be ‘Even More Sexual Assaults’

How Trump’s Going Ballistic Over Sexual Assault Allegations Against Him

Here are all the times Donald Trump has been accused of rape or attempted rape

Gohmert: Trump Said ‘Vile Things,’ But He’s a Christian Now

A Running List Of The Women Who’ve Accused Donald Trump Of Sexual Assault

The Many Scandals of Donald Trump: A Cheat Sheet

Trump Faces a Slew of New Allegations of Sexual Assault

Basic Standards of Human Decency vs. Donald Trump

First, Michele Obama’s full speech earlier today:

You know two news outlets have produced confirming evidence of actual sexual assault by Donald Trump. So, naturally, Trump intends to sue.

But, this from Media Matters:

Republican presidential nominee Donald Trump’s threats to The New York Times for reporting allegations that he committed sexual assault are legally far-fetched and provide a troubling portrait of how a Trump administration would handle the press, according to experts interviewed by Media Matters.

Several experts tell Media Matters his latest threats of legal action against the Times are further evidence of what would likely be a problematic relationship between the press and Trump if he were to be elected president.

“It just confirms how difficult he would be with the press and how he would view the press as an enemy,” George Freeman, Media Law Resource Center executive director and former New York Times assistant legal counsel, said about the latest attack. “It would be a very contentious relationship in all probability, particularly in that his whole character is built on beating up anyone who attacks him.”

Freeman of the Media Law Resource Center called the legal claim “a pure loser.”

“I think it’s all bluster,” he said. “But it’s not surprising given that he is always threatening litigation. As a presidential candidate, he would have to prove actual malice. … It seems to me it would be virtually impossible for Trump to even come close to showing the Times had serious doubts about the claims of groping when the women seem so credible and it was confirmed and substantiated by many other people they had spoken to.”

Read more about that here.

Trump Groped

Or so it is alleged. Rather credibly.

Trump talked about sexual assault in 2005, that was recorded on tape, those tapes released Friday. Trump denied that he actually ever sexually assaulted/groped anyone during the Sunday debate, just a couple of days later.

Meanwhile many Republicans running for Congress distanced themselves from Trump and condemned him.

Then, the rabid right wing Teabagging Republican Trump supporters warned those Republicans that they had to get in line and support Trump or else. So, of course, lacking courage of conviction or ethics or morals or, really, brains, those Republican candidates caved and went whimpering back to The Donald.

Then, this happened:

More:

And even more here, just watch the whole thing, why don’t you?

Two women’s reports in the NYT. Palm Beach Post report from Florida. All credible, non anonymous, verifiable reports, and MSM is in the process of further verification as we speak.

Trump seems to have denied the allegations but it is hard to say because he was screaming so loudly.

The Electoral Map: Clinton Vs. Trump

Above is my latest electoral college projection.

This uses the technique previously described. However, instead of using RCP averages for all polled states and then using extreme (non-tossup) states to develop the regression model, this method uses only polling from states with one or more recent poll, and only with good polls. these poll numbers are then “predicted” by black/hispanic/white/Voted_Romney numbers, and that generates a model, based on just over 20 states, designed to predict all the states.

As expected, the r-squared value is much lower using this method, but this method does not violate any important statistical laws like the last one did.

Most of the polling data pre-dates the revelation of Trump’s interest in sexual assault, last Friday, and of course, Monday’s “I’ll throw my opponent in prison when I win” debate on Sunday. If you believe those events influence the election further, then you can figure this is a conservative estimate from the perspective of Clinton.

All of the blue states, both shades, are projected to go to Clinton, but I left the three closest to 50-50 in light blue.

I suspect the most controversial state here is actually Iowa, which seems to be throwing some sort of hissyfit in the polls.

And this, of course, is why my model is different from everyone else’s. The polls are used in this case to calibrate (in the absence of earlier results, like could be done in the primary!) but the actual prediction then does not use the polls directly. So, even though a recent poll showing Iowa as Trump, the model does not, because the model does not lie like the Iowans do, apparently!

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