One doesn’t require mountains of research and archival footage to ascertain that President Trump has a speaking style that’s very, er, distinctive. In addition to taking liberties with syntax and grammar, he also tends to harp on one specific keyword, be it an adjective or a subject, as the crux of his statement, resulting in a cadence that can more closely be described as a cloud of thought rather than a linear progression.

In a piece entitled simply “Trumpspeak,” academic librarian Joshua McDonald harvested data from this repository of Trump speech transcriptions to determine if a computer could faithfully recreate the type of rambling oration that is the president’s hallmark. As one might expect from a person who undertakes this sort of effort, McDonald, based on his characterizations, does not appear to be a fan of Donald Trump himself or his speaking style. As such, the scientific process here might be compromised or even nonexistent, but that doesn’t make the exercise any less fun or eerily accurate.


According to McDonald, he created “Trumpese” by training a Markov chain to use a single “seed” word upon which the program would draw from the library of old speeches and do its best to cobble together something resembling a speech, much as our current commander in chief seems to do.

The result is something that could serve as a hybrid between President Trump’s Twitter vernacular and what a Trump caricature might be screaming at you in a politically fueled nightmare.

Here are our seven favorite excerpts from the undertaking, along with the keyword that “seeded” the computer-built paragraph. To offer a breadth of interpretations, we selected seed terms that varied from the descriptive to his favorite talking points, such as “the wall,” “billions,” and of course, “USA.”

“Sick”

Sick sick people. The fundamental reforms. We have 48 Democrats. We will make unbelievable — we are my first moments, the world, and billions of energy.

“The Wall”

Wall is born. I said, man, woman, and implement those who know that will make a group didn’t know anything happened, we believe you said to expose and I actually wrong now one of it, because people and that’s going to salute the KKK. I call it was so I didn’t get rid of what I don’t even systems that one media and it’s like they just a few days ago, and they loved it. Nobody wants to unfreeze all of the things that knows who love for the way, we have to about the father flew them home? Oh, he feels it’s like has published one we support to start our promises to look at Brexit.

“Nazis”

Nazis systematically murdered millions of weeks I just. I’m condemning the Environmental Protection Agency. He’ll do you agree with Harley-Davidson, a people have been a while they said, those people. You wait online for me.

“Fear”

Fear for human life. It is he better. Why they practice, they need the noble American prosperity, and healthy as those who have been. For us, right? Now you look at record numbers.

“Hatred”

Hatred and much more. Europe must do it stop? But, they didn’t know that. Many, many years and their country, and saved lives and to Cuba to serve their prosperity. In America, the same oath and citizens and the word “momentum.”

“Billions” (This one veers dangerously close to “Dear Leader” territory.)

Millions of you — all across Jerusalem Avenue passage across the world. That narrow passageway, just a lot of the facts. Frankly, people of safe communities, to know that wonderful. Not only a few exceptions no one glorious destiny.

“USA”

USA! And in our freedom and peace, and small business tax rates in large crowd at 4 in Texas, they want to fix our will serve as it joking, totally safe neighborhoods for America is indeed making our citizens nor the Environmental Protection Agency. He’ll do we have been calling for me, excuse me fairly. Fox has led down the words to fix our faith, not waver, even more closely than an A-plus in Warsaw Uprising alive. Between its true character.

To see even more frightening examples and to review McDonald’s methodology that, despite his aversion to the subject, appears exacting, check out his write-up in full here at The Baffler.

Also, you might want to take a moment to ponder if you’d feel more comfortable with Trump at the helm or the Trumpspeak AI in the role. Take all the time you need.

  • Man’s dog suddenly becomes protective of his wife, Internet clocks the reason right away
    Dogs have impressive observational powers.Photo credit: Canva

    Reddit user Girlfriendhatesmefor’s three-year-old pitbull, Otis, had recently become overprotective of his wife. So he asked the online community if they knew what might be wrong with the dog.

    “A week or two ago, my wife got some sort of stomach bug,” the Reddit user wrote under the subreddit /r/dogs. “She was really nauseous and ill for about a week. Otis is very in tune with her emotions (we once got in a fight and she was upset, I swear he was staring daggers at me lol) and during this time didn’t even want to leave her to go on walks. We thought it was adorable!”

    His wife soon felt better, butthe dog’s behavior didn’t change.

    pregnancy signs, dogs and pregnancy, pitbull behavior, pet intuition, dog overprotection, Reddit stories, viral Reddit, dog instincts, canine emotions, dog owner tips
    Otis knew before they did. Canva

    Girlfriendhatesmefor began to fear that Otis’ behavior may be an early sign of an aggression issue or an indication that the dog was hurt or sick.

    So he threw a question out to fellow Reddit users: “Has anyone else’s dog suddenly developed attachment/aggression issues? Any and all advice appreciated, even if it’s that we’re being paranoid!”

    The most popular response to his thread was by ZZBC.

    Any chance your wife is pregnant?

    ZZBC | Reddit

    The potential news hit Girlfriendhatesmefor like a ton of bricks. A few days later, Girlfriendhatesmefor posted an update and ZZBC was right!

    “The wifey is pregnant!” the father-to-be wrote. “Otis is still being overprotective but it all makes sense now! Thanks for all the advice and kind words! Sorry for the delayed reply, I didn’t check back until just now!”

    Redditors responded with similar experiences.

    Anecdotal I know but I swear my dog knew I was pregnant before I was. He was super clingy (more than normal) and was always resting his head on my belly.

    realityisworse | Reddit

    So why do dogs get overprotective when someone is pregnant?

    Jeff Werber, PhD, president and chief veterinarian of the Century Veterinary Group in Los Angeles, told Health.com that “dogs can also smell the hormonal changes going on in a woman’s body at that time.” He added the dog may “not understand that this new scent of your skin and breath is caused by a developing baby, but they will know that something is different with you—which might cause them to be more curious or attentive.”

    The big lesson here is to listen to your pets and to ask questions when their behavior abruptly changes. They may be trying to tell you something, and the news may be life-changing.

    This article originally appeared last year.

  • Chris Hemsworth’s reaction to his daughter wanting a penis deserves a standing ovation.
    Chris Hemsworth's Daddy DilemmaPhoto credit: youtu.be

    Chris Hemsworth is the 35-year-old star of “Thor: Ragnarok,” or you may know him as the brother of equally attractive actor Liam Hemsworth. But did you know he’s also a father-of-three? Well, he is. And it turns out, he’s pretty much the coolest dad ever.

  • Throughout history, women have stood up and fought to break down barriers imposed on them from stereotypes and societal expectations. The trailblazers in these photos made history and redefined what a woman could be. In doing so, they paved the way for future generations to stand up and continue to fight for equality.

Explore More Legacy Stories

Articles

Man’s dog suddenly becomes protective of his wife, Internet clocks the reason right away

Culture

Chris Hemsworth’s reaction to his daughter wanting a penis deserves a standing ovation.

Articles

14 images of badass women who destroyed stereotypes and inspired future generations

Articles

Why mass shootings spawn conspiracy theories