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11 Weirdly Spelled Words—And How They Got That Way

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Why is English spelling so messed up? We get the same sounds spelled different ways (two, to, too), the same spellings pronounced different ways (chrome, machine, attach), and extra letters all over the place that don't even do anything (knee, gnu, pneumatic). There aren't always good reasons for these inconsistencies, but there are reasons. Here's a brief look at the history of English spelling told through 11 words.

1. THOUGHT

Way back in the 600s, Christian missionaries arrived in Anglo-Saxon England with their Roman alphabet and tried to make it fit the language they found there. They had to come up with ways to spell sounds like 'th' and /x/—a back of the throat consonant like the one in German "ach!" For a while they made use of runic characters (þ,?, ð) and various combinations of g, c, and h. Scribes eventually settled on 'th' and 'gh'. Some of the spellings "thought" has gone through include: þoht, ðoght, þou?te, thowgth, thouch, thotht, thoughte, and thowcht.

Later, English lost the /x/ sound, but only after the spelling conventions had been well established. Today, whenever you see one of those 'gh' spellings, say a little "ach!" in the memory of English /x/.

2. KNEAD

Two things happened in the early 1500s that really messed with English spelling. First, the new technology of the printing press meant publishers—rather than scribes—were in charge, and they started to standardize spelling. At the very same time, the Great Vowel Shift was underway. People were changing the way they pronounced vowels in vast groups of words, but the publishers weren't recognizing the changes yet. This is why we ended up with so much inconsistency: 'ea' sounds different in knead, bread, wear and great. Along with the vowel changes, English lost the /k/ sound from /kn/ words, the /w/ from /wr/ words, and the /g/ from gnat and gnaw. But by the time the change was complete, the writing habits had already been established.

3. WEDNESDAY

Woden was an Anglo-Saxon god associated with both fury and poetic inspiration. He also had a career in curing horses and carrying off the dead, and Wednesday is his day. Woden's day has gone through various spellings—wodnesdaeg, Weodnesdei, Wenysday, wonysday, Weddinsday—but even though Shakespeare tried to match pronunciation with his very reasonable "Wensday," it didn't stick. Woden got to keep his 'd' and his day.

4. JEOPARDY

The Romans helped get the Anglo-Saxon language into writing, but when the French arrived with William the Conqueror in 1066, they brought their own words with them. English vocabulary was never the same again. One of the expressions they brought was iu parti (jeu parti, "divided game") which became Iupartye, ieoperde, and yeopardie before settling into its current form. The 'eo' reflects the gist of the original French vowel (as it does in "people") and the location of the 'r' was already fixed in the spelling by the time it wandered over next to the 'p' in pronunciation. The roaming habits of the 'r' have gotten a lot of word spellings into trouble. See: different, temperate, separate.

5. FEBRUARY

Those sneaky 'r's also like to disappear completely, especially when there are two of them near each other (see: surprise, berserk, governor). February also came into English from French. The French feverier first became English feverere, or feverell. But in the 16th and 17th centuries, a craze for all things classical caused writers to start re-Latinizing their spelling—making words look more like their ancient language sources, whatever their current pronunciation. It was a way to make your documents look more intelligent and fancy. And so, in writing, they made February look more like Februarius.

6. RECEIPT

Receipt is also a victim of the Latinizing craze. When the word came into English from French it had no 'p', and no one pronounced it as if it did. Enthusiastic Latinizers later added the 'p' on analogy with the Latin receptus. This is also how debt and doubt got their 'b's, salmon and solder got their 'l's, and indict got its 'c.'

7. ISLAND

Most of the words that got Latinized did have some distant connection, through French, with the ancient Latin words that dictated their new spellings. However, sometimes a Latin-inspired letter got stuck into a word that hadn't even come through Latin. "Island" came from the Old English íglund, and was spelled illond, ylonde, or ilande until someone picked up the 's' from Latin insula and stuck it where it had never been meant to be.

8. ASTHMA

In addition to re-Latinizing, there was Greekification (not a technical term!). Asthma first showed up as asma or asmyes. But words associated with science and medicine were particularly susceptible to the urge to connect to the classics, so people started writing asthma instead of asma, diarrhea instead of diaria, phlegm instead of fleme…ok, I'll stop.

9. COLONEL

From the very beginning, when this word came into English in the 1500s, there were two spelling variants and two pronunciations. Coronel came through French and colonel through Italian. Colonel preserved the look of the related word "column," but coronel brought a nice, regal "crown" to mind (though it wasn't actually etymologically related). So it went back and forth until we settled into the 'l' spelling with the 'r' pronunciation. Yay compromise?

10. HORS D'OEUVRES

Another wave of French words came into English starting around 1700. They came from the high life, fashion, courtly manners, cuisine, and the arts. We got words like bouillon, casserole, vinaigrette, protégé, ballet, bouquet, boutique, silhouette, etiquette, and faux pas. These words have kept their French spellings, and we get as close as we can to their pronunciations. "Orderves" isn't bad for hors d'oeuvres. It's better than "horse dovers," in any case.

11. ZUCCHINI

That's how you spell it, and say it, in Italian. It's just one of the many words we've snatched up from whatever languages we've bumped up against in modern times. The borrowing has never stopped. And all languages are welcome. English says, "Come on in, and bring your crazy spelling with you!" We do our best with guerrilla, piñata, llama, angst, kitsch, fjord, Czech, gnocchi, and zucchini, even if we don't always remember exactly how to spell them.

This post was originally published in 2012.

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Man Buys Two Metric Tons of LEGO Bricks; Sorts Them Via Machine Learning
May 21, 2017
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Jacques Mattheij made a small, but awesome, mistake. He went on eBay one evening and bid on a bunch of bulk LEGO brick auctions, then went to sleep. Upon waking, he discovered that he was the high bidder on many, and was now the proud owner of two tons of LEGO bricks. (This is about 4400 pounds.) He wrote, "[L]esson 1: if you win almost all bids you are bidding too high."

Mattheij had noticed that bulk, unsorted bricks sell for something like €10/kilogram, whereas sets are roughly €40/kg and rare parts go for up to €100/kg. Much of the value of the bricks is in their sorting. If he could reduce the entropy of these bins of unsorted bricks, he could make a tidy profit. While many people do this work by hand, the problem is enormous—just the kind of challenge for a computer. Mattheij writes:

There are 38000+ shapes and there are 100+ possible shades of color (you can roughly tell how old someone is by asking them what lego colors they remember from their youth).

In the following months, Mattheij built a proof-of-concept sorting system using, of course, LEGO. He broke the problem down into a series of sub-problems (including "feeding LEGO reliably from a hopper is surprisingly hard," one of those facts of nature that will stymie even the best system design). After tinkering with the prototype at length, he expanded the system to a surprisingly complex system of conveyer belts (powered by a home treadmill), various pieces of cabinetry, and "copious quantities of crazy glue."

Here's a video showing the current system running at low speed:

The key part of the system was running the bricks past a camera paired with a computer running a neural net-based image classifier. That allows the computer (when sufficiently trained on brick images) to recognize bricks and thus categorize them by color, shape, or other parameters. Remember that as bricks pass by, they can be in any orientation, can be dirty, can even be stuck to other pieces. So having a flexible software system is key to recognizing—in a fraction of a second—what a given brick is, in order to sort it out. When a match is found, a jet of compressed air pops the piece off the conveyer belt and into a waiting bin.

After much experimentation, Mattheij rewrote the software (several times in fact) to accomplish a variety of basic tasks. At its core, the system takes images from a webcam and feeds them to a neural network to do the classification. Of course, the neural net needs to be "trained" by showing it lots of images, and telling it what those images represent. Mattheij's breakthrough was allowing the machine to effectively train itself, with guidance: Running pieces through allows the system to take its own photos, make a guess, and build on that guess. As long as Mattheij corrects the incorrect guesses, he ends up with a decent (and self-reinforcing) corpus of training data. As the machine continues running, it can rack up more training, allowing it to recognize a broad variety of pieces on the fly.

Here's another video, focusing on how the pieces move on conveyer belts (running at slow speed so puny humans can follow). You can also see the air jets in action:

In an email interview, Mattheij told Mental Floss that the system currently sorts LEGO bricks into more than 50 categories. It can also be run in a color-sorting mode to bin the parts across 12 color groups. (Thus at present you'd likely do a two-pass sort on the bricks: once for shape, then a separate pass for color.) He continues to refine the system, with a focus on making its recognition abilities faster. At some point down the line, he plans to make the software portion open source. You're on your own as far as building conveyer belts, bins, and so forth.

Check out Mattheij's writeup in two parts for more information. It starts with an overview of the story, followed up with a deep dive on the software. He's also tweeting about the project (among other things). And if you look around a bit, you'll find bulk LEGO brick auctions online—it's definitely a thing!

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8 Common Dog Behaviors, Decoded
May 25, 2017
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Dogs are a lot more complicated than we give them credit for. As a result, sometimes things get lost in translation. We’ve yet to invent a dog-to-English translator, but there are certain behaviors you can learn to read in order to better understand what your dog is trying to tell you. The more tuned-in you are to your dog’s emotions, the better you’ll be able to respond—whether that means giving her some space or welcoming a wet, slobbery kiss. 

1. What you’ll see: Your dog is standing with his legs and body relaxed and tail low. His ears are up, but not pointed forward. His mouth is slightly open, he’s panting lightly, and his tongue is loose. His eyes? Soft or maybe slightly squinty from getting his smile on.

What it means: “Hey there, friend!” Your pup is in a calm, relaxed state. He’s open to mingling, which means you can feel comfortable letting friends say hi.

2. What you’ll see: Your dog is standing with her body leaning forward. Her ears are erect and angled forward—or have at least perked up if they’re floppy—and her mouth is closed. Her tail might be sticking out horizontally or sticking straight up and wagging slightly.

What it means: “Hark! Who goes there?!” Something caught your pup’s attention and now she’s on high alert, trying to discern whether or not the person, animal, or situation is a threat. She’ll likely stay on guard until she feels safe or becomes distracted.

3. What you’ll see: Your dog is standing, leaning slightly forward. His body and legs are tense, and his hackles—those hairs along his back and neck—are raised. His tail is stiff and twitching, not swooping playfully. His mouth is open, teeth are exposed, and he may be snarling, snapping, or barking excessively.

What it means: “Don’t mess with me!” This dog is asserting his social dominance and letting others know that he might attack if they don’t defer accordingly. A dog in this stance could be either offensively aggressive or defensively aggressive. If you encounter a dog in this state, play it safe and back away slowly without making eye contact.

4. What you’ll see: As another dog approaches, your dog lies down on his back with his tail tucked in between his legs. His paws are tucked in too, his ears are flat, and he isn’t making direct eye contact with the other dog standing over him.

What it means: “I come in peace!” Your pooch is displaying signs of submission to a more dominant dog, conveying total surrender to avoid physical confrontation. Other, less obvious, signs of submission include ears that are flattened back against the head, an avoidance of eye contact, a tongue flick, and bared teeth. Yup—a dog might bare his teeth while still being submissive, but they’ll likely be clenched together, the lips opened horizontally rather than curled up to show the front canines. A submissive dog will also slink backward or inward rather than forward, which would indicate more aggressive behavior.

5. What you’ll see: Your dog is crouching with her back hunched, tail tucked, and the corner of her mouth pulled back with lips slightly curled. Her shoulders, or hackles, are raised and her ears are flattened. She’s avoiding eye contact.

What it means: “I’m scared, but will fight you if I have to.” This dog’s fight or flight instincts have been activated. It’s best to keep your distance from a dog in this emotional state because she could attack if she feels cornered.

6. What you’ll see: You’re staring at your dog, holding eye contact. Your dog looks away from you, tentatively looks back, then looks away again. After some time, he licks his chops and yawns.

What it means: “I don’t know what’s going on and it’s weirding me out.” Your dog doesn’t know what to make of the situation, but rather than nipping or barking, he’ll stick to behaviors he knows are OK, like yawning, licking his chops, or shaking as if he’s wet. You’ll want to intervene by removing whatever it is causing him discomfort—such as an overly grabby child—and giving him some space to relax.

7. What you’ll see: Your dog has her front paws bent and lowered onto the ground with her rear in the air. Her body is relaxed, loose, and wiggly, and her tail is up and wagging from side to side. She might also let out a high-pitched or impatient bark.

What it means: “What’s the hold up? Let’s play!” This classic stance, known to dog trainers and behaviorists as “the play bow,” is a sign she’s ready to let the good times roll. Get ready for a round of fetch or tug of war, or for a good long outing at the dog park.

8. What you’ll see: You’ve just gotten home from work and your dog rushes over. He can’t stop wiggling his backside, and he may even lower himself into a giant stretch, like he’s doing yoga.

What it means: “OhmygoshImsohappytoseeyou I love you so much you’re my best friend foreverandeverandever!!!!” This one’s easy: Your pup is overjoyed his BFF is back. That big stretch is something dogs don’t pull out for just anyone; they save that for the people they truly love. Show him you feel the same way with a good belly rub and a handful of his favorite treats.

The best way to say “I love you” in dog? A monthly subscription to BarkBox. Your favorite pup will get a package filled with treats, toys, and other good stuff (and in return, you’ll probably get lots of sloppy kisses). Visit BarkBox to learn more.

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