CLOSE
Original image

Toxic Towns: 6 Cases of Polluted Places

Original image

Every once in a while, an environmental disaster makes big news, but the effects remain years after the headlines have faded. Here are six stories of what human activity did to mess up Mother Nature.

1. Mossville, Louisiana

Mossville, Louisiana is a predominantly African-American community on the shores of Lake Charles. It is in Calcasieu Parish, home to 53 industrial facilities, mostly petrochemical plants. These facilities release nine million pounds of toxic chemicals into the environment each year (the manufacturers say 2.5 million pounds) Residents have three times the national average amount of dioxin in their bodies, which the federal Agency for Toxic Substances and Disease Registry does not consider a health risk. Residents say the tests are misleading, as people from all over Calcasieu Parish were tested and Mossville residents should be tested separately. The EPA has Mossville under consideration for Superfund designation.

2. Butte, Montana

Copper mining in Montana went on for a hundred years before the Anaconda Mining Company began taking ore by the method of mountaintop removal in the 1950s. They shut down operations in 1983, leaving behind a huge hole that became known as the Berkeley Pit, where heavy metals and toxic chemicals collected from the mines. The Superfund site is estimated to contain 40 million gallons of polluted runoff. No fish or plants or even insects live there, but in 1995, a microscopic extremophile called Euglena mutabilis was found to flourish in the toxic sludge. Research on the protozoan may lead us to new ways of cleaning up polluted sites. Image by Flickr user SkyTruth.

3. Picher, Oklahoma

The ground under Picher is honeycombed with lead and zinc mine shafts and tunnels. The area provided metal for bullets and other uses in the first half of the 20th century. The industry left huge piles of chat, or leftover rock containing dangerous heavy metals such as lead, zinc, and cadmium all over the community. These metals and other chemicals permeate the air as dust that settles on everything, including the lungs of the residents. Picher is the location of the Tar Creek Superfund Site. Disagreements between the Environmental Protection Agency (EPA) and the Bureau of Indian Affairs (BIA) who originally sold tribal land to mining companies, has stalled cleanup efforts. The mining companies are not contributing to the cleanup, as many of them have gone out of business or declared bankruptcy. Meanwhile, while the population is dwindling, some residents continue to live and raise families in Picher. Image by Flickr user peggydavis66.

4. Love Canal, New York

In the late 19th century, Love Canal was proposed as a planned community, a "utopian metropolis". But the developer only got as far as digging a large pit before giving up due to lack of people who actually wanted to live there. In 1920, Niagara Falls bought the pit and used it for a chemical dump. The US army disposed of waste from chemical warfare experiments in Love Canal's pit. Hooker Chemical acquired the property in 1947 and continued chemical disposal. By the 1950s, it was filled with 21,000 tons of toxic waste. Hooker Chemical covered it with clay and soil and declared it sealed. They sold it back to the city of Niagara Falls, which built a neighborhood on top. Residents noticed strange smells and odd illnesses, as well as a shockingly high rate of miscarriages and birth defects. It wasn't until 1978 that the extent of the area's toxicity was revealed when an investigation by the local newspaper led to federal attention. Tests showed inhabitants of Love Canal had chromosomal damage caused by environmental pollution. Over a thousand families were relocated, and the Superfund program was born out of the incident.

5. Times Beach, Missouri

Before 1985, a little over 2,000 people lived in Times Beach, a community just 17 miles from St. Louis. To keep dust down on the dirt roads, the town hired Russell Bliss to spray oil on them. From 1972 to 1976, Bliss treated the roads, using waste oil that he had obtained from Northeastern Pharmaceutical and Chemical Company, a company that manufactured Agent Orange. An investigation into Bliss' practices elsewhere led to testing of the soil in Times Beach in 1982. The roads had been paved over by then, but the EPA found dioxin levels in the soil that were 300 times the level considered safe at the time. Other toxins were also found. In 1985, the town was evacuated and disincorporated. Tons of soil were incinerated over the next few years, and the site is now the home of Route 66 State Park.

6. Silverton, Colorado

Silverton lies in San Juan County, an area once dotted with gold and silver mines. Water flows from the remains of the mines, carrying heavy metals out and into streams. Local volunteers have made great strides in cleaning up the polluted streams with artificial wetlands and barricades in some mines, but ran into a roadblock in The Clean Water Act. Provisions in the law would make the volunteers, by their acts, responsible for bringing the streams completely up to federal standards. The alternative is to do nothing and let water running from the mines return to their previous pollution levels. The passage of a Good Samaritan bill that would protect those who did not cause the initial pollution from liability while cleaning it up would put the volunteers back in business. Image by Wikimedia contributor Tewy.

This list barely scratches the surface of the many toxic towns in the US. Then there are those sites in which the damage and/or danger has yet to be discovered. You can check to see where the federal Superfund sites are near you.

Original image
iStock // Ekaterina Minaeva
technology
arrow
Man Buys Two Metric Tons of LEGO Bricks; Sorts Them Via Machine Learning
May 21, 2017
Original image
iStock // Ekaterina Minaeva

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!

Original image
iStock
Sponsor Content: BarkBox
arrow
8 Common Dog Behaviors, Decoded
May 25, 2017
Original image
iStock

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.

SECTIONS
BIG QUESTIONS
BIG QUESTIONS
WEATHER WATCH
BE THE CHANGE
JOB SECRETS
QUIZZES
WORLD WAR 1
SMART SHOPPING
STONES, BONES, & WRECKS
#TBT
THE PRESIDENTS
WORDS
RETROBITUARIES