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Algebra is more than alphabet soup – it’s the language of algorithms and relationships

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Algebra
Algebra often involves manipulating numbers or other objects using operations like addition and multiplication.
Flavio Coelho/Moment via Getty Images

Courtney Gibbons, Hamilton College

You scrambled up a Rubik’s cube, and now you want to put it back in order. What sequence of moves should you make?

Surprise: You can answer this question with modern algebra.

Most folks who have been through high school mathematics courses will have taken a class called algebra – maybe even a sequence of classes called algebra I and algebra II that asked you to solve for x. The word “algebra” may evoke memories of complicated-looking polynomial equations like ax² + bx + c = 0 or plots of polynomial functions like y = ax² + bx + c.

You might remember learning about the quadratic formula to figure out the solutions to these equations and find where the plot crosses the x-axis, too.

file 20250514 62 ogszr5.png?ixlib=rb 4.1
Graph of a quadratic equation and its roots via the quadratic formula.
Jacob Rus, CC BY-SA

Equations and plots like these are part of algebra, but they’re not the whole story. What unifies algebra is the practice of studying things – like the moves you can make on a Rubik’s cube or the numbers on a clock face you use to tell time – and the way they behave when you put them together in different ways. What happens when you string together the Rubik’s cube moves or add up numbers on a clock?

In my work as a mathematician, I’ve learned that many algebra questions come down to classifying objects by their similarities.

Sets and groups

How did equations like ax² + bx + c = 0 and their solutions lead to abstract algebra?

The short version of the story is that mathematicians found formulas that looked a lot like the quadratic formula for polynomial equations where the highest power of x was three or four. But they couldn’t do it for five. It took mathematician Évariste Galois and techniques he developed – now called group theory – to make a convincing argument that no such formula could exist for polynomials with a highest power of five or more.

So what is a group, anyway?

It starts with a set, which is a collection of things. The fruit bowl in my kitchen is a set, and the collection of things in it are pieces of fruit. The numbers 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11 and 12 also form a set. Sets on their own don’t have too many properties – that is, characteristics – but if we start doing things to the numbers 1 through 12, or the fruit in the fruit bowl, it gets more interesting.

Diagram of clock with the hands set to 3:15, with an arrow indicating that you'll arrive at the same place 12 hours later
In clock addition, 3 + 12 = 3.
OpenStax, CC BY-SA

Let’s call this set of numbers 1 through 12 “clock numbers.” Then, we can define an addition function for the clock numbers using the way we tell time. That is, to say “3 + 11 = 2” is the way we would add 3 and 11. It feels weird, but if you think about it, 11 hours past 3 o’clock is 2 o’clock.

Clock addition has some nice properties. It satisfies:

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  • closure, where adding things in the set gives you something else in the set,
  • identity, where there’s an element that doesn’t change the value of other elements in the set when added – adding 12 to any number will equal that same number,
  • associativity, where you can add wherever you want in the set,
  • inverses, where you can undo whatever an element does, and
  • commutativity, where you can change the order of which clock numbers you add up without changing the outcome: a + b = b + a.

By satisfying all these properties, mathematicians can consider clock numbers with clock addition a group. In short, a group is a set with some way of combining the elements layered on top. The set of fruit in my fruit bowl probably can’t be made into a group easily – what’s a banana plus an apple? But we can make a set of clock numbers into a group by showing that clock addition is a way of taking two clock numbers and getting to a new one that satisfies the rules outlined above.

Rings and fields

Along with groups, the two other fundamental types of algebraic objects you would study in an introduction to modern algebra are rings and fields.

We could introduce a second operation for the clock numbers: clock multiplication, where 2 times 7 is 2, because 14 o’clock is the same as 2 o’clock. With clock addition and clock multiplication, the clock numbers meet the criteria for what mathematicians call a ring. This is primarily because clock multiplication and clock addition together satisfy a key component that defines a ring: the distributive property, where a(b + c) = ab + ac. Lastly, fields are rings that satisfy even more conditions.

At the turn of the 20th century, mathematicians David Hilbert and Emmy Noether – who were interested in understanding how the principles in Einstein’s relativity worked mathematically – unified algebra and showed the utility of studying groups, rings and fields.

It’s all fun and games until you do the math

Groups, rings and fields are abstract, but they have many useful applications.

For example, the symmetries of molecular structures are categorized by different point groups. A point group describes ways to move a molecule in space so that even if you move the individual atoms, the end result is indistinguishable from the molecule you started with.

Two water molecules with labeled hydrogen atoms H_1 and H_2 exchanging places
The water molecule H₂O can be flipped horizontally and the end result is indistinguishable from the original position.
Courtney Gibbons, CC BY-SA

But let’s take a different example that uses rings instead of groups. You can set up a pretty complicated set of equations to describe a Sudoku puzzle: You need 81 variables to represent each place you can put a number in the grid, polynomial expressions to encode the rules of the game, and polynomial expressions that take into account the clues already on the board.

To get the spaces on the game board and the 81 variables to correspond nicely, you can use two subscripts to associate the variable with a specific place on the board, like using x₃₅ to represent the cell in the third row and fifth column.

The first entry must be one of the numbers 1 through 9, and we represent that relationship with (x₁₁ – 1)(x₁₁ – 2)(x₁₁ – 3) ⋅⋅⋅ (x₁₁ – 9). This expression is equal to zero if and only if you followed the rules of the game. Since every space on the board follows this rule, that’s already 81 equations just to say, “Don’t plug in anything other than 1 through 9.”

The rule “1 through 9 each appear exactly once in the top row” can be captured with some sneaky pieces of algebraic thinking. The sum of the top row is going to add up to 45, which is to say x₁₁ + x₁₂ + ⋅⋅⋅ + x₁₉ – 45 will be zero, and the product of the top row is going to be the product of 1 through 9, which is to say x₁₁ x₁₂ ⋅⋅⋅ x₁₉ – 9⋅8⋅7⋅6⋅5⋅4⋅3⋅2⋅1 will be zero.

If you’re thinking that it takes more time to set up all these rules than it does to solve the puzzle, you’re not wrong.

sudoku grid with variables x_11 through x_99 (x_ij is in the i-th row, j-th column)
Turning Sudoku into algebra takes a fair bit of work.
Courtney Gibbons

What do we get by doing this complicated translation into algebra? Well, we get to use late-20th century algorithms to figure out what numbers you can plug into the board that satisfy all the rules and all the clues. These algorithms are based on describing the structure of the special ring – called an ideal – these game board clues make within the larger ring. The algorithms will tell you if there’s no solution to the puzzle. If there are multiple solutions, the algorithms will find them all.

This is a small example where setting up the algebra is harder than just doing the puzzle. But the techniques generalize widely. You can use algebra to tackle problems in artificial intelligence, robotics, cryptography, quantum computing and so much more – all with the same bag of tricks you’d use to solve the Sudoku puzzle or Rubik’s cube.The Conversation

Courtney Gibbons, Associate Professor of Mathematics, Hamilton College

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This article is republished from The Conversation under a Creative Commons license. Read the original article.

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The Knowledge

When Did Water Vending Machines Become a Thing?

When did water vending machines appear in America? Explore their history from a 1908 penny water vendor to the refill machines of the 1970s and 1980s.

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When did water vending machines appear in America? Explore their history from a 1908 penny water vendor to the refill machines of the 1970s and 1980s.
Image Credit: Adobe Firefly

You’ve probably seen them hundreds of times.

They sit outside supermarkets, convenience stores and shopping centers—or sometimes stand alone in small roadside kiosks. You bring an empty bottle, usually one, three or five gallons, put in some money, push a button and watch purified water pour into your container.

For many people in California, Arizona and other parts of the American West, water vending machines seem like they’ve simply always been there.

But when did we actually start buying water this way?

The answer takes us back more than a century, although the machines we recognize today didn’t really arrive until the 1970s.

The Water Vending Machine’s Surprising Ancestor

The story begins in Boston in 1908 with a man named Lawrence Luellen.

Luellen was working on something that sounds surprisingly modern: a machine that would allow someone to pay a penny and receive a clean drink of water in an individual disposable cup.

At the time, public drinking water was often consumed from a communal cup or metal dipper—a practice that increasingly worried public-health officials because of the potential spread of disease.

Luellen developed a paper drinking cup along with what became known as the Luellen Cup & Water Vendor. The porcelain machine contained water, ice, disposable cups and a place for discarded cups.

For one penny, a customer could get a drink of cold water in a fresh cup.

Historical records at Lafayette College’s Hugh Moore Dixie Cup Company Collection show that Luellen completed work on the vending apparatus in early 1908. His company, the American Water Supply Company of New England, was incorporated on April 4 of that year.

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There was just one problem.

The complete water machine was expensive to manufacture.

The company eventually concentrated on selling the disposable cups and cup dispensers instead. Those cups ultimately evolved into one of America’s most recognizable household products—the Dixie Cup.

So although Luellen’s machine wasn’t the five-gallon refill station we know today, the basic idea was already there:

Put money into a machine and receive drinking water.

The Modern Water Vending Machine Arrives

The next major chapter didn’t occur until roughly 65 years later.

According to histories of the water-vending industry, the first practical machines designed to sell purified water in bulk appeared during the mid-1970s.

These were fundamentally different from Luellen’s machine.

Instead of giving customers a cup of water, the new machines treated water—typically municipal tap water—and allowed customers to fill their own reusable containers.

And we have unusually strong evidence that these machines were operating by 1976.

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On July 26, 1976, the U.S. Environmental Protection Agency issued a memorandum specifically addressing the regulatory status of water vending machines.

The EPA described machines that filtered and disinfected water with ultraviolet light and then dispensed the treated water into a customer’s own container using a coin-operated mechanism.

In other words, by the summer of 1976, the basic water-refill machine many of us recognize today was already operating in the United States.

Why the 1970s?

The timing wasn’t accidental.

Americans had become increasingly concerned about pollution and drinking-water quality during the 1960s and 1970s.

Congress passed the Safe Drinking Water Act in 1974, establishing a federal framework for protecting public drinking-water supplies. National drinking-water regulations followed during the decade.

Meanwhile, technologies such as filtration, activated carbon treatment, ultraviolet disinfection and eventually reverse osmosis made it practical to build relatively compact systems capable of treating municipal water at the point where it was sold.

The result was a new business opportunity:

Instead of transporting thousands of bottles of water to a store, a vending company could connect a machine to the local water supply, purify that water on site and sell it by the gallon.

Customers supplied the bottle.

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California Helps Turn It Into a Business

California became one of the industry’s most important early markets.

One company that would eventually become a major player was founded by Robert G. Miller.

In 1983, Miller established Bottle Water Vending Inc., the predecessor of Glacier Water Services.

The company manufactured water vending machines and placed many of them outside supermarkets. Customers brought their own containers, while participating stores often sold reusable plastic jugs nearby.

The machines treated municipal water using combinations of filtration, reverse osmosis, carbon treatment and ultraviolet sterilization.

The idea caught on quickly.

In 1984, the company expanded from California into Arizona.

Nevada followed in 1986.

By 1987, the company reportedly had nearly 900 water vending machines operating.

Texas and Florida followed in 1988.

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The familiar supermarket water-refill station was becoming a significant business.

Then Came the Drive-Up Water Kiosk

Another variation appeared at almost exactly the same time.

In 1984, Lani and Don Dolifka developed what became Watermill Express in Colorado.

Their idea was an automated stand-alone purification kiosk capable of taking municipal water, processing it through multiple purification stages and selling the finished drinking water directly to customers.

Instead of walking into a supermarket, customers could pull up to the kiosk with their bottles.

Later Watermill Express systems were designed to accommodate reusable containers ranging from one to five gallons, using treatment processes including sediment filtration, activated carbon, reverse osmosis, ultraviolet disinfection and ozone treatment.

That basic concept remains familiar today.

Why Five-Gallon Bottles?

The five-gallon container was already well established through traditional bottled-water delivery services.

But refill vending changed the economics.

Instead of purchasing another filled bottle—or waiting for a delivery—a customer could keep the same container and refill it repeatedly.

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That eliminated much of the packaging and transportation involved with conventional bottled water.

It also made purified drinking water relatively inexpensive.

Bring the jug.

Buy the water.

Take the same jug home.

Bring it back when it’s empty.

More than four decades later, that’s still essentially how the system works.

So Who Invented the Modern Water Vending Machine?

That’s where the story gets complicated.

There doesn’t appear to be a single universally recognized inventor of the modern bulk purified-water vending machine.

Lawrence Luellen developed an important early coin-operated water vending concept in 1908, but his machine dispensed an individual drink and disposable cup—not gallons of purified water into a customer’s reusable bottle.

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The modern bulk-water machine emerged much later, apparently during the mid-1970s, as water-treatment technology and consumer concern about drinking-water quality converged.

By 1976, the EPA was already dealing with the regulatory implications of machines that treated municipal water and sold it through coin-operated dispensers into customers’ own containers.

Entrepreneurs and companies then refined and expanded the idea during the 1980s.

From a Penny Cup to Five Gallons at a Time

The evolution is remarkable.

1908: Put in a penny and receive a cup of cold water.

Mid-1970s: Machines begin treating municipal water and selling purified water in bulk.

1976: The EPA documents coin-operated machines dispensing treated water into customers’ containers.

1983: Bottle Water Vending, the predecessor of Glacier Water Services, begins operations in California.

1984: Glacier’s predecessor expands into Arizona, while Watermill Express develops its automated purification kiosk in Colorado.

Late 1980s and beyond: Water refill machines become increasingly familiar outside supermarkets and at stand-alone locations throughout the United States.

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Today, paying a few coins—or tapping a card—and filling a five-gallon jug might seem thoroughly ordinary.

But the machine sitting outside your neighborhood supermarket represents more than a century of evolution in how Americans buy something that once seemed almost unimaginable to sell from a vending machine:

a drink of water.

Sources and Further Reading

U.S. EPA — Status of Water Vending Machines Under Public Law 93-523

Lafayette College — Hugh Moore Dixie Cup Company Collection

U.S. EPA — Safe Water Research Milestones

Glacier Water Services Company History

World Vision — History of Watermill Express

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High Speed Rail

Brightline West Construction Advances, But Opening Timeline Shifts Beyond the 2028 Olympics

Construction continues to expand along Interstate 15 as Brightline West moves closer to connecting Southern California and Las Vegas with 200 mph electric trains, though the opening timeline has shifted to late 2029.

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Construction continues to expand along Interstate 15 as Brightline West moves closer to connecting Southern California and Las Vegas with 200 mph electric trains, though the opening timeline has shifted to late 2029.
Image Credit: Brightline West

The vision of traveling between Southern California and Las Vegas in about two hours by high-speed rail is steadily becoming more tangible as Brightline West expands construction activity along the Interstate 15 corridor.

Since construction officially began in 2025, work has continued to ramp up in both California and Nevada. Motorists traveling I-15 may have noticed increased construction activity, survey crews, utility work, and periodic lane closures as the project moves from planning into full-scale development.

Construction Is Becoming More Visible

Brightline West’s 218-mile all-electric high-speed rail line will connect Rancho Cucamonga, California, with Las Vegas, Nevada, using the median of Interstate 15 for much of the route.

Current work includes:

  • Utility relocation
  • Geotechnical investigations
  • Site preparation
  • Early civil construction
  • Continued work around future station locations

As construction progresses, travelers should expect additional traffic impacts along portions of I-15 while crews prepare for bridges, guideways, track installation, and station construction.

A New Timeline

One of the biggest developments since construction began is a revised completion schedule.

While Brightline West was once expected to open before the 2028 Los Angeles Olympic Games, current projections now place passenger service in late 2029.

Large infrastructure projects frequently experience schedule adjustments due to inflation, labor availability, permitting, and supply chain challenges. Although the delay means Olympic visitors are unlikely to ride the line, construction continues to move forward.

Four Passenger Stations Planned

The line will include stations at:

  • Las Vegas
  • Apple Valley
  • Hesperia
  • Rancho Cucamonga

Passengers traveling from Los Angeles will transfer to Brightline West using Metrolink at Rancho Cucamonga, creating an important connection between Southern California’s commuter rail network and the new high-speed line.

Fast, Electric Travel

When complete, Brightline West trains are expected to operate at speeds approaching 200 mph, reducing travel time between Rancho Cucamonga and Las Vegas to approximately 2 hours and 10 minutes.

The fully electric trains are being manufactured by Siemens and are designed to offer a comfortable alternative to one of America’s busiest highway corridors.

Looking Ahead

The next major milestones will likely include visible bridge construction, elevated guideways, station buildings, track installation, electrical systems, and eventually testing of the first trainsets.

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While passengers will have to wait a bit longer than originally hoped, Brightline West remains one of the most ambitious passenger rail projects currently under construction in the United States.

For Southern California, it represents more than a faster trip to Las Vegas—it could signal the beginning of a new era for high-speed passenger rail in the American West.

Have you driven the I-15 corridor recently? Have you seen any Brightline West construction? Share your observations in the comments below, and subscribe to the STM Daily News newsletter for more transportation and infrastructure updates.

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The Knowledge

Exploring the Best Neighborhoods in Downtown Los Angeles

From the Arts District and Little Tokyo to the Historic Core and Bunker Hill, discover the best neighborhoods in Downtown Los Angeles and what makes each one worth exploring.

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Last Updated on August 5, 2026 by Daily News Staff

Best Neighborhoods in Downtown Los Angeles

The Best Neighborhoods in Downtown Los Angeles 

Downtown Los Angeles has undergone one of the most remarkable transformations of any urban center in the United States. Once known primarily as the city’s business district, DTLA has evolved into a vibrant collection of neighborhoods, each offering its own unique character, history, dining, entertainment, and cultural experiences.

Whether you’re a first-time visitor, a longtime Angeleno, or planning your next weekend adventure, these are some of Downtown LA’s must-visit neighborhoods.

Arts District: Where Creativity Comes to Life

The Arts District has become one of the city’s most exciting destinations. Former warehouses have been transformed into lofts, art galleries, coffee shops, breweries, and award-winning restaurants.

Visitors can spend hours exploring colorful murals, browsing independent boutiques, and discovering public art around nearly every corner. It’s a neighborhood that celebrates creativity while preserving its industrial roots.

Perfect for: Art lovers, photographers, foodies, and nightlife.

Historic Core: A Walk Through Old Los Angeles

The Historic Core showcases Downtown LA’s architectural heritage. Along Broadway and surrounding streets, beautifully restored theaters, historic hotels, and early 20th-century buildings tell the story of a booming city during Hollywood’s Golden Age.

Highlights include the iconic Bradbury Building, Grand Central Market, and numerous rooftop restaurants overlooking the skyline.

Perfect for: History buffs and architecture enthusiasts.

South Park: Entertainment Central

South Park is home to some of Los Angeles’ biggest attractions, including LA Live and Crypto.com Arena. The neighborhood has added thousands of apartments, new restaurants, hotels, and entertainment venues over the past two decades.

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Whether you’re attending a Lakers game, a concert, or simply enjoying dinner before an event, South Park offers something for everyone.

Perfect for: Sports fans, concerts, and nightlife.

The Best Neighborhoods in Downtown Los Angeles

Little Tokyo: A Cultural Treasure

One of only a handful of historic Japantowns remaining in the United States, Little Tokyo offers authentic Japanese cuisine, specialty shops, cultural events, museums, and peaceful gardens.

From fresh sushi and ramen to Japanese bakeries and tea houses, visitors can experience generations of cultural heritage in just a few city blocks.

Perfect for: Families, food lovers, and cultural exploration.

Bunker Hill: Downtown’s Cultural Heart

Bunker Hill combines modern architecture with world-class arts and culture. Home to Walt Disney Concert Hall, The Broad, the Museum of Contemporary Art, and Grand Park, this neighborhood is ideal for visitors looking to experience Downtown’s artistic side.

Its dramatic skyline and public spaces also make it one of the most photographed areas in Los Angeles.

Perfect for: Museum lovers and architecture fans.

Financial District: The Skyline of Los Angeles

Glass skyscrapers, luxury hotels, and bustling sidewalks define the Financial District. While it remains the city’s business center during the workweek, the neighborhood also offers excellent dining, rooftop lounges, and convenient access to other parts of Downtown.

Chinatown: Tradition Meets Modern LA

Los Angeles’ Chinatown blends rich history with a growing collection of contemporary restaurants, galleries, and community events. Visitors can enjoy traditional cuisine alongside modern culinary experiences while exploring one of the city’s oldest cultural neighborhoods.

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Fashion District: A Shopper’s Paradise

Covering more than 100 city blocks, the Fashion District is one of the largest garment centers in the country. Whether you’re searching for fabrics, clothing, accessories, or bargains at Santee Alley, this neighborhood attracts shoppers from across Southern California.

A Downtown That Continues to Evolve

Downtown Los Angeles isn’t just one destination—it’s a collection of neighborhoods that reflect the city’s diversity, creativity, and resilience. From historic landmarks and world-class museums to vibrant street art and internationally inspired cuisine, DTLA offers something new around nearly every corner.

Whether you’re planning a day trip or an extended visit, exploring these neighborhoods is one of the best ways to experience the energy and history of Los Angeles.

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