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ag_news

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Sub-tasks: topic-classification

Languages: English

Multilinguality: monolingual

Size Categories: 100K<n<1M

Language Creators: found

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Source Datasets: original

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text stringlengths 100 1.01k	label class label 4 classes
Wall St. Bears Claw Back Into the Black (Reuters) Reuters - Short-sellers, Wall Street's dwindling\band of ultra-cynics, are seeing green again.	2Business
Carlyle Looks Toward Commercial Aerospace (Reuters) Reuters - Private investment firm Carlyle Group,\which has a reputation for making well-timed and occasionally\controversial plays in the defense industry, has quietly placed\its bets on another part of the market.	2Business
Oil and Economy Cloud Stocks' Outlook (Reuters) Reuters - Soaring crude prices plus worries\about the economy and the outlook for earnings are expected to\hang over the stock market next week during the depth of the\summer doldrums.	2Business
Iraq Halts Oil Exports from Main Southern Pipeline (Reuters) Reuters - Authorities have halted oil export\flows from the main pipeline in southern Iraq after\intelligence showed a rebel militia could strike\infrastructure, an oil official said on Saturday.	2Business
Oil prices soar to all-time record, posing new menace to US economy (AFP) AFP - Tearaway world oil prices, toppling records and straining wallets, present a new economic menace barely three months before the US presidential elections.	2Business
Stocks End Up, But Near Year Lows (Reuters) Reuters - Stocks ended slightly higher on Friday\but stayed near lows for the year as oil prices surged past #36;46\a barrel, offsetting a positive outlook from computer maker\Dell Inc. (DELL.O)	2Business
Money Funds Fell in Latest Week (AP) AP - Assets of the nation's retail money market mutual funds fell by #36;1.17 billion in the latest week to #36;849.98 trillion, the Investment Company Institute said Thursday.	2Business
Fed minutes show dissent over inflation (USATODAY.com) USATODAY.com - Retail sales bounced back a bit in July, and new claims for jobless benefits fell last week, the government said Thursday, indicating the economy is improving from a midsummer slump.	2Business
Safety Net (Forbes.com) Forbes.com - After earning a PH.D. in Sociology, Danny Bazil Riley started to work as the general manager at a commercial real estate firm at an annual base salary of #36;70,000. Soon after, a financial planner stopped by his desk to drop off brochures about insurance benefits available through his employer. But, at 32, "buying insurance was the furthest thing from my mind," says Riley.	2Business
Wall St. Bears Claw Back Into the Black NEW YORK (Reuters) - Short-sellers, Wall Street's dwindling band of ultra-cynics, are seeing green again.	2Business
Oil and Economy Cloud Stocks' Outlook NEW YORK (Reuters) - Soaring crude prices plus worries about the economy and the outlook for earnings are expected to hang over the stock market next week during the depth of the summer doldrums.	2Business
No Need for OPEC to Pump More-Iran Gov TEHRAN (Reuters) - OPEC can do nothing to douse scorching oil prices when markets are already oversupplied by 2.8 million barrels per day (bpd) of crude, Iran's OPEC governor said Saturday, warning that prices could fall sharply.	2Business
Non-OPEC Nations Should Up Output-Purnomo JAKARTA (Reuters) - Non-OPEC oil exporters should consider increasing output to cool record crude prices, OPEC President Purnomo Yusgiantoro said on Sunday.	2Business
Google IPO Auction Off to Rocky Start WASHINGTON/NEW YORK (Reuters) - The auction for Google Inc.'s highly anticipated initial public offering got off to a rocky start on Friday after the Web search company sidestepped a bullet from U.S. securities regulators.	2Business
Dollar Falls Broadly on Record Trade Gap NEW YORK (Reuters) - The dollar tumbled broadly on Friday after data showing a record U.S. trade deficit in June cast fresh doubts on the economy's recovery and its ability to draw foreign capital to fund the growing gap.	2Business
Rescuing an Old Saver If you think you may need to help your elderly relatives with their finances, don't be shy about having the money talk -- soon.	2Business
Kids Rule for Back-to-School The purchasing power of kids is a big part of why the back-to-school season has become such a huge marketing phenomenon.	2Business
In a Down Market, Head Toward Value Funds There is little cause for celebration in the stock market these days, but investors in value-focused mutual funds have reason to feel a bit smug -- if only because they've lost less than the folks who stuck with growth.	2Business
US trade deficit swells in June The US trade deficit has exploded 19 to a record \$55.8bn as oil costs drove imports higher, according to a latest figures.	2Business
Shell 'could be target for Total' Oil giant Shell could be bracing itself for a takeover attempt, possibly from French rival Total, a press report claims.	2Business
Google IPO faces Playboy slip-up The bidding gets underway for Google's public offering, despite last-minute worries over an interview with its bosses in Playboy magazine.	2Business
Eurozone economy keeps growing Official figures show the 12-nation eurozone economy continues to grow, but there are warnings it may slow down later in the year.	2Business
Expansion slows in Japan Economic growth in Japan slows down as the country experiences a drop in domestic and corporate spending.	2Business
Rand falls on shock SA rate cut Interest rates are trimmed to 7.5 by the South African central bank, but the lack of warning hits the rand and surprises markets.	2Business
Car prices down across the board The cost of buying both new and second hand cars fell sharply over the past five years, a new survey has found.	2Business
South Korea lowers interest rates South Korea's central bank cuts interest rates by a quarter percentage point to 3.5 in a bid to drive growth in the economy.	2Business
Google auction begins on Friday An auction of shares in Google, the web search engine which could be floated for as much as \$36bn, takes place on Friday.	2Business
HP shares tumble on profit news Hewlett-Packard shares fall after disappointing third-quarter profits, while the firm warns the final quarter will also fall short of expectations.	2Business
Mauritian textile firm cuts jobs One of the oldest textile operators on the Indian Ocean island of Mauritius last week shut seven factories and cut 900 jobs.	2Business
Chad seeks refugee aid from IMF Chad asks the IMF for a loan to pay for looking after more than 100,000 refugees from conflict-torn Darfur in western Sudan.	2Business
Japan nuclear firm shuts plants The company running the Japanese nuclear plant hit by a fatal accident is to close its reactors for safety checks.	2Business
Veteran inventor in market float Trevor Baylis, the veteran inventor famous for creating the Freeplay clockwork radio, is planning to float his company on the stock market.	2Business
Saudi Arabia to open up oil taps Saudi Arabia says it is ready to push an extra 1.3 million barrels a day of oil into the market, to help reverse surging prices.	2Business
Saudi phone sector gets \$1bn lift A group led by the UAE's Etisalat plans to spend \$1bn (544m) on expansion after winning two mobile phone licences in Saudi Arabia.	2Business
Indians fill rail skills shortage Network Rail flies in specialist Indian engineers to work on the West Coast Mainline because of a UK skills shortage.	2Business
Steady as they go BEDFORD -- Scientists at NitroMed Inc. hope their experimental drugs will cure heart disease someday. But lately their focus has been on more mundane matters.	2Business
Google IPO: Type in 'confusing,' 'secrecy' I've submitted my bid to buy shares of Google Inc. in the computer search company's giant auction-style initial public offering. That could turn out to be the good news or the bad news.	2Business
A bargain hunter's paradise Massachusetts bargain hunters showed up in droves and shopped hard on yesterday's sales tax holiday, buying everything from treadmills and snow blowers to candles and chandeliers, and crediting the 5-percent tax break with bringing them into the stores.	2Business
Researchers seek to untangle the e-mail thread E-mail is a victim of its own success. That's the conclusion of IBM Corp. researchers in Cambridge, who have spent nearly a decade conducting field tests at IBM and other companies about how employees work and use electronic mail. It's clear to them that e-mail has become the Internet's killer application.	2Business
Microsoft Corp. 2.0: a kinder corporate culture Even a genius can mess up. Bill Gates was a brilliant technologist when he cofounded Microsoft , but as he guided it to greatness in both size and historical consequence, he blundered. He terrorized underlings with his temper and parceled out praise like Scrooge gave to charity. Only the lash inspired the necessary aggressiveness to beat the competition, he thought.	2Business
Letters Target the abusers of legal weapons We can all share the outrage, expressed by columnist Steve Bailey (''Summer Sizzler, quot; Aug. 11), at the killings in the city's poor neighborhoods. But there's no need to share his ignorance. He argues for renewal of the so-called assault weapon ban, claiming that otherwise, ''UZIs and AK-47s could again be flooding the streets. quot; His ...	2Business
Somewhere between gleam and gloom President Bush has been saying that the US economy has ''turned the corner. quot; Democratic presidential candidate Senator John F. Kerry, in the wake of this month's poor jobs report, quipped that it was more like a U-turn.	2Business
Technology company sues five ex-employees A Marlborough-based technology company is suing five former employees, including three senior managers, for allegedly conspiring against their employer while working on opening a competing business.	2Business
Grant to aid Lynn Central Square Central Square in Lynn should be looking a bit brighter. New sidewalks, curbs, fences, lights, landscaping, and road improvements are planned for the Gateway Artisan Block, a key area of the square, with \$830,000 in state grant money given to Lynn last week.	2Business
State grant to aid Lynn; Bank gives Salem \$10k Central Square in Lynn should be looking a bit brighter. New sidewalks, curbs, fences, lights, landscaping, and road improvements are planned for the Gateway Artisan Block, a key area of the square, with \$830,000 in state grant money given to Lynn last week.	2Business
A New Legal Chapter for a 90's Flameout A lawsuit against Gary Winnick, the former chief of Global Crossing, refocuses attention on what Mr. Winnick knew about his company's finances as it imploded.	2Business
Will Russia, the Oil Superpower, Flex Its Muscles? Russia is again emerging as a superpower - but the reason has less to do with nuclear weapons than with oil.	2Business
Switching Titles, if Not Gears, at Dell Kevin B. Rollins, the new chief executive of Dell, talks about Dell's transitory slip in customer service, and why he sees a broader technology recovery taking place.	2Business
For Sale: The Ultimate Status Symbol With the country in need of cash and rich people dying to show off their wealth, Mr. Stein proposes a unique solution: having the government sell titles of nobility.	2Business
Quality Gets Swept Away Quality Distribution is hammered after reporting a large loss for the second quarter.	2Business
Making Your Insurer Pay If Hurricane Charley blows your house down, how can you make your insurance company pay?	2Business
Delightful Dell The company's results show that it's not grim all over tech world. Just all of it that isn't Dell.	2Business
Chrysler's Bling King After a tough year, Detroit's troubled carmaker is back -- thanks to a maverick designer and a car that is dazzling the hip-hop crowd	2Business
What's Cool In the Pool ... ... And Hot On the Deck Americans are spending more on tricking out the places where they swim. Here's a look at the new wave of accessories	2Business
The Age of Doom In 1993 six geeks had a digital nightmare that changed the culture. It's about to get far creepier	2Business
Hip Hop's Online Shop Celebrity fashion is booming. These webpreneurs are bringing it to main street	2Business
Stoking the Steamroller No other recording artist can channel American middle-class tastes quite like Chip Davis and his best-selling band	2Business
Coming to The Rescue Got a unique problem? Not to worry: you can find a financial planner for every specialized need	2Business
The New Customers Are In Town Today's customers are increasingly demanding, in Asia as elsewhere in the world. Henry Astorga describes the complex reality faced by today's marketers, which includes much higher expectations than we have been used to. Today's customers want performance, and they want it now!	2Business
Barrel of Monkeys, 2004 Edition: Notes on Philippine Elections Well, it's election time in the Republic of the Philippines, and that means the monkeys are rolling around in those political barrels, having as much fun as they can while laughing their heads off at the strange goings-on that characterize a democratic process loosely based on the American model but that de facto looks more like a Fellini movie crossed with a Tom and Jerry cartoon - column includes a useful election-year glossary!	2Business
Oldsmobile: The final parking lot Why General Motors dropped the Oldsmobile. The four brand paradoxes GM had to face - the name, the product, image re-positioning, and the consumer - all added up to a brand that had little hope of rebranding.	2Business
Not All Jobs Belong To The White Man: Asian Minorities, Affirmative Action, And The Quest For Parity At Work Although a smattering of Chinese, Filipinos, Japanese, Indians, Thais, and others may crow about seeing their kind sitting in prominent positions in corporations and organizations in the USA, these accomplishments become mere cultural high-fives and ritualistic chest-thumping goaded and impishly patronized by 'mainstream society' - the milder and gentler term for the white-dominated populace.	2Business
Downhome Pinoy Blues, Intersecting Life Paths, and Heartbreak Songs The Blues is alive and well in the Philippines, as evidenced by this appreciation of the Pinoy Blues band 'Lampano Alley', penned by columnist Clarence Henderson as a counterpoint to his usual economics, business, and culture fare.	2Business
The Real Time Modern Manila Blues: Bill Monroe Meets Muddy Waters in the Orient Globalization does strange things to people. A day in the life of a Manila Philippines based business consultant - proving that you really CAN talk about Muddy Walters, bluegrass and work all on the same page...	2Business
Best Asian Tourism Destinations The new APMF survey of the best Asian tourism destinations has just kicked off, but it's crowded at the top, with Chiang Mai in Thailand just leading from perennial favourites Hong Kong, Bangkok and Phuket in Thailand, and Bali in Indonesia. Be one of the first to vote and let us know your reasons.	2Business
What are the best cities for business in Asia? One of our new categories in the APMF Sense of Place survey is for best Asian business city. After a couple of days, Singapore leads the pack, followed by Bangkok, Thailand and Hong Kong. Enter your vote and comments and make your views count. More new categories include best city for livability, and best tourism destinations.	2Business
IT alligator tales I grew up in New York, where giant alligators -- sometimes more ornately described as albino alligators -- were rumored to roam the citys sewer systems. According to legend, vacationers picked up the tiny crocodilians in Florida, brought them home to New York, and eventually flushed the little buggers when they grew too big for the local concrete jungle.	2Business
IT Myth 5: Most IT projects fail Do most IT projects fail? Some point to the number of giant consultancies such as IBM Global Services, Capgemini, and Sapient, who feed off bad experiences encountered by enterprises. Sapient is a company founded on the realization that IT projects are not successful, says Sapient CTO Ben Gaucherin.	2Business
BEA grabs CA exec to head product group BEA Systems Inc. has hired the Computer Associates International Inc. executive responsible for CA's Unicenter line of enterprise management software to head BEA's product development group.	2Business
Autodesk tackles project collaboration Autodesk this week unwrapped an updated version of its hosted project collaboration service targeted at the construction and manufacturing industries. Autodesk Buzzsaw lets multiple, dispersed project participants -- including building owners, developers, architects, construction teams, and facility managers -- share and manage data throughout the life of a project, according to Autodesk officials.	2Business
U.K.'s NHS taps Gartner to help plan \$9B IT overhaul LONDON -- The U.K.'s National Health Service (NHS) has tapped IT researcher Gartner Inc. to provide market intelligence services as the health organization forges ahead with a mammoth, 5 billion (\$9.2 billion) project to upgrade its information technology infrastructure.	2Business
Play Boys: Google IPO a Go Anyway Even though Google's two founders gave an interview to Playboy magazine in the midst of its IPO filing, the SEC allowed the company's offering to go ahead. The boys filed the interview with the SEC and corrected mistakes in it.	2Business
More Big Boobs in Playboy An interview with Google's co-founders due out in the current issue of Playboy may delay the company's IPO. Securities regulations restrict what executives can say while preparing to sell stock for the first time.	2Business
Dutch Firm Beats Apple to Punch A music retailer from the Netherlands beats Apple by launching a download service in Europe's latest market battleground. Also: Movie industry wrests agreement from defunct company.... Microsoft challenges Photoshop hellip;. and more.	2Business
HP to Buy Synstar Hewlett-Packard will pay \$297 million for the British company. Also: TiVo goes all out to attract customers hellip;. Sprint offers service guarantees for business wireless subscribers hellip;. and more.	2Business
A Personal Operator From Verizon Verizon plans to offer a service that would act as a virtual switchboard operator, letting customers stay in touch at all times. The program would send phone calls, voicemails and e-mails wherever customers designate. By Elisa Batista.	2Business
Paid Search Growth May Slow A new Internet advertising forecast shows a slowdown in paid search listings in the next five years. Will the projection affect Google's prospects when it goes public?	2Business
Fark Sells Out. France Surrenders Blogs are the hottest thing on the Net, but are they messing with traditional publishing principles? One of the most popular, Fark.com, is allegedly selling links. Is it the wave of the future? By Daniel Terdiman.	2Business
'Madden,' 'ESPN' Football Score in Different Ways (Reuters) Reuters - Was absenteeism a little high\on Tuesday among the guys at the office? EA Sports would like\to think it was because "Madden NFL 2005" came out that day,\and some fans of the football simulation are rabid enough to\take a sick day to play it.	3Sci/Tech
Group to Propose New High-Speed Wireless Format (Reuters) Reuters - A group of technology companies\including Texas Instruments Inc. (TXN.N), STMicroelectronics\(STM.PA) and Broadcom Corp. (BRCM.O), on Thursday said they\will propose a new wireless networking standard up to 10 times\the speed of the current generation.	3Sci/Tech
AOL to Sell Cheap PCs to Minorities and Seniors (Reuters) Reuters - America Online on Thursday said it\plans to sell a low-priced PC targeting low-income and minority\households who agree to sign up for a year of dialup Internet\service.	3Sci/Tech
Companies Approve New High-Capacity Disc Format (Reuters) Reuters - A group of consumer electronics\makers said on Wednesday they approved the format for a new\generation of discs that can store five times the data of DVDs\at the same cost -- enough to put a full season of "The\Sopranos" on one disc.	3Sci/Tech
Missing June Deals Slow to Return for Software Cos. (Reuters) Reuters - The mystery of what went wrong for the\software industry in late June when sales stalled at more than\20 brand-name companies is not even close to being solved\although the third quarter is nearly halfway over.	3Sci/Tech
Hacker Cracks Apple's Streaming Technology (AP) AP - The Norwegian hacker famed for developing DVD encryption-cracking software has apparently struck again #151; this time breaking the locks on Apple Computer Inc.'s wireless music streaming technology.	3Sci/Tech
European Download Services Go Mobile (Reuters) Reuters - The ability to download complete\tracks directly over cell-phone networks to mobile phones is\becoming a reality in Europe.	3Sci/Tech
Open Source Apps Developer SugarCRM Releases Sugar.Sales 1.1 (TechWeb) TechWeb - News - August 13, 2004	3Sci/Tech
Oracle Sales Data Seen Being Released (Reuters) Reuters - Oracle Corp. sales documents\detailing highly confidential information, such as which\companies receive discounts on Oracle's business software\products and the size of the discounts, are likely to be made\public, a federal judge said on Friday.	3Sci/Tech
Sun's Looking Glass Provides 3D View (PC World) PC World - Developers get early code for new operating system 'skin' still being crafted.	3Sci/Tech
Apple to open second Japanese retail store this month (MacCentral) MacCentral - Apple Computer Inc. will open its second Japanese retail store later this month in the western Japanese city of Osaka, it said Thursday.	3Sci/Tech
Charley's Force Took Experts by Surprise (AP) AP - Hurricane Charley's 145-mph force took forecasters by surprise and showed just how shaky a science it still is to predict a storm's intensity #151; even with all the latest satellite and radar technology.	3Sci/Tech
Science, Politics Collide in Election Year (AP) AP - With more than 4,000 scientists, including 48 Nobel Prize winners, having signed a statement opposing the Bush administration's use of scientific advice, this election year is seeing a new development in the uneasy relationship between science and politics.	3Sci/Tech
Building Dedicated to Columbia Astronauts (AP) AP - A former dormitory converted to classrooms at the Pensacola Naval Air Station was dedicated Friday to two Columbia astronauts who were among the seven who died in the shuttle disaster Feb. 1, 2003.	3Sci/Tech
Russian Cargo Craft Docks at Space Station (AP) AP - A Russian cargo ship docked with the international space station Saturday, bringing food, water, fuel and other items to the two-man Russian-American crew, a space official said.	3Sci/Tech
Bangkok's Canals Losing to Urban Sprawl (AP) AP - Along the banks of the canal, women in rowboats grill fish and sell fresh bananas. Families eat on floating pavilions, rocked gently by waves from passing boats.	3Sci/Tech
T. Rex Had Teen Growth Spurt, Scientists Say (Reuters) Reuters - Tyrannosaurus Rex grew incredibly fast\during a teenaged growth spurt that saw the dinosaur expand its\bulk by six times, but the fearsome beasts "lived fast and died\young," researchers said on Wednesday.	3Sci/Tech
Gene Blocker Turns Monkeys Into Workaholics - Study (Reuters) Reuters - Procrastinating monkeys were turned\into workaholics using a gene treatment to block a key brain\compound, U.S. researchers reported on Wednesday.	3Sci/Tech
Dolphins Too Have Born Socialites (Reuters) Reuters - Some people are born to be the life and\soul of the party -- and so it seems are some dolphins.	3Sci/Tech
What's in a Name? Well, Matt Is Sexier Than Paul (Reuters) Reuters - As Shakespeare said, a rose by any other\name would smell as sweet. Right?	3Sci/Tech
UK Scientists Allowed to Clone Human Embryos (Reuters) Reuters - British scientists said on Wednesday\they had received permission to clone human embryos for medical\research, in what they believe to be the first such license to\be granted in Europe.	3Sci/Tech
Russian Alien Spaceship Claims Raise Eyebrows, Skepticism (SPACE.com) SPACE.com - An expedition of Russian researchers claims to have found evidence that an \ alien spaceship had something to do with a huge explosion over Siberia in 1908. \ Experts in asteroids and comets have long said the massive blast was caused \ by a space rock.	3Sci/Tech

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Dataset Card for "ag_news"

Dataset Summary

AG is a collection of more than 1 million news articles. News articles have been gathered from more than 2000 news sources by ComeToMyHead in more than 1 year of activity. ComeToMyHead is an academic news search engine which has been running since July, 2004. The dataset is provided by the academic comunity for research purposes in data mining (clustering, classification, etc), information retrieval (ranking, search, etc), xml, data compression, data streaming, and any other non-commercial activity. For more information, please refer to the link http://www.di.unipi.it/~gulli/AG_corpus_of_news_articles.html .

The AG's news topic classification dataset is constructed by Xiang Zhang (xiang.zhang@nyu.edu) from the dataset above. It is used as a text classification benchmark in the following paper: Xiang Zhang, Junbo Zhao, Yann LeCun. Character-level Convolutional Networks for Text Classification. Advances in Neural Information Processing Systems 28 (NIPS 2015).

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Dataset Structure

Data Instances

default

Size of downloaded dataset files: 31.33 MB
Size of the generated dataset: 31.70 MB
Total amount of disk used: 63.02 MB

An example of 'train' looks as follows.

{
    "label": 3,
    "text": "New iPad released Just like every other September, this one is no different. Apple is planning to release a bigger, heavier, fatter iPad that..."
}

Data Fields

The data fields are the same among all splits.

default

text: a string feature.
label: a classification label, with possible values including World (0), Sports (1), Business (2), Sci/Tech (3).

Data Splits

name	train	test
default	120000	7600

Dataset Creation

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Source Data

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Who are the source language producers?

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Annotations

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Citation Information

@inproceedings{Zhang2015CharacterlevelCN,
  title={Character-level Convolutional Networks for Text Classification},
  author={Xiang Zhang and Junbo Jake Zhao and Yann LeCun},
  booktitle={NIPS},
  year={2015}
}