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The digital currency will be taxed like stocks. The IRS ruling provides some clarity to Bitcoin users and business owners who accept the virtual currency. But it means lots of record keeping.
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The Wisconsin Assembly today passed Gov. Scott Walker's budget repair bill. The legislation effectively strips most public workers of their union bargaining rights. The State Senate must also pass the bill before it can be signed into law. Senate Democrats have left Wisconsin to prevent a vote. The fight has sparked hu...
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NPR's Alex Chadwick talks to the Rev. Peter Jensen, Anglican Archbishop of Sidney, Australia, about the American Episcopalian move to elect their first gay bishop.
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I realize that practically nobody watched the disastrous 2003 Fox show about arranged marriages, Married By America, and for good reason. It was atrocious, stupid, boring, and completely anticlimactic, since in the end, nobody got married. I would never have watched it myself except that I was being paid to write about...
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<em>Of Gods and Men</em>, a French film set in an Algerian monastery in the 1990s, is loosely based on the story of seven monks who were kidnapped and decapitated in 1996. Actor Lambert Wilson discusses his role in the film.
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"Bohemian Rhapsody" is high on the list of songs least likely to be covered by a solo ukuleleist. Yet when Jake Shimabukuro delicately yet assertively plucks out the opening notes of the quasi-operatic, hard-rocking power ballad, the 34-year-old Hawaiian is clearly out to show that there are no limits in the world of c...
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There are primaries in 11 states Tuesday -- as well as a runoff in Arkansas, where a two-term Senate Democrat may become the latest victim of anti-Washington fervor. With all these contests in so many states, the day is being called "Super Tuesday."
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-- Commentator William Hamilton tells us about the joys of being upgraded and flying first class.
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Republicans are trying to make inroads with African-Americans in the Deep South, who have voted overwhelmingly Democrat since the civil rights era. In Alabama, the GOP is fielding more black candidates this cycle than ever before. One of them is Darius Foster, who gained national attention with this viral video challen...
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Bill Kurtis reads three quotes from the week's news: "White Flight," "That's What Xi Said" and "Puppy Love."
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A manuscript containing early illustrations of how to play the game of chess was discovered last year in a private library in Gorizzia, a town in northeast Italy. Researchers believe these illustrations may have been drawn by the hand of Leonardo da Vinci. If researchers can conclude that the drawings are indeed authen...
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Sunni insurgents are moving into Diyala province, northeast of Baghdad, to escape a U.S. operation that has become increasingly violent. Now U.S. and Iraqi troops are conducting operations aimed at denying the insurgents access to a region that has been an insurgent stronghold. The road to the village of Shakarat is po...
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The Black Theatre Summit has been underway in Atlanta since Sunday as part of the National Black Arts Festival. So far, much of the talk has been about economics: building the financial stability of theatres; developing management plans...but what about the art? What's being done to encourage African American playwrigh...
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Melissa Block talks with Barbara Sutteer, a former superintendent of, now consultant to, the Little Bighorn Battlefield National Monument about the dedication today of the Indian Memorial at the park.
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Seventy-five years after the Japanese attack on Pearl Harbor, some Americans have never stopped believing that President Franklin Roosevelt let it happen in order to draw the U.S. into World War II. "It's ridiculous," says Rob Citino, a senior researcher at the National World War II Museum in New Orleans. "But it's eve...
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Channeling your art and music into another identity is not unusual for pop artists. Lady Gaga changes costumes and assumes different characters almost nonstop; musicians from Beyonce to David Bowie have released work under names meant to serve as their alter egos. But what happens when that different identity doesn't f...
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Franklin E. Kameny, a longtime champion for equality for gays, lesbians and transgendered people, died Tuesday at his home in Washington, D.C. He was 86. Kameny, an astronomer who obtained his doctorate at Harvard, was fired from his job at the U.S. Army Map Service in 1957 because he was gay. The job action trans...
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Willie Mitchell, architect of the legendary Memphis soul sound, died Tuesday at the age of 81. We remember him with a song that he produced. In 2000, NPR's listeners voted Al Green's 1971 hit "Let's Stay Together" one of the 100 best songs of the 20th century. With its plea for two people to hang in there, whether time...
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Joseph Bahout, a member of French President Macron's delegation, is a Middle East expert. He explains Macron's agenda on the Iranian nuclear deal and on Syria during his visit with President Trump.
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Preparations are under way at Guantanamo Bay, Cuba, for the first military tribunal under the Obama administration. The trial of Omar Khadr is expected to start Tuesday. He was captured in Afghanistan and brought to Guantanamo eight years ago when he was just 15. Karen Greenberg, author of <em>The Least Worst Place: Gu...
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To mark the bicentennial of the War of 1812, the Ohio Historical Society's new exhibit features important artifacts and information on the war and Ohio's role in it. The exhibit, "War of 1812: Ohio on the Front Line," features memorabilia that tells the stories of the people behind the war.
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Family is the basic social unit of human beings, but what happens when you feel like a piece of that unit is missing? Paula Williams Madison, former executive vice president of Diversity for NBC Universal, who was also the Vice President of the General Electric company, tells that story in her new book “Finding Samuel ...
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--- Host Bob Edwards talks with NPR's Jennifer Ludden in Zaire on the diplomatic efforts to arrange peace talks between President Mobutu and rebel leader Laurent Kabila. US Ambassador to the United Nations Bill Richardson is in the country trying to bring the parties together, but Mobutu seems unwilling to join talks a...
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Economic downturns can lead to higher mortality rates. NPR's Lulu Garcia-Navarro speaks with Anne Case, an economist at Princeton University, about the public health costs of the economic shutdown.
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Dick Boyd of the Omaha Community Playhouse in Nebraska is retiring, after playing Ebenezer Scrooge in the holiday chestnut A Christmas Carol for 30 years. Madeleine Brand speaks with Boyd about his career playing the legendary Christmas curmudgeon, and about his decision to retire next week. ALEX CHADWICK, host: ...
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A performer who's always managed to dodge easy trends, Will Hoge plays sharp, smart, passionate rock 'n' roll that seems to exist out of time. The Nashville singer-songwriter invests his songs, as heard on his new album Wreckage, with a working-class feel and universal appeal. Click the link above to hear Hoge perform ...
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Workers are moving into a new circular building with a lot of glass doors. Some employees who walk while looking down at their phones have been ramming into the doors, according to reports.
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Cecilia Bartoli sings the aria "Riedi al soglio" (ree-AY-dee ahl SOHL-yoh--"Return to the Throne") from Gioacchino Rossini's opera "Zelmira" (zell-MEE-rah). Ion Marin conducts the Chorus and Orchestra of the Teatro del Fenice (tay-AH-troh del fay-NEE-chay). (London 436 075-2)
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Big white tent complexes in two Texas border towns are drawing attention. The temporary courtrooms are the Trump administration's latest effort to quickly work through thousands of asylum cases.
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The great and good Kesha just wants to party hard before she gets to heaven. Who are we to judge? The pop singer has announced her new album, High Road, with a gospel-inspired rave-up banger featuring Big Freedia, the matriarch of bounce music. It sounds like dollar sign-era Ke$ha with some of the hard-won hindsight fr...
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Speculation that Tiger Woods could capture golf's Grand Slam by winning all four major tournaments this year appears premature. At the Masters Tournament, Woods is well off the pace on Friday. <em>Wall Street Journal</em> sportswriter Stefan Fatsis discusses the challenges Woods faces on the course.
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In a memorandum Tuesday, President Trump called for the exclusion of unauthorized immigrants from the population count that determines how many House seats and electoral votes each state gets. Here & Now&#8217;s Tonya Mosley speaks with Thomas Saenz of the Mexican American Legal Defense and Educational Fund, a civil ri...
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WikiLeaks' release of more than 90,000 military intelligence reports to The New York Times, The Guardian and Der Spiegel revealed many new insights long suspected but never corroborated about the war in Afghanistan. Among the biggest revelations from the leaked material was the level of detail about Pakistan's spy serv...
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Justice Department officials have been looking into a case in which Bayer paid another drugmaker to delay selling a generic version of Bayer's popular antibiotic Cipro. The payment was challenged by drug store chains like CVS and Rite Aid. The Federal Trade Commission says payments that delay the introduction of cheape...
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Lebanon&#8217;s parliament met Thursday for the first time since last week&#8217;s deadly explosion in Beirut. The massive blast sparked protests by demonstrators who blamed government corruption and negligence for what happened. Here & Now&#8217;s Tonya Mosley speaks with Sasha Fahme, a doctor who lives in Beirut and ...
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You probably can't tell, considering all the focus on President Obama's Tonight Show appearance, and also with the likes of Eric Holder, Michael Steele and Richard Parsons making headlines. But their positions of prominence tend to mask a harsh reality of this severe economic downturn: Black men have been the most beat...
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The online superstore Amazon has announced it will publish Christian books under a new imprint called Waterfall Press. Yale Divinity School seminarian and writer Win Bassett tells NPR's Rachel Martin that Christian books are a significant piece of the publishing pie in America.
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Amid all the claims for romantic prowess being peddled by film stars, rock stars and flat-bellied bachelors, the real superheroes of the bedroom go largely unacknowledged. And so, this Valentine's Day — a day when suburban mommies everywhere will be showered with construction paper hearts, overpriced chocolates and t...
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Actor EG Marshall died Monday at his home in Mount Kisco, New York, following a short illness. Marshall's career spanned radio, the stage, movies and television. He was 84.
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From The Little Engine That Could, by Watty PiperNominated by Robert Pawlikowski I don't know why The Little Engine That Could bubbled up from my past while listening to this series, but suddenly I heard it chugging up the long hill, with the constant mantra, "I think I can, I think I can, I think I can." Read More >> ...
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NPR's Shirley Jahad reports on the reaction to President Bush's creation of a White House office of faith and community-based initiatives. The idea has many supporters, but critics are concerned that the plan may violate the constitutional separation between church and state.
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A nonprofit in New Hampshire hosts reading seminars for inmates at correctional facilities throughout the state. The idea is to teach male inmates how to read books to their young children. Paige Sutherland (@psutherlandNHPR) of Here & Now contributor New Hampshire Public Radio reports.
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Several Republican presidential contenders spoke on Saturday at the RightOnline conference, a gathering of conservative technology activists. NPR's Ina Jaffe was there.
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California is facing a searing heat wave and a growing number of wildfires — challenges only projected to get worse with climate change.
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If you&#8217;ve been on the fence about taking the coronavirus vaccine, there are teenagers who want to talk to you. At the Rocky Mountain School of Expeditionary Learning in Denver, high school students are confronting misconceptions and myths about the vaccine, hoping to encourage adults — even their own relatives — ...
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NPR's Neal Conan talks to Daniel Yergin about the importance of Iraq's oil in the military and political equation. Yergin is chairman of Cambridge Energy Research Associates. He is also author of an article called "Persian Gulf Oil: How Important Is it Anyway?"
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A former Guantanamo Bay prisoner, who had joined al-Qaida after his release, was killed by a U.S. drone strike in Yemen, the group said in a statement Tuesday. Ibrahim al-Rubaish had fought in Afghanistan before being arrested and held in Guantanamo. He would go on to be one of the top leaders in al-Qaida in Yemen. The...
00058f43a4f8e33986fc
Next January, postage stamps could cost 46 cents, if the United States Postal Service wins approval of a proposal it made yesterday. That's a 4.5 percent increase over today's price of 44 cents, which went into effect in May last year. Philatelists might take offense. After all, just four years ago President George W. ...
0005d94e06a54e94f812
If people could get in to see their primary care doctor for urgent problems when they needed to and could work with that doctor to manage their chronic health problems, just about everyone agrees we could save a lot of money on emergency department visits and hospitalizations, among other things. Now a growing numbe...
00061d2cd18c3297144c
Goni plays two short pieces by Augustin Barrios. We feature "Maxixe" (mah-SHE-shay), and before that, "Vidalita."
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Grammy-winning jazz composer Maria Schneider has released &#8220;The Thompson Fields.&#8221; It&#8217;s her first album since 2013&#8217;s &#8220;Winter Morning Walks,&#8221; a collaboration with soprano Dawn Upshaw, and it comes eight years after &#8220;Sky Blue,&#8221; Schneider&#8217;s last album with her ensemble &...
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Concert pianist Orli Shaham guest hosts this week's From the Top from Brunswick, Maine! We'll hear her talk shop with a superb teenage pianist who performs the music of Brahms, meet a violinist from Maine who happens to do serious biomedical research when he's not in the practice room, and a very young, very fun brothe...
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Republican strategist Alice Stewart and Democratic strategist Bill Press join Here & Now host Jeremy Hobson to take stock of Wednesday night&#8217;s first and only vice presidential debate between Mike Pence and Kamala Harris. This article was originally published on WBUR.org.
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In the year 2000, logging onto the Internet usually meant sitting down at a monitor connected to a dial-up modem, a bunch of beeps and clicks, and a "You've got mail!" notification. In those days, AOL Instant Messenger was the Internet's favorite pastime, and the king of AIM was SmarterChild, a chatbot that lived in yo...
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What do painter Norman Rockwell, and filmmakers George Lucas and Steven Spielberg all have in common? All are commercial artists. They share a love of heroes, valor, humor, country and -- of course -- images that has earned them each a place in American popular culture. All three have also come together for the July...
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Commentator Sandip Roy, an editor with Firstpost in India, has an appreciation of yogi B.K.S. Iyengar. Iyengar, who died on Wednesday, helped to introduce the practice of yoga to the Western world.
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British Prime Minister Theresa May was urged to bring "new facts" to Wednesday's summit of E.U. leaders in Brussels. But U.K. ministers say the ball is the EU's court, so Brexit talks appear to be at stalemate as the clock ticks down.
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Normally, each night of April would be filled with sporting events. But these are anything but normal times. So what are we losing — economically, physically and culturally — in a world without professional sports? Guests Shira Springer, WBUR sports and society reporter. Contributing writer for the Boston Globe and Spo...
00070b4e42d30cf17649
The NFL has named a Black woman as an official for the first time. Maia Chaka, a health and physical education teacher in the Virginia Beach area, has participated in the NFL's officiating development program since 2014 while also officiating at the college level. Next season, she will make history when she takes th...
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Along with new voters in Pa., have come legal challenges to their authenticity. Reporter Joel Rose looks into the emerging battle over voter registration and what effect it might have on the election. Then, Alex Cohen talks with Wendy Weiser of the Brennan Center for Justice about how the latest difficulties with vote...
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The person President Bush nominates to succeed Justice O'Connor must be confirmed by the U.S. Senate. Democrats warn there could be a major battle if they find that nominee objectionable. Senators on both sides of the aisle are calling for harmony, but girding for a showdown.
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Say you're on a Tinder date and the situation turns weird. "You're thinking, I need to get out, I no longer feel safe," says Celine Guedj, a senior at the University of New Hampshire in Durham. She's role-playing the use of a new app, uSafeUS. "That's when you open the app," Guedj explains. One feature called Time to L...
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Instead of vetoing bills, Savage reported, Bush has quietly used "signing statements" — official documents in which a president lays out his legal interpretation of a bill to be followed when implementing a new law. Other presidents have also used this power, but Bush has used it far more than his predecessors: 750 tim...
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This week Hillary Clinton was in Virginia to talk about women, family and workplace issues. She met at the Mug'n Muffin coffee shop with local participants in a program called Home Instruction for Parents of Preschool Youngsters. In HIPPY, as it's called, parents receive free books, educational materials and weekly hom...
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Read poems from Carl Sandburg: Selected Poems , a new collection from the American Poets Project at the Library of America.
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An Iranian newspaper reported Thursday that an American woman was arrested trying to enter Iran and is suspected of espionage. The state-owned Iran daily said the 55-year-old woman -- identified in Farsi as Hal Talaian -- had "spying equipment or a microphone" concealed in her teeth when she was detained by customs age...
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Let me be completely honest here: There's no reason for this post other than the fact I was blown away by The Bourne Ultimatum and Matt Damon. 1. He is cool enough to get married at city hall to a non-starlet with a seven year old kid. 2. His mother is a super smart educator who wrote an excellent book on helping child...
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It's 25 years ago this week that the personal computer hit the market. Life would never be quite the same here in California. After that quarter-century of history, there's another meaning to the phrase, "computer memory."
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Former President Donald Trump is responding to Saturday's Senate vote acquitting him of an impeachment charge of inciting an insurrection. In a statement released shortly after the vote, the former president described the now concluded proceedings as part of a "witch-hunt" perpetuated against him by "one political part...
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Washington, D.C.-based rapper Wale is 28 and riding high in the Billboard charts. As guest host Linda Wertheimer notes, his next album, <em>The Album About Nothing</em> features an expert on the subject, comedian Jerry Seinfeld.
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NPR's Ari Shapiro talks with Gene Seroka, executive director of the Port of Los Angeles, about the impact of coronavirus on West Coast ports.
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The opening of the new Disney film <EM>Miracle</EM> has folks in Lake Placid, N.Y., smiling over their snow shovels today. Brian Mann reports on local reaction to the film that takes moviegoers back to the U.S. Olympic hockey team's underdog victory over the Soviet Union in the 1980 Winter Olympic Games.
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[I really hope it goes without saying that this piece about the film adaptation of a decades-old novel gives away the plot of a decades-old novel. But: Be aware.] The sheer zazz that Baz Luhrmann introduces into The Great Gatsby is so imposing in quantity that it's surprising that it can get out of the way enough not t...
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-- N-P-R's Richard Gonzales reports that a federal judge has struck down a California initiative placing term limits on legislators and barring them from standing for office ever again. The lifetime ban was deemed an unconstitutional limit on voter choice.
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The popularity of <em>Chicago</em> could herald the return of the movie musical. The once-popular form never entirely disappeared, but fell victim to a more cynical period in film. <em>Moulin Rouge</em> helped the musical re-emerge. Hear from NPR's Scott Simon and critic Elvis Mitchell.
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Fifty years ago this September, Boris Pasternak's novel Doctor Zhivago, which was banned in the Soviet Union, was published in America, and that October, I received it as a gift for my 28th birthday. It bowled me over. We had no perspective on Soviet Russia then — the Cold War muddied everybody's mind-- and I didn't r...
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As Lee Woodruff cared for her husband Bob after he suffered a traumatic brain injury in Iraq, one of the worst things, was the uncertainty.
000942e976c3aa8adcd2
Listeners respond with personal reflections about the family photograph that traveled across the world and an interview with jazz legend Dave Brubeck. Michele Norris and Robert Siegel read from listeners' e-mails.
0009451fbb1bf1324d52
Guests examine new technologies that are making solar power a more economical choice for meeting U.S. energy needs. Guests: Travis Bradford, president and founder, Prometheus Institute for Sustainable Development; author of Solar Revolution: The Economic Transformation of the Global Energy Industry Jeffrey S. Nelson,...
000964ac58d00e4a0c1f
Listeners and readers have their say about whether First Lady Michelle Obama’s vacation was insensitive. And commenters share personal stories, following a conversation about elder care. Producer Lee Hill also offers updates on gay marriage in California and an official government response to a recent conversation abo...
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This just in, courtesy The Associated Press: Supreme Court nominee Sonia Sotomayor has broken her ankle in an "airport stumble en route to Senate meetings." Sotomayor, a judge on the U.S. Court of Appeals who has been nominated by President Obama to succeed retiring Justice David Souter, fractured her ankle at New York...
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President Trump on Monday called governors weak and urged them to "dominate" to prevent further violent demonstrations following the death of George Floyd, a black man in Minneapolis who died after a white police officer kneeled on his neck. <br/><br/>Plus former Vice President Joe Biden meets with black leaders and is...
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NPR's Neal Conan and guests discuss the ban of camera cell phones in some establishments due to privacy concerns. <br /><br /> Guest: <br /><br /> <STRONG> Andrew McClurg</STRONG><br /> *Law professor at Florida International University in Miami <br />
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We're marking our 30th anniversary as a daily NPR program, with a retrospective of some of our favorite interviews from our early days. Ronnie Spector was the lead of the '60s girl group The Ronettes. Ben E. King began his career in the '50s with The Drifters, but his '61 hit "Stand by Me" sealed his legacy. Otis Will...
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Sen. Edward Kennedy's funeral Mass takes place Saturday in Boston. Host Scott Simon talks to NPR News Analyst Juan Williams about the Kennedy legacy, and to NPR's Robert Smith, who is covering the event in Boston.
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Supertasters are the Olympic athletes of gastronomy, able to detect subtle differences in flavors that other people never register. That talent may make for more than a discriminating palate, though. It may also warn them about attacking germs, and help them defend themselves against sinus infection. This notion isn't ...
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President Trump is under fire after expressing a preference for immigrants that come from certain countries. Rich Lowry of <em>National Review</em> tells NPR's Lulu Garcia-Navarro that he has a point.
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Ben Katchor's syndicated comic strips vary in subject — his Julius Knipl: Real Estate Photographer, for example, explores the surreal underside of our urban environment by documenting the inner lives of the spaces and storefronts we walk past every day, while The Cardboard Valise reads like a Fodor's guide to a country...
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It's as simple as that. On this April Fool's day, we're going for laughs of the laugh-with (as opposed to laugh-at) variety. So you've got one chance to shine: Tell us just one joke! NPR's political editor and resident joker Ken Rudin will get us started. And if your delivery's a little off, stand-up teacher Matt ...
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Colorado contacted families who receive CHIP health care funding with a warning that support might end in January. NPR's Scott Simon talks with Gretchen Hammer, who runs the Colorado program.
000a7c301adb68c3906c
Miguel Estrada, President Bush's controversial nominee to the federal appeals court in Washington, D.C., asks that his name be withdrawn from consideration. The action, long expected in the wake of a Democratic filibuster, prompts cries of anguish from Republicans on Capitol Hill. NPR's Nina Totenberg reports.
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Agile quarterbacks like Michael Vick, Tim Tebow and Robert Griffin III are gaining ground on traditional players who sit in the pocket, timing the perfect pass. NPR correspondent Mike Pesca and Super Bowl-winning QB Joe Theismann talk about how quarterbacks and the game of football have changed.
000b05af5808a6696c44
The air may be icy, but our alt.Latino teams fills it this Valentine's Day with warm memories from New Yorkers of love and Latin music.
000b52a7b485aff6a0c2
<A HREF="http://whyy.org/cgi-bin/bookdisplay.cgi?1912"><IMG SRC="http://whyy.org/logos/BOOK.GIF" border=0 ALIGN=RIGHT></A>War correspondent SCOTT ANDERSON talks about the many wars he has witnessed. He has reported from Chechnya, Sri Lanka, Rwanda and Beirut. He has just written his first novel "Triage" (Scribner) whic...
000b5851f43d749a2142
In the beginning of La La La, a little girl wanders around the pages of the book singing to herself. She's alone — and lonely — until she finds an unlikely friend: the moon. It's illustrated by Jaime Kim and authored by Kate DiCamillo, who has written dozens of children's books, including The Tale of Despereaux and the...
000b8632cca9a6f95729
The Senate Intelligence Committee has released a new bipartisan report on the 2012 Benghazi attack. The report finds that the attack was preventable. According to the committee, fault lies with the State Department for failing to provide adequate security or heed warnings about a deteriorating security situation. The c...
000baf869bb4b660696f
When it comes to things like the economy, taxes, health care and education, is it better to live in a red state or a blue state? Some argue that red-state tendencies toward lower taxes and less regulated, more free-market systems make them ideal places to work and raise a family. But others counter that residents of bl...
000bb006be403613c5bb
Commander William Marks, a spokesperson for the U.S. 7th Fleet, describes the ongoing search for Malaysia Airlines Flight 370. The U.S. Navy is lending a hand in the efforts to find it.
000bdb5858393b221dc9
Guests: Marcia Smith Specialist in Aerospace Policy, Congressional Research Service Library of Congress Washington, D.C. Robert Park Director of the Washington D.C. Office American Physical Society Professor of Physics University of Maryland College Park, Maryland John-David Bartoe Research Manager for the Internati...
000be2dde4b2cb37b27c
Pianist Garrick Ohlsson continues his Chopin odyssey with a performance of Nocturne in C minor, Op. 48, No. 1. This concert is part of the 1995 Summer Classical Series at the Scottsdale, Arizona, Center for the Arts. (KBAQ, Phoenix)
End of preview. Expand in Data Studio

NPR — Training, unified schema

A normalised copy of the dataset behind the mteb task NPR, a retrieval training set built from sentence-transformers/npr. Same queries, documents and relevance judgements as the benchmark evaluates — reshaped into one strict schema shared by every dataset in this collection.

Source sentence-transformers/npr @ 6089338c3666 (the revision pinned in mteb)
Domain · languages news · eng
Queries / documents / qrels 568,581 / 582,524 / 583,746
Qrels per query min 1 · mean 1.027 · max 274
Score values 1 ×583,746
Layout queries · corpus · qrels · hard-negatives · teacher-scores, split train
Splits corpus: train · hard-negatives: train · qrels: train · queries: train · teacher-scores: train
Hard negatives none yet — config present with 0 rows
Teacher scores none yet — config present with 0 rows
Reading empty configs datasets cannot return a 0-example split (load_dataset raises "corresponds to no data"); until rows exist, read the Parquet directly with pyarrow/polars/pandas. The schema is declared in the file and in configs: above
Ids sha1(text)[:20]; identical texts collapse to one document (11,860 collapsed)
Pair recovery 583,746 of 583,746 source pairs reconstructed from queries × qrels × corpus with byte-equal text
License unspecified

Schema

config columns rules
queries id: string, text: string ids unique and non-empty; every query has ≥ 1 qrel
corpus id: string, title: string, text: string title is always present ("" when the source has none)
qrels query-id: string, corpus-id: string, score: int32 referential integrity to both tables; no duplicate pairs; no floats
hard-negatives query-id: string, corpus-id: string, rank: int32, source: string one row per mined negative; (query-id, corpus-id, source) unique; never a labelled positive of the same query
teacher-scores query-id: string, corpus-id: string, teacher: string, score: float32 one row per scored pair (positives included); a row means scored — never a placeholder

Files are Parquet, sorted by id, zstd-compressed, sharded at 500 MB. Every rule above is enforced by a validator before publishing; provenance.json records the source file hashes, what changed, and the output file hashes.

What changed from the source

  • byte-preserved all text — no whitespace, newline, or control-character normalisation

Load it

from datasets import load_dataset
queries = load_dataset("Hyukkyu/train-npr", "queries", split="train")
corpus  = load_dataset("Hyukkyu/train-npr", "corpus", split="train")
qrels   = load_dataset("Hyukkyu/train-npr", "qrels", split="train")

License and attribution

The data is redistributed under the source's terms — unspecified. All credit belongs to the original authors; see the source repository and the references in mteb's task metadata (https://huggingface.co/datasets/sentence-transformers/npr). This repository is an independent repackaging and is not affiliated with the RTEB or MTEB maintainers.

No license declared upstream. Neither the source repo nor its origin states redistribution terms. This copy is published for reproducibility of the RTEB benchmark only; check with the original authors before any other use.

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