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-6,152,484,596,496,874,000 | WorldCat Identities
Koch, Howard
Publication Timeline
.
Most widely held works about Howard Koch
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Most widely held works by Howard Koch
Casablanca by Michael Curtiz( Visual )
186 editions published between 1942 and 2016 in 10 languages and held by 6,243 WorldCat member libraries worldwide
In World War II Morocco, seething with European refugees desperate for passage to neutral Lisbon, only a world-weary and bitter nightclub owner can help his former lover and her Resistance-hero husband escape from the Nazis
The invasion from Mars; a study in the psychology of panic by Hadley Cantril( Book )
25 editions published between 1940 and 2014 in English and held by 1,103 WorldCat member libraries worldwide
"On Halloween night 1938, Orson Welles broadcast a radio adaptation of the H.G. Wells fantasy, The War of the Worlds. What listeners heard sounded so realistic that at least a million were frightened by word that "strange creatures" from Mars had landed in central New Jersey and were "unleashing a deadly assault." Several thousand were so terrified they ran into the streets, drove away in their cars, or called the police for information about how to escape. Why did so many panic when the circumstances reported were so improbable? That is just the question Hadley Cantril, then a young social psychologist, set out to answer." Originally published in 1940, The Invasion from Mars remains a classic. The broadcast provided a unique real-life opportunity to explore why the relatively new medium of radio could have such an effect. Using a mix of research methods, Cantril shows that the impact of the broadcast had less to do with what went out over the air than with the "standards of judgment" people did or did not use in evaluating what they were hearing. This book is of continuing value to those interested in communications and mass behavior."--Publisher
Casablanca; script and legend by Howard Koch( Book )
25 editions published between 1973 and 2003 in English and held by 1,060 WorldCat member libraries worldwide
The war of the worlds by H. G Wells( Recording )
88 editions published between 1938 and 2015 in 4 languages and held by 937 WorldCat member libraries worldwide
A fictional account about a Martian invasion of earth, starring Orson Welles
The letter by William Wyler( Visual )
32 editions published between 1940 and 2016 in 3 languages and held by 800 WorldCat member libraries worldwide
"Leslie Crosbie, the wife of a British rubber planter in Malay, shoots and kills Jeff Hammond, and claims that she was defending her honor. To defend Leslie, her husband Robert sends for family friend and attorney Howard Joyce, who questions Leslie's story. Howard's suspicions seem justified when Ong Chi Seng, his clerk, offers to sell the attorney a letter that Leslie wrote Hammond on the day of his death, asking him to visit her. Howard confronts Leslie with the damning evidence, forcing her to confess to Hammond's cold-blooded killing, but Leslie cleverly manipulates the attorney into agreeing to buy back the letter. The document is in the possession of Hammond's widow, who demands that Leslie personally deliver $10,000 for the letter. The transaction is completed and, without the evidence of the letter, Leslie is acquitted of her crime. It is only after she is freed and Robert plans to draw $10,000 out of his savings account in order to buy a rubber plantation in Sumatra, that he learns of the high cost of the letter and of his wife's duplicity. Confronted with the truth, Leslie confesses her guilt and her love for Hammond, and although her husband forgives her, Mrs. Hammond cannot and stabs Leslie, making her pay for Hammond's life with her own"--AFI catalog, 1931-1940
The Sea Hawk by Michael Curtiz( Visual )
36 editions published between 1940 and 2009 in 4 languages and held by 789 WorldCat member libraries worldwide
Captain Geoffrey Thorpe is the terror of the Spanish Main, striking crippling blows against the oppressive Spanish war machine, freeing English slaves from the galley ships and filling England's coffers with Spanish gold--with the tacit approval of England's Queen Elizabeth I. When the dashing Thorpe raids and sinks a diplomatic vessel bringing ambassador Don José Alvarez de Cordoba and his beautiful niece Dona Maria to England, he's gentlemanly enough to deliver them safely onto English shores--along with the galley full of wrongfully imprisoned slaves. Smarting from this insult, Don Alvarez conspires with the duplicitous Lord Wolfingham to stop Thorpe and smash the Sea Hawks: the small fleet of privateers that stands between England and King Philip of Spain's thirst for global domination!
The panic broadcast; portrait of an event by Howard Koch( Book )
11 editions published between 1970 and 1973 in English and Undetermined and held by 788 WorldCat member libraries worldwide
Letter from an unknown woman by Max Ophuls( Visual )
55 editions published between 1948 and 2014 in 3 languages and held by 679 WorldCat member libraries worldwide
In early 20th century Vienna, Stefan Brand is in the process of fleeing on the eve of a duel he wants no part of. However, before he can do so, he receives an anonymous letter from an unknown woman. Stefan is deeply moved by what he reads and starts to realize that the letter's author is Lisa Berndl, a young woman he's known but disregarded for most of his life
Sergeant York by Howard Hawks( Visual )
14 editions published between 1941 and 2012 in English and held by 358 WorldCat member libraries worldwide
During World War I, a man from Tennessee is torn between his pacifist principles and his patriotic duty. He goes on to become the most famous hero of that war, Alvin C. York
War of the worlds : Invasion from Mars by Howard Koch( Recording )
6 editions published between 1994 and 2007 in English and held by 353 WorldCat member libraries worldwide
Presents Koch's radio play, Invasion from Mars, which was made famous by Orson Welles; the play is an adaptation of H.G. Wells' novel, War of the worlds. This is followed by a short play which continues the theme in a more modern form
In this our life by John Huston( Visual )
12 editions published between 1942 and 2016 in English and Spanish and held by 335 WorldCat member libraries worldwide
Stanley Timberlake is a young woman who decides to dump her fiancé and runs off with her sister Roy's husband. They marry, settle in Baltimore, and Stanley ultimately drives Peter to drink and suicide. Stanley returns home to Richmond only to learn that her sister Roy and old flame Craig have fallen in love and plan to marry. The jealous and selfish Stanley attempts to win back Craig's affections, but her true character is revealed when, rather than take the rap herself, she attempts to pin a hit and run accident on a young black clerk who works in Craig's law office
Airplane II : the sequel by Ken Finkleman( Visual )
2 editions published between 1982 and 2000 in English and held by 315 WorldCat member libraries worldwide
In a spoof of disaster films, an airplane is out of control and the crew struggles to save it. Worst of all, they are out of coffee
The Sea Hawk by Howard Koch( Book )
7 editions published between 1940 and 1982 in English and held by 263 WorldCat member libraries worldwide
The sea hawk : original film score by Erich Wolfgang Korngold( )
2 editions published in 1988 in English and held by 263 WorldCat member libraries worldwide
The war lover by Philip Leacock( Visual )
7 editions published between 1993 and 2010 in English and held by 228 WorldCat member libraries worldwide
Stationed in England during WW II, Buzz Rickson (McQueen) is the bravest air force pilot in his squadron - and the most reckless. His maniacal quest for aerial thrills prompts his many daredevil heroics. His rebellious attitude, however, threatens to alienate him from everyone except his co-pilot, Ed Bolland (Wagner), but even this relationship is destroyed when Rickson pursues Ed's girlfriend, Daphne (Field)
Rhapsody in blue : the story of George Gershwin by George Gershwin( Visual )
10 editions published between 1945 and 2011 in 4 languages and held by 226 WorldCat member libraries worldwide
Biographical film about George Gershwin; his rise from music hall pianist to revered composer
The long walk home by Richard Pearle( Visual )
2 editions published between 1987 and 2002 in English and held by 129 WorldCat member libraries worldwide
A Black maid participates in a bus boycott and her conduct affects her relationship with her white employers
Casablanca by Julius J Epstein( Book )
41 editions published between 1942 and 2005 in 7 languages and held by 122 WorldCat member libraries worldwide
In World War II Morocco, seething with European refugees desperate for passage to neutral Lisbon, only a world-weary and bitter nightclub owner can help his former lover and her Resistance-hero husband escape from the Nazis
Mission to Moscow( Visual )
2 editions published between 1943 and 2009 in English and held by 109 WorldCat member libraries worldwide
"In their relentless battle against Hitler, the U.S. and the U.S.S.R. were comrades ... or at least comrades-in-arms. Hollywood joined the fight with Mission to Moscow, based on Ambassador Joseph E. Davies' bestseller about his pre-World War II experiences in the Soviet Union. The film features Academy Award winner Walter Huston as Davies, plus accomplished actors playing the headline-dominating figures of Churchill, Stalin, von Ribbentrop, Litvinov, Molotov and more. For its sometimes-sympathetic picture of Stalin's regime, the film sparked impassioned debate then and remains fascinating now, both for its insights into early American-Soviet relations and its urgent sense of the danger the emerging Axis Powers posed to the world"--Container
Greatest classic films collection( Visual )
1 edition published in 2009 in English and held by 106 WorldCat member libraries worldwide
[Disc 2]: Gigi: Gaston is the scion of a wealthy Parisian family who finds emotional refuge from the superficial lifestyle of upper class Parisian 1900s society with the former mistress of his uncle and her outgoing, tomboy granddaughter, Gigi. When Gaston becomes aware that Gigi has matured into a woman, her grandmother and aunt, who have educated Gigi to be a wealthy man's mistress, request he become her provider. An American in Paris: Jerry Mulligan is a struggling American painter in Paris who is 'discovered' by an influential heiress. She just happens to an interested in more than Jerry's art. Jerry in turn falls for Lise, a young French girl already engaged to a cabaret singer. His relationship with Lise is filled with romantic complications
moreShow More Titles
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Audience Level
0
Audience Level
1
Kids General Special
Audience level: 0.26 (from 0.12 for Greatest c ... to 1.00 for Oral histo ...)
WorldCat IdentitiesRelated Identities
Casablanca
Alternative Names
Howard E. Koch Amerikaans scenarioschrijver (1901-1995)
Howard E. Koch amerikansk manusforfattar
Howard E. Koch amerikansk manusförfattare
Howard E. Koch amerikansk manuskriptforfatter
Howard E. Koch guionista estadounidense
Howard Koch
Howard Koch amerikanischer Drehbuchautor
Howard Koch amerikansk manusforfatter
Howard Koch guionista estadounidense
Howard Koch guionista estatunidenc
Howard Koch scenarist american
Howard Koch scénariste américain
Howard, Peter .
Howard, Peter 1902-1995
Koch, Howard W.
Koch, Howard W. 1902-1995
Χάουαρντ Κοκ
הווארד קוץ'
הווארד קוץ' תסריטאי אמריקאי
هاوارد ئی کخ فیلمنامهنویس آمریکایی
コック, ハワード
コッチ, ハワード
ハワード・コッホ
霍华德·科克
霍華德·科赫 (編劇)
Languages
Covers
Casablanca; script and legendThe war of the worldsThe letterThe Sea HawkSergeant YorkWar of the worlds : Invasion from MarsIn this our lifeThe Sea Hawk | {
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2,051,361,346,483,416,600 | 11 Followers
28 Following
eleanorn
The Book Hammock (Eleanor)
I read a lot. I review 98% of what I read. I post my stuff on my blog. Oh... in between I try to live life.
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April
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reviewed: Sensational!
When I requested this title from NetGalley, I knew absolutely nothing about Sara B. Larson. The synopsis didn’t sell the titl...
Defy - Sara B. Larson
reviewed: Caro and West deserve ALL the stars in the sky
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I’ve read the Midnight Breed series a while back, and then all subsequently released installments, and I love it. Mostly the ...
A Touch of Midnight (Midnight Breed, #0.5) - Lara Adrian
reviewed:
And he laughs. Not the heavy laughter from before. It’s a great laugh. A deep laugh. One that makes my lips lift. Isaiah, the...
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"This was what she had wanted. Not just all morning, not just since she had first seen him on the plane yesterday, but foreve...
Still So Hot! - Serena Bell
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The only thing I knew about him was that we had the same odd taste in music and that his butt looked really awesome in those ...
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reviewed: More. I need more!!
With Covenant done and Lux close to being done, we can all agree JLA needed to give us a new fantasy series, yes? YES!And JLA...
Bitter Sweet Love - Jennifer L. Armentrout | {
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9,106,551,348,395,735,000 | FANDOM
This article is about the province. For the country of the same name, see Minecraftia (country).
Minecraftia (マインクラフト州 Mainkurafuto-shū?), also known as Minecraft and often called Minecraftia Province, is one of the thirty provinces in Minecraftia and is located in Eastern Minecraftia. It's named after the country of the same name.
Around 15% of the province's population lives in the province, making it the largest population in the province. It was the first province to enter the Minecraftian confederation, thus making it the original part of the country. The province was named Minecraftia, as the confederation took place in the province of the same name.
This article is a stub.
Please help this article by expanding or finishing it; if you have permission from the page owner. Additional information: None.
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Title:
Higher education and sustainability in Australia: transforming experiences
Author(s):
Ferreira, Jo-Anne Louise;Tilbury, Daniella
Date Last Updated:
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Statistics are for the period between Thursday, February 1, 2007 and Tuesday, May 24, 2016
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Set IP address range
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Russian Federation 2 0 0 0
Netherlands 2 0 0 4
Spain 1 0 0 0
Europe 1 0 0 0
Canada 1 0 0 0
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Limit results to top countries
Monthly statistics for the last twelve months
Month Brief Views Full Views Downloads Click Throughs
May 2016 9 0 0 3
Apr 2016 6 0 0 1
Mar 2016 10 0 0 4
Feb 2016 9 0 0 3
Jan 2016 4 0 0 6
Dec 2015 4 0 0 6
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Jul 2015 16 0 0 5
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-4,559,314,488,313,238,500 | On social media, ‘Mary Sue RPF’ and consent
I have not really touched on fan fiction in my works in any significant ways, but I want to put this in the “work in progress” folder as I think through the realities and practicalities of continuing this vein of thought.
In my academic work, I’ve written a fair bit on fan labour, arguing for value in the labour that fans perform for their favourite celebrities and media producers, be it in indirectly contributing to a crowdfunding campaign, or directly with building websites and going on to maintain (and perhaps even manage) the sites and fan interactions. As someone who also performs fan labour myself, I’ve blogged about the (personal) complications of being in that liminal position: of having access, being the gatekeeper and still maintaining my identity as both a fan and fan studies scholar. This is especially relevant in my observations of one fan who insists on a particular set of behaviours in the process of constructing a narrative, even when she receives no attention whatsoever from the celebrity she’s tweeting.
Is this part of a performance, I frequently ask myself. Or would we discover that it’s some form of (unethical) social media experiment? In truth, that it’s a cruel joke or a performance of some kind would be less troubling than the thought that this fan is violating the unspoken code of interacting with celebrities on social media, that this pattern of behaviour isn’t indicative of something more worrying. The last time I blogged about this, I was talking about some form of ethical guideline for engaging with this in academic terms, especially given my proximity to those involved and my role as gatekeeper. But I was also thinking along in terms of how fans approach and (want to) interact with their favourite celebrities on social media. When I’m on social media, I’m sometimes interacting as a fan (and performing fan labour) as well as a fan studies scholar – those roles interchange very frequently, sometimes without me being entirely conscious about it. I am, however, conscious about the fact that I’m not on social media to judge how fans choose to express their fandom in a public space. We all make use of social media in different ways, after all. Ultimately, those emotions are also expressed via fans’ own personal Twitter accounts. And I think while I’m entitled to privately cringe over some, feeling somewhat aghast and worried was the last thing I expected.
For how do you begin to reconcile the work and the research with the realities when fans deliberately tweet what looks like real person fan fiction to the celebrities – not that there is anything wrong with that. But when the tweets are incessant, and the fan has inserted herself into the – at times, explicit – fantasy, something which Kristina Busse has suggested is a recurring mode of fannish narrative (2006, p. 256), it got me thinking about boundaries, consent, and social reciprocity. Mel Stanfill and I have briefly flirted with the idea of consent in our Twitter and email exchanges – she was, in fact, the one who turned my thoughts in this direction in relation to the tweets I was seeing a lot at one point over the course of several months in early 2014 [1]. If a fan is writing explicit tweets on a public forum and further including the celebrity in their @mentions, is the celebrity being included without their consent? Furthermore, what of the fans tracking his @mentions who are suddenly inundated with these tweets?
Busse (2006, p. 255) argues that fan fiction provides a space whereby fans “literally write out and share their fantasies, they create a social space of communication and interaction that is about the celebrities, the stories, as well as the women writing them”. These are however, shared within the confines of fan communities, often constructed specifically for this very purpose: for fans who share the same readings, or are interested in the production of transformative works. Tweets, on the other hand, are not constructed within fan communities, and at times, fans who see it are not familiar with, nor do they participate in the creative side of fandom. There is further complication when the celebrity in question blocks the fan, suggesting that a boundary has been crossed.
Fan fiction is often produced independent of the knowledge and involvement of actors and media producers (media, tech and fandom-savvy celebrities like Orlando Jones notwithstanding), but when the fan who’s constructing this narrative further tries to convince others that she has an offline relationship with the celebrity, is it then no longer fan fiction? Is it ever fan fiction in the first place?
Celebrities might take to using the same social media platforms as fans, and with the rising popularity of networks like Twitter, it can be easy to forget that they – nor anyone – are not obligated in any way to respond to fans. Equally, fans who make use of Twitter and who enjoy interacting with their favourite celebrities might feel that they are being misrepresented by other fans. Fandom is so easily disregarded as something trivial and many have portrayed celebrity/fan interactions as para-social, arguing that fans are in need of (medical) help and a healthy/ier social life. On one level, this is a form of fandom policing, where fans want to ensure that they are presenting the best view of fandom to the public so any behaviour or narrative that threatens this image disrupts fans’ construction of the ‘ideal fandom’.
This policing isn’t new, especially when it involves real person fiction. While it is generally accepted in some fandoms, real person fiction is often treated with suspicion. In older media fandoms such as The X-Files, for instance, real person fiction is not only frowned upon but generally banned from the show’s fan fiction archives. A lot of times, however, the stories produced feature the actors, where shipping of characters are extended to the actors, who as celebrities, are seen as performing a public role at the same time. This, then, is different from the insertion fantasy fan fiction inflicted upon celebrities on Twitter. It is one thing to write fan fiction featuring one’s favourite celebrities and submit them to an RPF-friendly archive such as AO3. It is, however, more ‘controversial’ to produce this narrative in public on Twitter and tagging the celebrity in question, as if inviting him to participate in said fantasy.
Ultimately, my question remains: can something like this be considered as a form of real person fiction? Absent any logical way to engage with, and understand this [2], is this the only way we can continue to ask difficult questions of fan practices and their interactions with one another, as well as with their favourite celebrities?
——
[1] While the frequency and suggestiveness of the tweets have lessened, the tweeter has not stopped trying to communicate with the celebrity in question, often going on to create numerous sock puppet accounts even if she is blocked as soon as she is discovered.
[2] The narrative has now expanded to include at least 2 other actors who are all friends in real life, 2 other fans who appears to believe the stories told by the fan in question, as well as others who have expressed their displeasure and disbelief of this, suggesting that there is some form of elaborate world-building happening here that perhaps rivals those of Marvel’s.
Reference:
Busse, Kristina. 2006. ‘I’m Jealous of the Fake Me’: Postmodern Subjectivity and Identity Construction in Boy Band Fan Fiction. In S. Holmes & S. Redmond, eds. Framing Celebrity: New Directions in Celebrity Culture, London: Routledge, pgs. 253-267.
This entry was posted in Fan/Audiences and tagged , , , by Bertha Chin. Bookmark the permalink.
About Bertha Chin
Lecturer of Social Media and Communication at Swinburne University of Technology's international campus in Malaysian Borneo and contributor to On/Off Screen blog. Lifelong fan of The X-Files and the re-imagined Battlestar Galactica. Current (TV) faves include Arrow, The Handmaid's Tale, Game of Thrones and American Gods.
5 thoughts on “On social media, ‘Mary Sue RPF’ and consent
• It’s definitely not in the same vein as in posting fic to AO3, for sure. But I wonder at the end of the day if it has to do with language as well. In terms of, prefacing it with “If X is your girlfriend”, it’s more abstract then to say “Y and I have a relationship”. But the complication lies in fact that this is in a public website, where anyone can randomly surf to (as opposed to AO3, which I’d assume people go there for a reason).
At the risk of contradicting myself, I think there’s a level at which consent is lost as soon as one is in the public eye. Whether it affects one’s personal and professional life at the end of the day is at stake here perhaps. In that, writing something saying IF Gillian is your girlfriend will probably not affect the personal/professional life of Gillian in comparison to a fan going around tweeting one’s (potential) professional contacts claiming to be their girlfriend/boyfriend/partner.
1. I suffered somehow the consequences from an rpf story i co-wrote with my fully consenting adult daughter, because real people ware derailed by reading it.
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-4,532,107,933,295,721,000 | Actions
Number Details
Cities in Area Code 314
Belleville, Cape Girardeau, Creve Coeur, East St Louis, Fairview Heights, Fenton, Harvester, Hillsboro, Manchester, Maryland Heights, Northwest Twp, Olivette, St Charles, St Louis, Valley Park
Metropolitan Statisitical Areas in Area Code 314
St. Louis
Counties in Area Code 314
St. Louis, Saint Louis
States / Provinces
Missouri
*Approximate area serviced by the 314 area code
25 Most Recent Comments
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} | 02 | 57deb6b886707fc433954e62dc3bcda7 |
2,828,834,905,258,721,300 | 9788430943548
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Relaciones internacionales en el siglo XXI (DERECHO) (Biblioteca Universitaria De Editorial Tecnos/ University Library of Tecnos Editorial) (Spanish Edition)
Author(s): Palomares Lerma, Gustavo
ISBN-13: 9788430943548 ISBN: 8430943544
Format: Paperback Pages: 232 Edition: 2 Rev Upd
Pub. Date: 2007-01-01 Publisher: Tecnos
List Price: $33.95
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Book Description
Relaciones internacionales en el siglo XXI (DERECHO) (Biblioteca Universitaria De Editorial Tecnos/ University Library of Tecnos Editorial) (Spanish Edition)
La permanente transformaci n del sistema internacional no s lo afecta a los sujetos y a los nuevos condicionantes globales, sino que tambi n introduce cambios en las din micas que vinculan de forma interdependiente a esos cuatro procesos que son: globalizaci n, conflicto, integraci n y cooperaci n. En esta obra se ha primad
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David Cohen (disambiguation)
"David Cohen" is composed of at least 28 distinct authors, divided by their works.
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David Cohen (4)
David Cohen (5)
David Cohen (3)
David Cohen (9)
David Cohen (24)
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David Cohen (21)
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David Cohen (16)
Works have been aliased into Cat Cohen.
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David Cohen (23)
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Disambiguation notice
#1 Cohen, David, 1955- (LC heading)David Elliot Cohen (b. 1955), author of The Circle of Life: Rituals from the Human Family Album (LC 82247844)
#2 Cohen, David, 1946- (LC heading) David Cohen (b. 11/27/1946), author of Secret Language of the Mind (LC 80146659)
#3 David Cohen British and South African journalist, author of Chasing the Red, White, and Blue (LC undifferentiated 81060196)
#4 Cohen, David (David J.) (LC heading) Do not confuse with Cohen, David J. (David John) David J. Cohen (b. 06 Feb. 1949), author of Law, Sexuality, and Society: The Enforcement of Morals in Classical Athens (LC 90721001)
#5 Cohen, David, 1942 Sept. 28- (LC heading) David Cohen (b. 9-28-42), author of Advantage Series: Precalculus (LC 83186036)
#6 Cohen, David, 1936- (LC heading) David Cohen (b. 1936), author of Advocacy for Social Justice: A Global Action and Reflection Guide (LC 88652617)
#7 David M.S. Cohen (b. 5th April 1942), author of How to Close Your Church in a Decade
#8 Cohen, David, 1932 Sept. 12- David Cohen (b. 12 Sept. 1932), author of The Basics of Throwing
#9 Cohen, David, 1963- (LC heading)David Cohen (b. 1963), author of Alex Katz: Collages (LC 2001020497)
#10 Cohen, David, 1970- (LC heading) David Cohen (b. Sept. 30, 1970), author of Phil Ochs: A Bio-Bibliography (LC 99038435)
#11 Cohen, D. (David), 1933- (LC heading) D. (David) Cohen (b. 1933), author of Feeling free to learn : progressive education (LC 89666942)
#12 Cohen, David, 1922- (LC heading) David Cohen (b. 1922), author of Le parler arabe des juifs de Tunis (LC 91101906)
#13 David Cohen, former president of the Manchester Society for Psychical Research, author of Price and His Spirit Child "Rosalie"
#14 Cohen, David, 1932 Sept. 4- author of Haggadah Simchas Yaabetz (LC 85800141)
#15 Cohen, David, 1932- author of The crucial 10% that really counts for trial victories; do not confuse with other authors born in 1932 (LC 79102773)
#16 Cohen, David (David Cat) author of Diving out in LA (LC 84191143)
#17 Cohen, David, 1928- writer of essay Pat Passlof.
#18 Cohen, David, author of Principles and practice of constraint programming.
#19 Cohen, David, author of The new employee share incentives.
#20 Cohen, David, 1951- author of Health, prevention, and economics; full name David Robert Cohen, born 15 Jan. 1951 (LC 83172114)
#21 Cohen, David (David Lionel), author of Welcome to the campus of struggle (LC 2004072090)
#22 Cohen, David, 1954- editor of Critical new perspectives on ADHD (LC 2005070229)
#23 Cohen, David, 1945- author of The buskers (LC 83172113)
#24 Cohen, D. (David) 1882-1967 - Voorzitter van de Joodse Raad : de herinneringen van David Cohen… (Cohen is the subject of this book, not an author)
#25 David Cohen, linguist, 07-08-1940 - Testing Linguistic Hypotheses
#27 Cohen, David 1889-1972 - The foundations of Jewish Faith
#28 David William Cohen- Anthrohistory
#29 Cohen, Daniel 1936- - Hauntings & Horrors
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6,474,956,194,734,111,000 | Perspectives, Insights, & Priorities: 17 Leaders Speak Freely of Librarianship by Norman HorrocksPerspectives, Insights, & Priorities: 17 Leaders Speak Freely of Librarianship by Norman Horrocks
Perspectives, Insights, & Priorities: 17 Leaders Speak Freely of Librarianship
EditorNorman Horrocks
Paperback | June 9, 2005
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about
This extraordinary book defines and describes librarianship and library science through insightful and thoughtful essays contributed by 17 recognized leaders of the profession. While each essay presents a distinct perspective and approach, collectively they paint a picture of a humane and human profession central to and concerned with the cultural, social, political, and intellectual underpinnings of civilization. Often challenging and provocative, often moving, always engaging, the essays reflect a diverse and complex profession and the values, beliefs, practices, and philosophies that make it unique and vital. The essays take a variety of approaches: historical analysis, personal recollection, career review, political or social commentary, intellectual or philosophical musings, and short and long-term forecasting. Even when the essays address issues of a practical nature, they raise issues of concern in a broader context. The role of libraries in a democratic society is examined through the historical perspective of the Boston Mandate of 1852, the most recent US presidential election, and the current strain of censorship and intellectual freedom battles. What is the proper role of libraries as social organizations advocating societal reform and working toward the common weal? What is the role of government and politics in the profession? What is the responsibility and role of the library in determining or advocating public policy? If, as one essay elegantly and persuasively argues, our professional concern should center not on information or fact, but on truth, can we avoid political action and political repercussion? These are weighty issues addressed not only with passion, but also with a freedom and honesty seldom encountered. This is a powerful and important book that should be read by every librarian, every library student, every public official, indeed, every citizen concerned with his or her community.
Norman Horrocks is Professor Emeritus, School of Library and Information Studies (SLIS), Dalhousie University, Halifax, Nova Scotia, Editorial Consultant and Series Editor for Scarecrow Press, and Contributing Editor for "Library Journal". He is a Fellow of the Chartered Institute of Library and Information Professionals (UK) and an As...
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Title:Perspectives, Insights, & Priorities: 17 Leaders Speak Freely of LibrarianshipFormat:PaperbackDimensions:152 pages, 8.92 × 6.6 × 0.49 inPublished:June 9, 2005Publisher:Scarecrow PressLanguage:English
The following ISBNs are associated with this title:
ISBN - 10:0810853558
ISBN - 13:9780810853553
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Reviews
Table of Contents
Part 1 Foreword Part 2 From Oral Tradition to Electronic: Accessing and Disseminating Information Part 3 The Library Professional Part 4 Election 2004: The Library Fails Again Part 5 Reflections on Librarianship: Values, Ethics, and Practice Part 6 Serving Young Adults in Libraries: A Professional Life's Work Part 7 Libraries: The Best Public Value Part 8 A Virtuous Profession Part 9 Librarians: Our Reach is Global and Our Touch is Local Part 10 Library Values in a Changing World Part 11 Librarianship: Intersecting Perspectives for the Academy and from the Field Part 12 Meet the New Boss, Same as the Old Boss: A Personal View of Librarianship Part 13 The Fog of My Career: Some Reflections and Lessons Learned Part 14 Social Justice as a Context for a Career in Librarianship Part 15 Philosophy Begins in Wonder and Ends in Performance Part 16 Reflections on a Passion Part 17 Why Do Libraries Matter in the 21st Century? Part 18 The More Things Chance, The More Things Remain the Same Part 19 About the Contributors
Editorial Reviews
Horrocks (emeritus, School of Library and Information Sciences, Dalhousie U., Canada) presents 17 essays in which professional librarians reflect on librarianship and library science in terms of their own experiences with the field. Contributors touch on a diversity of subjects, including the implications of the 2004 US presidential election on libraries, the values and ethics of librarianship, social justice as a context for a career in librarianship, the history of accessing and disseminating information from the oral tradition to the present, and the changing role of the library in the 21st century. | {
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3,025,700,844,288,759,000 | VIAF
Virtual International Authority File
Search
Dewberry, Donna S. Library of Congress/NACO
Dewberry, Donna Wikipedia (en)-test ISNI-test
Dewberry, Donna 1953-.... National Library of France
VIAF ID: 65780086 (Personal)
Permalink: http://viaf.org/viaf/65780086
ISNI-test: 0000 0000 3415 1844
Open Section Close Section Preferred Forms
Open Section Close Section Selected Titles
1. Leçon de fleurs de A à Z (4) National Library of France
2. La déco en one-stroke (3) National Library of France
3. Peindre en one-stroke (2) National Library of France
4. Fast and fun landscape painting with Donna Dewberry (2) Library of Congress/NACO
5. Donna Dewberry's quick and easy murals (2) Library of Congress/NACO
6. Donna Dewberry's all new book of one-stroke painting (2) National Library of France
7. Wall shelves (1) Library of Congress/NACO
8. Techniques guide (1) Library of Congress/NACO
9. Sweet dreams bedrooms (1) Library of Congress/NACO
10. Quilting with Donna Dewberry (1) Library of Congress/NACO
Open Section Close Section Selected Co-authors
Open Section Close Section Countries of Publication (2)
Open Section Close Section Publication Statistics
Open Section Close Section Selected Publishers (6)
Open Section Close Section About
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-5,173,985,906,582,542,000 | PeopleFinders > People Directory
Wendy Morgan
North Palm Beach, FL
2 records found for Wendy Morgan in North Palm Beach, FL .
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Wendy Neil
53
West Palm Beach, FL
North Palm Beach, FL
Greenacres, FL
Lantana, FL
(561)-649-
(561)-863-
(561)-964-
View Details
Associated Names:
North Palm Beach, FL
View Details
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Birth Records: 21 Marriage Records: 13
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To help you locate the right Wendy Morgan, the search results below include a number of details, including relatives, previous residences, and known aliases. If you find that the Wendy we have given in the listing is not similar to the person you're trying to locate, then feel free to browse the list of people with the last name Morgan below.
Utilize the search fields above to speed up your search for Wendy Morgan. Adding in additional details, like a middle name, state, or city, can yield more relevant results. Before you know it, you'll be able to review all of the contact info and public records we have for Wendy Morgan. | {
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Life and correspondence of the Right Reverencd Samuel Seabury : first bishop of Connecticut, and the Episcopal Church in the United States
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} | 02 | 57deb6b886707fc433954e62dc3bcda7 |
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Summary: Does the thought of using a computer scare you? Are you unsure how to set up an email account or type a Word document? Whatever your computing needs, you can make an appointment with a Librarian for one on one, or small-group instruction.
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-5,998,365,858,030,632,000 | Loading Events
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LearningDITA Live Series
December 5, 2019 @ 11:00 am - 12:00 pm EST
Gretyl Kinsey presents Extreme conditions in DITA on December 5th at 11:00 a.m. ET.
Do your customers need different variants of your documentation? Is there content you should include in some product documents and exclude from others? Conditions in DITA make it possible. This session explains how to set up conditional content in DITA, from the basics to advanced reuse techniques, so that you can plan for custom content delivery.
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8,168,644,530,016,714,000 | Top definition
When you tweet 116 tweets within 1 hour. Twitter locks you out and you will not be able to tweet until the next hour.
I promo'd so hard I was put in Twitterjail 3x in one day.
by TracieBLovely March 22, 2011
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2
Twitter Jail is no tweeting if you've reached the limit of 100 tweets per hour/1000 per day.
You can access your page, you may not post publicly for a specific period of time. Anything from half an hour to a few hours.
Im stuck in Twitter Jail now i have to find something else to occupy my time, Checking myspace messages, online bloggs, Facebook , Socializing, Working, Chores, Taking care of your children, Cooking,
by Mizzsugahips August 28, 2009
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},
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"code": "2",
"label": "High School Level"
}
}
} | 02 | 57deb6b886707fc433954e62dc3bcda7 |
1,683,963,373,811,809,300 | The Library of Congress > Chronicling America > The Fullerton news.
Search America's historic newspaper pages from 1836-1922 or use the U.S. Newspaper Directory to find information about American newspapers published between 1690-present. Chronicling America is sponsored jointly by the National Endowment for the Humanities external link and the Library of Congress. Learn more
Pages Available: 8,148,101
Title:
The Fullerton news. : (Fullerton, Calif.) 190?-1923
Place of publication:
Fullerton, Calif.
Geographic coverage:
• Fullerton, Orange, California | View more titles from this: City County, State
Publisher:
Edwin C. Hitchcock
Dates of publication:
190?-1923
Description:
• -v. 28 [i.e. 23], no. 128 (Oct. 14, 1923).
Frequency:
Daily (except Sun.) May 2, 1921-Oct. 14, 1923
Language:
• English
Subjects:
• Fullerton (Calif.)--Newspapers.
• Orange County (Calif.)--Newspapers.
Notes:
• Description based on: Vol. 4 [i.e. 5], no. 44 (Nov. 2, 1905).
• Master negatives are available for duplication from:
• Numbering is irregular.
LCCN:
sn 95062053
OCLC:
33218807
Succeeding Titles:
Holdings:
View complete holdings information | {
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},
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},
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"label": "Abstain"
}
},
"document_type_v2": {
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"label": "Structured Data"
},
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}
},
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"label": "Basic Reasoning"
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"label": "Highly Correct"
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} | 02 | 57deb6b886707fc433954e62dc3bcda7 |
🌐 Essential-Web: FDC Level-2 Partitioned Dataset
📋 Dataset Description
This dataset contains a 1 trillion token sample from Essential-Web, partitioned by Free Decimal Correspondence (FDC) level-2 categories. Essential-Web is a 24-trillion-token web dataset with extensive document-level metadata designed to enable rapid dataset curation through SQL-like filtering.
🔍 Free Decimal Correspondence (FDC)
The FDC taxonomy is an open classification system inspired by the Dewey Decimal System. Level-2 categories provide broad subject matter classifications that enable researchers to quickly identify and filter relevant content domains.
For help navigating FDC codes, see: https://www.librarything.com/mds
⚙️ Dataset Creation
The source documents were classified using EAI-Taxonomy-0.5b, a classifier trained on synthetic labels generated by open-weight LLMs. The classification process involved inference across 23.6 billion web documents, requiring approximately 90,000 AMD MI300x GPU-hours.
🎯 Performance
Datasets curated from Essential-Web using simple metadata filters have demonstrated competitive performance relative to top performing web-curated datasets:
- 🧮 Math: within 8.0% of web-curated baselines
- 💻 Web Code: 14.3% above web-curated baselines
- 🔬 STEM: 24.5% above web-curated baselines
- 🩺 Medical: 8.6% above web-curated baselines
🏗️ Dataset Structure
The dataset is organized by FDC level-2 categories, which provide a Dewey Decimal-inspired taxonomy for classifying web content by subject matter. Files are organized in the data/
directory with partitions like:
data/fdc_level=02/
data/fdc_level=05/
data/fdc_level=10/
...
Each partition contains documents labeled with their corresponding FDC classification along with associated taxonomy metadata.
Dataset Schema Documentation
Overview
This dataset contains web-crawled text data with comprehensive metadata, quality signals, and taxonomic classifications. Each record represents a document extracted from web archives with detailed provenance tracking and quality assessment metrics.
Core Fields
Field | Type | Description | Path |
---|---|---|---|
id |
Int64 |
Unique identifier based on document hash | id |
text |
String |
The main textual content of the document | text |
EAI Taxonomy Classification
Comprehensive hierarchical classification system with primary and secondary labels - the most important feature of this dataset. The taxonomy is designed to provide detailed subject categorization, document type identification, content quality assessment, and extraction quality indicators.
Free Decimal Correspondence (FDC)
A Dewey Decimal-inspired classification system with 3-level hierarchical labels. The FDC provides nested categories where each successive level refines its parent category. It's designed to be compatible with the Dewey Decimal System for library cataloging.
Level Structure:
- Level 1: Top-level categories (0-9) covering broad subject areas like General works, Philosophy, Religion, Social Sciences, etc.
- Level 2: Sub-divisions (00-99) that refine Level 1 categories
- Level 3: Specific categories (000-999) that further refine Level 2 categories
Component | Description | Path |
---|---|---|
Primary Code | Main classification code | eai_taxonomy.free_decimal_correspondence.primary.code |
Primary Level 1 | Top-level category (0=General works, 1=Philosophy, 2=Religion, 3=Social Sciences, 4=Language, 5=Science, 6=Technology, 7=Arts, 8=Literature, 9=History/Geography) | eai_taxonomy.free_decimal_correspondence.primary.labels.level_1 |
Primary Level 2 | Mid-level category | eai_taxonomy.free_decimal_correspondence.primary.labels.level_2 |
Primary Level 3 | Specific category | eai_taxonomy.free_decimal_correspondence.primary.labels.level_3 |
Secondary Code | Alternative classification code | eai_taxonomy.free_decimal_correspondence.secondary.code |
Secondary Level 1 | Alternative top-level category | eai_taxonomy.free_decimal_correspondence.secondary.labels.level_1 |
Secondary Level 2 | Alternative mid-level category | eai_taxonomy.free_decimal_correspondence.secondary.labels.level_2 |
Secondary Level 3 | Alternative specific category | eai_taxonomy.free_decimal_correspondence.secondary.labels.level_3 |
We recommend this viewer for easily navigating the FDC categories when curating filters: https://www.librarything.com/mds
Bloom's Taxonomy Integration
Based on Anderson and Krathwohl's 2001 revision of Bloom's Taxonomy of Educational Objectives, providing two complementary categorization dimensions for educational content analysis.
Knowledge Domain
Categorizes the type of knowledge demonstrated in the document:
Component | Description | Path |
---|---|---|
Primary Code | Main knowledge domain code | eai_taxonomy.bloom_knowledge_domain.primary.code |
Primary Label | Main knowledge domain label | eai_taxonomy.bloom_knowledge_domain.primary.label |
Secondary Code | Alternative knowledge domain code | eai_taxonomy.bloom_knowledge_domain.secondary.code |
Secondary Label | Alternative knowledge domain label | eai_taxonomy.bloom_knowledge_domain.secondary.label |
Possible Values:
Code | Label | Description |
---|---|---|
-1 |
Abstain | Unable to determine |
1 |
Factual | Basic elements to learn or solve problems |
2 |
Conceptual | Interrelationships between basic elements within larger context |
3 |
Procedural | Methods and techniques in the discipline |
4 |
Metacognitive | Awareness of how learning works in relation to oneself |
Cognitive Processing Level
Assesses the learning and thinking skill levels demonstrated by the document author:
Component | Description | Path |
---|---|---|
Primary Code | Main cognitive process code | eai_taxonomy.bloom_cognitive_process.primary.code |
Primary Label | Main cognitive process label | eai_taxonomy.bloom_cognitive_process.primary.label |
Secondary Code | Alternative cognitive process code | eai_taxonomy.bloom_cognitive_process.secondary.code |
Secondary Label | Alternative cognitive process label | eai_taxonomy.bloom_cognitive_process.secondary.label |
Possible Values:
Code | Label | Description |
---|---|---|
-1 |
Abstain | Unable to determine |
1 |
Remember | Retrieve relevant knowledge from memory |
2 |
Understand | Determine meaning of instructional messages |
3 |
Apply | Use a procedure in a given situation |
4 |
Analyze | Break materials into components and determine relationships |
5 |
Evaluate | Make judgments based on criteria and standards |
6 |
Create | Create new or original work |
Document Characteristics
Document Type v1
In-house classification of common web document types and formats:
Component | Description | Path |
---|---|---|
Primary Code | Main document type code | eai_taxonomy.document_type_v1.primary.code |
Primary Label | Main document type label | eai_taxonomy.document_type_v1.primary.label |
Secondary Code | Alternative document type code | eai_taxonomy.document_type_v1.secondary.code |
Secondary Label | Alternative document type label | eai_taxonomy.document_type_v1.secondary.label |
Possible Values:
Code | Label | Examples |
---|---|---|
-1 |
Abstain | Unable to classify |
1 |
News/Editorial | CNN articles, opinion columns |
2 |
Academic/Research | ArXiv papers, research articles |
3 |
Reference/Encyclopedic/Educational | FAQs, Wikipedia entries |
4 |
Code/Software | GitHub repos, code examples |
5 |
Social/Forum | Conversation threads, Q&A boards |
6 |
Promotional/Advertisement | Product pages, calls to action |
7 |
Search/Directory/Bibliography | Link pages, search results |
8 |
Adult/Pornographic | Adult content |
9 |
Personal/Misc | Blogs, user profiles |
10 |
Machine-Generated | Lorem ipsum, garbled text |
11 |
Legal/Regulatory | Contracts, terms of service |
12 |
Government/Political | Legislation, press releases |
13 |
Literary/Creative | Poems, short stories |
14 |
Reviews/Critiques | Film critiques, product reviews |
15 |
E-Commerce/Marketplace | eBay listings, Amazon pages |
16 |
Images/Videos/Audio | YouTube videos, Imgur pages |
17 |
Other/Unclassified | Documents that resist classification |
Document Type v2
Updated classification based on WebOrganizer taxonomy with refined categories for improved document classification accuracy:
Component | Description | Path |
---|---|---|
Primary Code | Main document type code (v2) | eai_taxonomy.document_type_v2.primary.code |
Primary Label | Main document type label (v2) | eai_taxonomy.document_type_v2.primary.label |
Secondary Code | Alternative document type code (v2) | eai_taxonomy.document_type_v2.secondary.code |
Secondary Label | Alternative document type label (v2) | eai_taxonomy.document_type_v2.secondary.label |
Complete Value Mapping:
Code | Label | Examples |
---|---|---|
-1 |
Abstain | Documents requiring human review |
1 |
About (Org.) | Company about pages, mission statements |
2 |
About (Personal) | Personal bios, LinkedIn profiles |
3 |
Academic Writing | Research papers, abstracts, dissertations |
4 |
Audio Transcript | Interview transcripts, court records, captions |
5 |
Comment Section | Reddit threads, blog comments |
6 |
Content Listing | Site maps, product catalogs, directory listings |
7 |
Creative Writing | Song lyrics, novel excerpts, poetry |
8 |
Documentation | API docs, README files, user manuals |
9 |
FAQ | FAQ pages, Q&A lists |
10 |
Knowledge Article | Wikipedia articles, Britannica entries |
11 |
Legal Notices | Privacy policies, license agreements, terms of service |
12 |
Listicle | Buzzfeed-style articles, "Top 10" lists |
13 |
News (Org.) | Government blog posts, corporate announcements |
14 |
News Article | Newspaper articles, CNN content, breaking news |
15 |
Nonfiction Writing | Editorials, obituaries, memoirs, opinion pieces |
16 |
Personal Blog | Personal journals, diary entries, lifestyle blogs |
17 |
Product Page | Product descriptions, course offerings, sales pages |
18 |
Q&A Forum | Quora posts, Stack Exchange discussions |
19 |
Spam / Ads | SEO keyword stuffing, promotional spam |
20 |
Structured Data | Datasheets, glossaries, JSON files, databases |
21 |
Customer Support | Help articles, troubleshooting guides |
22 |
Truncated | Paywalled sites, image galleries, partial content |
23 |
Tutorial | Cooking recipes, WikiHow pages, step-by-step guides |
24 |
User Review | Yelp reviews, TripAdvisor feedback, product reviews |
25 |
Other/Unclassified | Miscellaneous documents not fitting other categories |
Extraction Artifacts
Assessment of technical extraction quality, identifying issues from HTML-to-text conversion:
Component | Description | Path |
---|---|---|
Primary Code | Main extraction artifact code | eai_taxonomy.extraction_artifacts.primary.code |
Primary Label | Main extraction artifact label | eai_taxonomy.extraction_artifacts.primary.label |
Secondary Code | Alternative extraction artifact code | eai_taxonomy.extraction_artifacts.secondary.code |
Secondary Label | Alternative extraction artifact label | eai_taxonomy.extraction_artifacts.secondary.label |
Possible Values:
Code | Label | Description |
---|---|---|
-1 |
Abstain | Unable to determine |
0 |
No Artifacts | Clean text with no leftover HTML or irrelevant elements |
1 |
Leftover HTML | HTML/code artifacts remaining after extraction |
2 |
Text Extraction Errors | Broken math expressions, encoding errors, improperly parsed tables |
3 |
Irrelevant Content | Headers, footers, nav menus extracted by mistake |
4 |
Indeterminate | Insufficient content to judge |
Missing Content
Assessment of content completeness and extraction success:
Component | Description | Path |
---|---|---|
Primary Code | Main missing content code | eai_taxonomy.missing_content.primary.code |
Primary Label | Main missing content label | eai_taxonomy.missing_content.primary.label |
Secondary Code | Alternative missing content code | eai_taxonomy.missing_content.secondary.code |
Secondary Label | Alternative missing content label | eai_taxonomy.missing_content.secondary.label |
Possible Values:
Code | Label | Description |
---|---|---|
-1 |
Abstain | Unable to determine |
0 |
No Missing Content | Complete and coherent text |
1 |
Truncated Snippets | Obvious "...", incomplete paragraphs, cut-off text |
2 |
Click Here References | "Download here", "Click here" without linked content |
3 |
Incoherent Flow | Unreadable or illogical flow due to missing context |
4 |
Missing Images or Figures | Placeholders or references to missing visual content |
5 |
Missing Referenced Data | References to absent tables/datasets (e.g., "See Table 3") |
6 |
Indeterminate | Insufficient content to judge |
Text Structure Information
Field | Type | Description | Path |
---|---|---|---|
Line Start Indices | List[Int32] |
Starting indices of each line | line_start_n_end_idx.line_start_idx |
Line End Indices | List[Int32] |
Ending indices of each line | line_start_n_end_idx.line_end_idx |
Content Quality Dimensions
Quality assessment inspired by NaturalReasoning and FineWeb efforts to categorize web data by information sophistication.
Reasoning Depth
Assesses the complexity and sophistication of logical reasoning in the document:
Component | Description | Path |
---|---|---|
Primary Code | Main reasoning depth code | eai_taxonomy.reasoning_depth.primary.code |
Primary Label | Main reasoning depth label | eai_taxonomy.reasoning_depth.primary.label |
Secondary Code | Alternative reasoning depth code | eai_taxonomy.reasoning_depth.secondary.code |
Secondary Label | Alternative reasoning depth label | eai_taxonomy.reasoning_depth.secondary.label |
Possible Values:
Code | Label | Description |
---|---|---|
-1 |
Abstain | Unable to determine |
1 |
No Reasoning | Facts present but no evidence of reasoning |
2 |
Basic Reasoning | Basic analysis with minimal explanation and summarization |
3 |
Intermediate Reasoning | Some logical steps connecting ideas and structured thinking |
4 |
Advanced Reasoning | Multi-step reasoning and thorough analysis with well-developed explanations |
5 |
Exceptional Reasoning | Novel abstractions, theoretical frameworks, long chain-of-thought, original insights, or proofs |
6 |
Indeterminate | Insufficient context to judge |
Technical Correctness
Evaluates the accuracy and precision of technical information:
Component | Description | Path |
---|---|---|
Primary Code | Main technical correctness code | eai_taxonomy.technical_correctness.primary.code |
Primary Label | Main technical correctness label | eai_taxonomy.technical_correctness.primary.label |
Secondary Code | Alternative technical correctness code | eai_taxonomy.technical_correctness.secondary.code |
Secondary Label | Alternative technical correctness label | eai_taxonomy.technical_correctness.secondary.label |
Possible Values:
Code | Label | Description |
---|---|---|
-1 |
Abstain | Unable to determine |
1 |
Technically Flawed | Significant errors undermining content validity |
2 |
Partially Correct | Some correctness but contains flaws, omissions, or errors |
3 |
Mostly Correct | Technical correctness with minor flaws or incomplete explanations |
4 |
Highly Correct | High technical correctness with precise definitions and clear explanations |
5 |
Exceptionally Correct | Exceptional technical correctness with formal proofs and flawless content |
6 |
Not Applicable/Indeterminate | No technical content or insufficient context |
Education Level
Assesses the appropriate educational background required to comprehend the content:
Component | Description | Path |
---|---|---|
Primary Code | Main education level code | eai_taxonomy.education_level.primary.code |
Primary Label | Main education level label | eai_taxonomy.education_level.primary.label |
Secondary Code | Alternative education level code | eai_taxonomy.education_level.secondary.code |
Secondary Label | Alternative education level label | eai_taxonomy.education_level.secondary.label |
Possible Values:
Code | Label | Description |
---|---|---|
-1 |
Abstain | Unable to determine |
1 |
General Audience | Accessible to anyone with basic literacy; simple terms |
2 |
High School Level | Requires high school education; specialized terminology explained for non-experts |
3 |
Undergraduate Level | Requires college education; uses specialized terminology and assumes background knowledge |
4 |
Graduate/Expert Level | Requires graduate education or domain expertise; assumes deep background knowledge |
5 |
Indeterminate | Insufficient content to judge educational level |
Metadata
Metadata Structure
The metadata
field contains a nested structure with web archive information:
Field | Type | Description | Path |
---|---|---|---|
URL Information | |||
URL | String |
Original URL of the document | metadata.url |
Source Domain | String |
Domain name of the source | metadata.source_domain |
Snapshot ID | String |
Identifier for the web archive snapshot | metadata.snapshot_id |
WARC Metadata | WARC (Web ARChive) format metadata | ||
Content Length | String |
Size of the content | metadata.warc_metadata.Content-Length |
Content Type | String |
MIME type of the content | metadata.warc_metadata.Content-Type |
Block Digest | String |
Checksum of the WARC block | metadata.warc_metadata.WARC-Block-Digest |
Concurrent To | String |
Related WARC records | metadata.warc_metadata.WARC-Concurrent-To |
Date | String |
Timestamp of the crawl | metadata.warc_metadata.WARC-Date |
IP Address | String |
Source server IP address | metadata.warc_metadata.WARC-IP-Address |
Payload Type | String |
Identified content type | metadata.warc_metadata.WARC-Identified-Payload-Type |
Payload Digest | String |
Checksum of the payload | metadata.warc_metadata.WARC-Payload-Digest |
Record ID | String |
Unique WARC record identifier | metadata.warc_metadata.WARC-Record-ID |
Target URI | String |
Original target URL | metadata.warc_metadata.WARC-Target-URI |
Truncated | String |
Truncation status | metadata.warc_metadata.WARC-Truncated |
Type | String |
WARC record type | metadata.warc_metadata.WARC-Type |
Warcinfo ID | String |
Associated warcinfo record | metadata.warc_metadata.WARC-Warcinfo-ID |
Additional Info | |||
WARC Info | String |
Additional WARC information | metadata.warc_info |
Quality Signals
The dataset includes two comprehensive quality assessment frameworks:
Red Pajama v2 Quality Metrics
Text quality indicators derived from the Red Pajama v2 filtering pipeline:
Content Structure Metrics
Metric | Description | Path |
---|---|---|
Original Length | Original document length | quality_signals.red_pajama_v2.ccnet_original_length |
Original Lines | Number of lines in original document | quality_signals.red_pajama_v2.ccnet_original_nlines |
Sentence Count | Total sentence count | quality_signals.red_pajama_v2.rps_doc_num_sentences |
Word Count | Total word count | quality_signals.red_pajama_v2.rps_doc_word_count |
Mean Word Length | Average word length | quality_signals.red_pajama_v2.rps_doc_mean_word_length |
Language Quality Metrics
Metric | Description | Path |
---|---|---|
Stop Word Fraction | Proportion of stop words | quality_signals.red_pajama_v2.rps_doc_stop_word_fraction |
Unique Words Fraction | Fraction of unique words | quality_signals.red_pajama_v2.rps_doc_frac_unique_words |
All Caps Words | Fraction of words in all capitals | quality_signals.red_pajama_v2.rps_doc_frac_all_caps_words |
Non-Alphabetic Words | Fraction of non-alphabetic words | quality_signals.red_pajama_v2.rps_doc_frac_no_alph_words |
Unigram Entropy | Entropy measure of word distribution | quality_signals.red_pajama_v2.rps_doc_unigram_entropy |
Content Pattern Analysis
Metric | Description | Path |
---|---|---|
Curly Bracket Density | Curly bracket density (code indicator) | quality_signals.red_pajama_v2.rps_doc_curly_bracket |
Symbol-to-Word Ratio | Symbol-to-word ratio | quality_signals.red_pajama_v2.rps_doc_symbol_to_word_ratio |
Ellipsis Line Endings | Lines ending with ellipsis | quality_signals.red_pajama_v2.rps_doc_frac_lines_end_with_ellipsis |
Lorem Ipsum Detection | Lorem ipsum text detection | quality_signals.red_pajama_v2.rps_doc_lorem_ipsum |
Offensive Content | Potentially offensive content detection | quality_signals.red_pajama_v2.rps_doc_ldnoobw_words |
UT1 Blacklist | UT1 blacklist filtering score | quality_signals.red_pajama_v2.rps_doc_ut1_blacklist |
Duplication Detection
Metric | Description | Path |
---|---|---|
5-gram Duplication | Character-level duplication for 5-grams | quality_signals.red_pajama_v2.rps_doc_frac_chars_dupe_5grams |
6-gram Duplication | Character-level duplication for 6-grams | quality_signals.red_pajama_v2.rps_doc_frac_chars_dupe_6grams |
7-gram Duplication | Character-level duplication for 7-grams | quality_signals.red_pajama_v2.rps_doc_frac_chars_dupe_7grams |
8-gram Duplication | Character-level duplication for 8-grams | quality_signals.red_pajama_v2.rps_doc_frac_chars_dupe_8grams |
9-gram Duplication | Character-level duplication for 9-grams | quality_signals.red_pajama_v2.rps_doc_frac_chars_dupe_9grams |
10-gram Duplication | Character-level duplication for 10-grams | quality_signals.red_pajama_v2.rps_doc_frac_chars_dupe_10grams |
Top 2-gram Coverage | Most frequent 2-gram coverage | quality_signals.red_pajama_v2.rps_doc_frac_chars_top_2gram |
Top 3-gram Coverage | Most frequent 3-gram coverage | quality_signals.red_pajama_v2.rps_doc_frac_chars_top_3gram |
Top 4-gram Coverage | Most frequent 4-gram coverage | quality_signals.red_pajama_v2.rps_doc_frac_chars_top_4gram |
Domain Importance Scores
Metric | Description | Path |
---|---|---|
Books Importance | Similarity to book content | quality_signals.red_pajama_v2.rps_doc_books_importance |
Books Importance (Length Corrected) | Length-corrected books similarity | quality_signals.red_pajama_v2.rps_doc_books_importance_length_correction |
OpenWebText Importance | Similarity to OpenWebText | quality_signals.red_pajama_v2.rps_doc_openwebtext_importance |
OpenWebText Importance (Length Corrected) | Length-corrected OpenWebText similarity | quality_signals.red_pajama_v2.rps_doc_openwebtext_importance_length_correction |
Wikipedia Importance | Similarity to Wikipedia | quality_signals.red_pajama_v2.rps_doc_wikipedia_importance |
Wikipedia Importance (Length Corrected) | Length-corrected Wikipedia similarity | quality_signals.red_pajama_v2.rps_doc_wikipedia_importance_length_correction |
FastText Classification Scores
Domain and content type classification probabilities:
Metric | Description | Path |
---|---|---|
DCLM Score | DataComp-LM classifier score | quality_signals.fasttext.dclm |
English Confidence | English language confidence | quality_signals.fasttext.english |
Educational Content | Educational content approximation | quality_signals.fasttext.fineweb_edu_approx |
General Math | General mathematics content | quality_signals.fasttext.eai_general_math |
Web Math | OWM Web-based mathematics content | quality_signals.fasttext.eai_open_web_math |
Code Content | Code content detection | quality_signals.fasttext.eai_web_code |
How to Load the Dataset
This section provides examples of how to load the EssentialAI/essential-web-1t-sample-fdc-partitioned
dataset using different Python libraries and frameworks.
Using Hugging Face Datasets (Standard Method)
The simplest way to load the dataset is using the Hugging Face datasets
library:
from datasets import load_dataset
# Load the entire dataset
dataset = load_dataset("EssentialAI/essential-web-1t-sample-fdc-partitioned")
# View dataset structure
print(dataset)
print(f"Number of examples: {len(dataset['train'])}")
You can also load the dataset in streaming mode to avoid downloading the entire dataset at once:
from datasets import load_dataset
# Load in streaming mode
dataset = load_dataset("EssentialAI/essential-web-1t-sample-fdc-partitioned", streaming=True)
data_stream = dataset["train"]
# Iterate through examples
for example in data_stream.take(5):
print(example)
Using PySpark
For large-scale distributed processing, you can load the dataset using PySpark with the pyspark_huggingface
library:
# First install the required library:
# pip install pyspark_huggingface
import pyspark_huggingface
from pyspark.sql import SparkSession
# Initialize Spark session
spark = SparkSession.builder.appName("EAI-Taxonomy-Web-1T-Sample-FDC-Partitioned").getOrCreate()
# Load the dataset using the "huggingface" data source
df = spark.read.format("huggingface").load("EssentialAI/essential-web-1t-sample-fdc-partitioned")
# Basic dataset exploration
print(f"Dataset shape: {df.count()} rows, {len(df.columns)} columns")
df.show(10)
df.printSchema()
# Load only specific columns for efficiency
df_subset = (
spark.read.format("huggingface")
.option("columns", '["column1", "column2"]') # Replace with actual column names
.load("EssentialAI/essential-web-1t-sample-fdc-partitioned")
)
# Run SQL queries on the dataset
df.createOrReplaceTempView("eai_web_1t_sample_fdc_partitioned_dataset")
result = spark.sql("""
SELECT COUNT(*) as total_examples
FROM eai_web_1t_sample_fdc_partitioned_dataset
""")
result.show()
Using Daft
Daft provides a modern DataFrame library optimized for machine learning workloads. You can load the dataset directly from Hugging Face:
import daft
# Load the entire dataset
df = daft.read_parquet("hf://datasets/EssentialAI/essential-web-1t-sample-fdc-partitioned")
# Basic exploration
print("Dataset schema:")
df.schema()
print("First 5 rows:")
df.show(5)
If you need to access private datasets or use authentication:
import daft
from daft.io import IOConfig, HTTPConfig
io_config = IOConfig(http=HTTPConfig(bearer_token="your_token"))
df = daft.read_parquet("hf://datasets/EssentialAI/essential-web-1t-sample-fdc-partitioned", io_config=io_config)
Installation Requirements
Make sure you have the required libraries installed:
# For Hugging Face datasets
pip install datasets
# For PySpark with Hugging Face integration
pip install pyspark_huggingface
# For Daft
pip install daft
🎓 Citation
If you use this dataset, please cite our EssentialWeb paper:
@article{essentialweb2025,
title={Essential-Web: 24T tokens of organized web data},
author={[Authors]},
year={2025}
}
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