Bridging Language and Items for Retrieval and Recommendation
Paper • 2403.03952 • Published
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Books | Chaucer | 4.5 | 29 | [] | [] | 8.23 | {
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} | Peter Ackroyd (Author) | [
"Books",
"Literature & Fiction",
"History & Criticism"
] | {"Publisher": "Chatto & Windus; First Edition (January 1, 2004)", "Language": "English", "Hardcover": "196 pages", "ISBN 10": "0701169850", "ISBN 13": "978-0701169855", "Item Weight": "10.1 ounces", "Dimensions": "5.39 x 0.71 x 7.48 inches"} | 0701169850 | null | Hardcover – Import, January 1, 2004 | {'avatar': 'https://m.media-amazon.com/images/I/21Je2zja9pL._SY600_.jpg', 'name': 'Peter Ackroyd', 'about': ['Peter Ackroyd, (born 5 October 1949) is an English biographer, novelist and critic with a particular interest in the history and culture of London. For his novels about English history and culture and his biogr... |
Books | Notes from a Kidwatcher | 5 | 1 | [
"Contains 23 selected articles by this influential writer, researcher, educator, and speaker. They're grouped around six major themes inherent in teacher education: culture and community; miscue analysis, reading strategies and comprehension; print awareness and the roots of literacy; the writing process; kidwatchi... | [
"About the Author",
"SANDRA WILDE, Ph.D., is widely recognized for her expertise in developmental spelling and her advocacy of holistic approaches to spelling and phonics. She is Professor of Curriculum and Instruction at Portland State University in Oregon. She is best known for her work in invented spelling, ph... | 3.52 | {
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} | Sandra Wilde (Editor) | [
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"Words, Language & Grammar"
] | {"Publisher": "Heinemann; First Edition (May 20, 1996)", "Language": "English", "Paperback": "316 pages", "ISBN 10": "0435088688", "ISBN 13": "978-0435088682", "Item Weight": "1.05 pounds", "Dimensions": "6.03 x 0.67 x 8.95 inches"} | 0435088688 | null | First Edition | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'Yetta M. Goodman', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
Books | Service: A Navy SEAL at War | 4.7 | 3,421 | [
"Marcus Luttrell, author of the #1 bestseller",
"Lone Survivor",
", share war stories about true American heroism from himself and other soldiers who bravely fought alongside him.",
"Navy SEAL Marcus Luttrell returned from his star-crossed mission in Afghanistan with his bones shattered and his heart broken. ... | [
"Review",
"Praise for SERVICE\"An action-packed...reflective saga of contemporary military service.\"―",
"Kirkus Reviews",
"\"Marcus Luttrell, with James D. Hornfischer, has written another emotional story that the reader will not want to put down.\"―",
"American Thinker",
"About the Author",
"Marcus Lu... | 17.17 | {
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} | Marcus Luttrell (Author), James D. Hornfischer | [
"Books",
"Biographies & Memoirs",
"Leaders & Notable People"
] | {"Publisher": "Little, Brown and Company; 1st edition (May 8, 2012)", "Language": "English", "Hardcover": "384 pages", "ISBN 10": "9780316185363", "ISBN 13": "978-0316185363", "Item Weight": "1.4 pounds", "Dimensions": "6.25 x 1.55 x 9.55 inches"} | 0316185361 | null | Hardcover – May 8, 2012 | {'avatar': 'https://m.media-amazon.com/images/I/31rBoNEHiFL._SY600_.jpg', 'name': 'Marcus Luttrell', 'about': ['Petty Officer First Class Marcus Luttrell was born in Huntsville, Texas in 1975.']} |
Books | Monstrous Stories #4: The Day the Mice Stood Still | 4.4 | 40 | [
"Funny, light-hearted monster stories that are perfect for young readers, brought to us by the esteemed Dr. Roach.Jilly can't believe what she's seeing when she wakes up one seemingly normal morning. All the mice in her small town of Buffalo Bottom have gone strangely still. What could make a town full of rodents s... | [] | 7.43 | {
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} | Dr. Roach (Author) | [
"Books",
"Children's Books",
"Science Fiction & Fantasy"
] | {"Publisher": "Scholastic Paperbacks; Reprint edition (October 29, 2013)", "Language": "English", "Paperback": "64 pages", "ISBN 10": "0545425573", "ISBN 13": "978-0545425575", "Reading age": "7 - 10 years", "Lexile measure": "590L", "Grade level": "2 - 5", "Item Weight": "1.92 ounces", "Dimensions": "5.25 x 0.2 x 7.5 ... | 0545425573 | null | Paperback – October 29, 2013 | null |
Buy a Kindle | Parker & Knight | 4.5 | 381 | [
"From REMINGTON KANE, the author of The Taken! & Tanner SeriesPARKER & KNIGHT",
"When beautiful, nineteen-year-old Tiffany Grace is found murdered inside the house next door, Detectives Rick Parker and Joanna Knight are brought in to investigate.What they find is a tangled web of love, lies and infidelity between... | [] | 0.0 | {
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} | Remington Kane (Author) Format: Kindle Edition | [
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Books | Writings from a Black Woman Living in the Land of the "Free": Strength, Power, Resilience | 5 | 5 | [
"Take a step into the modern perspective of a young black woman living in America. Tori Ruff explores the injustices and pain endured by the African American community for centuries. Through a series of writings, she speaks on topics including police brutality, racism, and discrimination. 'Writings from a Black Wom... | [] | 4.05 | {
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} | Tori Ruff (Author), Juwan Nicholson (Editor), TBrown Media (Photographer) | [
"Books",
"Arts & Photography",
"History & Criticism"
] | {"Publisher": "Independently published (December 30, 2021)", "Language": "English", "Paperback": "24 pages", "ISBN 13": "979-8528537702", "Item Weight": "3.2 ounces", "Dimensions": "7 x 0.06 x 9 inches"} | B09PHG4FQ8 | null | Paperback – December 30, 2021 | null |
Books | Child Development: A Practitioner's Guide:2nd (Second) edition | 5 | 2 | [
"Child Development, Second EditionDouglas Davies"
] | [] | 10.68 | {
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} | aa (Author) | [
"Books",
"Parenting & Relationships",
"Parenting"
] | {"Publisher": "Giulford ,2004. 2nd Edition; 8082nd edition (January 1, 1994)", "Item Weight": "0.01 ounces"} | B0086HQWC4 | null | Hardcover – January 1, 1994 | null |
Books | Make: Electronics: Learning Through Discovery | 4.7 | 1,366 | [
"\"This is teaching at its best!\"",
"Hans Camenzind, inventor of the 555 timer (the world's most successful integrated circuit).",
"\"A fabulous book: well written, well paced, fun, and informative. I also love the sense of humor. It's very good at disarming the fear. And it's",
"gorgeous",
". I'll be reco... | [
"From the Author",
"Make: Electronics",
"is the book that I wish I had owned when I was a young teenager, struggling to learn the basics of electricity and electronics. My goal is to give readers today an easier learning experience than the one I had to go through. And I want it to be fun.",
"About the Author... | 13.43 | {
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} | Charles Platt (Author) | [
"Books",
"Engineering & Transportation",
"Engineering"
] | {"Publisher": "Make Community, LLC; 2nd edition (September 22, 2015)", "Language": "English", "Paperback": "352 pages", "ISBN 10": "9781680450262", "ISBN 13": "978-1680450262", "Reading age": "11 - 17 years", "Item Weight": "2.91 pounds", "Dimensions": "8 x 0.5 x 10 inches"} | 1680450263 | null | 2nd Edition | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'Charles Platt', 'about': ['Charles Platt is a Contributing Editor and regular columnist for Make magazine, where he writes about electronics. He is the author of the highly successful introductory hands-on book, Make: Electronics, and th... |
Books | Reunion: The Children of Lauderdale Park | 4.9 | 12 | [
"1940-Sadie, Jacob, Seth, and Hattie Lauderdale spend the afternoon playing hide-and-seek in the hot August sun.That night, a storm moves in. A storm unlike any other the family has ever witnessed. A storm that releases abundant lightning, and sets the house on fire.A storm that takes lives.Now, seventy-four years ... | [] | 14.0 | {
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} | Pol McShane (Author) | [
"Books",
"Literature & Fiction",
"Genre Fiction"
] | {"Publisher": "Independently published (September 25, 2019)", "Language": "English", "Paperback": "367 pages", "ISBN 10": "1694621731", "ISBN 13": "978-1694621733", "Item Weight": "1.38 pounds", "Dimensions": "6 x 0.92 x 9 inches"} | 1694621731 | null | Paperback – September 25, 2019 | null |
Books | Four Centuries of American Education | 4.8 | 133 | [
"For four centuries, religion, morality, and knowledge formed the core elements of American education, but in recent decades, a secularized approach to education has gained prominence. This title discusses the effects of both religious and secular philosophies and presents stories of early American heroes in the fi... | [
"About the Author",
"David Barton is the founder of WallBuilders, an organization dedicated to presenting America's forgotten history and heroes, with an emphasis on our moral, religious, and constitutional heritage. David is author of numerous best-selling works and a national award-winning historian who brings ... | 6.99 | {
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} | David Barton (Author) | [
"Books",
"Education & Teaching",
"Schools & Teaching"
] | {"Publisher": "WallBuilder Press; First Edition (November 8, 2004)", "Language": "English", "Paperback": "51 pages", "ISBN 10": "1932225323", "ISBN 13": "978-1932225327", "Item Weight": "3.52 ounces"} | 1932225323 | null | Paperback – November 8, 2004 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/qfqm5r5qdmqd4fdqvn24c8ra7j._SY600_.jpg', 'name': 'David Barton', 'about': ["David Barton is the founder of WallBuilders, an organization dedicated to presenting America's forgotten history and heroes, with an emphasis on our moral, religious, and co... |
Books | Mining Engineers and the American West: The Lace-Boot Brigarde, 1849-1933 | 4.7 | 4 | [
"Distributed by the University of Nebraska Press for the University of Idaho Press",
"Even though they were key figures in the development of western mining, mining engineers have received little attention until publication of Dr. Clark Spence's volume. At once a technological and social history, Dr. Spence exami... | [
"Review",
"This book is a treasure trove of tales about the early mining engineers and their experiences on the Western frontier. --Mining History News",
"About the Author",
"Dr. Spence is Professor Emeritus of History at the University of Illinois at Urbana-Champaign."
] | 24.24 | {
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} | Clark C. Spence (Author) | [
"Books",
"History",
"Americas"
] | {"Publisher": "Caxton Press (January 1, 1993)", "Language": "English", "Paperback": "407 pages", "ISBN 10": "0893011673", "ISBN 13": "978-0893011673", "Item Weight": "1.51 pounds", "Dimensions": "6.05 x 1.14 x 9.03 inches"} | 0893011673 | null | Paperback – January 1, 1993 | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'Clark C. Spence', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
Books | Heart of Silk and Shadows: A Fae Fantasy Romance (Fae Isles) | 4.4 | 481 | [
"Stealing from a fae lord is a desperate plan…",
"As a human servant at the Crimson Court, Allie knows better than to anger the fae. Cunning and politics are her tools of survival. But when an unwanted suitor threatens her younger sister, Allie can think of only one way to protect her family…Steal from the fae.Ag... | [] | 11.99 | {
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} | Lisette Marshall (Author) | [
"Books",
"Science Fiction & Fantasy",
"Fantasy"
] | {"Publisher": "Lisette Marshall (May 29, 2022)", "Language": "English", "Paperback": "215 pages", "ISBN 10": "9083256898", "ISBN 13": "978-9083256894", "Item Weight": "11.4 ounces", "Dimensions": "6 x 0.54 x 9 inches"} | 9083256898 | null | Paperback – May 29, 2022 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/7cpfl3jmtaq32tqq5p3ggg2oe1._SY600_.jpg', 'name': 'Lisette Marshall', 'about': ['Lisette Marshall is a librarian by day and a writer by night. She combines a lifelong love for adult fairy tales, mystery novels and sexy adventures in her steamy mediev... |
Books | Girl Made of Glass | 4.5 | 117 | [
"If you think often about the past or battle with overthinking and self-esteem,",
"girl made of glass",
"is for you. This collection is about finding yourself, forgiving yourself, and loving yourself. It explores the many ways our past haunts us, but will leave you feeling hopeful about your future.",
"girl m... | [
"Review",
"“Reading this book was like reading my own journal. Inside of all of us there is a girl made of glass just wanting to be heard, and Shelby expresses those all-too-relatable feelings with grace and elegance.” —",
"amanda lovelace,",
"Author of",
"unlock your storybook heart",
"“The vulnerability... | 15.29 | {
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} | Shel Leigh (Author) | [
"Books",
"Literature & Fiction",
"Poetry"
] | {"Publisher": "Central Avenue Publishing (January 24, 2023)", "Language": "English", "Paperback": "144 pages", "ISBN 10": "1771682760", "ISBN 13": "978-1771682763", "Item Weight": "5.1 ounces", "Dimensions": "5.25 x 0.4 x 8 inches"} | 1771682760 | null | Paperback – January 24, 2023 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/5av23i12r4p62nfrr8koq0blld._SY600_.jpg', 'name': 'Shelby Leigh', 'about': ['Shelby Leigh is a mental health poet writing about self-love, insecurities, anxiety, relationships and more. Her third poetry book, girl made of glass, released in 2023 with... |
Books | The Old Man and the Pirate Princess | 3.2 | 5 | [
"Pirate Princess Saria learns a valuable lesson alongside her plucky pirate parrot, Poppy, when they go to Buccaneer Bob's and the unexpected happens. They are kidnapped by a ninja! If Saria and Poppy want to get out of this mess, they must learn not to judge others by their appearance but by the goodness in their ... | [] | 10.0 | {
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} | Jessica Mathews (Author) | [
"Books",
"Children's Books",
"Science Fiction & Fantasy"
] | {"Publisher": "Jessica Mathews, LLC (November 13, 2019)", "Language": "English", "Paperback": "26 pages", "ISBN 10": "1087848539", "ISBN 13": "978-1087848532", "Reading age": "3 - 8 years", "Grade level": "Kindergarten - 3", "Item Weight": "3.03 ounces", "Dimensions": "8.5 x 0.05 x 11 inches"} | 1087848539 | null | Paperback – November 13, 2019 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/aph2m5c1mbcg5n2e73184sjnuc._SY600_.jpg', 'name': 'Jessica Mathews', 'about': ['Jessica Mathews began writing picture books for children at a young age. Her father would write down all of the stories she told him and they would read them together. Je... |
Books | Japanese Girls and Women | 3.2 | 7 | [
"Written during the Meiji Period, the pivotal period in the history of Modern Japan, its unique work offers a fascinating view of Japanese women and girls at the turn of the century. A the author writes in her preface \"While Japan as a whole has been closely studied, and while much and varied information has been ... | [
"About the Author",
"Alice M. Bacon was a private American scholar and keen social observer who resided for many years in Japan. She was the first Western woman to live in a Japanese household."
] | 68.01 | {
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} | Bacon (Author), Alice M. Bacon (Author) | [
"Books",
"History",
"Asia"
] | {"Publisher": "Kegan Paul; 1st edition (November 15, 2000)", "Language": "English", "Hardcover": "348 pages", "ISBN 10": "0710306911", "ISBN 13": "978-0710306913", "Item Weight": "2.23 pounds", "Dimensions": "5.5 x 1.25 x 8.5 inches"} | 0710306911 | null | Hardcover – International Edition, November 15, 2000 | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'Alice Mabel Bacon', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
Books | Behavior Principles in Everyday Life | 3.7 | 14 | [
"The text provides a comprehensive review of the major principles of behavior in operand conditioning. Pavlovian conditioning, social learning theory, and cognitive behaviorism. The text's strength is its emphasis on understanding behavior principles and their applications through everyday, life examples rather tha... | [] | 6.74 | {
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} | John D. Baldwin (Author) | [
"Books",
"Health, Fitness & Dieting",
"Psychology & Counseling"
] | {"Publisher": "Prentice Hall College Div; 3rd edition (January 1, 1997)", "Language": "English", "Paperback": "390 pages", "ISBN 10": "0130840963", "ISBN 13": "978-0130840967", "Item Weight": "1.3 pounds", "Dimensions": "7.01 x 0.67 x 9.17 inches"} | 0130840963 | null | 3rd Edition | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'John D. Baldwin', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
Books | PQL 3 - Lola (Spanish Edition) | 3.7 | 2 | [
"Colección de lecturas graduadas de español lengua extranjera, para jóvenes y adultos (a partir de 16 años). Novelas policiacas. Nivel B1. Un nuevo caso para el detective Pepe Rey...."
] | [] | 4.62 | {
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} | Spanish Edition Lourdes Miquel López (Author), Neus Sans Baulenas (Author) | [
"Books",
"Education & Teaching",
"Schools & Teaching"
] | {"Publisher": "Edelsa Grupo Didascalia; edici\u00f3n (September 1, 1987)", "Language": "Spanish", "Paperback": "44 pages", "ISBN 10": "8477110190", "ISBN 13": "978-8477110194", "Item Weight": "2.05 ounces", "Dimensions": "5.12 x 0.16 x 7.48 inches"} | 8477110190 | null | Paperback – September 1, 1987 | null |
Books | A sermon, preached at the execution of Moses Paul, an Indian: who was executed at New-Haven, on the 2d of September, 1772, for the murder of Mr. Moses ... 1771 : preached at the desire of said Paul. | 3.8 | 2 | [
"Title: A sermon, preached at the execution of Moses Paul, an Indian : who was executed at New-Haven, on the 2d of September, 1772, for the murder of Mr. Moses Cook, late of Waterbury, on the 7th of December, 1771 : preached at the desire of said Paul.<br /><br />Author: Samson Occom<br /><br />Publisher: Gale, Sab... | [] | 14.75 | {
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} | Samson Occom (Author) | [
"Books",
"History",
"Americas"
] | {"Publisher": "Gale, Sabin Americana (February 21, 2012)", "Language": "English", "Paperback": "26 pages", "ISBN 10": "1275627234", "ISBN 13": "978-1275627239", "Item Weight": "2.4 ounces", "Dimensions": "7.44 x 0.05 x 9.69 inches"} | 1275627234 | null | Paperback – February 21, 2012 | null |
Books | Business Associations: Agency, Partnerships, LLCs, and Corporations- 2013 Statutes and Rules | 4.5 | 6 | [
"This statutory supplement includes statutes and rules relevant to all business entities. It is suitable for use with all textbooks and casebooks for such courses. It is includes all updates to the statutes and rules."
] | [] | 23.95 | {
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Buy a Kindle | Inspector Imanishi Investigates (Soho Crime) | 4 | 1,138 | [
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Books | Officially Dead | 4.6 | 3 | [] | [] | 20.0 | {
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Books | Dine In! | 4.5 | 27 | [
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Books | The Promise of Love (The Book of Love) | 4.5 | 637 | [
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Books | Statesmen of the Lost Cause | 5 | 2 | [
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Books | A Monster Sandwich (The Story Box - Level 1 - Set B - for Emergent Readers) [Paperback] | 3.8 | 5 | [
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Books | Sounds from the Heart: Learning to Listen to Girls | 5 | 2 | [
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Books | Hunting Evil | 4.2 | 634 | [
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Books | Les Chiens De Paris | 4.6 | 8 | [] | [] | 8.84 | {
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Books | Acoustic & Digital Piano Buyer Fall 2017: Supplement to The Piano Book | 5 | 3 | [
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Books | Sugary Sweets (A Taste of Love Series) | 4.4 | 119 | [
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Buy a Kindle | The English Monster: or, The Melancholy Transactions of William Ablass | 4 | 177 | [
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Books | The Very Hungry Caterpillar (English and Arabic Edition) | 4.6 | 294 | [
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Books | More Together: 25 Years of Peer Practice at On Our Own Charlottesville | 5 | 1 | [
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Books | Never Sniff a Gift Fish | 4.8 | 413 | [
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Books | Markov Chain Monte Carlo: Stochastic Simulation for Bayesian Inference, Second Edition (Chapman & Hall/CRC Texts in Statistical Science) | 4.4 | 19 | [
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Books | Therapy Mammals | 4.2 | 24 | [
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Books | The Prophet: With Original 1923 Illustrations by the Author | 4.6 | 1,367 | [
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Books | The Melancholy Strumpet Master | 4.6 | 14 | [
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Books | Egypt (Enchantment of the World) | 5 | 3 | [
"Take a trip around the world with the latest from the Enchantment of the World series! In each book: Colourful photos provide breathtaking views of foreign cities and landscapes Sidebars highlight especially interesting people, places, and events Delicious, easy recipes give readers the opportunity to experience f... | [
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Books | Shane, Sheba and Sky: From Abandoned to Loved, How Three Rescue Dogs Transformed One Man's Life | 4.9 | 75 | [
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Books | Law and Legitimacy in the Supreme Court | 4.7 | 8 | [
"Winner of the Thomas M. Cooley Book Prize, Georgetown Center on the Constitution",
"Why do self-proclaimed constitutional “originalists” so regularly reach decisions with a politically conservative valence? Do “living constitutionalists” claim a license to reach whatever results they prefer, without regard to th... | [
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"“Very careful, meticulously researched and referenced, balanced in its treatment of issues, fair to opposing positions, and successful in offering a subtle and nuanced perspective that takes multiple considerations into account, Fallon's treatment of the varieties of legitimacy, of the role of preceden... | 43.9 | {
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Buy a Kindle | Retreat Yourself: How To Create Your Own Writer's Retreat | 3.8 | 4 | [
"Writer's have to write, they need to write. Writer's don't always have time to write. Retreat Yourself will help you make the time, create the time, to do what we all love best, to write. Whether you have a small or large budget, or no budget at all, you can create your own writer's retreat."
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Buy a Kindle | Reptilian | 4.1 | 162 | [
"Mason’s Point is a Louisiana parish with a past as murky as the bayou on which it rests. Lisa Henley is a biologist who keeps her own memories submerged under a lake of booze and physical distraction. When the little town’s enigmatic sheriff calls her down from her university to explore the strange landscape of th... | [] | 0.0 | {
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Books | Grade Five Music Theory: for ABRSM Candidates (MyMusicTheory Complete Courses) | 4.6 | 87 | [
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Books | Oregon Birds: A Folding Pocket Guide to Familiar Species (Wildlife and Nature Identification) | 4.8 | 74 | [
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Books | Who'd a thought it! | 5 | 1 | [] | [] | None | {
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Books | Clark the Shark: Tooth Trouble, No. 1 | 4.8 | 447 | [
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"Uh-oh, and oh no!",
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Books | Primeval: A Journal of the Uncanny - Issue #1 | 3.3 | 10 | [
"Where ancient impulse meets contemporary dread, you find Primeval: A Journal of the Uncanny. This semi-annual publication features fiction, interviews, and insights from today's most essential voices exploring the weird and macabre. Issue #1 features new fiction from Laird Barron, a novelette from Harlan Ellison, ... | [] | None | {
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Books | The Mercenary Code (The Shattering of Kingdoms) | 4.4 | 521 | [
"Break the Code. Shatter the World.",
"Centuries ago, the murder of a beloved king tore apart the Kingdom of Caledun. The land was plunged into chaos and thousands perished in the aftermath. A new order was established in an attempt to return Caledun to its former glory. It failed, but in its place rose the begin... | [
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Books | Health Information Networking Course Booklet | 3 | 1 | [
"Your Cisco® Networking Academy® Course Booklet is designed as a study resource you can easily read, highlight, and review on the go, wherever the Internet is not available or practical:",
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Books | I Hadn't Meant to Tell You This | 4.8 | 61 | [
"Twelve-year-old Marie is a leader among the popular black girls in Chauncey, Ohio, a prosperous black suburb. She isn't looking for a friend when Lena Bright, a white girl, appears in school. Yet they are drawn to each other because both have lost their mothers. And they know how to keep a secret. For Lena has a s... | [
"Amazon.com Review",
"Two girls: one white, one black; one abused, one protected, both missing their mothers. An unlikely friendship ignites between the two, and, in sharing their differences, both of their lives are transformed. Jacqueline Woodson won a Coretta Scott King Honor for this moving, tightly written t... | 2.09 | {
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Books | Graphite Rod Repair | 3.3 | 10 | [
"(Synopsis) Now you can benefit from the knowledge of this master in his new book, Graphite Rod Repair. L.A. tackles the intricacies of repairing and properly building a graphite rod, explaining and demonstrating in a way that makes the complex easy to, understand. Graphite Rod Repair includes: repairing broken rod... | [] | 1.48 | {
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Books | Favorite Thorton W. Burgess Stories: 6 Books | 4.8 | 10 | [
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"Animals"
] | {"Publisher": "Dover Publications (August 1, 2006)", "Language": "English", "ISBN 10": "0486457117", "ISBN 13": "978-0486457116", "Reading age": "8 - 9 years", "Item Weight": "1.01 pounds", "Dimensions": "5.25 x 1.5 x 8.5 inches"} | 0486457117 | null | Paperback – August 1, 2006 | null |
Books | Behind the Wheel (Choose Your Own Adventure #35)(Paperback/Revised) | 4.1 | 12 | [
"Behind the Wheel",
"by R. A. Montgomery takes YOU on a breakneck driving adventure through Europe. 9-12 year old readers will race vintage speedsters in both rally and Grand Prix events, work with Interpol to bring a band of crooks to justice, and save a man's life. Choose Your Own Adventure",
"Behind the Whe... | [
"About the Author",
"R. A. MONTGOMERY attended Hopkins Grammar School, Williston-Northampton School and Williams College where he graduated in 1958. He pursued graduate studies in Religion and Economics at Yale and NYU. Montgomery was an adventurer all his life, climbing mountains in the Himalaya, skiing througho... | 7.99 | {
"hi_res": [
null
],
"large": [
"https://m.media-amazon.com/images/I/41EcxL0TzFL._SY291_BO1,204,203,200_QL40_FMwebp_.jpg"
],
"thumb": [
null
],
"variant": [
"MAIN"
]
} | {
"title": [],
"url": [],
"user_id": []
} | R. A. Montgomery (Author) | [
"Books",
"Children's Books",
"Literature & Fiction"
] | {"Publisher": "Chooseco; Illustrated edition (August 1, 2010)", "Language": "English", "Paperback": "144 pages", "ISBN 10": "1933390352", "ISBN 13": "978-1933390352", "Reading age": "8 - 12 years", "Lexile measure": "700L", "Grade level": "4 - 8", "Item Weight": "3.68 ounces", "Dimensions": "4.28 x 0.39 x 6.9 inches"} | 1933390352 | null | Paperback – Illustrated, August 1, 2010 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/dacejg3ekga55knkgtq9vfgp14._SY600_.jpg', 'name': 'R. A. Montgomery', 'about': ['R.A. Montgomery was an avid adventurer, first and foremost. Whether in the mountains, or on the sea, or in explorations of the mind, he found adventure in every aspect o... |
Books | MCSE/MCTS SQL Server 2008 R2 / 2012 Exam 70- 432 & 462 ExamFOCUS Study Notes & Review Questions | 5 | 1 | [
"According to MS, the MCSA SQL Server track is intended for candidates who need to perform SQL Server installation, maintenance and configuration tasks. They often need to set up database systems and are responsible for making sure those systems are actually running efficiently. They also need to ensure that the da... | [] | 19.99 | {
"hi_res": [
null
],
"large": [
"https://m.media-amazon.com/images/I/51uOdzYoqdL._SX398_BO1,204,203,200_.jpg"
],
"thumb": [
null
],
"variant": [
"MAIN"
]
} | {
"title": [],
"url": [],
"user_id": []
} | ExamREVIEW (Author) | [
"Books",
"Education & Teaching",
"Studying & Workbooks"
] | {"Publisher": "CreateSpace Independent Publishing Platform (December 27, 2012)", "Language": "English", "Paperback": "142 pages", "ISBN 10": "1481835963", "ISBN 13": "978-1481835961", "Item Weight": "13.3 ounces", "Dimensions": "8 x 0.32 x 10 inches"} | 1481835963 | null | null | null |
Books | Goodnight Riley and the Moon, It's Almost Bedtime: Personalized Children’s Books, Personalized Gifts, and Bedtime Stories (A Magnificent Me! estorytime.com Series) | 5 | 2 | [
"This book is personalized in Riley’s name. If you would like to order in a different child’s name, go to estorytime.com BEFORE you order to let us know your little one’s first name. We will send you an Amazon direct link and you can then order from Amazon your personalized version in the name(s) you want. Enjoy!",... | [] | 14.95 | {
"hi_res": [
null
],
"large": [
"https://m.media-amazon.com/images/I/61GixPYgIML._SX218_BO1,204,203,200_QL40_FMwebp_.jpg"
],
"thumb": [
null
],
"variant": [
"MAIN"
]
} | {
"title": [],
"url": [],
"user_id": []
} | Melissa Ryan (Author) | [
"Books",
"Children's Books",
"Growing Up & Facts of Life"
] | {"Publisher": "CreateSpace Independent Publishing Platform (December 17, 2014)", "Language": "English", "Paperback": "40 pages", "ISBN 10": "1505581125", "ISBN 13": "978-1505581126", "Reading age": "5 - 6 years", "Item Weight": "5 ounces", "Dimensions": "8 x 0.1 x 10 inches"} | 1505581125 | null | Paperback – December 17, 2014 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/dprt752rft3tupni3afut2n8lq._SY600_.jpg', 'name': 'Melissa Ryan', 'about': ['Melissa Ryan\'s love of children\'s literature began as a young girl with her love for words. Picking up a book, and sitting on the living room couch, she asked her mother "... |
Books | 50 Ways to Wear Denim | 4.2 | 41 | [
"On the heels of the breakout hit",
"50 Ways to Wear a Scarf",
"comes a celebration of a timeless and universally beloved fabric: denim!",
"50 Ways to Wear Denim",
"is an illustrated guide to styling denim in 50 different looks. Each one spotlights an iconic denim garment (think denim shirts and skirts, jea... | [
"About the Author",
"Lauren Friedman is the author of",
"50 Ways to Wear a Scarf",
"and creator of the blog My Closet in Sketches. She lives in Washington, D.C."
] | 10.61 | {
"hi_res": [
null
],
"large": [
"https://m.media-amazon.com/images/I/4119pYQYmVL._SX355_BO1,204,203,200_.jpg"
],
"thumb": [
null
],
"variant": [
"MAIN"
]
} | {
"title": [],
"url": [],
"user_id": []
} | Lauren Friedman (Author) | [
"Books",
"Arts & Photography",
"Graphic Design"
] | {"Publisher": "Chronicle Books (September 6, 2016)", "Language": "English", "Hardcover": "128 pages", "ISBN 10": "9781452149998", "ISBN 13": "978-1452149998", "Item Weight": "11.3 ounces", "Dimensions": "6.25 x 0.5 x 8.25 inches"} | 1452149992 | null | Hardcover – September 6, 2016 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/o68624s4ce482ms4tbiujoqiet._SY600_.jpg', 'name': 'Lauren Friedman', 'about': ['Lauren Friedman is a resident of Ann Arbor, Michigan. She attended Wellesley College and is the creator of the blog My Closet in Sketches. A lifelong student of fashion, ... |
Books | Comprehension Mini-lessons | 4.7 | 8 | [
"Sure-fire lessons and motivating activities—from a Point-of-View Mock Trial to a Fact-O-Spinner Game—help every learner master the essential comprehension skills of determining point of view and distinguishing between fact and opinion. Each section includes a variety of lessons to reinforce skills, a test-preparat... | [] | 5.69 | {
"hi_res": [
null
],
"large": [
"https://m.media-amazon.com/images/I/51V1yQg3zfL._SX383_BO1,204,203,200_.jpg"
],
"thumb": [
null
],
"variant": [
"MAIN"
]
} | {
"title": [],
"url": [],
"user_id": []
} | Leann Nickelsen (Author), Sarah Glasscock (Author) | [
"Books",
"Education & Teaching",
"Schools & Teaching"
] | {"Publisher": "Teaching Resources (January 1, 2004)", "Language": "English", "Paperback": "64 pages", "ISBN 10": "0439438365", "ISBN 13": "978-0439438360", "Reading age": "3 - 5 years", "Item Weight": "4.8 ounces", "Dimensions": "8.25 x 0.25 x 10.5 inches"} | 0439438365 | null | null | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'Sarah Glasscock', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
Books | Tom Selleck: An Unauthorized Biography | 4.4 | 13 | [
"Traces the career of the popular television star, including his work in TV commercials and soap operas, and offers a glimpse into his personal life"
] | [] | 37.99 | {
"hi_res": [
null
],
"large": [
"https://m.media-amazon.com/images/I/518yJalCQNL._SX368_BO1,204,203,200_.jpg"
],
"thumb": [
null
],
"variant": [
"MAIN"
]
} | {
"title": [],
"url": [],
"user_id": []
} | Jason Bonderoff (Author) | [
"Books",
"Biographies & Memoirs"
] | {"Publisher": "Signet; Fourth Printing edition (March 1, 1983)", "Language": "English", "Paperback": "184 pages", "ISBN 10": "0451120639", "ISBN 13": "978-0451120632", "Item Weight": "4 ounces", "Dimensions": "7 x 1 x 5 inches"} | 0451120639 | null | Paperback – March 1, 1983 | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'Jason Bonderoff', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
Books | Collectible Beer Trays (A Schiffer Book for Collectors) | 4.4 | 6 | [
"Sit back, pop a cold one, and let Gary Straub introduce you to the colorful world of beer tray collecting. With over 800 bright color photographs of different trays and an engaging text, the reader follows the rise and fall of the lithographed tin beer tray from its 1890s introduction, through its golden years, an... | [
"About the Author",
"Gary Straub has been collecting Breweriana for thirty years. He lives in Guilford, Connecticut."
] | 24.56 | {
"hi_res": [
null
],
"large": [
"https://m.media-amazon.com/images/I/51Ua3t1yWqL._SY498_BO1,204,203,200_.jpg"
],
"thumb": [
null
],
"variant": [
"MAIN"
]
} | {
"title": [],
"url": [],
"user_id": []
} | Gary Straub (Author) | [
"Books",
"Crafts, Hobbies & Home",
"Antiques & Collectibles"
] | {"Publisher": "Schiffer Pub Ltd; UK ed. edition (January 1, 1997)", "Language": "English", "Paperback": "160 pages", "ISBN 10": "0887408400", "ISBN 13": "978-0887408403", "Item Weight": "2 pounds", "Dimensions": "8.5 x 0.5 x 11 inches"} | 0887408400 | null | Paperback – January 1, 1997 | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'Gary Straub', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
End of preview. Expand in Data Studio
Amazon Reviews 2023 (Books Only)
This is a subset of Amazon Review 2023 dataset. Please visit amazon-reviews-2023.github.io/ for more details, loading scripts, and preprocessed benchmark files.
[April 18, 2024] Update
- This dataset was created and pushed for the first time.
This is a large-scale Amazon Reviews dataset, collected in 2023 by McAuley Lab, and it includes rich features such as:
- User Reviews (ratings, text, helpfulness votes, etc.);
- Item Metadata (descriptions, price, raw image, etc.);
What's New?
In the Amazon Reviews'23, we provide:
- Larger Dataset: We collected 571.54M reviews, 245.2% larger than the last version;
- Newer Interactions: Current interactions range from May. 1996 to Sep. 2023;
- Richer Metadata: More descriptive features in item metadata;
- Fine-grained Timestamp: Interaction timestamp at the second or finer level;
- Cleaner Processing: Cleaner item metadata than previous versions;
- Standard Splitting: Standard data splits to encourage RecSys benchmarking.
Basic Statistics
We define the #R_Tokens as the number of tokens in user reviews and #M_Tokens as the number of tokens if treating the dictionaries of item attributes as strings. We emphasize them as important statistics in the era of LLMs.
We count the number of items based on user reviews rather than item metadata files. Note that some items lack metadata.
Grouped by Category
| Category | #User | #Item | #Rating | #R_Token | #M_Token | Download |
|---|---|---|---|---|---|---|
| Books | 10.3M | 4.4M | 29.5M | 2.9B | 3.7B | review, meta |
| meta |
Check Pure ID files and corresponding data splitting strategies in Common Data Processing section.
Quick Start
Load User Reviews
from datasets import load_dataset
dataset = load_dataset("cogsci13/Amazon-Reviews-2023-Books-Review", "raw_review_Books", trust_remote_code=True)
print(dataset["full"][0])
{'rating': {0: 1.0},
'title': {0: 'Not a watercolor book! Seems like copies imo.'},
'text': {0: 'It is definitely not a watercolor book. The paper bucked completely. The pages honestly appear to be photo copies of other pictures. I say that bc if you look at the seal pics you can see the tell tale line at the bottom of the page. As someone who has made many photocopies of pages in my time so I could try out different colors & mediums that black line is a dead giveaway to me. It’s on other pages too. The entire book just seems off. Nothing is sharp & clear. There is what looks like toner dust on all the pages making them look muddy. There are no sharp lines & there is no clear definition. At least there isn’t in my copy. And the Coloring Book for Adult on the bottom of the front cover annoys me. Why is it singular & not plural? They usually say coloring book for kids or coloring book for kids & adults or coloring book for adults- plural. Lol Plus it would work for kids if you can get over the grey scale nature of it. Personally I’m not going to waste expensive pens & paints trying to paint over the grey & black mess. I grew up in SW Florida minutes from the beaches & I was really excited about the sea life in this. I hope the printers & designers figure out how to clean up the mess bc some of the designs are really cute. They just aren’t worth my time to hand trace & transfer them, but I’m sure there are ppl that will be up to the challenge. This is one is a hard no. Going back. I tried.'},
'images': {0: array([{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/516HBU7LQoL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/516HBU7LQoL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/516HBU7LQoL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/71+XwcacMmL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/71+XwcacMmL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/71+XwcacMmL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/71RbTuvD1ZL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/71RbTuvD1ZL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/71RbTuvD1ZL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/71U63wdOeZL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/71U63wdOeZL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/71U63wdOeZL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/71WFEDyKcKL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/71WFEDyKcKL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/71WFEDyKcKL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/8109NwjpHKL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/8109NwjpHKL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/8109NwjpHKL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/814gxfh8wcL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/814gxfh8wcL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/814gxfh8wcL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/81HC0vKRC2L._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/81HC0vKRC2L._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/81HC0vKRC2L._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/81Nx6BnRLxL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/81Nx6BnRLxL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/81Nx6BnRLxL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/81QQMwBcVPL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/81QQMwBcVPL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/81QQMwBcVPL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/81fgT3R3OwL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/81fgT3R3OwL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/81fgT3R3OwL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/81mfzny0I5L._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/81mfzny0I5L._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/81mfzny0I5L._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/81nir7bf91L._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/81nir7bf91L._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/81nir7bf91L._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/81yLUo6ZL3L._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/81yLUo6ZL3L._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/81yLUo6ZL3L._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/81zh9h5RwkL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/81zh9h5RwkL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/81zh9h5RwkL._SL256_.jpg'},
{'attachment_type': 'IMAGE', 'large_image_url': 'https://m.media-amazon.com/images/I/91yfcpFlEqL._SL1600_.jpg', 'medium_image_url': 'https://m.media-amazon.com/images/I/91yfcpFlEqL._SL800_.jpg', 'small_image_url': 'https://m.media-amazon.com/images/I/91yfcpFlEqL._SL256_.jpg'}],
dtype=object)},
'asin': {0: 'B09BGPFTDB'},
'parent_asin': {0: 'B09BGPFTDB'},
'user_id': {0: 'AFKZENTNBQ7A7V7UXW5JJI6UGRYQ'},
'timestamp': {0: 1642399598485},
'helpful_vote': {0: 0},
'verified_purchase': {0: True}}
Load Item Metadata
dataset = load_dataset("cogsci13/Amazon-Reviews-2023-Books-Meta", "raw_meta_Books", split="full", trust_remote_code=True)
print(dataset[0])
{'main_category': {0: 'Books'},
'title': {0: 'Chaucer'},
'average_rating': {0: 4.5},
'rating_number': {0: 29},
'features': {0: array([], dtype=object)},
'description': {0: array([], dtype=object)},
'price': {0: '8.23'},
'images': {0: {'hi_res': array([None], dtype=object),
'large': array(['https://m.media-amazon.com/images/I/41X61VPJYKL._SX334_BO1,204,203,200_.jpg'],
dtype=object),
'thumb': array([None], dtype=object),
'variant': array(['MAIN'], dtype=object)}},
'videos': {0: {'title': array([], dtype=object),
'url': array([], dtype=object),
'user_id': array([], dtype=object)}},
'store': {0: 'Peter Ackroyd (Author)'},
'categories': {0: array(['Books', 'Literature & Fiction', 'History & Criticism'],
dtype=object)},
'details': {0: '{"Publisher": "Chatto & Windus; First Edition (January 1, 2004)", "Language": "English", "Hardcover": "196 pages", "ISBN 10": "0701169850", "ISBN 13": "978-0701169855", "Item Weight": "10.1 ounces", "Dimensions": "5.39 x 0.71 x 7.48 inches"}'},
'parent_asin': {0: '0701169850'},
'bought_together': {0: None},
'subtitle': {0: 'Hardcover – Import, January 1, 2004'},
'author': {0: "{'avatar': 'https://m.media-amazon.com/images/I/21Je2zja9pL._SY600_.jpg', 'name': 'Peter Ackroyd', 'about': ['Peter Ackroyd, (born 5 October 1949) is an English biographer, novelist and critic with a particular interest in the history and culture of London. For his novels about English history and culture and his biographies of, among others, William Blake, Charles Dickens, T. S. Eliot and Sir Thomas More, he won the Somerset Maugham Award and two Whitbread Awards. He is noted for the volume of work he has produced, the range of styles therein, his skill at assuming different voices and the depth of his research.', 'He was elected a fellow of the Royal Society of Literature in 1984 and appointed a Commander of the Order of the British Empire in 2003.', 'Bio from Wikipedia, the free encyclopedia.']}"}}
Check data loading examples and Huggingface datasets APIs in Common Data Loading section.
Data Fields
For User Reviews
| Field | Type | Explanation |
|---|---|---|
| rating | float | Rating of the product (from 1.0 to 5.0). |
| title | str | Title of the user review. |
| text | str | Text body of the user review. |
| images | list | Images that users post after they have received the product. Each image has different sizes (small, medium, large), represented by the small_image_url, medium_image_url, and large_image_url respectively. |
| asin | str | ID of the product. |
| parent_asin | str | Parent ID of the product. Note: Products with different colors, styles, sizes usually belong to the same parent ID. The “asin” in previous Amazon datasets is actually parent ID. Please use parent ID to find product meta. |
| user_id | str | ID of the reviewer |
| timestamp | int | Time of the review (unix time) |
| verified_purchase | bool | User purchase verification |
| helpful_vote | int | Helpful votes of the review |
For Item Metadata
| Field | Type | Explanation |
|---|---|---|
| main_category | str | Main category (i.e., domain) of the product. |
| title | str | Name of the product. |
| average_rating | float | Rating of the product shown on the product page. |
| rating_number | int | Number of ratings in the product. |
| features | list | Bullet-point format features of the product. |
| description | list | Description of the product. |
| price | float | Price in US dollars (at time of crawling). |
| images | list | Images of the product. Each image has different sizes (thumb, large, hi_res). The “variant” field shows the position of image. |
| videos | list | Videos of the product including title and url. |
| store | str | Store name of the product. |
| categories | list | Hierarchical categories of the product. |
| details | dict | Product details, including materials, brand, sizes, etc. |
| parent_asin | str | Parent ID of the product. |
| bought_together | list | Recommended bundles from the websites. |
Citation
@article{hou2024bridging,
title={Bridging Language and Items for Retrieval and Recommendation},
author={Hou, Yupeng and Li, Jiacheng and He, Zhankui and Yan, An and Chen, Xiusi and McAuley, Julian},
journal={arXiv preprint arXiv:2403.03952},
year={2024}
}
Contact Us
- Report Bugs: To report bugs in the dataset, please file an issue on our GitHub.
- Others: For research collaborations or other questions, please email yphou AT ucsd.edu.
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