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"
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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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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",
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"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 inches"} | 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",
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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",
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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",
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] | {"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 constitutional heritage. David is author of numerous best-selling works and a national award-winning historian who brings a fresh perspective to history."]} |
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",
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"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 medieval fantasy romance novels. The Princess & The Spy, an enemies to lovers trilogy taking place in the world of the Five Kingdoms, is her first published full-length work.', 'When Lisette isn’t dreaming about gorgeous heroes and sensual heroines, she can usually be found reading about weird history, playing the violin or baking way too many chocolate cookies for herself and her boyfriend.']} |
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 Central Avenue Publishing. Her longest collection yet, the book uncovers how our past - past relationships, memories, and ourselves - can haunt us.', 'Her second poetry book, changing with the tides, is a #1 amazon bestseller, originally released in 2019. The new edition was released by Gallery Books in July 2022.', 'In addition to writing, Shelby runs an online poetry community with workshops and edits poetry books.', 'Connect with her on Instagram and TikTok @shelbyleighpoetry, Twitter @shelbyleighpoet, and on her website www.shelbyleigh.co.']} |
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. Jessica wants to continue the tradition of making up stories for children, starting with her debut picture book, The Old Man and the Pirate Princess. Jessica wants to be able to work with schools, libraries, and after care programs to help children discover their love of reading, writing, and creating. She wants her books to inspire others as much as her favorite books inspired her when she was growing up. Jessica also publishes adult fiction under her pen name, J.L. Mathews. She hopes her work will inspire others to create something of their own to share with the world. Jessica is an active member of her local writers guild in St. Louis where she lives with her two cats, Storm and Knight. She recommends every writer join a literary organization to network with other writers and find their people. She also recommends adopting as many cats as you can.']} |
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."
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} | Bacon (Author), Alice M. Bacon (Author) | [
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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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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 | [
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Books | Business Associations: Agency, Partnerships, LLCs, and Corporations- 2013 Statutes and Rules | 4.5 | 6 | [
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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 | [
"This cookbook contains all of the recipes featured in Season 5 of the public television series; \"Nick Stellino's Family Kitchen\". There are helpful chef's tips, color photos of dishes demonstrated in the programs and photos capturing special moments from Nick's recent trip to Italy. The book is designed to stand... | [
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Books | The Promise of Love (The Book of Love) | 4.5 | 637 | [
"Can The Book of Love bring together two hearts passing in the night?",
"Juniper Farthingale is on her way to London for her debut season when she meets handsome Scottish general Augustus MacLauren by chance at an elegant coaching inn. The man is so obviously right for her. But how can she convince this big, braw... | [] | 11.99 | {
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Books | Statesmen of the Lost Cause | 5 | 2 | [
"Historical review of the leaders of the Confederate States of America"
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Books | A Monster Sandwich (The Story Box - Level 1 - Set B - for Emergent Readers) [Paperback] | 3.8 | 5 | [
"1998 The Story Box Level 1 Set B -- A Monster Sandwich (P) Story by Joy Cowley / Illustrations by Glenda Jones ***UPC# 799070741646 ***ISBN-13: 9780780274167 ***Pages: 8"
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Books | Sounds from the Heart: Learning to Listen to Girls | 5 | 2 | [
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"is about girls-their learning, their social dilemmas, their dreams, hopes, and fears-and one teacher's struggle to help them reach their full potential.",
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Books | Hunting Evil | 4.2 | 634 | [
"Hunting Evil: The dramatic true story of the Nazi war criminals who escaped and the hunt to bring them to justice [Paperback] Guy Walters"
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Books | Les Chiens De Paris | 4.6 | 8 | [] | [] | 8.84 | {
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] | {"Publisher": "Thames and Hudson Ltd (March 20, 1995)", "Language": "English", "ISBN 10": "0500016550", "ISBN 13": "978-0500016558", "Item Weight": "13.4 ounces"} | 0500016550 | null | Paperback – March 20, 1995 | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'Barnaby Conrad III', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
Books | Acoustic & Digital Piano Buyer Fall 2017: Supplement to The Piano Book | 5 | 3 | [
"The latest supplement to the pianist's must-have reference",
"The Piano Book",
", this comprehensive guide provides list prices for more than 3,000 currently manufactured acoustic and digital piano brands and models, as well as advice on how to estimate actual street prices to improve negotiations. Summarizing... | [
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Books | Sugary Sweets (A Taste of Love Series) | 4.4 | 119 | [
"Zara James never expected to fall in love, leaving the hopeless romantic lifestyle to her friends. She also never imagined she’d be expecting a baby and married to the one guy she fought so hard to keep at arm’s length. Faced with life’s challenges of insecurities, pregnancy hormones, and the pressures of being a ... | [
"Review",
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"Lisa @ LBM Book Blog",
"\"I wo... | 12.95 | {
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Buy a Kindle | The English Monster: or, The Melancholy Transactions of William Ablass | 4 | 177 | [
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"London, 1811. Along the twisting streets of Wapping, bounded by the ancient Ratcliffe Highway and the modern wonder of the London Dock, many a sin is hidden by the noise and glory of Trade. ... | [
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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 | [
"Twenty-five years ago a group of people who had experienced serious mental illness came together to provide support to one another as they sought to heal themselves. That group organized and became On Our Own of Charlottesville, Virginia, a peer run organization. Through the years this community has endeavored to ... | [
"About the Author",
"Alice Anderson is the current President of the Board of Directors of On Our Own of Charlottesville. She brings experience to this work as a past Executive Director of Mental Health America Charlottesville-Albemarle and as a Presbyterian minister involved for over twenty years in mental health... | 18.95 | {
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Books | Never Sniff a Gift Fish | 4.8 | 413 | [
"A collection of wry, tongue-in-cheek tales of life in the great outdoors captures the whimsical trials and tribulations of hunting, fishing, and camping"
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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 | [
"While there have been few theoretical contributions on the Markov Chain Monte Carlo (MCMC) methods in the past decade, current understanding and application of MCMC to the solution of inference problems has increased by leaps and bounds. Incorporating changes in theory and highlighting new applications,",
"Marko... | [
"Review",
"\"The new edition of the book, with its updated and additional materials, is still a great choice as at textbook for Bayesian computation and inference courses in a graduate program in computational and applied statistics. It will also be considered as one of the best textbooks for a Bayesian computati... | 61.99 | {
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Books | Therapy Mammals | 4.2 | 24 | [
"Tom Pistilini has just discovered he’s an unwitting investor in a macabre tourism company bringing wealthy European sightseers obsessed with America’s murder culture to explore mass shooting sites. It’s a business that will make him wealthy, although he might just despise it enough to ruin his neighbors, and himse... | [
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Books | A Most Dangerous Book: Tacitus's Germania from the Roman Empire to the Third Reich | 4.2 | 110 | [
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"Outstanding title. Winner of Phi Beta Kappa's 2012",
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". \"A",
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". . . . In every way,",
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"Harvard classics professor Krebs writes a scholarly but lucid account of the abuse of history. Written in 98 C.E. by the Roman official Tacitus, About the Origin and Mores of the Germanic Peoples was lost for centuries but resurfaced around 1500 as Germans were growing resentful of fore... | 24.65 | {
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Books | The Prophet: With Original 1923 Illustrations by the Author | 4.6 | 1,367 | [
"Kahlil Gibran published \"The Prophet\" in 1923 and saw immediate success, but its real popularity came after his death. It remains popular today, providing insight and spiritual significance to ordinary human experiences. Gibran poetically addresses topics such as \"Love\" and \"Marriage\" as well as more munda... | [] | 9.49 | {
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Books | The Melancholy Strumpet Master | 4.6 | 14 | [
"\"With a premise this original, I’d expect only one of two outcomes: brilliance or a complete failure.Thankfully, The Melancholy Strumpet Master does not disappoint.\" --IndependentBookReview.com\"A novel premise for a book, this one, and delivered with impeccable prose and timing.... Zeb Beck is a fine author wit... | [
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"★★★★★ \"The writing in The Melancholy Strumpet Master by Zeb Beck is a perfect example of how an author can balance dark humor with emotional depth. It is crisp and engaging, filled with sharp wit and subtle humor that keeps the reader entertained throughout.\" --The Bookish Elf★★★★★ \"Fans of dark hu... | 11.99 | {
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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 | [
"The heart-wrenching, emotional story of how I adopted my three inspirational rescue dogs: Shane, Sheba and Sky.",
"Shane",
"had a horrific start to life, and was sadly destined to live out his days in the care of a rescue sanctuary.",
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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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"A complete course for students taking the",
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"This book takes you through each topic with a step-by-step approach.",
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Books | Oregon Birds: A Folding Pocket Guide to Familiar Species (Wildlife and Nature Identification) | 4.8 | 74 | [
"A lush and mountainous gem in the Pacific Northwest, Oregon is a great place to observe and learn about birds, owing to the Beaver State's remarkable avian diversity ― over 550 species ― and varied terrain. Coastal Oregon's rocky and sand beaches are important for migratory shorebirds; offshore, seabirds can be se... | [
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} | James Kavanagh (Author), Waterford Press (Author), Raymond Leung (Illustrator) | [
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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 | [
"Don’t shed a tear, 'cause there’s nothing to fear!",
"Clark the Shark has a loose tooth and needs to visit the dentist. But he's heard that the dentist is scarier than a box of blue whales!",
"Uh-oh, and oh no!",
"Can Clark find a way to stay cool when it comes to tooth trouble?",
"Beginning readers will b... | [
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"“Francis’s bubbly illustrations of overeager Clark and his friends create a lively undersea environment, and similarly rowdy kids may find Clark’s rhyming technique a useful tool.” —",
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} | Bruce Hale (Author), Guy Francis (Illustrator) | [
"Books",
"Children's Books",
"Growing Up & Facts of Life"
] | {"Publisher": "HarperCollins; Illustrated edition (December 30, 2014)", "Language": "English", "Paperback": "32 pages", "ISBN 10": "9780062279064", "ISBN 13": "978-0062279064", "Reading age": "4 - 8 years", "Grade level": "Preschool - 3", "Item Weight": "2.82 ounces", "Dimensions": "6 x 0.12 x 9 inches"} | 0062279068 | null | Paperback – December 30, 2014 | {'avatar': 'https://m.media-amazon.com/images/I/81WDPa3nOlL._SY600_.jpg', 'name': 'Bruce Hale', 'about': ['Edgar-nominated author Bruce Hale is passionate about inspiring reluctant readers to read. He has written or illustrated more than 60 seriously funny books for children, including the popular Chet Gecko Mysteries series, Clark the Shark, and the Monstertown Mysteries series, as well as picture books like "Snoring Beauty" and "Big Bad Baby."', 'An actor and Fulbright Scholar in Storytelling, Bruce is in demand as a speaker, having presented at conferences, universities, and schools both nationally and internationally - from the Maui Writers Conference to British Columbia\'s Surrey International Writers Conference and International Schools around the globe. His acting resume includes regional commercials, theater, and an independent film, The Ride. Bruce\'s book, "The Malted Falcon," was an Edgar Award Finalist. "Murder, My Tweet" won the Little D Award for Humor Writing.', 'When he was a kid, Bruce knew exactly what he wanted to be: Daniel Boone. However, somewhere along the way, the right books and the right teachers encouraged him to try following his love of story in a different direction. He is eternally grateful to those who helped him along the path.', 'A little-known fact: Bruce loves jazz, and sings with a latin jazz group called Mezcal Martini in Santa Barbara']} |
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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} | Laird Barron (Author), Jack Ketchum (Author), Harlan Ellison (Author), Mikita Brottman (Author) | [
"Books",
"Literature & Fiction",
"History & Criticism"
] | {"Publisher": "Blood Bound Books; Issue #1 ed. edition (August 31, 2013)", "Language": "English", "Paperback": "102 pages", "ISBN 10": "1940250064", "ISBN 13": "978-1940250069", "Item Weight": "5 ounces", "Dimensions": "5.5 x 0.24 x 8.5 inches"} | 1940250064 | null | Paperback – August 31, 2013 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/c6fsp2nfbjmatln2elc3n49tj4._SY600_.jpg', 'name': 'Blood Bound Books', 'about': ['Blood Bound Books is excited and grateful to celebrate ten years of publishing the best dark fiction from authors around the globe. We may be known for our extreme horror titles, but we publish everything from supernatural thrillers to crime fiction.', 'The Mission: Spreading Hope Through Dark Fiction', "We accomplish this by organizing blood drives, providing classroom sets of age-appropriate dark fiction books to teachers, and donating profits of certain books to children's hospitals.", 'Please visit our website at www.BloodGutsAndStory.com to learn more']} |
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... | [
"Review",
"\"Moss enters the fantasy world with a powerhouse of a debut. Gritty, heart-lurching character moments with the threat of death around every corner in this politically and physically broken world.",
"The Mercenary Code",
"kept me reading to the very end and left me wanting more!\"",
"- Deston J. ... | 14.95 | {
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} | Emmet Moss (Author) | [
"Books",
"Science Fiction & Fantasy",
"Fantasy"
] | {"Publisher": "Independently published (May 12, 2019)", "Language": "English", "Paperback": "568 pages", "ISBN 10": "1093861355", "ISBN 13": "978-1093861358", "Item Weight": "2.07 pounds", "Dimensions": "6 x 1.28 x 9 inches"} | 1093861355 | null | Paperback – May 12, 2019 | {'avatar': 'https://m.media-amazon.com/images/S/amzn-author-media-prod/vronjd1u303lokbonss8e5ijh._SY600_.jpg', 'name': 'Emmet Moss', 'about': ['Emmet Moss grew up reading science fiction and fantasy and is one of the few readers who read\xa0The Lord of the Rings\xa0out of order (Books 2,3, then 1). His Shattering of Kingdoms series is a labour of love and an ode to the giants of fantasy: Tolkien, Jordan, and Brooks. His writing style incorporates a modern touch with the classic, sweeping fantasy of yesteryear. Memorable characters and multiple storylines intersect in fascinating ways as you journey through a world that may seem familiar at first, but with Moss adding his own unique touches as the saga unfolds.', 'His latest release - ‘A Mantle of Bones’ (Book 1 of the new epic fantasy series ‘The Essenburg Archives’) - will be available on December 21, 2022.. Visit\xa0www.emmetmoss.com\xa0to join the mailing list for announcements and updates.']} |
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:",
"• The text is extracted directly, word-for-word, from the online course so you can highlight important points and take notes... | [] | 26.01 | {
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} | Cisco Networking Academy (Author) | [
"Books",
"Computers & Technology",
"Networking & Cloud Computing"
] | {"Publisher": "Cisco Systems; 1st edition (January 1, 2010)", "Language": "English", "Paperback": "138 pages", "ISBN 10": "1587132591", "ISBN 13": "978-1587132599", "Item Weight": "11.4 ounces", "Dimensions": "8.25 x 0.31 x 10.5 inches"} | 1587132591 | null | 1st Edition | null |
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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} | Jacqueline Woodson (Author) | [
"Books",
"Children's Books",
"Geography & Cultures"
] | {"Publisher": "Laurel Leaf (November 1, 1995)", "Language": "English", "Mass Market Paperback": "128 pages", "ISBN 10": "0440219604", "ISBN 13": "978-0440219606", "Reading age": "12 - 15 years", "Lexile measure": "670L", "Grade level": "7 - 9", "Item Weight": "2.4 ounces", "Dimensions": "4.16 x 0.35 x 6.84 inches"} | 0440219604 | null | Mass Market Paperback – November 1, 1995 | {'avatar': 'https://m.media-amazon.com/images/I/71ZTC+pRMZL._SY600_.jpg', 'name': 'Jacqueline Woodson', 'about': ["Jacqueline Woodson's memoir BROWN GIRL DREAMING won the 2014 National Book Award and was a NY Times Bestseller. Her novel, ANOTHER BROOKLYN, was a National Book Award finalist and an Indie Pick in 2016. Among her many awards, she the recipient of the Kurt Vonnegut Award, four Newbery Honors, two Coretta Scott King Award, and the Langston Hughes Medal. Jacqueline is the author of nearly thirty books for young people and adults including EACH KINDNESS, IF YOU COME SOFTLY, LOCOMOTION and I HADN'T MEANT TO TELL YOU THIS. She served as Young People's Poet Laureate from 2014-2016, was a fellow at The American Library in Paris, occasionally writes for the New York Times, is currently working on more books and like so many writers - lives with her family in Brooklyn, New York."]} |
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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"title": [],
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"user_id": []
} | L. A. Garcia (Author) | [
"Books",
"Sports & Outdoors",
"Hunting & Fishing"
] | {"Publisher": "Frank Amato Pubns (January 1, 1997)", "Language": "English", "Spiral bound": "31 pages", "ISBN 10": "1571880879", "ISBN 13": "978-1571880871", "Item Weight": "3.2 ounces", "Dimensions": "5.5 x 0.25 x 8.75 inches"} | 1571880879 | null | Spiral-bound – January 1, 1997 | {'avatar': 'https://m.media-amazon.com/images/I/01Kv-W2ysOL._SY600_.png', 'name': 'L. A. Garcia', 'about': ['Discover more of the author’s books, see similar authors, read author blogs and more']} |
Books | Favorite Thorton W. Burgess Stories: 6 Books | 4.8 | 10 | [
"A 6-pack of Burgess' best:",
"The Adventures of Chatterer the Red Squirrel",
",",
"The Adventures of Peter Cottontail",
",",
"Lightfoot the Deer",
",",
"The Adventures of Grandfather Frog",
",",
"The Adventures of Old Man Coyote",
", and",
"The Adventures of Jimmy Skunk",
"."
] | [] | 25.99 | {
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} | Dover (Author) | [
"Books",
"Children's Books",
"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 | {
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} | R. A. Montgomery (Author) | [
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"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 of his life. Teaching school, working in the administration of a top university, hiking in the Himalayas, or working in the Peace Corps in Africa, Montgomery took making choices seriously.', '"There is never a day in which you are not confronted with choice. Some seemingly small choices can determine the path of the rest of your life. CYOA gave me a vehicle for examining all the impacts of choice."', "As the co-founder of Choose Your Own Adventure, his books are known for being bestselling chapter books in the same arena as Wimpy Kid, Magic Tree House and the Disney Princess series. Choose Your Own Adventure books are perfect for reluctant readers and kids who don't like to read. They have inspired a love of reading for generations.", 'He was born in Greenwich, Connecticut in 1936. One of his first memories was of him sitting in his high chair and being frightened of Jell-O, which he thought was alive. He attended Hopkins Grammar School, the oldest private school in the country (founded in 1660), and Williston Academy. He got his college degree from Williams in 1958, and attended graduate school at Yale and NYU.', 'Choose Your Own Adventure® books reflect his diverse interests and values. "More than anything else, everyone should have the freedom to express themselves. Second to that, everyone should take risks and be willing to fail. Picking yourself up off the mat is the central business of life."', 'R.A. Montgomery made his home in north central Vermont, where he co-founded Chooseco in 2003, the small publishing house that has re-introduced the CYOA series. Although his technical climbing days were kaput, Ray continued to travel frequently throughout his life to Asia and annually to Europe. He was married to the writer and game designer Shannon Gilligan. Montgomery died in November 2014, only two months after his last book "Gus vs.The Robot King" was published.', 'For games, activities and other fun CYOA stuff, visit us online at www.cyoa.com.']} |
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 | {
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} | ExamREVIEW (Author) | [
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"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 | {
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} | Melissa Ryan (Author) | [
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"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 "What is a Holly Bibble? (Holy Bible) and ever since, her love of reading and the written word has been part of her life.', 'As a mother of five, she loved reading favorite bedtime stories over and over...and over...and over again. Until they could be recited from memory.', "Having children with unique first names (and spellings!) she wants to share her love of books that will tell stories personalized with a child's name so children everywhere can become part of the story and hear their own special sweet-sounding name. See their name. Sound out their name. And find their own Holly Bibble moments wrapped up in the pages of wonder and awe and maybe just maybe's.", 'Melissa\'s Books are inspired by her children, her love of all children, and her own mother Blossom who wanted to wear a pink dress in her book debut "Blossom\'s \'I Didn\'t Do It\' Hiccum-ups Day", but had to settle for a purple dress instead.', "Melissa's Books include:", '* Blossom\'s "I Didn\'t Do It" Hiccum-ups Day', "* It's Almost Bedtime, Blossom", '* Sleep Tight, Ethan and Sugar Bear, Sleep Tight!', "* Carter's Magical Birthday", "* Liam's First Train Book", 'All books are part of Melissa\'s estorytime.com "Magnificent Me!" book series and each book title can be personalized to your special child\'s name.', "Children love to see their name in print and hear their name throughout their very own storybook. Hold a place in the heart of your sweet child by ordering any of Melissa's books in any child's name of your choosing.", 'Her books make wonderful new baby or special occasion personalized gifts and are sure to be a favorite for that special little one in your life--your son, daughter, grandson, grand-daughter, nephew, niece, or family friend.', "If you don't see your child's name on Melissa's Amazon book titles, no worries! Simply go to estorytime.com and send Melissa an email to let her know your child's name and book wanted. She'll publish your book right away and let you know when it's available in print and ebook form.", 'Melissa shares her home in Missouri with her husband Kevin, and four children. Her son RJ is their sweet angel with a heart of gold, watching over Melissa and her family, from Heaven above. All of her family enjoys a love of reading. From her family to yours, enjoy.', "Visit Melissa's website at: estorytime.com."]} |
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",
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"50 Ways to Wear a Scarf",
"and creator of the blog My Closet in Sketches. She lives in Washington, D.C."
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} | 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, style, and design, she works as an author, illustrator, and stylist. Her first book, "50 Ways to Wear a Scarf" is an international bestseller.']} |
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 | {
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} | 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 | {
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} | 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 | {
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} | 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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