What we read, according to Facebook
Facebook's research boffins have a wonderful job: thrashing about through oceans of data in search of interesting patterns.
One fascinating result of their work is to confirm what we all probably suspected after recommending a book to a friend- the friend probably won't like it:
Do friends tend to like the same books? We computed the number of books shared between lists linked via tags, which was a mere 0.4 books on average! This number was 4 times greater than the overlap of 0.1 books between any two random lists. It is also an underestimate, since our automated matching identifies only 5.3 books/list on average (rather than the full 10), due to matching on just the 500 most commonly mentioned titles. Nevertheless, the low overlap underlines that even in a world of relatively few highly successful bestsellers, lists of favorites tend to be rather different, even between friends.
The research paper, issued last fall, also gives some insight into how Amazon's "Other people have read" feature:
One can also look at connections between the books, e.g. 'people who listed X also listed Y', using pointwise mutual information. In the network visualization, each node represents a book, sized by the frequency with which it was mentioned, as an edge represents an unusual number of co-occurrences of the two books in the lists.
Each book is linked to another it occurs with more often than expected. The color represents whether the book was more often mentioned by women (red) or men (blue).
And here's the Great Composite List:
Here are the top 100 books, along with a percentage of all lists (having at least one of the top 500 books) that contained them.
- 21.08 Harry Potter series - J.K. Rowling
- 14.48 To Kill a Mockingbird - Harper Lee
- 13.86 The Lord of the Rings - JRR Tolkien
- 7.48 The Hobbit - JRR Tolkien
- 7.28 Pride and Prejudice - Jane Austen
- 7.21 The Holy Bible
- 5.97 The Hitchhiker's Guide to the Galaxy - Douglas Adams
- 5.82 The Hunger Games Trilogy - Suzanne Collins
- 5.70 The Catcher in the Rye - J.D. Salinger
- 5.63 The Chronicles of Narnia - C.S. Lewis
- 5.61 The Great Gatsby - F. Scott Fitzgerald
- 5.37 1984 - George Orwell
- 5.26 Little Women - Louisa May Alcott
- 5.23 Jane Eyre - Charlotte Bronte
- 5.11 The Stand - Stephen King
- 4.95 Gone with the Wind - Margaret Mitchell
- 4.38 A Wrinkle in Time - Madeleine L'Engle
- 4.27 The Handmaid's Tale - Margaret Atwood
- 4.05 The Lion, the Witch, and the Wardrobe - C.S. Lewis
- 4.01 The Alchemist - Paulo Coelho
- 3.95 Anne of Green Gables - L.M. Montgomery
- 3.88 The Giver - Lois Lowry
- 3.67 The Kite Runner - Khaled Hosseini
- 3.53 Ender's Game - Orson Scott Card
- 3.39 The Poisonwood Bible - Barbara Kingsolver
- 3.38 Lord of the Flies - William Golding
- 3.38 The Eye of the World - Robert Jordan
- 3.32 The Book Thief by Markus Zusak
- 3.26 Wuthering Heights - Emily Bronte
- 3.22 Hamlet - William Shakespeare
- 3.21 The Little Prince - Antoine de Saint-Exupery
- 3.15 Sherlock Holmes - Sir Arthur Conan Doyle
- 3.15 Fahrenheit 451 - Ray Bradbury
- 3.12 Animal Farm - George Orwell
- 3.08 The Book of Mormon
- 3.05 The Diary of Anne Frank - Anne Frank
- 3.02 Dune - Frank Herbert
- 2.98 One Hundred Years of Solitude - Gabriel Garcia Marquez
- 2.83 The Autobiography of Malcolm X
- 2.78 Of Mice and Men - John Steinbeck
- 2.72 The Giving Tree - Shel Silverstein
- 2.68 The Fault in Our Stars - John Green
- 2.68 On the Road - Jack Kerouac
- 2.58 Lamb - Christopher Moore
- 2.54 Slaughterhouse Five - Kurt Vonnegut
- 2.53 A Prayer for Owen Meany - John Irving
- 2.52 Good Omens - Neil Gaiman and Terry Pratchett
- 2.45 The Help - Kathryn Stockett
- 2.44 The Outsiders - S.E. Hinton
- 2.42 American Gods - Neil Gaiman
- 2.41 Where the Red Fern Grows - Wilson Rawls
- 2.39 Stranger in a Strange Land - Robert Heinlein
- 2.38 The Secret Garden - Frances Hodgson Burnett
- 2.35 Little House on the Prairie - Laura Ingalls Wilder
- 2.31 The Count of Monte Cristo - Alexandre Dumas
- 2.31 Pillars of the Earth - Ken Follett
- 2.29 The Da Vinci Code - Dan Brown
- 2.24 Brave New World - Aldous Huxley
- 2.21 A Tale of Two Cities - Charles Dickens
- 2.21 Les Miserables - Victor Hugo
- 2.16 Great Expectations - Charles Dickens
- 2.12 Night - Elie Wiesel
- 2.12 The Dark Tower Series - Stephen King
- 2.07 Outlander - Diana Gabaldon
- 1.92 The Color Purple - Alice Walker
- 1.89 A Thousand Splendid Suns - Khaled Hosseini
- 1.88 The Art of War - Sun Tzu
- 1.85 Catch 22 - Joseph Heller
- 1.85 The Bell Jar - Sylvia Plath
- 1.83 The Perks of Being a Wallflower - Stephen Chbosky
- 1.78 The Old Man and the Sea - Ernest Hemingway
- 1.76 Memoirs of a Geisha - Arthur Golden
- 1.75 Tuesdays with Morrie - Mitch Albom
- 1.73 The Road - Cormac McCarthy
- 1.72 Watership Down - Richard Adams
- 1.72 A Tree Grows in Brooklyn - Betty Smith
- 1.68 Where the Sidewalk Ends - Shel Silverstein
- 1.65 The Girl with the Dragon Tattoo - Stieg Larsson
- 1.65 A Song of Ice and Fire - George R. R. Martin
- 1.65 Are You There God? It's Me, Margaret - Judy Blume
- 1.64 Charlotte's Web - E.B. White
- 1.63 The Time Traveler's Wife - Audrey Niffenegger
- 1.62 Anna Karenina - Leo Tolstoy
- 1.62 Crime and Punishment - Fyodor Dostoyevsky
- 1.61 The Adventures of Huckleberry Finn - Mark Twain
- 1.58 The Shack - William P. Young
- 1.56 Watchmen - Alan Moore
- 1.55 Interview with the Vampire - Anne Rice
- 1.54 The Odyssey - Homer
- 1.54 The House of the Spirits - Isabel Allende
- 1.53 The Stranger - Albert Camus
- 1.52 Call of the Wild - Jack London
- 1.51 The Five People You Meet in Heaven - Mitch Albom
- 1.51 Siddhartha - Herman Hesse
- 1.50 East of Eden - John Steinbeck
- 1.50 Matilda - Roald Dahl
- 1.49 The Picture of Dorian Gray - Oscar Wilde
- 1.47 Zen and the Art of Motorcycle Maintenance - Robert Pirsig
- 1.45 Love in the Time of Cholera - Gabriel Garcia Marquez
- 1.45 Where the Wild Things Are - Maurice Sendak
[An earlier version of this post had 2 clusters representing the Chronicles of Narnia series. When these were merged, the series rose up to #10]
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