Using The NY Time Books API I created the url for the best seller
hardcover fiction books published on 12/19/2015 and added the access key
and combined url and the key with the paste function.
enid_url <- 'https://api.nytimes.com/svc/books/v3/lists/2015-12-19/hardcover-fiction.json'
enid_api_key <- '9Lw2tR3uDWImY2ScuKheW7cBa49SrOrG'
enid_paste <- paste(enid_url,'?api-key=',enid_api_key, sep = '')
# Calling the API.
raw_review <- httr::GET(enid_paste)
# Checking if API was called in successful.
raw_review$status_code
## [1] 200
# Checked current raw state.
api_raw <- rawToChar(raw_review$content)
api_raw
## [1] "{\"status\":\"OK\",\"copyright\":\"Copyright (c) 2022 The New York Times Company. All Rights Reserved.\",\"num_results\":20,\"last_modified\":\"2019-08-29T20:54:03-04:00\",\"results\":{\"list_name\":\"Hardcover Fiction\",\"list_name_encoded\":\"hardcover-fiction\",\"bestsellers_date\":\"2015-12-05\",\"published_date\":\"2015-12-20\",\"published_date_description\":\"\",\"next_published_date\":\"2015-12-27\",\"previous_published_date\":\"2015-12-13\",\"display_name\":\"Hardcover Fiction\",\"normal_list_ends_at\":15,\"updated\":\"WEEKLY\",\"books\":[{\"rank\":1,\"rank_last_week\":3,\"weeks_on_list\":7,\"asterisk\":0,\"dagger\":0,\"primary_isbn10\":\"0385539436\",\"primary_isbn13\":\"9780385539432\",\"publisher\":\"Doubleday\",\"description\":\"The attorney Sebastian Rudd is a \\u201clone gunman\\u201d who hates injustice and the system and defends unpopular clients.\",\"price\":\"0.00\",\"title\":\"ROGUE LAWYER\",\"author\":\"John Grisham\",\"contributor\":\"by John Grisham\",\"contributor_note\":\"\",\"book_image\":\"https:\\/\\/storage.googleapis.com\\/du-prd\\/books\\/images\\/9780385539449.jpg\",\"book_image_width\":326,\"book_image_height\":495,\"amazon_product_url\":\"http:\\/\\/www.amazon.com\\/Rogue-Lawyer-John-Grisham-ebook\\/dp\\/B00UEKRTW8?tag=NYTBSREV-20\",\"age_group\":\"\",\"book_review_link\":\"\",\"first_chapter_link\":\"\",\"sunday_review_link\":\"\",\"article_chapter_link\":\"\",\"isbns\":[{\"isbn10\":\"0385539436\",\"isbn13\":\"9780385539432\"},{\"isbn10\":\"0385539444\",\"isbn13\":\"9780385539449\"},{\"isbn10\":\"0385539452\",\"isbn13\":\"9780385539456\"},{\"isbn10\":\"1101967668\",\"isbn13\":\"9781101967669\"},{\"isbn10\":\"0553393480\",\"isbn13\":\"9780553393484\"}],\"buy_links\":[{\"name\":\"Amazon\",\"url\":\"http:\\/\\/www.amazon.com\\/Rogue-Lawyer-John-Grisham-ebook\\/dp\\/B00UEKRTW8?tag=NYTBSREV-20\"},{\"name\":\"Apple Books\",\"url\":\"https:\\/\\/goto.applebooks.apple\\/9780385539432?at=10lIEQ\"},{\"name\":\"Barnes and Noble\",\"url\":\"https:\\/\\/www.anrdoezrs.net\\/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780385539432\"},{\"name\":\"Books-A-Million\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FROGUE%252BLAWYER%252FJohn%252BGrisham%252F9780385539432&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DROGUE%252BLAWYER%252BJohn%252BGrisham\"},{\"name\":\"Bookshop\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780385539432&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DROGUE%2BLAWYER\"},{\"name\":\"IndieBound\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780385539432%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DROGUE%2BLAWYER%2BJohn%2BGrisham%26aff%3DNYT\"}],\"book_uri\":\"nyt:\\/\\/book\\/df3f64c8-e770-595f-be3c-814d9fd18692\"},{\"rank\":2,\"rank_last_week\":1,\"weeks_on_list\":2,\"asterisk\":0,\"dagger\":0,\"primary_isbn10\":\"0316407046\",\"primary_isbn13\":\"9780316407045\",\"publisher\":\"Little, 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Jack Ryan detects a pattern in outbreaks of violence around the world that point to the Russian president, but he must unite the Western allies before he can take action. Clancy died in 2013.\",\"price\":\"0.00\",\"title\":\"TOM CLANCY: COMMANDER IN CHIEF\",\"author\":\"Mark Greaney\",\"contributor\":\"by Mark Greaney\",\"contributor_note\":\"\",\"book_image\":\"https:\\/\\/storage.googleapis.com\\/du-prd\\/books\\/images\\/9780399176760.jpg\",\"book_image_width\":328,\"book_image_height\":495,\"amazon_product_url\":\"http:\\/\\/www.amazon.com\\/Tom-Clancy-Commander-Chief-Novel\\/dp\\/0399176764?tag=NYTBSREV-20\",\"age_group\":\"\",\"book_review_link\":\"\",\"first_chapter_link\":\"\",\"sunday_review_link\":\"\",\"article_chapter_link\":\"\",\"isbns\":[{\"isbn10\":\"0399176764\",\"isbn13\":\"9780399176760\"},{\"isbn10\":\"0698410610\",\"isbn13\":\"9780698410619\"},{\"isbn10\":\"1410484726\",\"isbn13\":\"9781410484727\"},{\"isbn10\":\"1101988819\",\"isbn13\":\"9781101988817\"}],\"buy_links\":[{\"name\":\"Amazon\",\"url\":\"http:\\/\\/www.amazon.com\\/Tom-Clancy-Commander-Chief-Novel\\/dp\\/0399176764?tag=NYTBSREV-20\"},{\"name\":\"Apple 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Noble\",\"url\":\"https:\\/\\/www.anrdoezrs.net\\/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780399176760\"},{\"name\":\"Books-A-Million\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTOM%252BCLANCY%25253A%252BCOMMANDER%252BIN%252BCHIEF%252FMark%252BGreaney%252F9780399176760&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTOM%252BCLANCY%25253A%252BCOMMANDER%252BIN%252BCHIEF%252BMark%252BGreaney\"},{\"name\":\"Bookshop\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780399176760&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTOM%2BCLANCY%253A%2BCOMMANDER%2BIN%2BCHIEF\"},{\"name\":\"IndieBound\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780399176760%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTOM%2BCLANCY%253A%2BCOMMANDER%2BIN%2BCHIEF%2BMark%2BGreaney%26aff%3DNYT\"}],\"book_uri\":\"nyt:\\/\\/book\\/1e7b221a-d4fb-582a-901c-85b356fd9cfa\"},{\"rank\":4,\"rank_last_week\":5,\"weeks_on_list\":5,\"asterisk\":0,\"dagger\":0,\"primary_isbn10\":\"1501111671\",\"primary_isbn13\":\"9781501111679\",\"publisher\":\"Scribner\",\"description\":\"Twenty stories, some never before published.\",\"price\":\"0.00\",\"title\":\"THE BAZAAR OF BAD DREAMS\",\"author\":\"Stephen King\",\"contributor\":\"by Stephen King\",\"contributor_note\":\"\",\"book_image\":\"https:\\/\\/storage.googleapis.com\\/du-prd\\/books\\/images\\/9781501111686.jpg\",\"book_image_width\":326,\"book_image_height\":495,\"amazon_product_url\":\"http:\\/\\/www.amazon.com\\/The-Bazaar-Bad-Dreams-Stories-ebook\\/dp\\/B00UDCI1AG?tag=NYTBSREV-20\",\"age_group\":\"\",\"book_review_link\":\"\",\"first_chapter_link\":\"\",\"sunday_review_link\":\"\",\"article_chapter_link\":\"\",\"isbns\":[{\"isbn10\":\"1501111671\",\"isbn13\":\"9781501111679\"},{\"isbn10\":\"150111168X\",\"isbn13\":\"9781501111686\"},{\"isbn10\":\"150112787X\",\"isbn13\":\"9781501127878\"}],\"buy_links\":[{\"name\":\"Amazon\",\"url\":\"http:\\/\\/www.amazon.com\\/The-Bazaar-Bad-Dreams-Stories-ebook\\/dp\\/B00UDCI1AG?tag=NYTBSREV-20\"},{\"name\":\"Apple Books\",\"url\":\"https:\\/\\/goto.applebooks.apple\\/9781501111679?at=10lIEQ\"},{\"name\":\"Barnes and Noble\",\"url\":\"https:\\/\\/www.anrdoezrs.net\\/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501111679\"},{\"name\":\"Books-A-Million\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BBAZAAR%252BOF%252BBAD%252BDREAMS%252FStephen%252BKing%252F9781501111679&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BBAZAAR%252BOF%252BBAD%252BDREAMS%252BStephen%252BKing\"},{\"name\":\"Bookshop\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501111679&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BBAZAAR%2BOF%2BBAD%2BDREAMS\"},{\"name\":\"IndieBound\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501111679%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BBAZAAR%2BOF%2BBAD%2BDREAMS%2BStephen%2BKing%26aff%3DNYT\"}],\"book_uri\":\"nyt:\\/\\/book\\/922a8d30-fc5f-5657-9790-c99de7a7b402\"},{\"rank\":5,\"rank_last_week\":4,\"weeks_on_list\":3,\"asterisk\":1,\"dagger\":0,\"primary_isbn10\":\"1455586420\",\"primary_isbn13\":\"9781455586424\",\"publisher\":\"Grand Central\",\"description\":\"The government hit man Will Robie investigates murder charges against his estranged father in their Mississippi hometown.\",\"price\":\"0.00\",\"title\":\"THE GUILTY\",\"author\":\"David Baldacci\",\"contributor\":\"by David Baldacci\",\"contributor_note\":\"\",\"book_image\":\"https:\\/\\/storage.googleapis.com\\/du-prd\\/books\\/images\\/9781455586431.jpg\",\"book_image_width\":329,\"book_image_height\":495,\"amazon_product_url\":\"http:\\/\\/www.amazon.com\\/Guilty-Will-Robie-David-Baldacci\\/dp\\/1455586439?tag=NYTBSREV-20\",\"age_group\":\"\",\"book_review_link\":\"\",\"first_chapter_link\":\"\",\"sunday_review_link\":\"\",\"article_chapter_link\":\"\",\"isbns\":[{\"isbn10\":\"1455586420\",\"isbn13\":\"9781455586424\"},{\"isbn10\":\"1455536253\",\"isbn13\":\"9781455536252\"},{\"isbn10\":\"1455586439\",\"isbn13\":\"9781455586431\"},{\"isbn10\":\"1455586404\",\"isbn13\":\"9781455586400\"}],\"buy_links\":[{\"name\":\"Amazon\",\"url\":\"http:\\/\\/www.amazon.com\\/Guilty-Will-Robie-David-Baldacci\\/dp\\/1455586439?tag=NYTBSREV-20\"},{\"name\":\"Apple Books\",\"url\":\"https:\\/\\/goto.applebooks.apple\\/9781455586424?at=10lIEQ\"},{\"name\":\"Barnes and Noble\",\"url\":\"https:\\/\\/www.anrdoezrs.net\\/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781455586424\"},{\"name\":\"Books-A-Million\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BGUILTY%252FDavid%252BBaldacci%252F9781455586424&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BGUILTY%252BDavid%252BBaldacci\"},{\"name\":\"Bookshop\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781455586424&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BGUILTY\"},{\"name\":\"IndieBound\",\"url\":\"https:\\/\\/du-gae-books-dot-nyt-du-prd.appspot.com\\/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781455586424%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BGUILTY%2BDavid%2BBaldacci%26aff%3DNYT\"}],\"book_uri\":\"nyt:\\/\\/book\\/235dee2d-709b-5e45-944a-4c0e2ba660e7\"},{\"rank\":6,\"rank_last_week\":6,\"weeks_on_list\":8,\"asterisk\":0,\"dagger\":0,\"primary_isbn10\":\"1455520616\",\"primary_isbn13\":\"9781455520619\",\"publisher\":\"Grand 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# Read content in JSON format and de-serializes it into R objects. Flattening function remove a level hierarchy from a list (like unlist function).
api_json_list <- jsonlite::fromJSON(api_raw, flatten=TRUE)
api_json_list
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## description
## 1 The attorney Sebastian Rudd is a “lone gunman” who hates injustice and the system and defends unpopular clients.
## 2 Detective Alex Cross returns to Starksville, N.C., his hometown, for the first time in 35 years, to help a cousin who has been accused of murder.
## 3 President Jack Ryan detects a pattern in outbreaks of violence around the world that point to the Russian president, but he must unite the Western allies before he can take action. Clancy died in 2013.
## 4 Twenty stories, some never before published.
## 5 The government hit man Will Robie investigates murder charges against his estranged father in their Mississippi hometown.
## 6 A couple in love are threatened by secrets from the past.
## 7 The New Jersey bounty hunter Stephanie Plum pursues a fraternity member arrested for beating up a college dean and investigates a murder.
## 8 The lives of a blind French girl and a gadget-obsessed German boy before and during World War II.
## 9 A mystical tale of a guitar genius’s journey through 20th-century music.
## 10 A psychological thriller set in the environs of London.
## 11 In the mid-1950s, a grown-up Jean Louise Finch returns home to find that her adored father is not as perfect as she believed.
## 12 The retired detective Harry Bosch reluctantly agrees to help his half brother, a defense attorney.
## 13 Two sisters in World War II France: one struggling to survive in the countryside, the other joining the Resistance in Paris.
## 14 When a wealthy, charming man who has been an absent father dies, he leaves bequests specifically tailored to help his three daughters and troubled son achieve their dreams, and a special gift for his former wife.
## 15 A collection of three official prequels to “A Song of Ice and Fire.”
## 16 A TV producer investigates a bride’s disappearance for her show, “Under Suspicion.”
## 17 Santa Claus is linked to the story of Christ, by the radio host and founder of TheBlaze.
## 18 Lisbeth Salander and Mikael Blomkvist are back in this continuation of Stieg Larsson's Millennium series.
## 19 A young refugee from the Nazis and the son of her family’s Japanese gardener must hide their love, although it lasts a lifetime.
## 20 When the NUMA crew is exposed to a dangerous toxin, Kurt Austin and Joe Zavala rush to find a cure foretold by ancient Egyptian lore.
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## 1 0.00 ROGUE LAWYER
## 2 0.00 CROSS JUSTICE
## 3 0.00 TOM CLANCY: COMMANDER IN CHIEF
## 4 0.00 THE BAZAAR OF BAD DREAMS
## 5 0.00 THE GUILTY
## 6 0.00 SEE ME
## 7 0.00 TRICKY TWENTY-TWO
## 8 0.00 ALL THE LIGHT WE CANNOT SEE
## 9 0.00 THE MAGIC STRINGS OF FRANKIE PRESTO
## 10 0.00 THE GIRL ON THE TRAIN
## 11 0.00 GO SET A WATCHMAN
## 12 0.00 THE CROSSING
## 13 0.00 THE NIGHTINGALE
## 14 0.00 PRECIOUS GIFTS
## 15 0.00 A KNIGHT OF THE SEVEN KINGDOMS
## 16 0.00 ALL DRESSED IN WHITE
## 17 0.00 THE IMMORTAL NICHOLAS
## 18 0.00 THE GIRL IN THE SPIDER'S WEB
## 19 0.00 THE JAPANESE LOVER
## 20 0.00 THE PHARAOH'S SECRET
## author contributor
## 1 John Grisham by John Grisham
## 2 James Patterson by James Patterson
## 3 Mark Greaney by Mark Greaney
## 4 Stephen King by Stephen King
## 5 David Baldacci by David Baldacci
## 6 Nicholas Sparks by Nicholas Sparks
## 7 Janet Evanovich by Janet Evanovich
## 8 Anthony Doerr by Anthony Doerr
## 9 Mitch Albom by Mitch Albom
## 10 Paula Hawkins by Paula Hawkins
## 11 Harper Lee by Harper Lee
## 12 Michael Connelly by Michael Connelly
## 13 Kristin Hannah by Kristin Hannah
## 14 Danielle Steel by Danielle Steel
## 15 George R R Martin by George R. R. Martin
## 16 Mary Higgins Clark and Alafair Burke by Mary Higgins Clark and Alafair Burke
## 17 Glenn Beck by Glenn Beck
## 18 David Lagercrantz by David Lagercrantz
## 19 Isabel Allende by Isabel Allende
## 20 Clive Cussler and Graham Brown by Clive Cussler and Graham Brown
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## 17 http://www.amazon.com/The-Immortal-Nicholas-Glenn-Beck/dp/1476798842?tag=NYTBSREV-20
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## 20 0399174117, 0735215251, 9780399174117, 9780735215252
## buy_links
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## 3 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Tom-Clancy-Commander-Chief-Novel/dp/0399176764?tag=NYTBSREV-20, https://goto.applebooks.apple/9780399176760?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780399176760, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTOM%252BCLANCY%25253A%252BCOMMANDER%252BIN%252BCHIEF%252FMark%252BGreaney%252F9780399176760&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTOM%252BCLANCY%25253A%252BCOMMANDER%252BIN%252BCHIEF%252BMark%252BGreaney, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780399176760&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTOM%2BCLANCY%253A%2BCOMMANDER%2BIN%2BCHIEF, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780399176760%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTOM%2BCLANCY%253A%2BCOMMANDER%2BIN%2BCHIEF%2BMark%2BGreaney%26aff%3DNYT
## 4 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Bazaar-Bad-Dreams-Stories-ebook/dp/B00UDCI1AG?tag=NYTBSREV-20, https://goto.applebooks.apple/9781501111679?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501111679, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BBAZAAR%252BOF%252BBAD%252BDREAMS%252FStephen%252BKing%252F9781501111679&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BBAZAAR%252BOF%252BBAD%252BDREAMS%252BStephen%252BKing, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501111679&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BBAZAAR%2BOF%2BBAD%2BDREAMS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501111679%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BBAZAAR%2BOF%2BBAD%2BDREAMS%2BStephen%2BKing%26aff%3DNYT
## 5 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Guilty-Will-Robie-David-Baldacci/dp/1455586439?tag=NYTBSREV-20, https://goto.applebooks.apple/9781455586424?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781455586424, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BGUILTY%252FDavid%252BBaldacci%252F9781455586424&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BGUILTY%252BDavid%252BBaldacci, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781455586424&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BGUILTY, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781455586424%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BGUILTY%2BDavid%2BBaldacci%26aff%3DNYT
## 6 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/See-Me-Nicholas-Sparks/dp/1455520616?tag=NYTBSREV-20, https://goto.applebooks.apple/9781455520619?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781455520619, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FSEE%252BME%252FNicholas%252BSparks%252F9781455520619&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DSEE%252BME%252BNicholas%252BSparks, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781455520619&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DSEE%2BME, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781455520619%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DSEE%2BME%2BNicholas%2BSparks%26aff%3DNYT
## 7 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Tricky-Twenty-Two-Stephanie-Plum-Novel-ebook/dp/B00TND3N7C?tag=NYTBSREV-20, https://goto.applebooks.apple/9780345542960?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780345542960, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTRICKY%252BTWENTY-TWO%252FJanet%252BEvanovich%252F9780345542960&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTRICKY%252BTWENTY-TWO%252BJanet%252BEvanovich, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780345542960&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTRICKY%2BTWENTY-TWO, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780345542960%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTRICKY%2BTWENTY-TWO%2BJanet%2BEvanovich%26aff%3DNYT
## 8 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/All-Light-We-Cannot-See/dp/1476746583?tag=NYTBSREV-20, https://goto.applebooks.apple/9781476746586?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476746586, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FALL%252BTHE%252BLIGHT%252BWE%252BCANNOT%252BSEE%252FAnthony%252BDoerr%252F9781476746586&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DALL%252BTHE%252BLIGHT%252BWE%252BCANNOT%252BSEE%252BAnthony%252BDoerr, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781476746586&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DALL%2BTHE%2BLIGHT%2BWE%2BCANNOT%2BSEE, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781476746586%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DALL%2BTHE%2BLIGHT%2BWE%2BCANNOT%2BSEE%2BAnthony%2BDoerr%26aff%3DNYT
## 9 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Magic-Strings-Frankie-Presto/dp/0062294415?tag=NYTBSREV-20, https://goto.applebooks.apple/9780062294418?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062294418, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BMAGIC%252BSTRINGS%252BOF%252BFRANKIE%252BPRESTO%252FMitch%252BAlbom%252F9780062294418&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BMAGIC%252BSTRINGS%252BOF%252BFRANKIE%252BPRESTO%252BMitch%252BAlbom, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780062294418&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BMAGIC%2BSTRINGS%2BOF%2BFRANKIE%2BPRESTO, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780062294418%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BMAGIC%2BSTRINGS%2BOF%2BFRANKIE%2BPRESTO%2BMitch%2BAlbom%26aff%3DNYT
## 10 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Girl-Train-A-Novel-ebook/dp/B00L9B7IKE?tag=NYTBSREV-20, https://goto.applebooks.apple/9781594633669?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781594633669, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BGIRL%252BON%252BTHE%252BTRAIN%252FPaula%252BHawkins%252F9781594633669&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BGIRL%252BON%252BTHE%252BTRAIN%252BPaula%252BHawkins, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781594633669&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BGIRL%2BON%2BTHE%2BTRAIN, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781594633669%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BGIRL%2BON%2BTHE%2BTRAIN%2BPaula%2BHawkins%26aff%3DNYT
## 11 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Go-Set-Watchman-A-Novel/dp/0062409859?tag=NYTBSREV-20, https://goto.applebooks.apple/9780062409850?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062409850, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FGO%252BSET%252BA%252BWATCHMAN%252FHarper%252BLee%252F9780062409850&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DGO%252BSET%252BA%252BWATCHMAN%252BHarper%252BLee, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780062409850&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DGO%2BSET%2BA%2BWATCHMAN, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780062409850%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DGO%2BSET%2BA%2BWATCHMAN%2BHarper%2BLee%26aff%3DNYT
## 12 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Crossing-Harry-Bosch-Novel-ebook/dp/B00U6DNZOY?tag=NYTBSREV-20, https://goto.applebooks.apple/9780316225885?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780316225885, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BCROSSING%252FMichael%252BConnelly%252F9780316225885&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BCROSSING%252BMichael%252BConnelly, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780316225885&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BCROSSING, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780316225885%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BCROSSING%2BMichael%2BConnelly%26aff%3DNYT
## 13 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Nightingale-Kristin-Hannah/dp/0312577222?tag=NYTBSREV-20, https://goto.applebooks.apple/9780312577223?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780312577223, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BNIGHTINGALE%252FKristin%252BHannah%252F9780312577223&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BNIGHTINGALE%252BKristin%252BHannah, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780312577223&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BNIGHTINGALE, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780312577223%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BNIGHTINGALE%2BKristin%2BHannah%26aff%3DNYT
## 14 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Precious-Gifts-Novel-Danielle-Steel/dp/0345531035?tag=NYTBSREV-20, https://goto.applebooks.apple/9780345531032?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780345531032, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FPRECIOUS%252BGIFTS%252FDanielle%252BSteel%252F9780345531032&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DPRECIOUS%252BGIFTS%252BDanielle%252BSteel, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780345531032&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DPRECIOUS%2BGIFTS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780345531032%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DPRECIOUS%2BGIFTS%2BDanielle%2BSteel%26aff%3DNYT
## 15 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Knight-Seven-Kingdoms-Song-Fire/dp/0345533488?tag=NYTBSREV-20, https://goto.applebooks.apple/9780345533487?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780345533487, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FA%252BKNIGHT%252BOF%252BTHE%252BSEVEN%252BKINGDOMS%252FGeorge%252BR%252BR%252BMartin%252F9780345533487&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DA%252BKNIGHT%252BOF%252BTHE%252BSEVEN%252BKINGDOMS%252BGeorge%252BR%252BR%252BMartin, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780345533487&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DA%2BKNIGHT%2BOF%2BTHE%2BSEVEN%2BKINGDOMS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780345533487%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DA%2BKNIGHT%2BOF%2BTHE%2BSEVEN%2BKINGDOMS%2BGeorge%2BR%2BR%2BMartin%26aff%3DNYT
## 16 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/All-Dressed-White-Under-Suspicion-ebook/dp/B00UDCI30E?tag=NYTBSREV-20, https://goto.applebooks.apple/9781501108556?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501108556, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FALL%252BDRESSED%252BIN%252BWHITE%252FMary%252BHiggins%252BClark%252Band%252BAlafair%252BBurke%252F9781501108556&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DALL%252BDRESSED%252BIN%252BWHITE%252BMary%252BHiggins%252BClark%252Band%252BAlafair%252BBurke, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501108556&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DALL%2BDRESSED%2BIN%2BWHITE, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501108556%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DALL%2BDRESSED%2BIN%2BWHITE%2BMary%2BHiggins%2BClark%2Band%2BAlafair%2BBurke%26aff%3DNYT
## 17 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Immortal-Nicholas-Glenn-Beck/dp/1476798842?tag=NYTBSREV-20, https://goto.applebooks.apple/9781476798844?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476798844, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BIMMORTAL%252BNICHOLAS%252FGlenn%252BBeck%252F9781476798844&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BIMMORTAL%252BNICHOLAS%252BGlenn%252BBeck, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781476798844&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BIMMORTAL%2BNICHOLAS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781476798844%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BIMMORTAL%2BNICHOLAS%2BGlenn%2BBeck%26aff%3DNYT
## 18 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Girl-Spiders-Web-continuing/dp/0385354282?tag=NYTBSREV-20, https://goto.applebooks.apple/9780385354288?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780385354288, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BGIRL%252BIN%252BTHE%252BSPIDER%252527S%252BWEB%252FDavid%252BLagercrantz%252F9780385354288&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BGIRL%252BIN%252BTHE%252BSPIDER%252527S%252BWEB%252BDavid%252BLagercrantz, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780385354288&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BGIRL%2BIN%2BTHE%2BSPIDER%2527S%2BWEB, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780385354288%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BGIRL%2BIN%2BTHE%2BSPIDER%2527S%2BWEB%2BDavid%2BLagercrantz%26aff%3DNYT
## 19 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Japanese-Lover-A-Novel-ebook/dp/B00URY5CE8?tag=NYTBSREV-20, https://goto.applebooks.apple/9781501116971?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501116971, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BJAPANESE%252BLOVER%252FIsabel%252BAllende%252F9781501116971&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BJAPANESE%252BLOVER%252BIsabel%252BAllende, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501116971&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BJAPANESE%2BLOVER, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501116971%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BJAPANESE%2BLOVER%2BIsabel%2BAllende%26aff%3DNYT
## 20 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Pharaohs-Secret-NUMA-Files/dp/0399174117?tag=NYTBSREV-20, https://goto.applebooks.apple/9780399174117?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780399174117, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BPHARAOH%252527S%252BSECRET%252FClive%252BCussler%252Band%252BGraham%252BBrown%252F9780399174117&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BPHARAOH%252527S%252BSECRET%252BClive%252BCussler%252Band%252BGraham%252BBrown, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780399174117&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BPHARAOH%2527S%2BSECRET, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780399174117%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BPHARAOH%2527S%2BSECRET%2BClive%2BCussler%2Band%2BGraham%2BBrown%26aff%3DNYT
## book_uri
## 1 nyt://book/df3f64c8-e770-595f-be3c-814d9fd18692
## 2 nyt://book/8da3bd63-51a0-54d7-85c4-cf43224158a5
## 3 nyt://book/1e7b221a-d4fb-582a-901c-85b356fd9cfa
## 4 nyt://book/922a8d30-fc5f-5657-9790-c99de7a7b402
## 5 nyt://book/235dee2d-709b-5e45-944a-4c0e2ba660e7
## 6 nyt://book/442797ed-4a47-559a-85db-8a74b2f0685d
## 7 nyt://book/caadc21c-4817-5a08-b543-84e5c4f171d0
## 8 nyt://book/46388231-0afe-5714-a126-b7ccde32e08f
## 9 nyt://book/be64da90-8a55-5c4f-a4a2-d1e8c8d6a8e7
## 10 nyt://book/9175e255-5120-5fc3-b446-e34ec85e088c
## 11 nyt://book/c37f6bd6-349d-56a6-b4d9-8b394e56f8b0
## 12 nyt://book/034bee07-6bb0-5fb2-a82a-dfa0961afdd7
## 13 nyt://book/9360c03f-7000-5298-954b-3ec3c875a131
## 14 nyt://book/a6de037e-0180-52aa-874a-5d0bdc55205c
## 15 nyt://book/def22d1b-3da7-5519-b6a8-49162b5f8ed5
## 16 nyt://book/c5bde194-0f91-5d4f-a260-874a89b50cc1
## 17 nyt://book/19df35b6-4b7d-5007-92de-c19548b3eedc
## 18 nyt://book/839b18a0-63e5-52e6-a4fb-dde57b9391b7
## 19 nyt://book/2d8927e3-38df-566a-ad57-23805b880135
## 20 nyt://book/e55831ac-1d27-598b-a30a-e9fe2d0769e9
##
## $results$corrections
## list()
# Created dataframe from json format and checked class for success.
df_book <- data.frame(api_json_list$results$books)
class(df_book)
## [1] "data.frame"
df_book
## rank rank_last_week weeks_on_list asterisk dagger primary_isbn10
## 1 1 3 7 0 0 0385539436
## 2 2 1 2 0 0 0316407046
## 3 3 0 1 0 0 0399176764
## 4 4 5 5 0 0 1501111671
## 5 5 4 3 1 0 1455586420
## 6 6 6 8 0 0 1455520616
## 7 7 2 3 0 0 0345542967
## 8 8 8 83 0 0 1476746583
## 9 9 7 4 0 0 0062294415
## 10 10 11 47 0 0 1594633665
## 11 11 10 20 0 0 0062409859
## 12 12 9 5 0 0 0316225886
## 13 13 16 40 0 0 0312577222
## 14 14 0 1 0 0 0345531035
## 15 15 0 6 0 0 0345533488
## 16 16 0 0 0 0 1501108557
## 17 17 0 0 0 0 1476798842
## 18 18 0 0 0 0 0385354282
## 19 19 0 0 0 0 1501116975
## 20 20 0 0 0 0 0399174117
## primary_isbn13 publisher
## 1 9780385539432 Doubleday
## 2 9780316407045 Little, Brown
## 3 9780399176760 Putnam
## 4 9781501111679 Scribner
## 5 9781455586424 Grand Central
## 6 9781455520619 Grand Central
## 7 9780345542960 Bantam
## 8 9781476746586 Scribner
## 9 9780062294418 Harper
## 10 9781594633669 Riverhead
## 11 9780062409850 Harper
## 12 9780316225885 Little, Brown
## 13 9780312577223 St. Martin's
## 14 9780345531032 Delacorte
## 15 9780345533487 Bantam
## 16 9781501108556 Simon & Schuster
## 17 9781476798844 Threshold Editions/Mercury Radio Arts
## 18 9780385354288 Knopf
## 19 9781501116971 Atria
## 20 9780399174117 Putnam
## description
## 1 The attorney Sebastian Rudd is a “lone gunman” who hates injustice and the system and defends unpopular clients.
## 2 Detective Alex Cross returns to Starksville, N.C., his hometown, for the first time in 35 years, to help a cousin who has been accused of murder.
## 3 President Jack Ryan detects a pattern in outbreaks of violence around the world that point to the Russian president, but he must unite the Western allies before he can take action. Clancy died in 2013.
## 4 Twenty stories, some never before published.
## 5 The government hit man Will Robie investigates murder charges against his estranged father in their Mississippi hometown.
## 6 A couple in love are threatened by secrets from the past.
## 7 The New Jersey bounty hunter Stephanie Plum pursues a fraternity member arrested for beating up a college dean and investigates a murder.
## 8 The lives of a blind French girl and a gadget-obsessed German boy before and during World War II.
## 9 A mystical tale of a guitar genius’s journey through 20th-century music.
## 10 A psychological thriller set in the environs of London.
## 11 In the mid-1950s, a grown-up Jean Louise Finch returns home to find that her adored father is not as perfect as she believed.
## 12 The retired detective Harry Bosch reluctantly agrees to help his half brother, a defense attorney.
## 13 Two sisters in World War II France: one struggling to survive in the countryside, the other joining the Resistance in Paris.
## 14 When a wealthy, charming man who has been an absent father dies, he leaves bequests specifically tailored to help his three daughters and troubled son achieve their dreams, and a special gift for his former wife.
## 15 A collection of three official prequels to “A Song of Ice and Fire.”
## 16 A TV producer investigates a bride’s disappearance for her show, “Under Suspicion.”
## 17 Santa Claus is linked to the story of Christ, by the radio host and founder of TheBlaze.
## 18 Lisbeth Salander and Mikael Blomkvist are back in this continuation of Stieg Larsson's Millennium series.
## 19 A young refugee from the Nazis and the son of her family’s Japanese gardener must hide their love, although it lasts a lifetime.
## 20 When the NUMA crew is exposed to a dangerous toxin, Kurt Austin and Joe Zavala rush to find a cure foretold by ancient Egyptian lore.
## price title
## 1 0.00 ROGUE LAWYER
## 2 0.00 CROSS JUSTICE
## 3 0.00 TOM CLANCY: COMMANDER IN CHIEF
## 4 0.00 THE BAZAAR OF BAD DREAMS
## 5 0.00 THE GUILTY
## 6 0.00 SEE ME
## 7 0.00 TRICKY TWENTY-TWO
## 8 0.00 ALL THE LIGHT WE CANNOT SEE
## 9 0.00 THE MAGIC STRINGS OF FRANKIE PRESTO
## 10 0.00 THE GIRL ON THE TRAIN
## 11 0.00 GO SET A WATCHMAN
## 12 0.00 THE CROSSING
## 13 0.00 THE NIGHTINGALE
## 14 0.00 PRECIOUS GIFTS
## 15 0.00 A KNIGHT OF THE SEVEN KINGDOMS
## 16 0.00 ALL DRESSED IN WHITE
## 17 0.00 THE IMMORTAL NICHOLAS
## 18 0.00 THE GIRL IN THE SPIDER'S WEB
## 19 0.00 THE JAPANESE LOVER
## 20 0.00 THE PHARAOH'S SECRET
## author contributor
## 1 John Grisham by John Grisham
## 2 James Patterson by James Patterson
## 3 Mark Greaney by Mark Greaney
## 4 Stephen King by Stephen King
## 5 David Baldacci by David Baldacci
## 6 Nicholas Sparks by Nicholas Sparks
## 7 Janet Evanovich by Janet Evanovich
## 8 Anthony Doerr by Anthony Doerr
## 9 Mitch Albom by Mitch Albom
## 10 Paula Hawkins by Paula Hawkins
## 11 Harper Lee by Harper Lee
## 12 Michael Connelly by Michael Connelly
## 13 Kristin Hannah by Kristin Hannah
## 14 Danielle Steel by Danielle Steel
## 15 George R R Martin by George R. R. Martin
## 16 Mary Higgins Clark and Alafair Burke by Mary Higgins Clark and Alafair Burke
## 17 Glenn Beck by Glenn Beck
## 18 David Lagercrantz by David Lagercrantz
## 19 Isabel Allende by Isabel Allende
## 20 Clive Cussler and Graham Brown by Clive Cussler and Graham Brown
## contributor_note
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
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## 20
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## 2 https://storage.googleapis.com/du-prd/books/images/9780316407045.jpg
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## 11 https://storage.googleapis.com/du-prd/books/images/9780062409850.jpg
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## 19 https://storage.googleapis.com/du-prd/books/images/9781501117008.jpg
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## book_image_width book_image_height
## 1 326 495
## 2 318 495
## 3 328 495
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## 5 329 495
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## 7 326 495
## 8 128 192
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## amazon_product_url
## 1 http://www.amazon.com/Rogue-Lawyer-John-Grisham-ebook/dp/B00UEKRTW8?tag=NYTBSREV-20
## 2 http://www.amazon.com/Cross-Justice-Alex-James-Patterson/dp/0316407046?tag=NYTBSREV-20
## 3 http://www.amazon.com/Tom-Clancy-Commander-Chief-Novel/dp/0399176764?tag=NYTBSREV-20
## 4 http://www.amazon.com/The-Bazaar-Bad-Dreams-Stories-ebook/dp/B00UDCI1AG?tag=NYTBSREV-20
## 5 http://www.amazon.com/Guilty-Will-Robie-David-Baldacci/dp/1455586439?tag=NYTBSREV-20
## 6 http://www.amazon.com/See-Me-Nicholas-Sparks/dp/1455520616?tag=NYTBSREV-20
## 7 http://www.amazon.com/Tricky-Twenty-Two-Stephanie-Plum-Novel-ebook/dp/B00TND3N7C?tag=NYTBSREV-20
## 8 http://www.amazon.com/All-Light-We-Cannot-See/dp/1476746583?tag=NYTBSREV-20
## 9 http://www.amazon.com/The-Magic-Strings-Frankie-Presto/dp/0062294415?tag=NYTBSREV-20
## 10 http://www.amazon.com/The-Girl-Train-A-Novel-ebook/dp/B00L9B7IKE?tag=NYTBSREV-20
## 11 http://www.amazon.com/Go-Set-Watchman-A-Novel/dp/0062409859?tag=NYTBSREV-20
## 12 http://www.amazon.com/The-Crossing-Harry-Bosch-Novel-ebook/dp/B00U6DNZOY?tag=NYTBSREV-20
## 13 http://www.amazon.com/The-Nightingale-Kristin-Hannah/dp/0312577222?tag=NYTBSREV-20
## 14 http://www.amazon.com/Precious-Gifts-Novel-Danielle-Steel/dp/0345531035?tag=NYTBSREV-20
## 15 http://www.amazon.com/Knight-Seven-Kingdoms-Song-Fire/dp/0345533488?tag=NYTBSREV-20
## 16 http://www.amazon.com/All-Dressed-White-Under-Suspicion-ebook/dp/B00UDCI30E?tag=NYTBSREV-20
## 17 http://www.amazon.com/The-Immortal-Nicholas-Glenn-Beck/dp/1476798842?tag=NYTBSREV-20
## 18 http://www.amazon.com/The-Girl-Spiders-Web-continuing/dp/0385354282?tag=NYTBSREV-20
## 19 http://www.amazon.com/The-Japanese-Lover-A-Novel-ebook/dp/B00URY5CE8?tag=NYTBSREV-20
## 20 http://www.amazon.com/The-Pharaohs-Secret-NUMA-Files/dp/0399174117?tag=NYTBSREV-20
## age_group
## 1
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## 20
## book_review_link
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10 https://www.nytimes.com/2015/01/05/books/the-girl-on-the-train-by-paula-hawkins.html
## 11 https://www.nytimes.com/2015/07/11/books/review-harper-lees-go-set-a-watchman-gives-atticus-finch-a-dark-side.html
## 12
## 13
## 14
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## first_chapter_link
## 1
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## sunday_review_link
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8 https://www.nytimes.com/2014/05/11/books/review/all-the-light-we-cannot-see-by-anthony-doerr.html
## 9
## 10 https://www.nytimes.com/2015/02/01/books/review/the-girl-on-the-train-by-paula-hawkins.html
## 11 https://www.nytimes.com/2015/07/14/books/review/harper-lees-go-set-a-watchman.html
## 12
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## 14
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## article_chapter_link
## 1
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## 8
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## 20
## isbns
## 1 0385539436, 0385539444, 0385539452, 1101967668, 0553393480, 9780385539432, 9780385539449, 9780385539456, 9781101967669, 9780553393484
## 2 0316407046, 0316407143, 0316407135, 1455585122, 1455585130, 9780316407045, 9780316407144, 9780316407137, 9781455585120, 9781455585137
## 3 0399176764, 0698410610, 1410484726, 1101988819, 9780399176760, 9780698410619, 9781410484727, 9781101988817
## 4 1501111671, 150111168X, 150112787X, 9781501111679, 9781501111686, 9781501127878
## 5 1455586420, 1455536253, 1455586439, 1455586404, 9781455586424, 9781455536252, 9781455586431, 9781455586400
## 6 1455520616, 1455530069, 1455520594, 1455520624, 1455520608, 9781455520619, 9781455530069, 9781455520596, 9781455520626, 9781455520602
## 7 0345542967, 0345542983, 0385363230, 0345542975, 9780345542960, 9780345542984, 9780385363235, 9780345542977
## 8 1476746583, 1410470229, 1476746591, 1501122835, 0007548699, 1501173219, 9781476746586, 9781410470225, 9781476746593, 9781501122835, 9780007548699, 9781501173219
## 9 0062294415, 0062416863, 0062433245, 0062294431, 9780062294418, 9780062416865, 9780062433244, 9780062294432
## 10 1594633665, 0698185390, 1410477762, 0857522329, 1448171687, 1594634122, 038568231X, 1594634025, 0735212155, 0735212163, 1432834355, 9781594633669, 9780698185395, 9781410477767, 9780857522320, 9781448171682, 9781594634123, 9780385682312, 9781594634024, 9780735212152, 9780735212169, 9781432834357
## 11 0062409859, 0062409883, 0062409875, 1473535409, 0062454811, 0062409867, 0062561022, 9780062409850, 9780062409881, 9780062409874, 9781473535404, 9780062454812, 9780062409867, 9780062561022
## 12 0316225886, 0316387797, 0316225894, 145552414X, 1455524158, 9780316225885, 9780316387798, 9780316225892, 9781455524143, 9781455524150
## 13 0312577222, 1466850604, 1628995017, 1250080401, 9780312577223, 9781466850606, 9781628995015, 9781250080400
## 14 0345531035, 0804179646, 1101966920, 9780345531032, 9780804179645, 9781101966921
## 15 0345533488, 0345539117, 9780345533487, 9780345539113
## 16 1501108557, 1501108573, 1410482936, 1501108565, 9781501108556, 9781501108570, 9781410482938, 9781501108563
## 17 1476798842, 9781476798844
## 18 0385354282, 0385354290, 110194675X, 1101872004, 052556456X, 9780385354288, 9780385354295, 9781101946756, 9781101872000, 9780525564560
## 19 1501116975, 1501117009, 1410483770, 1501116991, 9781501116971, 9781501117008, 9781410483775, 9781501116995
## 20 0399174117, 0735215251, 9780399174117, 9780735215252
## buy_links
## 1 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Rogue-Lawyer-John-Grisham-ebook/dp/B00UEKRTW8?tag=NYTBSREV-20, https://goto.applebooks.apple/9780385539432?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780385539432, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FROGUE%252BLAWYER%252FJohn%252BGrisham%252F9780385539432&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DROGUE%252BLAWYER%252BJohn%252BGrisham, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780385539432&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DROGUE%2BLAWYER, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780385539432%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DROGUE%2BLAWYER%2BJohn%2BGrisham%26aff%3DNYT
## 2 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Cross-Justice-Alex-James-Patterson/dp/0316407046?tag=NYTBSREV-20, https://goto.applebooks.apple/9780316407045?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780316407045, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FCROSS%252BJUSTICE%252FJames%252BPatterson%252F9780316407045&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DCROSS%252BJUSTICE%252BJames%252BPatterson, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780316407045&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DCROSS%2BJUSTICE, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780316407045%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DCROSS%2BJUSTICE%2BJames%2BPatterson%26aff%3DNYT
## 3 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Tom-Clancy-Commander-Chief-Novel/dp/0399176764?tag=NYTBSREV-20, https://goto.applebooks.apple/9780399176760?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780399176760, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTOM%252BCLANCY%25253A%252BCOMMANDER%252BIN%252BCHIEF%252FMark%252BGreaney%252F9780399176760&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTOM%252BCLANCY%25253A%252BCOMMANDER%252BIN%252BCHIEF%252BMark%252BGreaney, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780399176760&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTOM%2BCLANCY%253A%2BCOMMANDER%2BIN%2BCHIEF, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780399176760%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTOM%2BCLANCY%253A%2BCOMMANDER%2BIN%2BCHIEF%2BMark%2BGreaney%26aff%3DNYT
## 4 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Bazaar-Bad-Dreams-Stories-ebook/dp/B00UDCI1AG?tag=NYTBSREV-20, https://goto.applebooks.apple/9781501111679?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501111679, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BBAZAAR%252BOF%252BBAD%252BDREAMS%252FStephen%252BKing%252F9781501111679&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BBAZAAR%252BOF%252BBAD%252BDREAMS%252BStephen%252BKing, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501111679&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BBAZAAR%2BOF%2BBAD%2BDREAMS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501111679%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BBAZAAR%2BOF%2BBAD%2BDREAMS%2BStephen%2BKing%26aff%3DNYT
## 5 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Guilty-Will-Robie-David-Baldacci/dp/1455586439?tag=NYTBSREV-20, https://goto.applebooks.apple/9781455586424?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781455586424, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BGUILTY%252FDavid%252BBaldacci%252F9781455586424&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BGUILTY%252BDavid%252BBaldacci, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781455586424&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BGUILTY, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781455586424%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BGUILTY%2BDavid%2BBaldacci%26aff%3DNYT
## 6 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/See-Me-Nicholas-Sparks/dp/1455520616?tag=NYTBSREV-20, https://goto.applebooks.apple/9781455520619?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781455520619, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FSEE%252BME%252FNicholas%252BSparks%252F9781455520619&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DSEE%252BME%252BNicholas%252BSparks, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781455520619&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DSEE%2BME, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781455520619%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DSEE%2BME%2BNicholas%2BSparks%26aff%3DNYT
## 7 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Tricky-Twenty-Two-Stephanie-Plum-Novel-ebook/dp/B00TND3N7C?tag=NYTBSREV-20, https://goto.applebooks.apple/9780345542960?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780345542960, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTRICKY%252BTWENTY-TWO%252FJanet%252BEvanovich%252F9780345542960&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTRICKY%252BTWENTY-TWO%252BJanet%252BEvanovich, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780345542960&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTRICKY%2BTWENTY-TWO, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780345542960%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTRICKY%2BTWENTY-TWO%2BJanet%2BEvanovich%26aff%3DNYT
## 8 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/All-Light-We-Cannot-See/dp/1476746583?tag=NYTBSREV-20, https://goto.applebooks.apple/9781476746586?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476746586, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FALL%252BTHE%252BLIGHT%252BWE%252BCANNOT%252BSEE%252FAnthony%252BDoerr%252F9781476746586&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DALL%252BTHE%252BLIGHT%252BWE%252BCANNOT%252BSEE%252BAnthony%252BDoerr, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781476746586&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DALL%2BTHE%2BLIGHT%2BWE%2BCANNOT%2BSEE, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781476746586%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DALL%2BTHE%2BLIGHT%2BWE%2BCANNOT%2BSEE%2BAnthony%2BDoerr%26aff%3DNYT
## 9 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Magic-Strings-Frankie-Presto/dp/0062294415?tag=NYTBSREV-20, https://goto.applebooks.apple/9780062294418?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062294418, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BMAGIC%252BSTRINGS%252BOF%252BFRANKIE%252BPRESTO%252FMitch%252BAlbom%252F9780062294418&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BMAGIC%252BSTRINGS%252BOF%252BFRANKIE%252BPRESTO%252BMitch%252BAlbom, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780062294418&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BMAGIC%2BSTRINGS%2BOF%2BFRANKIE%2BPRESTO, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780062294418%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BMAGIC%2BSTRINGS%2BOF%2BFRANKIE%2BPRESTO%2BMitch%2BAlbom%26aff%3DNYT
## 10 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Girl-Train-A-Novel-ebook/dp/B00L9B7IKE?tag=NYTBSREV-20, https://goto.applebooks.apple/9781594633669?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781594633669, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BGIRL%252BON%252BTHE%252BTRAIN%252FPaula%252BHawkins%252F9781594633669&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BGIRL%252BON%252BTHE%252BTRAIN%252BPaula%252BHawkins, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781594633669&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BGIRL%2BON%2BTHE%2BTRAIN, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781594633669%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BGIRL%2BON%2BTHE%2BTRAIN%2BPaula%2BHawkins%26aff%3DNYT
## 11 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Go-Set-Watchman-A-Novel/dp/0062409859?tag=NYTBSREV-20, https://goto.applebooks.apple/9780062409850?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062409850, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FGO%252BSET%252BA%252BWATCHMAN%252FHarper%252BLee%252F9780062409850&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DGO%252BSET%252BA%252BWATCHMAN%252BHarper%252BLee, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780062409850&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DGO%2BSET%2BA%2BWATCHMAN, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780062409850%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DGO%2BSET%2BA%2BWATCHMAN%2BHarper%2BLee%26aff%3DNYT
## 12 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Crossing-Harry-Bosch-Novel-ebook/dp/B00U6DNZOY?tag=NYTBSREV-20, https://goto.applebooks.apple/9780316225885?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780316225885, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BCROSSING%252FMichael%252BConnelly%252F9780316225885&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BCROSSING%252BMichael%252BConnelly, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780316225885&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BCROSSING, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780316225885%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BCROSSING%2BMichael%2BConnelly%26aff%3DNYT
## 13 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Nightingale-Kristin-Hannah/dp/0312577222?tag=NYTBSREV-20, https://goto.applebooks.apple/9780312577223?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780312577223, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BNIGHTINGALE%252FKristin%252BHannah%252F9780312577223&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BNIGHTINGALE%252BKristin%252BHannah, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780312577223&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BNIGHTINGALE, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780312577223%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BNIGHTINGALE%2BKristin%2BHannah%26aff%3DNYT
## 14 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Precious-Gifts-Novel-Danielle-Steel/dp/0345531035?tag=NYTBSREV-20, https://goto.applebooks.apple/9780345531032?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780345531032, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FPRECIOUS%252BGIFTS%252FDanielle%252BSteel%252F9780345531032&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DPRECIOUS%252BGIFTS%252BDanielle%252BSteel, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780345531032&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DPRECIOUS%2BGIFTS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780345531032%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DPRECIOUS%2BGIFTS%2BDanielle%2BSteel%26aff%3DNYT
## 15 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Knight-Seven-Kingdoms-Song-Fire/dp/0345533488?tag=NYTBSREV-20, https://goto.applebooks.apple/9780345533487?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780345533487, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FA%252BKNIGHT%252BOF%252BTHE%252BSEVEN%252BKINGDOMS%252FGeorge%252BR%252BR%252BMartin%252F9780345533487&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DA%252BKNIGHT%252BOF%252BTHE%252BSEVEN%252BKINGDOMS%252BGeorge%252BR%252BR%252BMartin, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780345533487&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DA%2BKNIGHT%2BOF%2BTHE%2BSEVEN%2BKINGDOMS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780345533487%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DA%2BKNIGHT%2BOF%2BTHE%2BSEVEN%2BKINGDOMS%2BGeorge%2BR%2BR%2BMartin%26aff%3DNYT
## 16 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/All-Dressed-White-Under-Suspicion-ebook/dp/B00UDCI30E?tag=NYTBSREV-20, https://goto.applebooks.apple/9781501108556?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501108556, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FALL%252BDRESSED%252BIN%252BWHITE%252FMary%252BHiggins%252BClark%252Band%252BAlafair%252BBurke%252F9781501108556&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DALL%252BDRESSED%252BIN%252BWHITE%252BMary%252BHiggins%252BClark%252Band%252BAlafair%252BBurke, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501108556&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DALL%2BDRESSED%2BIN%2BWHITE, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501108556%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DALL%2BDRESSED%2BIN%2BWHITE%2BMary%2BHiggins%2BClark%2Band%2BAlafair%2BBurke%26aff%3DNYT
## 17 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Immortal-Nicholas-Glenn-Beck/dp/1476798842?tag=NYTBSREV-20, https://goto.applebooks.apple/9781476798844?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476798844, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BIMMORTAL%252BNICHOLAS%252FGlenn%252BBeck%252F9781476798844&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BIMMORTAL%252BNICHOLAS%252BGlenn%252BBeck, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781476798844&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BIMMORTAL%2BNICHOLAS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781476798844%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BIMMORTAL%2BNICHOLAS%2BGlenn%2BBeck%26aff%3DNYT
## 18 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Girl-Spiders-Web-continuing/dp/0385354282?tag=NYTBSREV-20, https://goto.applebooks.apple/9780385354288?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780385354288, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BGIRL%252BIN%252BTHE%252BSPIDER%252527S%252BWEB%252FDavid%252BLagercrantz%252F9780385354288&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BGIRL%252BIN%252BTHE%252BSPIDER%252527S%252BWEB%252BDavid%252BLagercrantz, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780385354288&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BGIRL%2BIN%2BTHE%2BSPIDER%2527S%2BWEB, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780385354288%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BGIRL%2BIN%2BTHE%2BSPIDER%2527S%2BWEB%2BDavid%2BLagercrantz%26aff%3DNYT
## 19 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Japanese-Lover-A-Novel-ebook/dp/B00URY5CE8?tag=NYTBSREV-20, https://goto.applebooks.apple/9781501116971?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501116971, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BJAPANESE%252BLOVER%252FIsabel%252BAllende%252F9781501116971&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BJAPANESE%252BLOVER%252BIsabel%252BAllende, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501116971&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BJAPANESE%2BLOVER, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501116971%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BJAPANESE%2BLOVER%2BIsabel%2BAllende%26aff%3DNYT
## 20 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/The-Pharaohs-Secret-NUMA-Files/dp/0399174117?tag=NYTBSREV-20, https://goto.applebooks.apple/9780399174117?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780399174117, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BPHARAOH%252527S%252BSECRET%252FClive%252BCussler%252Band%252BGraham%252BBrown%252F9780399174117&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BPHARAOH%252527S%252BSECRET%252BClive%252BCussler%252Band%252BGraham%252BBrown, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780399174117&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BPHARAOH%2527S%2BSECRET, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780399174117%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BPHARAOH%2527S%2BSECRET%2BClive%2BCussler%2Band%2BGraham%2BBrown%26aff%3DNYT
## book_uri
## 1 nyt://book/df3f64c8-e770-595f-be3c-814d9fd18692
## 2 nyt://book/8da3bd63-51a0-54d7-85c4-cf43224158a5
## 3 nyt://book/1e7b221a-d4fb-582a-901c-85b356fd9cfa
## 4 nyt://book/922a8d30-fc5f-5657-9790-c99de7a7b402
## 5 nyt://book/235dee2d-709b-5e45-944a-4c0e2ba660e7
## 6 nyt://book/442797ed-4a47-559a-85db-8a74b2f0685d
## 7 nyt://book/caadc21c-4817-5a08-b543-84e5c4f171d0
## 8 nyt://book/46388231-0afe-5714-a126-b7ccde32e08f
## 9 nyt://book/be64da90-8a55-5c4f-a4a2-d1e8c8d6a8e7
## 10 nyt://book/9175e255-5120-5fc3-b446-e34ec85e088c
## 11 nyt://book/c37f6bd6-349d-56a6-b4d9-8b394e56f8b0
## 12 nyt://book/034bee07-6bb0-5fb2-a82a-dfa0961afdd7
## 13 nyt://book/9360c03f-7000-5298-954b-3ec3c875a131
## 14 nyt://book/a6de037e-0180-52aa-874a-5d0bdc55205c
## 15 nyt://book/def22d1b-3da7-5519-b6a8-49162b5f8ed5
## 16 nyt://book/c5bde194-0f91-5d4f-a260-874a89b50cc1
## 17 nyt://book/19df35b6-4b7d-5007-92de-c19548b3eedc
## 18 nyt://book/839b18a0-63e5-52e6-a4fb-dde57b9391b7
## 19 nyt://book/2d8927e3-38df-566a-ad57-23805b880135
## 20 nyt://book/e55831ac-1d27-598b-a30a-e9fe2d0769e9
# Checked columns name to see which I would need to keep.
colnames(df_book)
## [1] "rank" "rank_last_week" "weeks_on_list"
## [4] "asterisk" "dagger" "primary_isbn10"
## [7] "primary_isbn13" "publisher" "description"
## [10] "price" "title" "author"
## [13] "contributor" "contributor_note" "book_image"
## [16] "book_image_width" "book_image_height" "amazon_product_url"
## [19] "age_group" "book_review_link" "first_chapter_link"
## [22] "sunday_review_link" "article_chapter_link" "isbns"
## [25] "buy_links" "book_uri"
# Limited the columns I wanted to use.
df_books <- df_book[, c("rank", "title", "author", "publisher", "primary_isbn13", "amazon_product_url")]
df_books
## rank title
## 1 1 ROGUE LAWYER
## 2 2 CROSS JUSTICE
## 3 3 TOM CLANCY: COMMANDER IN CHIEF
## 4 4 THE BAZAAR OF BAD DREAMS
## 5 5 THE GUILTY
## 6 6 SEE ME
## 7 7 TRICKY TWENTY-TWO
## 8 8 ALL THE LIGHT WE CANNOT SEE
## 9 9 THE MAGIC STRINGS OF FRANKIE PRESTO
## 10 10 THE GIRL ON THE TRAIN
## 11 11 GO SET A WATCHMAN
## 12 12 THE CROSSING
## 13 13 THE NIGHTINGALE
## 14 14 PRECIOUS GIFTS
## 15 15 A KNIGHT OF THE SEVEN KINGDOMS
## 16 16 ALL DRESSED IN WHITE
## 17 17 THE IMMORTAL NICHOLAS
## 18 18 THE GIRL IN THE SPIDER'S WEB
## 19 19 THE JAPANESE LOVER
## 20 20 THE PHARAOH'S SECRET
## author publisher
## 1 John Grisham Doubleday
## 2 James Patterson Little, Brown
## 3 Mark Greaney Putnam
## 4 Stephen King Scribner
## 5 David Baldacci Grand Central
## 6 Nicholas Sparks Grand Central
## 7 Janet Evanovich Bantam
## 8 Anthony Doerr Scribner
## 9 Mitch Albom Harper
## 10 Paula Hawkins Riverhead
## 11 Harper Lee Harper
## 12 Michael Connelly Little, Brown
## 13 Kristin Hannah St. Martin's
## 14 Danielle Steel Delacorte
## 15 George R R Martin Bantam
## 16 Mary Higgins Clark and Alafair Burke Simon & Schuster
## 17 Glenn Beck Threshold Editions/Mercury Radio Arts
## 18 David Lagercrantz Knopf
## 19 Isabel Allende Atria
## 20 Clive Cussler and Graham Brown Putnam
## primary_isbn13
## 1 9780385539432
## 2 9780316407045
## 3 9780399176760
## 4 9781501111679
## 5 9781455586424
## 6 9781455520619
## 7 9780345542960
## 8 9781476746586
## 9 9780062294418
## 10 9781594633669
## 11 9780062409850
## 12 9780316225885
## 13 9780312577223
## 14 9780345531032
## 15 9780345533487
## 16 9781501108556
## 17 9781476798844
## 18 9780385354288
## 19 9781501116971
## 20 9780399174117
## amazon_product_url
## 1 http://www.amazon.com/Rogue-Lawyer-John-Grisham-ebook/dp/B00UEKRTW8?tag=NYTBSREV-20
## 2 http://www.amazon.com/Cross-Justice-Alex-James-Patterson/dp/0316407046?tag=NYTBSREV-20
## 3 http://www.amazon.com/Tom-Clancy-Commander-Chief-Novel/dp/0399176764?tag=NYTBSREV-20
## 4 http://www.amazon.com/The-Bazaar-Bad-Dreams-Stories-ebook/dp/B00UDCI1AG?tag=NYTBSREV-20
## 5 http://www.amazon.com/Guilty-Will-Robie-David-Baldacci/dp/1455586439?tag=NYTBSREV-20
## 6 http://www.amazon.com/See-Me-Nicholas-Sparks/dp/1455520616?tag=NYTBSREV-20
## 7 http://www.amazon.com/Tricky-Twenty-Two-Stephanie-Plum-Novel-ebook/dp/B00TND3N7C?tag=NYTBSREV-20
## 8 http://www.amazon.com/All-Light-We-Cannot-See/dp/1476746583?tag=NYTBSREV-20
## 9 http://www.amazon.com/The-Magic-Strings-Frankie-Presto/dp/0062294415?tag=NYTBSREV-20
## 10 http://www.amazon.com/The-Girl-Train-A-Novel-ebook/dp/B00L9B7IKE?tag=NYTBSREV-20
## 11 http://www.amazon.com/Go-Set-Watchman-A-Novel/dp/0062409859?tag=NYTBSREV-20
## 12 http://www.amazon.com/The-Crossing-Harry-Bosch-Novel-ebook/dp/B00U6DNZOY?tag=NYTBSREV-20
## 13 http://www.amazon.com/The-Nightingale-Kristin-Hannah/dp/0312577222?tag=NYTBSREV-20
## 14 http://www.amazon.com/Precious-Gifts-Novel-Danielle-Steel/dp/0345531035?tag=NYTBSREV-20
## 15 http://www.amazon.com/Knight-Seven-Kingdoms-Song-Fire/dp/0345533488?tag=NYTBSREV-20
## 16 http://www.amazon.com/All-Dressed-White-Under-Suspicion-ebook/dp/B00UDCI30E?tag=NYTBSREV-20
## 17 http://www.amazon.com/The-Immortal-Nicholas-Glenn-Beck/dp/1476798842?tag=NYTBSREV-20
## 18 http://www.amazon.com/The-Girl-Spiders-Web-continuing/dp/0385354282?tag=NYTBSREV-20
## 19 http://www.amazon.com/The-Japanese-Lover-A-Novel-ebook/dp/B00URY5CE8?tag=NYTBSREV-20
## 20 http://www.amazon.com/The-Pharaohs-Secret-NUMA-Files/dp/0399174117?tag=NYTBSREV-20
Obtaing an API key from a website is a necessary skill to learn in
data analysis. Without an API key there is no path to collect the data
that is needed. It is quite challenging to learn the steps to obtain an
API key but with a couple of tutorials I was able to accomplish in
getting the API I needed. Getting the url format correctly was also a
challenge. Using the flatten function to change the content from raw to
dataframe was also a challenge. Using obtaining the APIs on the website,
https://developer.nytimes.com/apis, was simple and
instructions was easy to follow.