# Function to get available bestseller lists
get_bestseller_lists <- function(api_key) {
url <- "https://api.nytimes.com/svc/books/v3/lists/names.json"
response <- GET(url, query = list(`api-key` = api_key))
if (status_code(response) == 200) {
content <- content(response, as = "text", encoding = "UTF-8")
json_data <- fromJSON(content, flatten = TRUE)
return(json_data)
} else {
stop("Failed to retrieve data: ", status_code(response))
}
}
# Main script to fetch available lists
api_key <- "3HBRyFbHvSlg603mr4GkwIn6uhdd241f"
lists_json_data <- get_bestseller_lists(api_key)
lists_df <- as.data.frame(lists_json_data$results)
# Display the available bestseller lists
print(lists_df)## list_name
## 1 Combined Print and E-Book Fiction
## 2 Combined Print and E-Book Nonfiction
## 3 Hardcover Fiction
## 4 Hardcover Nonfiction
## 5 Trade Fiction Paperback
## 6 Mass Market Paperback
## 7 Paperback Nonfiction
## 8 E-Book Fiction
## 9 E-Book Nonfiction
## 10 Hardcover Advice
## 11 Paperback Advice
## 12 Advice How-To and Miscellaneous
## 13 Hardcover Graphic Books
## 14 Paperback Graphic Books
## 15 Manga
## 16 Combined Print Fiction
## 17 Combined Print Nonfiction
## 18 Chapter Books
## 19 Childrens Middle Grade
## 20 Childrens Middle Grade E-Book
## 21 Childrens Middle Grade Hardcover
## 22 Childrens Middle Grade Paperback
## 23 Paperback Books
## 24 Picture Books
## 25 Series Books
## 26 Young Adult
## 27 Young Adult E-Book
## 28 Young Adult Hardcover
## 29 Young Adult Paperback
## 30 Animals
## 31 Audio Fiction
## 32 Audio Nonfiction
## 33 Business Books
## 34 Celebrities
## 35 Crime and Punishment
## 36 Culture
## 37 Education
## 38 Espionage
## 39 Expeditions Disasters and Adventures
## 40 Fashion Manners and Customs
## 41 Food and Fitness
## 42 Games and Activities
## 43 Graphic Books and Manga
## 44 Hardcover Business Books
## 45 Health
## 46 Humor
## 47 Indigenous Americans
## 48 Relationships
## 49 Mass Market Monthly
## 50 Middle Grade Paperback Monthly
## 51 Paperback Business Books
## 52 Family
## 53 Hardcover Political Books
## 54 Race and Civil Rights
## 55 Religion Spirituality and Faith
## 56 Science
## 57 Sports
## 58 Travel
## 59 Young Adult Paperback Monthly
## display_name
## 1 Combined Print & E-Book Fiction
## 2 Combined Print & E-Book Nonfiction
## 3 Hardcover Fiction
## 4 Hardcover Nonfiction
## 5 Paperback Trade Fiction
## 6 Paperback Mass-Market Fiction
## 7 Paperback Nonfiction
## 8 E-Book Fiction
## 9 E-Book Nonfiction
## 10 Hardcover Advice & Misc.
## 11 Paperback Advice & Misc.
## 12 Advice, How-To & Miscellaneous
## 13 Hardcover Graphic Books
## 14 Paperback Graphic Books
## 15 Manga
## 16 Combined Hardcover & Paperback Fiction
## 17 Combined Hardcover & Paperback Nonfiction
## 18 Children’s Chapter Books
## 19 Children’s Middle Grade
## 20 Children’s Middle Grade E-Book
## 21 Children’s Middle Grade Hardcover
## 22 Children’s Middle Grade Paperback
## 23 Children’s Paperback Books
## 24 Children’s Picture Books
## 25 Children’s & Young Adult Series
## 26 Young Adult
## 27 Young Adult E-Book
## 28 Young Adult Hardcover
## 29 Young Adult Paperback
## 30 Animals
## 31 Audio Fiction
## 32 Audio Nonfiction
## 33 Business
## 34 Celebrities
## 35 Crime and Punishment
## 36 Culture
## 37 Education
## 38 Espionage
## 39 Expeditions
## 40 Fashion, Manners and Customs
## 41 Food and Diet
## 42 Games and Activities
## 43 Graphic Books and Manga
## 44 Hardcover Business Books
## 45 Health
## 46 Humor
## 47 Indigenous Americans
## 48 Love and Relationships
## 49 Mass Market
## 50 Middle Grade Paperback
## 51 Paperback Business Books
## 52 Parenthood and Family
## 53 Politics and American History
## 54 Race and Civil Rights
## 55 Religion, Spirituality and Faith
## 56 Science
## 57 Sports and Fitness
## 58 Travel
## 59 Young Adult Paperback
## list_name_encoded oldest_published_date
## 1 combined-print-and-e-book-fiction 2011-02-13
## 2 combined-print-and-e-book-nonfiction 2011-02-13
## 3 hardcover-fiction 2008-06-08
## 4 hardcover-nonfiction 2008-06-08
## 5 trade-fiction-paperback 2008-06-08
## 6 mass-market-paperback 2008-06-08
## 7 paperback-nonfiction 2008-06-08
## 8 e-book-fiction 2011-02-13
## 9 e-book-nonfiction 2011-02-13
## 10 hardcover-advice 2008-06-08
## 11 paperback-advice 2008-06-08
## 12 advice-how-to-and-miscellaneous 2013-04-28
## 13 hardcover-graphic-books 2009-03-15
## 14 paperback-graphic-books 2009-03-15
## 15 manga 2009-03-15
## 16 combined-print-fiction 2011-02-13
## 17 combined-print-nonfiction 2011-02-13
## 18 chapter-books 2008-06-08
## 19 childrens-middle-grade 2012-12-16
## 20 childrens-middle-grade-e-book 2015-08-30
## 21 childrens-middle-grade-hardcover 2015-08-30
## 22 childrens-middle-grade-paperback 2015-08-30
## 23 paperback-books 2008-06-08
## 24 picture-books 2008-06-08
## 25 series-books 2008-06-08
## 26 young-adult 2012-12-16
## 27 young-adult-e-book 2015-08-30
## 28 young-adult-hardcover 2015-08-30
## 29 young-adult-paperback 2015-08-30
## 30 animals 2014-09-07
## 31 audio-fiction 2018-03-11
## 32 audio-nonfiction 2018-03-11
## 33 business-books 2013-11-03
## 34 celebrities 2014-09-07
## 35 crime-and-punishment 2014-10-12
## 36 culture 2014-10-12
## 37 education 2014-10-12
## 38 espionage 2014-12-14
## 39 expeditions-disasters-and-adventures 2014-12-14
## 40 fashion-manners-and-customs 2014-10-12
## 41 food-and-fitness 2013-09-01
## 42 games-and-activities 2014-10-12
## 43 graphic-books-and-manga 2019-10-13
## 44 hardcover-business-books 2011-07-03
## 45 health 2014-10-12
## 46 humor 2014-09-07
## 47 indigenous-americans 2014-12-14
## 48 relationships 2014-09-07
## 49 mass-market-monthly 2019-10-13
## 50 middle-grade-paperback-monthly 2019-10-13
## 51 paperback-business-books 2011-07-03
## 52 family 2014-09-07
## 53 hardcover-political-books 2011-07-03
## 54 race-and-civil-rights 2014-12-14
## 55 religion-spirituality-and-faith 2014-09-07
## 56 science 2013-04-14
## 57 sports 2014-03-02
## 58 travel 2014-09-07
## 59 young-adult-paperback-monthly 2019-10-13
## newest_published_date updated
## 1 2024-11-10 WEEKLY
## 2 2024-11-10 WEEKLY
## 3 2024-11-10 WEEKLY
## 4 2024-11-10 WEEKLY
## 5 2024-11-10 WEEKLY
## 6 2017-01-29 WEEKLY
## 7 2024-11-10 WEEKLY
## 8 2017-01-29 WEEKLY
## 9 2017-01-29 WEEKLY
## 10 2013-04-21 WEEKLY
## 11 2013-04-21 WEEKLY
## 12 2024-11-10 WEEKLY
## 13 2017-01-29 WEEKLY
## 14 2017-01-29 WEEKLY
## 15 2017-01-29 WEEKLY
## 16 2013-05-12 WEEKLY
## 17 2013-05-12 WEEKLY
## 18 2012-12-09 WEEKLY
## 19 2015-08-23 WEEKLY
## 20 2017-01-29 WEEKLY
## 21 2024-11-10 WEEKLY
## 22 2017-01-29 WEEKLY
## 23 2012-12-09 WEEKLY
## 24 2024-11-10 WEEKLY
## 25 2024-11-10 WEEKLY
## 26 2015-08-23 WEEKLY
## 27 2017-01-29 WEEKLY
## 28 2024-11-10 WEEKLY
## 29 2017-01-29 WEEKLY
## 30 2017-01-15 MONTHLY
## 31 2024-10-13 MONTHLY
## 32 2024-10-13 MONTHLY
## 33 2024-10-13 MONTHLY
## 34 2017-01-15 MONTHLY
## 35 2017-01-15 MONTHLY
## 36 2017-01-15 MONTHLY
## 37 2017-01-15 MONTHLY
## 38 2017-01-15 MONTHLY
## 39 2017-01-15 MONTHLY
## 40 2017-01-15 MONTHLY
## 41 2017-01-15 MONTHLY
## 42 2017-01-15 MONTHLY
## 43 2024-10-13 MONTHLY
## 44 2013-10-13 MONTHLY
## 45 2017-01-15 MONTHLY
## 46 2017-01-15 MONTHLY
## 47 2016-01-10 MONTHLY
## 48 2017-01-15 MONTHLY
## 49 2024-10-13 MONTHLY
## 50 2024-10-13 MONTHLY
## 51 2013-10-13 MONTHLY
## 52 2017-01-15 MONTHLY
## 53 2017-01-15 MONTHLY
## 54 2017-01-15 MONTHLY
## 55 2017-01-15 MONTHLY
## 56 2019-09-15 MONTHLY
## 57 2019-09-15 MONTHLY
## 58 2017-01-15 MONTHLY
## 59 2024-10-13 MONTHLY# Function to get books from a specific bestseller list
get_bestseller_books <- function(api_key, list_name, date) {
bestseller_url <- paste0("https://api.nytimes.com/svc/books/v3/lists/", date, "/", list_name, ".json")
response <- GET(bestseller_url, query = list(`api-key` = api_key, `list` = list_name))
if (status_code(response) == 200) {
content <- content(response, as = "text", encoding = "UTF-8")
json_data <- fromJSON(content, flatten = TRUE)
return(json_data)
} else {
stop("Failed to retrieve data: ", status_code(response))
}
}
# Main script to fetch books from a specific list
list_name <- "hardcover-fiction"
date <- Sys.Date() - 7
books_json_data <- get_bestseller_books(api_key, list_name, date)
books_df <- as.data.frame(books_json_data$results$books)
# Display the bestseller books
print(books_df)## rank rank_last_week weeks_on_list asterisk dagger primary_isbn10
## 1 1 1 3 0 0 0593449592
## 2 2 0 1 0 0 1250355664
## 3 3 3 3 0 0 0374602638
## 4 4 5 36 0 0 1250178630
## 5 5 0 1 0 0 1538770385
## 6 6 10 49 0 0 1649374178
## 7 7 0 1 0 0 1250895782
## 8 8 6 2 0 0 031640389X
## 9 9 0 73 0 0 1649374046
## 10 10 9 5 0 0 0593798600
## 11 11 11 15 0 0 0593418913
## 12 12 0 13 0 0 0593798872
## 13 13 0 1 0 0 1668085720
## 14 14 14 5 0 0 0593446097
## 15 15 0 14 0 0 1668037718
## primary_isbn13 publisher
## 1 9780593449592 Random House
## 2 9781250355669 Bramble
## 3 9780374602635 Farrar, Straus and Giroux
## 4 9781250178633 St. Martin's
## 5 9781538770382 Grand Central
## 6 9781649374172 Red Tower
## 7 9781250895783 Flatiron
## 8 9780316403894 Little, Brown
## 9 9781649374042 Red Tower
## 10 9780593798607 Crown
## 11 9780593418918 Riverhead
## 12 9780593798874 Crown
## 13 9781668085721 Atria
## 14 9780593446096 Random House
## 15 9781668037713 Scribner
## description
## 1 A man in search of the father he never knew encounters a single mom and rumors circulate of the nearby appearance of a white deer.
## 2 Astraea must decide whether to sneak in as a substitute in the trials that will determine the safety of her kingdom.
## 3 After the passing of their father, seemingly different brothers engage in relationships and seek ways to cope.
## 4 In 1965, a nursing student follows her brother to serve during the Vietnam War and returns to a divided America.
## 5 The 28th book in the Kay Scarpetta Series. Scarpetta investigates the death of a former lover.
## 6 The second book in the Empyrean series. Violet Sorrengail’s next round of training might require her to betray the man she loves.
## 7 Frank Szatowski finds himself in a tricky spot when his estranged daughter invites him to her wedding to the son of a tech billionaire.
## 8 An act of heroism by an Illinois pub owner may lead to his undoing.
## 9 Violet Sorrengail is urged by the commanding general, who also is her mother, to become a candidate for the elite dragon riders.
## 10 Passengers on a short and seemingly unremarkable flight learn how and when they are going to die.
## 11 When a 13-year-old girl disappears from an Adirondack summer camp in 1975, secrets kept by the Van Laar family emerge.
## 12 Questions arise when a boy saves the daughter of a wealthy family amid a string of disappearances in a Missouri town in 1975.
## 13 After her mother’s sudden disappearance, Diem Bellator goes on a quest to save her family and all mortalkind.
## 14 As a murder casts a pall on a town in Maine, Lucy Barton, Olive Kitteridge and Bob Burgess share stories and seek meaning.
## 15 A dozen short stories that explore darkness in literal and metaphorical forms.
## price title author
## 1 0.00 COUNTING MIRACLES Nicholas Sparks
## 2 0.00 THE STARS ARE DYING Chloe C. Peñaranda
## 3 0.00 INTERMEZZO Sally Rooney
## 4 0.00 THE WOMEN Kristin Hannah
## 5 0.00 IDENTITY UNKNOWN Patricia Cornwell
## 6 0.00 IRON FLAME Rebecca Yarros
## 7 0.00 THE LAST ONE AT THE WEDDING Jason Rekulak
## 8 0.00 LIES HE TOLD ME James Patterson and David Ellis
## 9 0.00 FOURTH WING Rebecca Yarros
## 10 0.00 HERE ONE MOMENT Liane Moriarty
## 11 0.00 THE GOD OF THE WOODS Liz Moore
## 12 0.00 ALL THE COLORS OF THE DARK Chris Whitaker
## 13 0.00 SPARK OF THE EVERFLAME Penn Cole
## 14 0.00 TELL ME EVERYTHING Elizabeth Strout
## 15 0.00 YOU LIKE IT DARKER Stephen King
## contributor contributor_note
## 1 by Nicholas Sparks
## 2 by Chloe C. Peñaranda
## 3 by Sally Rooney
## 4 by Kristin Hannah
## 5 by Patricia Cornwell
## 6 by Rebecca Yarros
## 7 by Jason Rekulak
## 8 by James Patterson and David Ellis
## 9 by Rebecca Yarros
## 10 by Liane Moriarty
## 11 by Liz Moore
## 12 by Chris Whitaker
## 13 by Penn Cole
## 14 by Elizabeth Strout
## 15 by Stephen King
## book_image
## 1 https://storage.googleapis.com/du-prd/books/images/9780593449592.jpg
## 2 https://storage.googleapis.com/du-prd/books/images/9781250355669.jpg
## 3 https://storage.googleapis.com/du-prd/books/images/9780374602635.jpg
## 4 https://storage.googleapis.com/du-prd/books/images/9781250178633.jpg
## 5 https://storage.googleapis.com/du-prd/books/images/9781538770382.jpg
## 6 https://storage.googleapis.com/du-prd/books/images/9781649374172.jpg
## 7 https://storage.googleapis.com/du-prd/books/images/9781250895783.jpg
## 8 https://storage.googleapis.com/du-prd/books/images/9780316403894.jpg
## 9 https://storage.googleapis.com/du-prd/books/images/9781649374042.jpg
## 10 https://storage.googleapis.com/du-prd/books/images/9780593798607.jpg
## 11 https://storage.googleapis.com/du-prd/books/images/9780593418918.jpg
## 12 https://storage.googleapis.com/du-prd/books/images/9780593798874.jpg
## 13 https://storage.googleapis.com/du-prd/books/images/9781668085721.jpg
## 14 https://storage.googleapis.com/du-prd/books/images/9780593446096.jpg
## 15 https://storage.googleapis.com/du-prd/books/images/9781668037713.jpg
## book_image_width book_image_height
## 1 330 500
## 2 341 500
## 3 326 500
## 4 333 500
## 5 331 500
## 6 309 500
## 7 329 500
## 8 331 500
## 9 309 500
## 10 329 500
## 11 331 500
## 12 328 500
## 13 329 500
## 14 331 500
## 15 329 500
## amazon_product_url age_group
## 1 https://www.amazon.com/dp/0593449592?tag=thenewyorktim-20
## 2 https://www.amazon.com/dp/1250355664?tag=thenewyorktim-20
## 3 https://www.amazon.com/dp/0374602638?tag=thenewyorktim-20
## 4 https://www.amazon.com/dp/1250178630?tag=thenewyorktim-20
## 5 https://www.amazon.com/dp/1538770385?tag=thenewyorktim-20
## 6 https://www.amazon.com/dp/1649374178?tag=thenewyorktim-20
## 7 https://www.amazon.com/dp/1250895782?tag=thenewyorktim-20
## 8 https://www.amazon.com/dp/031640389X?tag=thenewyorktim-20
## 9 https://www.amazon.com/dp/1649374046?tag=thenewyorktim-20
## 10 https://www.amazon.com/dp/0593798600?tag=thenewyorktim-20
## 11 https://www.amazon.com/dp/0593418913?tag=thenewyorktim-20
## 12 https://www.amazon.com/dp/0593798872?tag=thenewyorktim-20
## 13 https://www.amazon.com/dp/1668085720?tag=thenewyorktim-20
## 14 https://www.amazon.com/dp/0593446097?tag=thenewyorktim-20
## 15 https://www.amazon.com/dp/1668037718?tag=thenewyorktim-20
## book_review_link first_chapter_link sunday_review_link article_chapter_link
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## isbns
## 1 0593449592, 0593449606, 9780593449592, 9780593449608
## 2 1250355664, 1250370442, 9781250355669, 9781250370440
## 3 0374602638, 0374602646, 9780374602635, 9780374602642
## 4 1250178630, 1250178657, 9781250178633, 9781250178657
## 5 1538770385, 1538770431, 1538770415, 9781538770382, 9781538770436, 9781538770412
## 6 1649374178, 1705085083, 9781649374172, 9781705085080
## 7 1250895782, 1250895790, 9781250895783, 9781250895790
## 8 031640389X, 031640439X, 9780316403894, 9780316404396
## 9 1649374046, 1649374089, 1705085059, 1705085032, 1649376162, 1649377371, 9781649374042, 9781649374080, 9781705085059, 9781705085035, 9781649376169, 9781649377371
## 10 0593798600, 0593798619, 0593948262, 9780593798607, 9780593798614, 9780593948262
## 11 0593418913, 059341893X, 0593867793, 9780593418918, 9780593418932, 9780593867792
## 12 0593798872, 0593798880, 0593949005, 0593943333, 9780593798874, 9780593798881, 9780593949009, 9780593943335
## 13 1668085720, 9781668085721
## 14 0593446097, 0593446100, 9780593446096, 9780593446102
## 15 1668037718, 1668037734, 1797174622, 9781668037713, 9781668037737, 9781797174624
## buy_links
## 1 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593449592?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593449592?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593449592, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FCOUNTING%2BMIRACLES%2FNicholas%2BSparks%2F9780593449592, https://bookshop.org/a/3546/9780593449592
## 2 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1250355664?tag=thenewyorktim-20, https://goto.applebooks.apple/9781250355669?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781250355669, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BSTARS%2BARE%2BDYING%2FChloe%2BC.%2BPe%25C3%25B1aranda%2F9781250355669, https://bookshop.org/a/3546/9781250355669
## 3 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0374602638?tag=thenewyorktim-20, https://goto.applebooks.apple/9780374602635?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780374602635, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FINTERMEZZO%2FSally%2BRooney%2F9780374602635, https://bookshop.org/a/3546/9780374602635
## 4 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1250178630?tag=thenewyorktim-20, https://goto.applebooks.apple/9781250178633?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781250178633, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BWOMEN%2FKristin%2BHannah%2F9781250178633, https://bookshop.org/a/3546/9781250178633
## 5 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1538770385?tag=thenewyorktim-20, https://goto.applebooks.apple/9781538770382?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781538770382, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FIDENTITY%2BUNKNOWN%2FPatricia%2BCornwell%2F9781538770382, https://bookshop.org/a/3546/9781538770382
## 6 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1649374178?tag=thenewyorktim-20, https://goto.applebooks.apple/9781649374172?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781649374172, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FIRON%2BFLAME%2FRebecca%2BYarros%2F9781649374172, https://bookshop.org/a/3546/9781649374172
## 7 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1250895782?tag=thenewyorktim-20, https://goto.applebooks.apple/9781250895783?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781250895783, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BLAST%2BONE%2BAT%2BTHE%2BWEDDING%2FJason%2BRekulak%2F9781250895783, https://bookshop.org/a/3546/9781250895783
## 8 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/031640389X?tag=thenewyorktim-20, https://goto.applebooks.apple/9780316403894?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780316403894, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FLIES%2BHE%2BTOLD%2BME%2FJames%2BPatterson%2Band%2BDavid%2BEllis%2F9780316403894, https://bookshop.org/a/3546/9780316403894
## 9 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1649374046?tag=thenewyorktim-20, https://goto.applebooks.apple/9781649374042?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781649374042, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FFOURTH%2BWING%2FRebecca%2BYarros%2F9781649374042, https://bookshop.org/a/3546/9781649374042
## 10 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593798600?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593798607?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593798607, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FHERE%2BONE%2BMOMENT%2FLiane%2BMoriarty%2F9780593798607, https://bookshop.org/a/3546/9780593798607
## 11 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593418913?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593418918?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593418918, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BGOD%2BOF%2BTHE%2BWOODS%2FLiz%2BMoore%2F9780593418918, https://bookshop.org/a/3546/9780593418918
## 12 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593798872?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593798874?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593798874, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FALL%2BTHE%2BCOLORS%2BOF%2BTHE%2BDARK%2FChris%2BWhitaker%2F9780593798874, https://bookshop.org/a/3546/9780593798874
## 13 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1668085720?tag=thenewyorktim-20, https://goto.applebooks.apple/9781668085721?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781668085721, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FSPARK%2BOF%2BTHE%2BEVERFLAME%2FPenn%2BCole%2F9781668085721, https://bookshop.org/a/3546/9781668085721
## 14 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593446097?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593446096?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593446096, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTELL%2BME%2BEVERYTHING%2FElizabeth%2BStrout%2F9780593446096, https://bookshop.org/a/3546/9780593446096
## 15 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1668037718?tag=thenewyorktim-20, https://goto.applebooks.apple/9781668037713?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781668037713, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FYOU%2BLIKE%2BIT%2BDARKER%2FStephen%2BKing%2F9781668037713, https://bookshop.org/a/3546/9781668037713
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