library(httr)
library(jsonlite)607 Assignment 8 Dylan Gold
Approach
In this assignment we have to make use of the NYtimes api to answer a question through queries made through the api. The hardest part of this initially was coming up with a research question. I started off by testing out the api after creating an account. I tried using the article search api and found that using the filter did not really help that much for some of my initial examples. I tried restaurants and many of the articles seeming had nothing to do with restaurants.
While doing some inital setting up of the api key in R I decide to use the usethis library to adjust the environment.
In the console I type the following to save a api key to my environment under “NYT_API_KEY”. R may need to be restarted after.
library(usethis)
edit_r_environ()Now we have our key
api_key <- Sys.getenv("NYT_API_KEY")After some testing I found that the nytimes api works with this query list. Other ways of adding it as a header did not seem to work for me but here we get an example of the current hardcover-fiction books
url <- "https://api.nytimes.com/svc/books/v3/lists/current/hardcover-fiction.json"
response <- GET(
url,
query = list('api-key' = api_key) #here we list query parameters,
)
status_code(response)[1] 200Looking at the data in our environment from this we can see there is a lot of extra information. I will figure out how to extract the data I need at a later point because I am still not certain of my question to ask.
books <- content(response)
head(books$results)$display_name
[1] "Hardcover Fiction"
$list_name
[1] "Hardcover Fiction"
$list_name_encoded
[1] "hardcover-fiction"
$previous_published_date
[1] "2026-03-29"
$published_date
[1] "2026-04-05"
$bestsellers_date
[1] "2026-03-21"I will probably look at the books to answer a question about comparing different types of books or I will use the article search api to look at how many articles are made each year with a certain filter and see how things have increased. For example given some of the recent news about insider trading maybe I will use insider trading as a filter for each year within the past 15 years and see how the occurrence of these articles have either decreased or increased over time. I may pick something else as the search filter.
At this point I at least have the api set up minimally and I will work on parsing it and deciding on my specific question later.
Codebase
First I will decide the question I want to answer. Given I have looked at several data sets relating to energy consumption, carbon emissions and other global warming adjacent topics this semester, I will try to answer: How has coverage of climate change changed over the past 10 years in the New York Times. I spent a while trying to answer this question but realized that getting all the articles that with the keyword subject of “Global Warming” would cause me to be rate limited. I probably could have looked one day at a time at articles slowly but I did not want to continue trying to fix a solution that may have not been viable due to a rate limit.
So the question I am interested in answering is: What publishers and authors of books are most often best sellers within the last year? There are many different genres of best sellers. I am hopefully expecting to see that certain authors or publishers have a higher rate of best sellers, or learn that no specific authors or publishers have several best sellers in recent years. We can start off with an API call in the books api of the NYT times.
I already have my account and key set up from the approach.
library(httr)
library(jsonlite)
library(dplyr)
library(tidyr)
library(gt)
api_key <- Sys.getenv("NYT_API_KEY")There are 2 calls we can make in this API a specific date and the specific best seller genre, or an overview which just takes a date and shows all the best seller genres. I will be using the overview URL, which just takes a year and month to give all the best sellers (every genre) for I will start off with trying to get a specific year and month into a data frame format that is suitable.
url <- "https://api.nytimes.com/svc/books/v3/lists/overview.json"
response <- GET(
url,
query = list( # We can put parameters here, api-key is needed and we can specify a date.
'published_date' = '2025-01-01',
'api-key' = api_key
),
)
status_code(response)[1] 200We have a good response code, we can try to extract the data. I can put the results into a data frame and start to inspect how to get the data we need.
data <- content(response, as = "text", encoding = "UTF-8") # Get data from request object
json_results <- fromJSON(data, flatten = TRUE) # We have the json data of the response, we can extract the results. The results have many values describng the dates and a list containing information about each of the best seller collections. I will extract this data. Note that books is a lists type
books_df <- json_results$results$lists
head(books_df) display_name list_name
1 Combined Print & E-Book Fiction Combined Print & E-Book Fiction
2 Combined Print & E-Book Nonfiction Combined Print & E-Book Nonfiction
3 Hardcover Fiction Hardcover Fiction
4 Hardcover Nonfiction Hardcover Nonfiction
5 Paperback Trade Fiction Paperback Trade Fiction
6 Paperback Nonfiction Paperback Nonfiction
list_name_encoded normal_list_ends_at updated list_id
1 combined-print-and-e-book-fiction 15 WEEKLY 704
2 combined-print-and-e-book-nonfiction 15 WEEKLY 708
3 hardcover-fiction 15 WEEKLY 1
4 hardcover-nonfiction 15 WEEKLY 2
5 trade-fiction-paperback 15 WEEKLY 17
6 paperback-nonfiction 15 WEEKLY 4
uri
1 nyt://bestsellerslist/061d5f8f-684b-54ea-8abd-87dc60bcf86b
2 nyt://bestsellerslist/b741931a-9686-56bd-ac1e-7df384c11acc
3 nyt://bestsellerslist/6a700bc0-e2c4-5be3-9cb3-51f77555b1da
4 nyt://bestsellerslist/d8d03212-8111-5220-a104-6f221b1ea7a5
5 nyt://bestsellerslist/3bfa058f-febe-5aaa-94b8-07c467fce1e9
6 nyt://bestsellerslist/d20d16a2-33f4-5e1b-9ca6-680338784f6e
books
1 , , , , , , , , , , , , , , , https://www.amazon.com/dp/0385550367?tag=thenewyorktim-20, https://www.amazon.com/dp/1250319188?tag=thenewyorktim-20, https://www.amazon.com/Wicked-Movie-tie-Inspiration-Broadway/dp/0062852841?tag=thenewyorktim-20, https://www.amazon.com/dp/1250178630?tag=thenewyorktim-20, https://www.amazon.com/dp/1649374046?tag=thenewyorktim-20, https://www.amazon.com/dp/0316402680?tag=thenewyorktim-20, https://www.amazon.com/dp/0593418913?tag=thenewyorktim-20, https://www.amazon.com/dp/1250899575?tag=thenewyorktim-20, https://www.amazon.com/dp/0593312074?tag=thenewyorktim-20, http://www.amazon.com/Court-Thorns-Roses-Sarah-Maas-ebook/dp/B00OZP5VRS?tag=thenewyorktim-20, https://www.amazon.com/dp/1538742578?tag=thenewyorktim-20, https://www.amazon.com/dp/1538774194?tag=thenewyorktim-20, https://www.amazon.com/dp/0802158749?tag=thenewyorktim-20, https://www.amazon.com/dp/1538757907?tag=thenewyorktim-20, https://www.amazon.com/dp/0593449592?tag=thenewyorktim-20, , , , , , , , , , , , , , , , 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, Percival Everett, Brandon Sanderson, Gregory Maguire, Kristin Hannah, Rebecca Yarros, James Patterson, Liz Moore, Alison Espach, Ariel Lawhon, Sarah J. Maas, Freida McFadden, Callie Hart, Claire Keegan, David Baldacci, Nicholas Sparks, https://storage.googleapis.com/du-prd/books/images/9780385550369.jpg, https://static01.nyt.com/bestsellers/images/9781250319180.jpg, https://static01.nyt.com/bestsellers/images/9780062852847.jpg, https://static01.nyt.com/bestsellers/images/9781250178633.jpg, https://storage.googleapis.com/du-prd/books/images/9781649374042.jpg, https://static01.nyt.com/bestsellers/images/9780316402682.jpg, https://static01.nyt.com/bestsellers/images/9780593418918.jpg, https://static01.nyt.com/bestsellers/images/9781250899569.jpg, https://static01.nyt.com/bestsellers/images/9780593312070.jpg, https://static01.nyt.com/bestsellers/images/9781635575569.jpg, https://static01.nyt.com/bestsellers/images/9781538742570.jpg, https://static01.nyt.com/bestsellers/images/9781538774199.jpg, https://static01.nyt.com/bestsellers/images/9780802158741.jpg, https://static01.nyt.com/bestsellers/images/9781538757901.jpg, https://static01.nyt.com/bestsellers/images/9780593449592.jpg, 500, 500, 495, 500, 500, 500, 500, 500, 500, 500, 0, 500, 500, 500, 500, 333, 324, 330, 333, 309, 331, 331, 329, 323, 330, 0, 335, 320, 331, 330, , , https://www.nytimes.com/1995/10/24/books/books-of-the-times-let-s-get-this-straight-glinda-was-the-bad-one.html, , , , , , , , , , , , , nyt://book/5788b098-426a-5f2c-a318-475692df69ee, nyt://book/17df7d38-f0dd-5e16-befe-809d946777bf, nyt://book/81706be1-64b9-5950-b16a-f417425b290b, nyt://book/9ce735af-71cf-5ff3-a367-43ee07e3fdd7, nyt://book/017bca50-9a0e-5f37-b0fe-5b58fabb0fa7, nyt://book/0989b374-88d3-5235-b473-165afbad0b07, nyt://book/76d129f6-ab9c-591c-b25e-9a2758250c07, nyt://book/3599f378-a78c-574d-b41e-dc0b81871f59, nyt://book/2a0c10aa-2093-5898-977d-e7852f8717a4, nyt://book/cc163d0f-b8a2-573c-8e81-d804ac7844af, nyt://book/34b29640-4b8c-59a9-8cf8-470356da1e2f, nyt://book/a256ec4e-9f90-5cfc-a89f-d68f7e2486d4, nyt://book/f79ae783-d30d-566b-b30d-e2a23f82efa1, nyt://book/77d78244-71a9-50a4-b35b-9f2a4eda48e5, nyt://book/974caeee-6bf0-524c-809c-29bfdd99d65f, by Percival Everett, by Brandon Sanderson, by Gregory Maguire, by Kristin Hannah, by Rebecca Yarros, by James Patterson, by Liz Moore, by Alison Espach, by Ariel Lawhon, by Sarah J. Maas, by Freida McFadden, by Callie Hart, by Claire Keegan, by David Baldacci, by Nicholas Sparks, , , , , , , , , , , , , , , , 2026-02-27T17:11:50.934Z, 2026-03-05T19:54:43.787Z, 2026-03-05T19:54:38.804Z, 2026-03-05T19:39:34.103Z, 2026-02-27T17:11:44.855Z, 2026-03-05T19:54:47.088Z, 2026-03-05T19:40:46.323Z, 2026-03-05T19:45:08.362Z, 2026-03-04T19:20:18.789Z, 2026-02-26T19:57:54.248Z, 2026-03-11T22:40:17.604Z, 2026-03-04T21:18:15.782Z, 2026-03-05T19:50:42.042Z, 2026-03-05T19:56:30.767Z, 2026-03-05T19:50:43.7Z, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, A reimagining of “Adventures of Huckleberry Finn” shines a different light on Mark Twain's classic, revealing new facets of the character of Jim., The fifth book in the Stormlight Archive series. The fate of the Cosmere is imperiled as the fighting and chaos reach an apex., A misunderstood girl named Elphaba is declared a witch; the basis of the musical and the film., A nurse follows her brother to serve during the Vietnam War and returns to a divided America., Violet Sorrengail is urged by the commanding general, who also is her mother, to become a candidate for the elite dragon riders., The 33rd book in the Alex Cross series. Three candidates to the Supreme Court are violently attacked., When a 13-year-old girl disappears from an Adirondack summer camp in 1975, secrets kept by the Van Laar family emerge., A woman who is down on her luck forms an unexpected bond with the bride at a wedding in Rhode Island., In Maine, 1789, a midwife seeks to uncover the true cause of the death of a man discovered entombed in the Kennebec River., After killing a wolf in the woods, Feyre is taken from her home and placed inside the world of the Fae., Troubles surface when a woman looking to make a fresh start takes a job in the home of the Winchesters; the basis of the movie., Saeris is transported to a dangerous land of ice and snow, where she must contend with a Fae warrior who has suspect agendas., A coal merchant discovers something that causes turmoil in a small Irish town controlled by the church in 1985; the basis of the film., The third book in the 6:20 Man series. Devine digs into the deaths of an orphan’s parents and uncovers a large conspiracy., 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., , , , , , , , , , , , , , , , 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, , , , , , , , , , , , , , , , 9780385550369, 9781250319180, 9780062852847, 9781250178633, 9781649377371, 9780316402682, 9780593418918, 9781250899569, 9780593312070, 9781635575569, 9781538742570, 9781538774199, 9780802158741, 9781538757901, 9780593449592, Doubleday, Tor, Morrow, St. Martin's, Red Tower, Little, Brown, Riverhead, Holt, Vintage, Bloomsbury, Grand Central, Forever, Grove, Grand Central, Random House, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 3, 1, 2, 4, 5, 6, 0, 0, 14, 11, 12, 7, 0, 9, 0, , , , , , , , , , , , , , , , JAMES, WIND AND TRUTH, WICKED, THE WOMEN, FOURTH WING, THE HOUSE OF CROSS, THE GOD OF THE WOODS, THE WEDDING PEOPLE, THE FROZEN RIVER, A COURT OF THORNS AND ROSES, THE HOUSEMAID, QUICKSILVER, SMALL THINGS LIKE THESE, TO DIE FOR, COUNTING MIRACLES, 2026-02-27T17:11:50.934Z, 2026-03-05T19:54:43.787Z, 2026-03-05T19:54:38.804Z, 2026-03-05T19:39:34.103Z, 2026-02-27T17:11:44.855Z, 2026-03-05T19:54:47.088Z, 2026-03-05T19:40:46.323Z, 2026-03-05T19:45:08.362Z, 2026-03-04T19:20:18.789Z, 2026-02-26T19:57:54.248Z, 2026-03-11T22:40:17.604Z, 2026-03-04T21:18:15.782Z, 2026-03-05T19:50:42.042Z, 2026-03-05T19:56:30.767Z, 2026-03-05T19:50:43.7Z, 8, 2, 5, 45, 73, 3, 7, 5, 4, 36, 75, 2, 1, 5, 10, , 9780385550369, , 9781250319180, , 9780062852847, , 9781250178633, , 9781649377371, , 9780316402682, , 9780593418918, , 9781250899569, , 9780593312070, , 9781635575569, , 9781538742570, , 9781538774199, , 9780802158741, , 9781538757901, , 9780593449592, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0385550367?tag=thenewyorktim-20, 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2 , , , , , , , , , , , , , , , https://www.amazon.com/dp/1510782699?tag=thenewyorktim-20, https://www.amazon.com/dp/0593536134?tag=thenewyorktim-20, https://www.amazon.com/dp/006286310X?tag=thenewyorktim-20, https://www.amazon.com/dp/0593799895?tag=thenewyorktim-20, https://www.amazon.com/dp/0385550448?tag=thenewyorktim-20, https://www.amazon.com/dp/0593655036?tag=thenewyorktim-20, https://www.amazon.com/dp/1668072246?tag=thenewyorktim-20, https://www.amazon.com/dp/125034641X?tag=thenewyorktim-20, https://www.amazon.com/dp/0385348746?tag=thenewyorktim-20, https://www.amazon.com/dp/0316575801?tag=thenewyorktim-20, http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=thenewyorktim-20, https://www.amazon.com/dp/0593733878?tag=thenewyorktim-20, http://www.amazon.com/Hillbilly-Elegy-Memoir-Family-Culture-ebook/dp/B0166ISAS8?tag=thenewyorktim-20, https://www.amazon.com/dp/059373422X?tag=thenewyorktim-20, https://www.amazon.com/dp/0385534264?tag=thenewyorktim-20, , , , , , , , , , , , , , , , 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, Melania Trump, Amy Tan, Cher, Ina Garten, John Grisham and Jim McCloskey, Jonathan Haidt, Robin Wall Kimmerer, Bill O'Reilly and Martin Dugard, Erik Larson, Malcolm Gladwell, Bessel van der Kolk, Lisa Marie Presley and Riley Keough, JD Vance, Yuval Noah Harari, David Grann, https://static01.nyt.com/bestsellers/images/9781510782693.jpg, https://static01.nyt.com/bestsellers/images/9780593536131.jpg, https://static01.nyt.com/bestsellers/images/9780062863102.jpg, https://static01.nyt.com/bestsellers/images/9780593799895.jpg, https://static01.nyt.com/bestsellers/images/9780385550444.jpg, https://static01.nyt.com/bestsellers/images/9780593655030.jpg, https://storage.googleapis.com/du-prd/books/images/9781668072240.jpg, https://static01.nyt.com/bestsellers/images/9781250346414.jpg, https://static01.nyt.com/bestsellers/images/9780385348744.jpg, https://static01.nyt.com/bestsellers/images/9780316575805.jpg, https://static01.nyt.com/bestsellers/images/9780143127741.jpg, https://static01.nyt.com/bestsellers/images/9780593733875.jpg, https://static01.nyt.com/bestsellers/images/9780062300553.jpg, https://storage.googleapis.com/du-prd/books/images/9780593734223.jpg, https://static01.nyt.com/bestsellers/images/9780385534260.jpg, 500, 0, 500, 500, 500, 0, 500, 500, 500, 500, 193, 500, 495, 500, 500, 333, 0, 333, 333, 331, 0, 356, 329, 331, 332, 128, 331, 328, 329, 329, , , , , , , , , , , https://www.nytimes.com/2018/10/18/books/review/how-to-rewire-your-traumatized-brain.html, , , , , nyt://book/7480d616-2614-5801-b1a8-f4019a372d6b, nyt://book/1bde7fcf-f70c-5c94-8303-fb918ea1007e, nyt://book/aa2826cc-e736-50df-a3cf-f46eaf602645, nyt://book/42b213ee-1e20-5b87-9f29-4a5cee85b0eb, nyt://book/0df14289-eb2b-59e7-9e92-1b6a87275f23, nyt://book/7557cf43-7888-5c15-8206-d3541cccd89b, nyt://book/546eae3e-3927-5811-8afb-976b6a5478d0, nyt://book/16c77de6-cb08-5bd7-b0e1-a0cdbd3a141a, nyt://book/6eccd089-c06b-5a8f-8731-b04b031704d6, nyt://book/76763ace-b388-57eb-bd25-87df2e4c39c2, nyt://book/e3e33e9d-0e67-5fec-b0d2-2ecddc38ce0e, nyt://book/42b65758-f643-58a1-999c-e973f72457c8, nyt://book/076b0d8c-4c0a-5755-806b-5b7be09cbc12, nyt://book/324b5858-dabf-51d2-9f5e-a028ec73783f, nyt://book/92ec85ca-4cff-59b6-94a3-b81002bfc8e6, by Melania Trump, by Amy Tan, by Cher, by Ina Garten, by John Grisham and Jim McCloskey, by Jonathan Haidt, by Robin Wall Kimmerer, by Bill O'Reilly and Martin Dugard, by Erik Larson, by Malcolm Gladwell, by Bessel van der Kolk, by Lisa Marie Presley and Riley Keough, by JD Vance, by Yuval Noah Harari, by David Grann, , , , , , , , , , , , , , , , 2026-03-04T18:59:56.752Z, 2026-03-04T18:51:40.298Z, 2026-03-05T19:51:04.816Z, 2026-03-05T19:50:14.845Z, 2026-03-05T19:48:17.918Z, 2026-03-04T23:40:23.53Z, 2026-02-27T17:11:54.634Z, 2026-03-05T19:49:19.872Z, 2026-03-05T19:27:59.501Z, 2026-03-05T19:53:00.716Z, 2026-03-18T22:38:17.968Z, 2026-03-05T19:54:52.164Z, 2026-03-05T19:32:47.368Z, 2026-02-27T17:14:18.4Z, 2026-03-05T19:56:37.687Z, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, The first lady describes her work as a fashion model, marriage to Donald Trump and time in the White House., Essays and drawings by the author of “The Joy Luck Club” and “The Bonesetter's Daughter,” which depict a search for peace through birding., In the first part of her memoir, the multiple award-winning pop culture icon traces her childhood and forays into the world of entertainment., A memoir by the cookbook author and Food Network host known as the Barefoot Contessa., Our criminal justice system viewed through the struggles of 10 wrongfully convicted people to achieve exoneration., A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children., The author of “Braiding Sweetgrass” illuminates how the gift economy in the natural world works and draws lessons for our economy; with illustrations by John Burgoyne., The conservative commentator evaluates the legacies of American presidents., The author of “The Splendid and the Vile” portrays the months between the election of Abraham Lincoln and the beginning of the Civil War., Through a series of stories, Gladwell explicates the causes of various kinds of epidemics., How trauma affects the body and mind, and innovative treatments for recovery., Presley’s memoir, completed by her daughter, explores her relationships and challenges., A Yale Law School graduate looks at the struggles of the white working class through the story of his own childhood., The author of “Sapiens” delves into how societies and political systems have used information and gives a warning about artificial intelligence. Read by Vidish Athavale. 17 hours, 29 minutes unabridged., The survivors of a shipwrecked British vessel on a secret mission during an imperial war with Spain have different accounts of events., , , , , , , , , , , , , , , , 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, , , , , , , , , , , , , , , , 9781510782693, 9780593536131, 9780062863102, 9780593799895, 9780385550444, 9780593655030, 9781668072240, 9781250346414, 9780385348744, 9780316575805, 9780143127741, 9780593733875, 9780062300553, 9780593734223, 9780385534260, Skyhorse, Knopf, Dey Street, Crown, Doubleday, Penguin Press, Scribner, St. Martin's, Crown, Little, Brown, Penguin, Random House, HarperCollins, Random House Audio, Doubleday, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 2, 5, 1, 3, 4, 7, 8, 6, 10, 9, 13, 12, 0, 0, 0, , , , , , , , , , , , , , , , MELANIA, THE BACKYARD BIRD CHRONICLES, CHER: THE MEMOIR, PART ONE, BE READY WHEN THE LUCK HAPPENS, FRAMED, THE ANXIOUS GENERATION, THE SERVICEBERRY, CONFRONTING THE PRESIDENTS, THE DEMON OF UNREST, REVENGE OF THE TIPPING POINT, THE BODY KEEPS THE SCORE, FROM HERE TO THE GREAT UNKNOWN, HILLBILLY ELEGY, NEXUS, THE WAGER, 2026-03-04T18:59:56.752Z, 2026-03-04T18:51:40.298Z, 2026-03-05T19:51:04.816Z, 2026-03-05T19:50:14.845Z, 2026-03-05T19:48:17.918Z, 2026-03-04T23:40:23.53Z, 2026-02-27T17:11:54.634Z, 2026-03-05T19:49:19.872Z, 2026-03-05T19:27:59.501Z, 2026-03-05T19:53:00.716Z, 2026-03-18T22:38:17.968Z, 2026-03-05T19:54:52.164Z, 2026-03-05T19:32:47.368Z, 2026-02-27T17:14:18.4Z, 2026-03-05T19:56:37.687Z, 10, 10, 4, 11, 9, 38, 4, 14, 25, 11, 221, 9, 110, 8, 65, , 9781510782693, , 9780593536131, , 9780062863102, , 9780593799895, , 9780385550444, , 9780593655030, , 9781668072240, , 9781250346414, , 9780385348744, , 9780316575805, , 9780143127741, , 9780593733875, , 9780062300553, , 9780593734223, , 9780385534260, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, 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3 , , , , , , , , , , , , , , , https://www.amazon.com/dp/0385550367?tag=thenewyorktim-20, https://www.amazon.com/dp/1250319188?tag=thenewyorktim-20, https://www.amazon.com/dp/1250178630?tag=thenewyorktim-20, https://www.amazon.com/dp/0316402680?tag=thenewyorktim-20, https://www.amazon.com/dp/0593418913?tag=thenewyorktim-20, https://www.amazon.com/dp/0802158749?tag=thenewyorktim-20, https://www.amazon.com/dp/0593449592?tag=thenewyorktim-20, https://www.amazon.com/dp/1649374178?tag=thenewyorktim-20, https://www.amazon.com/Wicked-Movie-tie-Inspiration-Broadway/dp/0062852841?tag=thenewyorktim-20, https://www.amazon.com/dp/1538757907?tag=thenewyorktim-20, https://www.amazon.com/dp/1668003139?tag=thenewyorktim-20, https://www.amazon.com/dp/0593798872?tag=thenewyorktim-20, https://www.amazon.com/dp/0593725808?tag=thenewyorktim-20, https://www.amazon.com/dp/1250899575?tag=thenewyorktim-20, https://www.amazon.com/dp/0374602638?tag=thenewyorktim-20, , , , , , , , , , , , , , , , 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, Percival Everett, Brandon Sanderson, Kristin Hannah, James Patterson, Liz Moore, Claire Keegan, Nicholas Sparks, Rebecca Yarros, Gregory Maguire, David Baldacci, Janet Evanovich, Chris Whitaker, Lee Child and Andrew Child, Alison Espach, Sally Rooney, https://storage.googleapis.com/du-prd/books/images/9780385550369.jpg, https://static01.nyt.com/bestsellers/images/9781250319180.jpg, https://static01.nyt.com/bestsellers/images/9781250178633.jpg, https://static01.nyt.com/bestsellers/images/9780316402682.jpg, https://static01.nyt.com/bestsellers/images/9780593418918.jpg, https://static01.nyt.com/bestsellers/images/9780802158741.jpg, https://static01.nyt.com/bestsellers/images/9780593449592.jpg, https://static01.nyt.com/bestsellers/images/9781649374172.jpg, https://static01.nyt.com/bestsellers/images/9780063391086.jpg, https://static01.nyt.com/bestsellers/images/9781538757901.jpg, https://static01.nyt.com/bestsellers/images/9781668003138.jpg, https://static01.nyt.com/bestsellers/images/9780593798874.jpg, https://static01.nyt.com/bestsellers/images/9780593725801.jpg, https://static01.nyt.com/bestsellers/images/9781250899576.jpg, https://static01.nyt.com/bestsellers/images/9780374602635.jpg, 500, 500, 500, 500, 500, 500, 500, 500, 495, 500, 500, 500, 500, 500, 500, 333, 324, 333, 331, 331, 320, 330, 309, 330, 331, 331, 328, 329, 330, 326, , , , , , , , , https://www.nytimes.com/1995/10/24/books/books-of-the-times-let-s-get-this-straight-glinda-was-the-bad-one.html, , , , , , , nyt://book/5788b098-426a-5f2c-a318-475692df69ee, nyt://book/17df7d38-f0dd-5e16-befe-809d946777bf, nyt://book/9ce735af-71cf-5ff3-a367-43ee07e3fdd7, nyt://book/0989b374-88d3-5235-b473-165afbad0b07, nyt://book/76d129f6-ab9c-591c-b25e-9a2758250c07, nyt://book/f79ae783-d30d-566b-b30d-e2a23f82efa1, nyt://book/974caeee-6bf0-524c-809c-29bfdd99d65f, nyt://book/d3c570c9-3c3a-5c8b-a740-85ea5e92bfc9, nyt://book/d3c20344-e83d-5b61-ac79-cd44459aaa92, nyt://book/77d78244-71a9-50a4-b35b-9f2a4eda48e5, nyt://book/81c14f5d-f0d6-5cc5-9f1f-1f3b568d585d, nyt://book/4a3574a1-cb25-5910-a11e-f97ffb3508bd, nyt://book/ad92d0e0-0430-55b8-a423-b78d5fb8fa07, nyt://book/0935eb9b-9320-5ed9-93e8-32cef229779e, nyt://book/a3bcdd05-312a-566b-90ec-df50e894bce6, by Percival Everett, by Brandon Sanderson, by Kristin Hannah, by James Patterson, by Liz Moore, by Claire Keegan, by Nicholas Sparks, by Rebecca Yarros, by Gregory Maguire, by David Baldacci, by Janet Evanovich, by Chris Whitaker, by Lee Child and Andrew Child, by Alison Espach, by Sally Rooney, , , , , , , , , , , , , , , , 2026-02-27T17:11:50.934Z, 2026-03-05T19:54:43.787Z, 2026-03-05T19:39:34.103Z, 2026-03-05T19:54:47.088Z, 2026-03-05T19:40:46.323Z, 2026-03-05T19:50:42.042Z, 2026-03-05T19:50:43.7Z, 2026-03-05T19:39:31.949Z, 2026-03-05T19:57:33.587Z, 2026-03-05T19:56:30.767Z, 2026-03-05T19:54:49.96Z, 2026-03-05T19:50:37.422Z, 2026-03-05T19:58:40.487Z, 2026-02-27T16:34:35.524Z, 2026-03-05T19:50:38.444Z, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, A reimagining of “Adventures of Huckleberry Finn” shines a different light on Mark Twain's classic, revealing new facets of the character of Jim., The fifth book in the Stormlight Archive series. The fate of the Cosmere is imperiled as the fighting and chaos reach an apex., A nurse follows her brother to serve during the Vietnam War and returns to a divided America., The 33rd book in the Alex Cross series. Three candidates to the Supreme Court are violently attacked., When a 13-year-old girl disappears from an Adirondack summer camp in 1975, secrets kept by the Van Laar family emerge., A coal merchant discovers something that causes turmoil in a small Irish town controlled by the church in 1985; the basis of the film., 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., The second book in the Empyrean series. Violet Sorrengail’s next round of training under the new vice commandant might require her to betray the man she loves., A misunderstood girl named Elphaba is declared a witch; the basis of the musical and the film. (Collector's edition.), The third book in the 6:20 Man series. Devine digs into the deaths of an orphan’s parents and uncovers a large conspiracy., The 31st book in the Stephanie Plum series. Caught between two fiancés and not knowing what to do, Plum gets back to business as a bounty hunter., Questions arise when a boy saves the daughter of a wealthy family amid a string of disappearances in a Missouri town in 1975., The 29th book in the Jack Reacher series. Reacher wakes up in a precarious position with no memory of how he got there., A woman who is down on her luck forms an unexpected bond with the bride at a wedding in Rhode Island., After the passing of their father, seemingly different brothers engage in relationships and seek ways to cope., , , , , , , , , , , , , , , , 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, , , , , , , , , , , , , , , , 9780385550369, 9781250319180, 9781250178633, 9780316402682, 9780593418918, 9780802158741, 9780593449592, 9781649374172, 9780063391086, 9781538757901, 9781668003138, 9780593798874, 9780593725801, 9781250899576, 9780374602635, Doubleday, Tor, St. Martin's, Little, Brown, Riverhead, Grove, Random House, Red Tower, Morrow, Grand Central, Atria, Crown, Delacorte, Holt, Farrar, Straus and Giroux, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 2, 1, 3, 4, 13, 11, 5, 7, 9, 8, 6, 12, 14, 0, 0, , , , , , , , , , , , , , , , JAMES, WIND AND TRUTH, THE WOMEN, THE HOUSE OF CROSS, THE GOD OF THE WOODS, SMALL THINGS LIKE THESE, COUNTING MIRACLES, IRON FLAME, WICKED, TO DIE FOR, NOW OR NEVER, ALL THE COLORS OF THE DARK, IN TOO DEEP, THE WEDDING PEOPLE, INTERMEZZO, 2026-02-27T17:11:50.934Z, 2026-03-05T19:54:43.787Z, 2026-03-05T19:39:34.103Z, 2026-03-05T19:54:47.088Z, 2026-03-05T19:40:46.323Z, 2026-03-05T19:50:42.042Z, 2026-03-05T19:50:43.7Z, 2026-03-05T19:39:31.949Z, 2026-03-05T19:57:33.587Z, 2026-03-05T19:56:30.767Z, 2026-03-05T19:54:49.96Z, 2026-03-05T19:50:37.422Z, 2026-03-05T19:58:40.487Z, 2026-02-27T16:34:35.524Z, 2026-03-05T19:50:38.444Z, 24, 2, 45, 3, 22, 3, 12, 58, 3, 5, 4, 17, 8, 7, 10, , 9780385550369, , 9781250319180, , 9781250178633, , 9780316402682, , 9780593418918, , 9780802158741, , 9780593449592, , 9781649374172, , 9780063391086, , 9781538757901, , 9781668003138, , 9780593798874, , 9780593725801, , 9781250899576, , 9780374602635, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, 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4 , , , , , , , , , , , , , , , https://www.amazon.com/dp/1510782699?tag=thenewyorktim-20, https://www.amazon.com/dp/006286310X?tag=thenewyorktim-20, https://www.amazon.com/dp/0593799895?tag=thenewyorktim-20, https://www.amazon.com/dp/0385550448?tag=thenewyorktim-20, https://www.amazon.com/dp/0593655036?tag=thenewyorktim-20, https://www.amazon.com/dp/1668072246?tag=thenewyorktim-20, https://www.amazon.com/dp/125034641X?tag=thenewyorktim-20, https://www.amazon.com/dp/0385348746?tag=thenewyorktim-20, https://www.amazon.com/dp/0316575801?tag=thenewyorktim-20, https://www.amazon.com/dp/0593733878?tag=thenewyorktim-20, https://www.amazon.com/dp/0385534264?tag=thenewyorktim-20, https://www.amazon.com/dp/1668023776?tag=thenewyorktim-20, https://www.amazon.com/dp/0063265702?tag=thenewyorktim-20, https://www.amazon.com/dp/059373422X?tag=thenewyorktim-20, https://www.amazon.com/dp/0593541677?tag=thenewyorktim-20, , , , , , , , , , , , , , , , 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, Melania Trump, Cher, Ina Garten, John Grisham and Jim McCloskey, Jonathan Haidt, Robin Wall Kimmerer, Bill O'Reilly and Martin Dugard, Erik Larson, Malcolm Gladwell, Lisa Marie Presley and Riley Keough, David Grann, Kelly Bishop with Lindsay Harrison, Alex Van Halen, Yuval Noah Harari, Sharon McMahon, https://static01.nyt.com/bestsellers/images/9781510782693.jpg, https://static01.nyt.com/bestsellers/images/9780062863102.jpg, https://static01.nyt.com/bestsellers/images/9780593799895.jpg, https://static01.nyt.com/bestsellers/images/9780385550444.jpg, https://static01.nyt.com/bestsellers/images/9780593655030.jpg, https://storage.googleapis.com/du-prd/books/images/9781668072240.jpg, https://static01.nyt.com/bestsellers/images/9781250346414.jpg, https://static01.nyt.com/bestsellers/images/9780385348744.jpg, https://static01.nyt.com/bestsellers/images/9780316575805.jpg, https://static01.nyt.com/bestsellers/images/9780593733875.jpg, https://static01.nyt.com/bestsellers/images/9780385534260.jpg, https://static01.nyt.com/bestsellers/images/9781668023778.jpg, https://static01.nyt.com/bestsellers/images/9780063265707.jpg, https://storage.googleapis.com/du-prd/books/images/9780593734223.jpg, https://static01.nyt.com/bestsellers/images/9780593541678.jpg, 500, 500, 500, 500, 0, 500, 500, 500, 500, 500, 500, 500, 500, 500, 500, 333, 333, 333, 331, 0, 356, 329, 331, 332, 331, 329, 330, 331, 329, 331, , , , , , , , , , , , , , , , nyt://book/7480d616-2614-5801-b1a8-f4019a372d6b, nyt://book/aa2826cc-e736-50df-a3cf-f46eaf602645, nyt://book/42b213ee-1e20-5b87-9f29-4a5cee85b0eb, nyt://book/0df14289-eb2b-59e7-9e92-1b6a87275f23, nyt://book/7557cf43-7888-5c15-8206-d3541cccd89b, nyt://book/546eae3e-3927-5811-8afb-976b6a5478d0, nyt://book/16c77de6-cb08-5bd7-b0e1-a0cdbd3a141a, nyt://book/6eccd089-c06b-5a8f-8731-b04b031704d6, nyt://book/76763ace-b388-57eb-bd25-87df2e4c39c2, nyt://book/42b65758-f643-58a1-999c-e973f72457c8, nyt://book/92ec85ca-4cff-59b6-94a3-b81002bfc8e6, nyt://book/4df1d3e1-d6f9-52f4-8f3c-ee9bb5f79566, nyt://book/fb34cb05-17d7-5ac1-afa2-1015d9b2adf3, nyt://book/324b5858-dabf-51d2-9f5e-a028ec73783f, nyt://book/3075c921-c3b5-5818-844e-2911af61e961, by Melania Trump, by Cher, by Ina Garten, by John Grisham and Jim McCloskey, by Jonathan Haidt, by Robin Wall Kimmerer, by Bill O'Reilly and Martin Dugard, by Erik Larson, by Malcolm Gladwell, by Lisa Marie Presley and Riley Keough, by David Grann, by Kelly Bishop with Lindsay Harrison, by Alex Van Halen, by Yuval Noah Harari, by Sharon McMahon, , , , , , , , , , , , , , , , 2026-03-04T18:59:56.752Z, 2026-03-05T19:51:04.816Z, 2026-03-05T19:50:14.845Z, 2026-03-05T19:48:17.918Z, 2026-03-04T23:40:23.53Z, 2026-02-27T17:11:54.634Z, 2026-03-05T19:49:19.872Z, 2026-03-05T19:27:59.501Z, 2026-03-05T19:53:00.716Z, 2026-03-05T19:54:52.164Z, 2026-03-05T19:56:37.687Z, 2026-03-05T19:58:41.802Z, 2026-03-05T19:57:36.108Z, 2026-02-27T17:14:18.4Z, 2026-03-05T19:54:54.088Z, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, The first lady describes her work as a fashion model, marriage to Donald Trump and time in the White House., In the first part of her memoir, the multiple award-winning pop culture icon traces her childhood and forays into the world of entertainment., A memoir by the cookbook author and Food Network host known as the Barefoot Contessa., Our criminal justice system viewed through the struggles of 10 wrongfully convicted people to achieve exoneration., A co-author of “The Coddling of the American Mind” looks at the mental health impacts that a phone-based life has on children., The author of “Braiding Sweetgrass” illuminates how the gift economy in the natural world works and draws lessons for our economy; with illustrations by John Burgoyne., The conservative commentator evaluates the legacies of American presidents., The author of “The Splendid and the Vile” portrays the months between the election of Abraham Lincoln and the beginning of the Civil War., Through a series of stories, Gladwell explicates the causes of various kinds of epidemics., Presley’s memoir, completed by her daughter, explores her relationships and challenges., The survivors of a shipwrecked British vessel on a secret mission during an imperial war with Spain have different accounts of events., The dancer and actress, who appeared in “A Chorus Line,” “Dirty Dancing” and “Gilmore Girls,” imparts insights on career longevity., The drummer of the iconic rock band Van Halen shares stories about his partnership in life and music with his late brother Edward., The author of “Sapiens” delves into how societies and political systems have used information and gives a warning about artificial intelligence. Read by Vidish Athavale. 17 hours, 29 minutes unabridged., A former high school government and law teacher profiles lesser-known Americans who made an impact., , , , , , , , , , , , , , , , 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, , , , , , , , , , , , , , , , 9781510782693, 9780062863102, 9780593799895, 9780385550444, 9780593655030, 9781668072240, 9781250346414, 9780385348744, 9780316575805, 9780593733875, 9780385534260, 9781668023778, 9780063265707, 9780593734223, 9780593541678, Skyhorse, Dey Street, Crown, Doubleday, Penguin Press, Scribner, St. Martin's, Crown, Little, Brown, Random House, Doubleday, Gallery, Harper, Random House Audio, Thesis, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 2, 1, 3, 4, 7, 6, 5, 9, 8, 11, 0, 13, 14, 0, 15, , , , , , , , , , , , , , , , MELANIA, CHER: THE MEMOIR, PART ONE, BE READY WHEN THE LUCK HAPPENS, FRAMED, THE ANXIOUS GENERATION, THE SERVICEBERRY, CONFRONTING THE PRESIDENTS, THE DEMON OF UNREST, REVENGE OF THE TIPPING POINT, FROM HERE TO THE GREAT UNKNOWN, THE WAGER, THE THIRD GILMORE GIRL, BROTHERS, NEXUS, THE SMALL AND THE MIGHTY, 2026-03-04T18:59:56.752Z, 2026-03-05T19:51:04.816Z, 2026-03-05T19:50:14.845Z, 2026-03-05T19:48:17.918Z, 2026-03-04T23:40:23.53Z, 2026-02-27T17:11:54.634Z, 2026-03-05T19:49:19.872Z, 2026-03-05T19:27:59.501Z, 2026-03-05T19:53:00.716Z, 2026-03-05T19:54:52.164Z, 2026-03-05T19:56:37.687Z, 2026-03-05T19:58:41.802Z, 2026-03-05T19:57:36.108Z, 2026-02-27T17:14:18.4Z, 2026-03-05T19:54:54.088Z, 10, 4, 11, 9, 38, 4, 14, 24, 11, 10, 68, 5, 7, 8, 7, , 9781510782693, , 9780062863102, , 9780593799895, , 9780385550444, , 9780593655030, , 9781668072240, , 9781250346414, , 9780385348744, , 9780316575805, , 9780593733875, , 9780385534260, , 9781668023778, , 9780063265707, , 9780593734223, , 9780593541678, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1510782699?tag=thenewyorktim-20, 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5 , , , , , , , , , , , , , , , https://www.amazon.com/Wicked-Movie-tie-Inspiration-Broadway/dp/0062852841?tag=thenewyorktim-20, https://www.amazon.com/dp/1649374046?tag=thenewyorktim-20, https://www.amazon.com/dp/1538742578?tag=thenewyorktim-20, http://www.amazon.com/Court-Thorns-Roses-Sarah-Maas-ebook/dp/B00OZP5VRS?tag=thenewyorktim-20, https://www.amazon.com/dp/1538774194?tag=thenewyorktim-20, https://www.amazon.com/dp/1728296226?tag=thenewyorktim-20, https://www.amazon.com/dp/0593312074?tag=thenewyorktim-20, http://www.amazon.com/The-Nightingale-Kristin-Hannah/dp/0312577222?tag=thenewyorktim-20, http://www.amazon.com/Ends-Us-Novel-Colleen-Hoover-ebook/dp/B0176M3U10?tag=thenewyorktim-20, https://www.amazon.com/dp/1638932239?tag=thenewyorktim-20, https://www.amazon.com/dp/1668001225?tag=thenewyorktim-20, https://www.amazon.com/dp/0349132615?tag=thenewyorktim-20, https://www.amazon.com/dp/0802163629?tag=thenewyorktim-20, https://www.amazon.com/dp/1464221138?tag=thenewyorktim-20, https://www.amazon.com/Silent-Patient-Alex-Michaelides/dp/1250301696?tag=thenewyorktim-20, , , , , , , , , , , , , , , , 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, Gregory Maguire, Rebecca Yarros, Freida McFadden, Sarah J. Maas, Callie Hart, Freida McFadden, Ariel Lawhon, Kristin Hannah, Colleen Hoover, Navessa Allen, Colleen Hoover, Freida McFadden, Samantha Harvey, Freida McFadden, Alex Michaelides, https://static01.nyt.com/bestsellers/images/9780062852847.jpg, https://storage.googleapis.com/du-prd/books/images/9781649374042.jpg, https://static01.nyt.com/bestsellers/images/9781538742570.jpg, https://static01.nyt.com/bestsellers/images/9781635575569.jpg, https://static01.nyt.com/bestsellers/images/9781538774199.jpg, https://static01.nyt.com/bestsellers/images/9781728296227.jpg, https://static01.nyt.com/bestsellers/images/9780593312070.jpg, https://static01.nyt.com/bestsellers/images/9781250080400.jpg, https://static01.nyt.com/bestsellers/images/9781501110368.jpg, https://static01.nyt.com/bestsellers/images/9781638932239.jpg, https://static01.nyt.com/bestsellers/images/9781668001226.jpg, https://static01.nyt.com/bestsellers/images/9780349132617.jpg, https://static01.nyt.com/bestsellers/images/9780802163622.jpg, https://static01.nyt.com/bestsellers/images/9781464221132.jpg, https://static01.nyt.com/bestsellers/images/9781250301703.jpg, 495, 500, 0, 500, 500, 500, 500, 195, 495, 500, 500, 0, 500, 0, 495, 330, 309, 0, 330, 335, 313, 323, 128, 319, 333, 322, 0, 346, 0, 326, https://www.nytimes.com/1995/10/24/books/books-of-the-times-let-s-get-this-straight-glinda-was-the-bad-one.html, , , , , , , , , , , , , , , nyt://book/81706be1-64b9-5950-b16a-f417425b290b, nyt://book/017bca50-9a0e-5f37-b0fe-5b58fabb0fa7, nyt://book/34b29640-4b8c-59a9-8cf8-470356da1e2f, nyt://book/cc163d0f-b8a2-573c-8e81-d804ac7844af, nyt://book/a256ec4e-9f90-5cfc-a89f-d68f7e2486d4, nyt://book/38109cf3-26db-518e-9363-36c100b779fc, nyt://book/2a0c10aa-2093-5898-977d-e7852f8717a4, nyt://book/8a85f33a-5d68-560b-9eb4-6979ba3331bc, nyt://book/e2a3545e-e9cb-5828-9d97-50a798a0e4f6, nyt://book/12c966bc-56fd-582c-b0cb-781e86d7079b, nyt://book/3aa85e47-4df9-53ef-9957-a77753d3502c, nyt://book/8c0b2a8f-ca46-5ad1-b557-aca72f874517, nyt://book/0c5d2915-8f4b-5e38-b70e-408ed39705c9, nyt://book/54145a63-5cc4-5658-8dc2-3da7237ad365, nyt://book/b29e079d-2ac4-54bf-b6da-ca9daa59f616, by Gregory Maguire, by Rebecca Yarros, by Freida McFadden, by Sarah J. Maas, by Callie Hart, by Freida McFadden, by Ariel Lawhon, by Kristin Hannah, by Colleen Hoover, by Navessa Allen, by Colleen Hoover, by Freida McFadden, by Samantha Harvey, by Freida McFadden, by Alex Michaelides, , , , , , , , , , , , , , , , 2026-03-05T19:54:38.804Z, 2026-02-27T17:11:44.855Z, 2026-03-11T22:40:17.604Z, 2026-02-26T19:57:54.248Z, 2026-03-04T21:18:15.782Z, 2026-03-05T17:51:59.101Z, 2026-03-04T19:20:18.789Z, 2026-03-04T19:20:48.59Z, 2026-03-18T00:15:15.016Z, 2026-03-04T23:40:22.49Z, 2026-03-05T19:54:41.199Z, 2026-03-04T23:40:11.629Z, 2026-03-05T19:58:42.841Z, 2026-03-04T18:51:21.3Z, 2026-03-04T19:18:33.022Z, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, A misunderstood girl named Elphaba is declared a witch; the basis of the musical and the film., Violet Sorrengail is urged by the commanding general, who also is her mother, to become a candidate for the elite dragon riders., Troubles surface when a woman looking to make a fresh start takes a job in the home of the Winchesters; the basis of the movie., After killing a wolf in the woods, Feyre is taken from her home and placed inside the world of the Fae., Saeris is transported to a dangerous land of ice and snow, where she must contend with a Fae warrior who has suspect agendas., A series of recent deaths causes Sydney Shaw to become suspicious of the handsome doctor she started dating., In Maine, 1789, a midwife seeks to uncover the true cause of the death of a man discovered entombed in the Kennebec River., Two sisters in World War II France: one struggling to survive in the countryside, the other joining the Resistance., A battered wife raised in a violent home attempts to halt the cycle of abuse; the basis of the film., As Aly and Josh live out their dark fantasies, someone with sinister intentions impinges on them., In the sequel to “It Ends With Us,” Lily deals with her jealous ex-husband as she reconnects with her first boyfriend., The second book in the Housemaid series. The sound of crying and the appearance of blood portend misdeeds., Winner of the 2024 Booker Prize. A day in the lives of astronauts and cosmonauts on a space station mission for a program that is to be discontinued., The third book in the Housemaid series. Dangers lurk in a quiet neighborhood., Theo Faber looks into the mystery of a famous painter who stops speaking after shooting her husband., , , , , , , , , , , , , , , , 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, , , , , , , , , , , , , , , , 9780062852847, 9781649377371, 9781538742570, 9781635575569, 9781538774199, 9781728296227, 9780593312070, 9781250080400, 9781501110368, 9781638932239, 9781668001226, 9780349132617, 9780802163622, 9781464221132, 9781250301703, Morrow, Red Tower, Grand Central, Bloomsbury, Forever, Poisoned Pen, Vintage, St. Martin's Griffin, Atria, Slowburn, Atria, Mobius, Grove, Poisoned Pen, Celadon, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 2, 3, 4, 6, 1, 7, 8, 5, 14, 0, 0, 10, 0, 9, 15, , , , , , , , , , , , , , , , WICKED, FOURTH WING, THE HOUSEMAID, A COURT OF THORNS AND ROSES, QUICKSILVER, THE BOYFRIEND, THE FROZEN RIVER, THE NIGHTINGALE, IT ENDS WITH US, LIGHTS OUT, IT STARTS WITH US, THE HOUSEMAID'S SECRET, ORBITAL, THE HOUSEMAID IS WATCHING, THE SILENT PATIENT, 2026-03-05T19:54:38.804Z, 2026-02-27T17:11:44.855Z, 2026-03-11T22:40:17.604Z, 2026-02-26T19:57:54.248Z, 2026-03-04T21:18:15.782Z, 2026-03-05T17:51:59.101Z, 2026-03-04T19:20:18.789Z, 2026-03-04T19:20:48.59Z, 2026-03-18T00:15:15.016Z, 2026-03-04T23:40:22.49Z, 2026-03-05T19:54:41.199Z, 2026-03-04T23:40:11.629Z, 2026-03-05T19:58:42.841Z, 2026-03-04T18:51:21.3Z, 2026-03-04T19:18:33.022Z, 8, 13, 86, 36, 2, 11, 6, 97, 183, 6, 90, 30, 1, 27, 137, , 9780062852847, , 9781649377371, , 9781538742570, , 9781635575569, , 9781538774199, , 9781728296227, , 9780593312070, , 9781250080400, , 9781501110368, , 9781638932239, , 9781668001226, , 9780349132617, , 9780802163622, , 9781464221132, , 9781250301703, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/Wicked-Movie-tie-Inspiration-Broadway/dp/0062852841?tag=thenewyorktim-20, https://goto.applebooks.apple/9780062852847?at=10lIEQ, 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https://bookshop.org/a/3546/9781501110368, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1638932239?tag=thenewyorktim-20, https://goto.applebooks.apple/9781638933359?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781638932239&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Flights-out-navessa-allen%2F1148125807%3Fean%3D9781638932239&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FLIGHTS%2BOUT%2FNavessa%2BAllen%2F9781638933359, https://bookshop.org/a/3546/9781638933359, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1668001225?tag=thenewyorktim-20, https://goto.applebooks.apple/9781668001226?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781668001226&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fit-starts-with-us-colleen-hoover%2F1140993653%3Fean%3D9781668001226&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FIT%2BSTARTS%2BWITH%2BUS%2FColleen%2BHoover%2F9781668001226, https://bookshop.org/a/3546/9781668001226, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0349132615?tag=thenewyorktim-20, https://goto.applebooks.apple/9780349132617?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780349132617&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-housemaids-secret-freida-mcfadden%2F1142829592%3Fean%3D9780349132617&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BHOUSEMAID%2527S%2BSECRET%2FFreida%2BMcFadden%2F9780349132617, https://bookshop.org/a/3546/9780349132617, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0802163629?tag=thenewyorktim-20, https://goto.applebooks.apple/9780802163622?at=10lIEQ, 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6 , , , , , , , , , , , , , , , https://www.amazon.com/dp/0593536134?tag=thenewyorktim-20, http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=thenewyorktim-20, http://www.amazon.com/Hillbilly-Elegy-Memoir-Family-Culture-ebook/dp/B0166ISAS8?tag=thenewyorktim-20, https://www.amazon.com/dp/0804190119?tag=thenewyorktim-20, https://www.amazon.com/dp/1571313567?tag=thenewyorktim-20, , https://www.amazon.com/dp/0316078913?tag=thenewyorktim-20, , https://www.amazon.com/dp/1400337011?tag=thenewyorktim-20, , https://www.amazon.com/dp/1982163313?tag=thenewyorktim-20, https://www.amazon.com/Say-Nothing-Murder-Northern-Ireland/dp/0385521316?tag=thenewyorktim-20, https://www.amazon.com/dp/1250787653?tag=thenewyorktim-20, https://www.amazon.com/dp/0060959479?tag=thenewyorktim-20, https://www.amazon.com/dp/0593593804?tag=thenewyorktim-20, , , , , , , , , , , , , , , , 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, Amy Tan, Bessel van der Kolk, JD Vance, Timothy Snyder, Robin Wall 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in the Woods” tells the story of Stéphane Breitwieser, who stole art more than 200 times for the sake of admiring it., Bringley describes the decade he spent working as a guard in the galleries of the Metropolitan Museum of Art., A look at the conflict in Northern Ireland known as the Troubles; the basis of the TV series., An account of the history of settler colonialism and resistance, based on untapped archival materials and reports., The late feminist icon explores the causes of a polarized society and the meaning of love., The Duke of Sussex details his struggles with the royal family, loss of his mother, service in the British Army and marriage to Meghan Markle., , , , , , , , , , , , , , , , 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, , , , , , , , , , , , , , , , 9780593536131, 9780143127741, 9780062300553, 9780804190114, 9781571313560, 9780593139158, 9780316078917, 9780316477543, 9781400337040, 9781984898456, 9781982163310, 9780307279286, 9781250787651, 9780060959470, 9780593593820, Knopf, Penguin, HarperCollins, Crown, Milkweed Editions, Crown, Back Bay/Little, Brown, Back Bay, Harper Select, Vintage, Simon & Schuster, Vintage, Metropolitan, Morrow, Random House, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 1, 2, 4, 3, 5, 6, 7, 0, 9, 11, 10, 12, 14, 0, 13, , , , , , , https://www.nytimes.com/2008/12/07/books/review/Jacobs-t.html, , , , , , , , , THE BACKYARD BIRD CHRONICLES, THE BODY KEEPS THE SCORE, HILLBILLY ELEGY, ON TYRANNY, BRAIDING SWEETGRASS, GREENLIGHTS, HOLIDAYS ON ICE, CHAOS, GHOSTS OF HONOLULU, THE ART THIEF, ALL THE BEAUTY IN THE WORLD, SAY NOTHING, THE HUNDRED YEARS' WAR ON PALESTINE, ALL ABOUT LOVE, SPARE, 2026-03-04T18:51:40.298Z, 2026-03-18T22:38:17.968Z, 2026-03-05T19:32:47.368Z, 2026-03-11T22:40:14.558Z, 2026-03-26T00:01:17.558Z, 2026-03-11T14:30:58.03Z, 2026-03-05T19:56:38.735Z, 2026-03-11T14:30:57.437Z, 2026-03-05T19:43:14.839Z, 2026-03-11T14:30:58.154Z, 2026-03-05T19:56:41.045Z, 2026-03-05T19:51:14.932Z, 2026-03-05T17:51:27.818Z, 2026-03-26T00:06:24.709Z, 2026-03-05T19:56:39.799Z, 28, 321, 88, 100, 244, 5, 29, 24, 16, 25, 7, 13, 42, 136, 6, , 9780593536131, , 9780143127741, , 9780062300553, , 9780804190114, , 9781571313560, , 9780593139158, , 9780316078917, , 9780316477543, , 9781400337040, , 9781984898456, , 9781982163310, , 9780307279286, , 9781250787651, , 9780060959470, , 9780593593820, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593536134?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593536131?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780593536131&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-backyard-bird-chronicles-amy-tan%2F1143820661%3Fean%3D9780593536131&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BBACKYARD%2BBIRD%2BCHRONICLES%2FAmy%2BTan%2F9780593536131, https://bookshop.org/a/3546/9780593536131, Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=thenewyorktim-20, https://goto.applebooks.apple/9780143127741?at=10lIEQ, https://www.barnesandnoble.com/w/?ean=9780143127741, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BBODY%2BKEEPS%2BTHE%2BSCORE%2FBessel%2Bvan%2Bder%2BKolk%2F9780143127741, https://bookshop.org/a/3546/9780143127741, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, http://www.amazon.com/Hillbilly-Elegy-Memoir-Family-Culture-ebook/dp/B0166ISAS8?tag=thenewyorktim-20, https://goto.applebooks.apple/9780062300553?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780062300553&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fhillbilly-elegy-j-d-vance%2F1123457475%3Fean%3D9780062300553&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FHILLBILLY%2BELEGY%2FJD%2BVance%2F9780062300553, https://bookshop.org/a/3546/9780062300553, Amazon, Apple Books, https://www.amazon.com/dp/0804190119?tag=thenewyorktim-20, https://goto.applebooks.apple/9780804190114?at=10lIEQ, Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1571313567?tag=thenewyorktim-20, https://goto.applebooks.apple/9781571313560?at=10lIEQ, https://www.barnesandnoble.com/w/braiding-sweetgrass-robin-wall-kimmerer/1114828102?ean=9781571313560, https://www.booksamillion.com/p/Braiding-Sweetgrass/Robin-Wall-Kimmerer/9781571313560, https://bookshop.org/p/books/braiding-sweetgrass-indigenous-wisdom-scientific-knowledge-and-the-teachings-of-plants-robin-wall-kimmerer/6fa4d296293d20e8?ean=9781571313560&next=t, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0316078913?tag=thenewyorktim-20, https://goto.applebooks.apple/9780316078917?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780316078917&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fholidays-on-ice-david-sedaris%2F1100259266%3Fean%3D9780316078917&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FHOLIDAYS%2BON%2BICE%2FDavid%2BSedaris%2F9780316078917, https://bookshop.org/a/3546/9780316078917, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1400337011?tag=thenewyorktim-20, https://goto.applebooks.apple/9781400337040?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781400337040&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fghosts-of-honolulu-mark-harmon%2F1143228393%3Fean%3D9781400337040&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FGHOSTS%2BOF%2BHONOLULU%2FMark%2BHarmon%2Band%2BLeon%2BCarroll%2BJr%2F9781400337040, https://bookshop.org/a/3546/9781400337040, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1982163313?tag=thenewyorktim-20, https://goto.applebooks.apple/9781982163310?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781982163310&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fall-the-beauty-in-the-world-patrick-bringley%2F1140376932%3Fean%3D9781982163310&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FALL%2BTHE%2BBEAUTY%2BIN%2BTHE%2BWORLD%2FPatrick%2BBringley%2F9781982163310, https://bookshop.org/a/3546/9781982163310, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/Say-Nothing-Murder-Northern-Ireland/dp/0385521316?tag=thenewyorktim-20, https://goto.applebooks.apple/9780307279286?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780307279286&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fsay-nothing-patrick-radden-keefe%2F1128614296%3Fean%3D9780307279286&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FSAY%2BNOTHING%2FPatrick%2BRadden%2BKeefe%2F9780307279286, https://bookshop.org/a/3546/9780307279286, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1250787653?tag=thenewyorktim-20, https://goto.applebooks.apple/9781250787651?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781250787651&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-hundred-years-war-on-palestine-rashid-khalidi%2F1129978632%3Fean%3D9781250787651&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BHUNDRED%2BYEARS%2527%2BWAR%2BON%2BPALESTINE%2FRashid%2BKhalidi%2F9781250787651, https://bookshop.org/a/3546/9781250787651, Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0060959479?tag=thenewyorktim-20, https://goto.applebooks.apple/9780060959470?at=10lIEQ, https://www.barnesandnoble.com/w/all-about-love-bell-hooks/1111738180?ean=9780060959470, https://www.booksamillion.com/p/All-about-Love/Bell-Hooks/9780060959470, https://bookshop.org/p/books/all-about-love-new-visions-bell-hooks/746feb67a9d2bc45?ean=9780060959470&next=t, Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593593804?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593593820?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780593593820&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fspare-prince-harry-the-duke-of-sussex%2F1142564630%3Fean%3D9780593593820&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FSPARE%2FPrince%2BHarry%2F9780593593820, https://bookshop.org/a/3546/9780593593820
corrections
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5 NULL
6 NULLnames(books_df)[1] "display_name" "list_name" "list_name_encoded"
[4] "normal_list_ends_at" "updated" "list_id"
[7] "uri" "books" "corrections" We can see there there are 18 rows containing each of the different best seller categories. Each of the rows have a books column containing the books. I will take a closer look at this. I will look at the first row’s book column.
book1 <- books_df$books[1]
head(book1)[[1]]
age_group
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
amazon_product_url
1 https://www.amazon.com/dp/0385550367?tag=thenewyorktim-20
2 https://www.amazon.com/dp/1250319188?tag=thenewyorktim-20
3 https://www.amazon.com/Wicked-Movie-tie-Inspiration-Broadway/dp/0062852841?tag=thenewyorktim-20
4 https://www.amazon.com/dp/1250178630?tag=thenewyorktim-20
5 https://www.amazon.com/dp/1649374046?tag=thenewyorktim-20
6 https://www.amazon.com/dp/0316402680?tag=thenewyorktim-20
7 https://www.amazon.com/dp/0593418913?tag=thenewyorktim-20
8 https://www.amazon.com/dp/1250899575?tag=thenewyorktim-20
9 https://www.amazon.com/dp/0593312074?tag=thenewyorktim-20
10 http://www.amazon.com/Court-Thorns-Roses-Sarah-Maas-ebook/dp/B00OZP5VRS?tag=thenewyorktim-20
11 https://www.amazon.com/dp/1538742578?tag=thenewyorktim-20
12 https://www.amazon.com/dp/1538774194?tag=thenewyorktim-20
13 https://www.amazon.com/dp/0802158749?tag=thenewyorktim-20
14 https://www.amazon.com/dp/1538757907?tag=thenewyorktim-20
15 https://www.amazon.com/dp/0593449592?tag=thenewyorktim-20
article_chapter_link asterisk author
1 0 Percival Everett
2 0 Brandon Sanderson
3 0 Gregory Maguire
4 0 Kristin Hannah
5 0 Rebecca Yarros
6 0 James Patterson
7 0 Liz Moore
8 0 Alison Espach
9 0 Ariel Lawhon
10 0 Sarah J. Maas
11 0 Freida McFadden
12 0 Callie Hart
13 0 Claire Keegan
14 0 David Baldacci
15 0 Nicholas Sparks
book_image
1 https://storage.googleapis.com/du-prd/books/images/9780385550369.jpg
2 https://static01.nyt.com/bestsellers/images/9781250319180.jpg
3 https://static01.nyt.com/bestsellers/images/9780062852847.jpg
4 https://static01.nyt.com/bestsellers/images/9781250178633.jpg
5 https://storage.googleapis.com/du-prd/books/images/9781649374042.jpg
6 https://static01.nyt.com/bestsellers/images/9780316402682.jpg
7 https://static01.nyt.com/bestsellers/images/9780593418918.jpg
8 https://static01.nyt.com/bestsellers/images/9781250899569.jpg
9 https://static01.nyt.com/bestsellers/images/9780593312070.jpg
10 https://static01.nyt.com/bestsellers/images/9781635575569.jpg
11 https://static01.nyt.com/bestsellers/images/9781538742570.jpg
12 https://static01.nyt.com/bestsellers/images/9781538774199.jpg
13 https://static01.nyt.com/bestsellers/images/9780802158741.jpg
14 https://static01.nyt.com/bestsellers/images/9781538757901.jpg
15 https://static01.nyt.com/bestsellers/images/9780593449592.jpg
book_image_height book_image_width
1 500 333
2 500 324
3 495 330
4 500 333
5 500 309
6 500 331
7 500 331
8 500 329
9 500 323
10 500 330
11 0 0
12 500 335
13 500 320
14 500 331
15 500 330
book_review_link
1
2
3 https://www.nytimes.com/1995/10/24/books/books-of-the-times-let-s-get-this-straight-glinda-was-the-bad-one.html
4
5
6
7
8
9
10
11
12
13
14
15
book_uri contributor
1 nyt://book/5788b098-426a-5f2c-a318-475692df69ee by Percival Everett
2 nyt://book/17df7d38-f0dd-5e16-befe-809d946777bf by Brandon Sanderson
3 nyt://book/81706be1-64b9-5950-b16a-f417425b290b by Gregory Maguire
4 nyt://book/9ce735af-71cf-5ff3-a367-43ee07e3fdd7 by Kristin Hannah
5 nyt://book/017bca50-9a0e-5f37-b0fe-5b58fabb0fa7 by Rebecca Yarros
6 nyt://book/0989b374-88d3-5235-b473-165afbad0b07 by James Patterson
7 nyt://book/76d129f6-ab9c-591c-b25e-9a2758250c07 by Liz Moore
8 nyt://book/3599f378-a78c-574d-b41e-dc0b81871f59 by Alison Espach
9 nyt://book/2a0c10aa-2093-5898-977d-e7852f8717a4 by Ariel Lawhon
10 nyt://book/cc163d0f-b8a2-573c-8e81-d804ac7844af by Sarah J. Maas
11 nyt://book/34b29640-4b8c-59a9-8cf8-470356da1e2f by Freida McFadden
12 nyt://book/a256ec4e-9f90-5cfc-a89f-d68f7e2486d4 by Callie Hart
13 nyt://book/f79ae783-d30d-566b-b30d-e2a23f82efa1 by Claire Keegan
14 nyt://book/77d78244-71a9-50a4-b35b-9f2a4eda48e5 by David Baldacci
15 nyt://book/974caeee-6bf0-524c-809c-29bfdd99d65f by Nicholas Sparks
contributor_note created_date dagger
1 2026-02-27T17:11:50.934Z 0
2 2026-03-05T19:54:43.787Z 0
3 2026-03-05T19:54:38.804Z 0
4 2026-03-05T19:39:34.103Z 0
5 2026-02-27T17:11:44.855Z 0
6 2026-03-05T19:54:47.088Z 0
7 2026-03-05T19:40:46.323Z 0
8 2026-03-05T19:45:08.362Z 0
9 2026-03-04T19:20:18.789Z 0
10 2026-02-26T19:57:54.248Z 0
11 2026-03-11T22:40:17.604Z 0
12 2026-03-04T21:18:15.782Z 0
13 2026-03-05T19:50:42.042Z 0
14 2026-03-05T19:56:30.767Z 0
15 2026-03-05T19:50:43.7Z 0
description
1 A reimagining of “Adventures of Huckleberry Finn” shines a different light on Mark Twain's classic, revealing new facets of the character of Jim.
2 The fifth book in the Stormlight Archive series. The fate of the Cosmere is imperiled as the fighting and chaos reach an apex.
3 A misunderstood girl named Elphaba is declared a witch; the basis of the musical and the film.
4 A nurse follows her brother to serve during the Vietnam War and returns to a divided America.
5 Violet Sorrengail is urged by the commanding general, who also is her mother, to become a candidate for the elite dragon riders.
6 The 33rd book in the Alex Cross series. Three candidates to the Supreme Court are violently attacked.
7 When a 13-year-old girl disappears from an Adirondack summer camp in 1975, secrets kept by the Van Laar family emerge.
8 A woman who is down on her luck forms an unexpected bond with the bride at a wedding in Rhode Island.
9 In Maine, 1789, a midwife seeks to uncover the true cause of the death of a man discovered entombed in the Kennebec River.
10 After killing a wolf in the woods, Feyre is taken from her home and placed inside the world of the Fae.
11 Troubles surface when a woman looking to make a fresh start takes a job in the home of the Winchesters; the basis of the movie.
12 Saeris is transported to a dangerous land of ice and snow, where she must contend with a Fae warrior who has suspect agendas.
13 A coal merchant discovers something that causes turmoil in a small Irish town controlled by the church in 1985; the basis of the film.
14 The third book in the 6:20 Man series. Devine digs into the deaths of an orphan’s parents and uncovers a large conspiracy.
15 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.
first_chapter_link price primary_isbn10 primary_isbn13 publisher rank
1 0.00 9780385550369 Doubleday 1
2 0.00 9781250319180 Tor 2
3 0.00 9780062852847 Morrow 3
4 0.00 9781250178633 St. Martin's 4
5 0.00 9781649377371 Red Tower 5
6 0.00 9780316402682 Little, Brown 6
7 0.00 9780593418918 Riverhead 7
8 0.00 9781250899569 Holt 8
9 0.00 9780593312070 Vintage 9
10 0.00 9781635575569 Bloomsbury 10
11 0.00 9781538742570 Grand Central 11
12 0.00 9781538774199 Forever 12
13 0.00 9780802158741 Grove 13
14 0.00 9781538757901 Grand Central 14
15 0.00 9780593449592 Random House 15
rank_last_week sunday_review_link title
1 3 JAMES
2 1 WIND AND TRUTH
3 2 WICKED
4 4 THE WOMEN
5 5 FOURTH WING
6 6 THE HOUSE OF CROSS
7 0 THE GOD OF THE WOODS
8 0 THE WEDDING PEOPLE
9 14 THE FROZEN RIVER
10 11 A COURT OF THORNS AND ROSES
11 12 THE HOUSEMAID
12 7 QUICKSILVER
13 0 SMALL THINGS LIKE THESE
14 9 TO DIE FOR
15 0 COUNTING MIRACLES
updated_date weeks_on_list isbns
1 2026-02-27T17:11:50.934Z 8 , 9780385550369
2 2026-03-05T19:54:43.787Z 2 , 9781250319180
3 2026-03-05T19:54:38.804Z 5 , 9780062852847
4 2026-03-05T19:39:34.103Z 45 , 9781250178633
5 2026-02-27T17:11:44.855Z 73 , 9781649377371
6 2026-03-05T19:54:47.088Z 3 , 9780316402682
7 2026-03-05T19:40:46.323Z 7 , 9780593418918
8 2026-03-05T19:45:08.362Z 5 , 9781250899569
9 2026-03-04T19:20:18.789Z 4 , 9780593312070
10 2026-02-26T19:57:54.248Z 36 , 9781635575569
11 2026-03-11T22:40:17.604Z 75 , 9781538742570
12 2026-03-04T21:18:15.782Z 2 , 9781538774199
13 2026-03-05T19:50:42.042Z 1 , 9780802158741
14 2026-03-05T19:56:30.767Z 5 , 9781538757901
15 2026-03-05T19:50:43.7Z 10 , 9780593449592
buy_links
1 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0385550367?tag=thenewyorktim-20, https://goto.applebooks.apple/9780385550369?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780385550369&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fjames-percival-everett%2F1143678734%3Fean%3D9780385550369&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FJAMES%2FPercival%2BEverett%2F9780385550369, https://bookshop.org/a/3546/9780385550369
2 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1250319188?tag=thenewyorktim-20, https://goto.applebooks.apple/9781250319180?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781250319180&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fwind-and-truth-brandon-sanderson%2F1144505726%3Fean%3D9781250319180&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FWIND%2BAND%2BTRUTH%2FBrandon%2BSanderson%2F9781250319180, https://bookshop.org/a/3546/9781250319180
3 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/Wicked-Movie-tie-Inspiration-Broadway/dp/0062852841?tag=thenewyorktim-20, https://goto.applebooks.apple/9780062852847?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780062852847&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fwicked-movie-tie-in-gregory-maguire%2F1100594253%3Fean%3D9780062852847&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FWICKED%2FGregory%2BMaguire%2F9780062852847, https://bookshop.org/a/3546/9780062852847
4 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1250178630?tag=thenewyorktim-20, https://goto.applebooks.apple/9781250178633?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781250178633&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-women-kristin-hannah%2F1143461662%3Fean%3D9781250178633&intsrc=APIG_15890, 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 & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1649374046?tag=thenewyorktim-20, https://goto.applebooks.apple/9781649377371?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781649377371&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Ffourth-wing-rebecca-yarros%2F1142297916%3Fean%3D9781649377371&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FFOURTH%2BWING%2FRebecca%2BYarros%2F9781649377371, https://bookshop.org/a/3546/9781649377371
6 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0316402680?tag=thenewyorktim-20, https://goto.applebooks.apple/9780316402682?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780316402682&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-house-of-cross-james-patterson%2F1147007150%3Fean%3D9780316402682&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BHOUSE%2BOF%2BCROSS%2FJames%2BPatterson%2F9780316402682, https://bookshop.org/a/3546/9780316402682
7 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593418913?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593418918?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780593418918&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-god-of-the-woods-liz-moore%2F1144221048%3Fean%3D9780593418918&intsrc=APIG_15890, 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
8 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1250899575?tag=thenewyorktim-20, https://goto.applebooks.apple/9781250899569?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781250899569&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-wedding-people-alison-espach%2F1144054625%3Fean%3D9781250899569&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BWEDDING%2BPEOPLE%2FAlison%2BEspach%2F9781250899569, https://bookshop.org/a/3546/9781250899569
9 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593312074?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593312070?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780593312070&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-frozen-river-ariel-lawhon%2F1143072871%3Fean%3D9780593312070&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BFROZEN%2BRIVER%2FAriel%2BLawhon%2F9780593312070, https://bookshop.org/a/3546/9780593312070
10 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, http://www.amazon.com/Court-Thorns-Roses-Sarah-Maas-ebook/dp/B00OZP5VRS?tag=thenewyorktim-20, https://goto.applebooks.apple/9781635575569?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781635575569&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fa-court-of-thorns-and-roses-sarah-j-maas%2F1120160516%3Fean%3D9781635575569&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FA%2BCOURT%2BOF%2BTHORNS%2BAND%2BROSES%2FSarah%2BJ.%2BMaas%2F9781635575569, https://bookshop.org/a/3546/9781635575569
11 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1538742578?tag=thenewyorktim-20, https://goto.applebooks.apple/9781538742570?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781538742570&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fthe-housemaid-freida-mcfadden%2F1142009317%3Fean%3D9781538742570&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BHOUSEMAID%2FFreida%2BMcFadden%2F9781538742570, https://bookshop.org/a/3546/9781538742570
12 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1538774194?tag=thenewyorktim-20, https://goto.applebooks.apple/9781538774199?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781538774199&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fquicksilver-callie-hart%2F1145866827%3Fean%3D9781538774199&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FQUICKSILVER%2FCallie%2BHart%2F9781538774199, https://bookshop.org/a/3546/9781538774199
13 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0802158749?tag=thenewyorktim-20, https://goto.applebooks.apple/9780802158741?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780802158741&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fsmall-things-like-these-claire-keegan%2F1139228770%3Fean%3D9780802158741&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FSMALL%2BTHINGS%2BLIKE%2BTHESE%2FClaire%2BKeegan%2F9780802158741, https://bookshop.org/a/3546/9780802158741
14 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/1538757907?tag=thenewyorktim-20, https://goto.applebooks.apple/9781538757901?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9781538757901&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fto-die-for-david-baldacci%2F1145642814%3Fean%3D9781538757901&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTO%2BDIE%2BFOR%2FDavid%2BBaldacci%2F9781538757901, https://bookshop.org/a/3546/9781538757901
15 Amazon, Apple Books, Barnes & Noble, Books-A-Million, Bookshop.org, https://www.amazon.com/dp/0593449592?tag=thenewyorktim-20, https://goto.applebooks.apple/9780593449592?at=10lIEQ, https://barnesandnoble.sjv.io/c/197432/1961179/22009?prodsku=9780593449592&u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fcounting-miracles-nicholas-sparks%2F1144583888%3Fean%3D9780593449592&intsrc=APIG_15890, https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FCOUNTING%2BMIRACLES%2FNicholas%2BSparks%2F9780593449592, https://bookshop.org/a/3546/9780593449592We have a data frame that contains information about each book in this list. I will select the rows we want just to visuallize it better. I also notice that the price is defaulting to 0. If the price had shown maybe we could have done some analysis on that. There is also a weeks on list which is important for books that have been on more than once.
book1_df <- as.data.frame(book1) %>%
select(
title = title,
author = author,
publisher = publisher,
rank = rank,
weeks_on_list = weeks_on_list
)
head(book1_df) title author publisher rank weeks_on_list
1 JAMES Percival Everett Doubleday 1 8
2 WIND AND TRUTH Brandon Sanderson Tor 2 2
3 WICKED Gregory Maguire Morrow 3 5
4 THE WOMEN Kristin Hannah St. Martin's 4 45
5 FOURTH WING Rebecca Yarros Red Tower 5 73
6 THE HOUSE OF CROSS James Patterson Little, Brown 6 3Now that we see the formatting of the lists, we can try to extract each of these into the layer above. We can use the unnest function for this which will convert a list in a column into their own column values for each list item. I will also select columns.
books_unnested <- books_df %>%
unnest(books) %>%
select(
category = list_name,
title = title,
author = author,
publisher = publisher,
updated = updated,
rank = rank,
weeks_on_list = weeks_on_list
)
head(books_unnested)# A tibble: 6 × 7
category title author publisher updated rank weeks_on_list
<chr> <chr> <chr> <chr> <chr> <int> <int>
1 Combined Print & E-Book Fi… JAMES Perci… Doubleday WEEKLY 1 8
2 Combined Print & E-Book Fi… WIND… Brand… Tor WEEKLY 2 2
3 Combined Print & E-Book Fi… WICK… Grego… Morrow WEEKLY 3 5
4 Combined Print & E-Book Fi… THE … Krist… St. Mart… WEEKLY 4 45
5 Combined Print & E-Book Fi… FOUR… Rebec… Red Tower WEEKLY 5 73
6 Combined Print & E-Book Fi… THE … James… Little, … WEEKLY 6 3Now we have our books in a format that is easier to work with. Something to note is that some categories are updated MONTHLY rather than WEEKLY. Lets take a look at those.
We can see that the data is formatted such that categories that are updated monthly have a value of 0 for weeks on list. I will leave this for now because I dont intend to use that column.
head(books_unnested %>%
filter(
updated == "MONTHLY"
)
)# A tibble: 6 × 7
category title author publisher updated rank weeks_on_list
<chr> <chr> <chr> <chr> <chr> <int> <int>
1 Audio Fiction THE BOYFRIEND Freida Mc… Hollywoo… MONTHLY 1 0
2 Audio Fiction LIGHTS OUT Navessa A… Zando MONTHLY 2 0
3 Audio Fiction HERE ONE MOMENT Liane Mor… Random H… MONTHLY 3 0
4 Audio Fiction THE MIRROR Nora Robe… Macmilla… MONTHLY 4 0
5 Audio Fiction FOURTH WING Rebecca Y… Recorded… MONTHLY 5 0
6 Audio Fiction NOW OR NEVER Janet Eva… Simon & … MONTHLY 6 0We also are missing the date. The date was in the results that are a layer above this one. I will create a function to get the best sellers of a specific date.
While making the function to accept the date I notice that the results also have the next date stored in them. Using this we can call the function with the next date repeatedly.
I decide to make a nested function to perform this. The outer function will contain the date range we want to search through. It will manage the sequential calling of the helper function. The helper will be responsible for adding data frames to a list, returning the updated list and the previous publication date.
get_books_df<- function(date, weeks){
# Here I define the helper function
#Takes date in YYYY-MM-DD format(string), returns the given list with the dataframe added, as well as the previous publication date in a list
get_books_date <- function(date, books_list){
url <- "https://api.nytimes.com/svc/books/v3/lists/overview.json"
response <- GET(
url,
query = list( # We can put parameters here, api-key is needed and we can specify a date.
'published_date' = date,
'api-key' = api_key
)
)
data <- content(response, as = "text", encoding = "UTF-8") # Get data from request object
json_results <- fromJSON(data, flatten = TRUE) #
books_results <- json_results$results
# We need the save the published_date from this layer, the api describes this as "When the list was in print."
publish_date <- books_results$published_date
# I will also save next and previous publish dates
next_publish_date <- books_results$next_published_date #UNUSED
previous_publish_date <- books_results$previous_published_date
# Now we can create the dataframe
books_df <- json_results$results$lists
books_unnested <- books_df %>%
unnest(books) %>%
select(
category = list_name,
title = title,
author = author,
publisher = publisher,
updated = updated,
rank = rank,
weeks_on_list = weeks_on_list
)
books_unnested$publish_date = publish_date
books_list[[length(books_list) + 1]] <- books_unnested
return(list(books_list, previous_publish_date))
}
# I need the outer function to create the list that we are adding to.
books_list <- list()
# It will create the book list with calls to get_books_date, starting at the date given, for weeks as the number of times we go back.
date_index = date
while(weeks > 0){
books_date_results <- get_books_date(date_index, books_list)
weeks <- weeks - 1 #Decrease the weeks counter
books_list <- books_date_results[[1]] # Update book List
date_index <- books_date_results[[2]] # Update the index to the previous date
Sys.sleep(10) # Sleep to prevent rate limit
}
#Now we should have a books_list that contains all our dataframes.
# Return these rows after being combined
return(bind_rows(books_list))
} I will use this to get the past 6 weeks from today’s date. I added a sleep to prevent the rate limit to the function but it will seemingly randomly break if too many weeks are done at once.
books_df <- get_books_df("2026-03-29", 6)I believe that having 6 weeks of data will provide practically the same steps in analysis so I will stick with 6 weeks for now.
head(books_df)# A tibble: 6 × 8
category title author publisher updated rank weeks_on_list publish_date
<chr> <chr> <chr> <chr> <chr> <int> <int> <chr>
1 Combined Prin… JUDG… Viola… Little, … WEEKLY 1 1 2026-03-29
2 Combined Prin… THEO… Allen… Atria WEEKLY 2 15 2026-03-29
3 Combined Prin… PROJ… Andy … Ballanti… WEEKLY 3 40 2026-03-29
4 Combined Prin… THE … Briar… MIRA WEEKLY 4 1 2026-03-29
5 Combined Prin… THE … Virgi… Crown WEEKLY 5 18 2026-03-29
6 Combined Prin… MIST… Lucy … Bloom WEEKLY 6 1 2026-03-29 Now that we have a dataframe in a tidy format we can start to perform some analysis.
My initial question was which authors and publishers are published the most.
We can group by author and publisher (separately and sum to get the count) to see who was published the most.
author_count <- books_df %>%
group_by(author) %>%
summarize(
times_published = n()
) %>%
arrange(desc(times_published))
head(author_count)# A tibble: 6 × 2
author times_published
<chr> <int>
1 Matt Dinniman 58
2 Freida McFadden 40
3 Rachel Reid 28
4 Andrew Ross Sorkin 24
5 Lynn Painter 23
6 Allen Levi 18I will make a table to show this
author_count %>%
gt() %>%
cols_label(
'author' = "Author",
'times_published' = "Times published"
) %>%
tab_header(title = md("Count of publications in NYTimes Best Sellers (Past 6 weeks)")) %>%
tab_options(container.height = 500, container.overflow.y = TRUE) # Set container height and container overflow to add scrolling for large tables.| Count of publications in NYTimes Best Sellers (Past 6 weeks) | |
| Author | Times published |
|---|---|
| Matt Dinniman | 58 |
| Freida McFadden | 40 |
| Rachel Reid | 28 |
| Andrew Ross Sorkin | 24 |
| Lynn Painter | 23 |
| Allen Levi | 18 |
| Andy Weir | 18 |
| Belle Burden | 18 |
| Bessel van der Kolk | 18 |
| Dav Pilkey | 18 |
| Jonathan Haidt | 18 |
| Laura Nowlin | 18 |
| Virginia Evans | 18 |
| Virginia Roberts Giuffre | 18 |
| Jennette McCurdy | 16 |
| Colleen Hoover | 15 |
| Erin Hunter | 15 |
| John Kennedy | 15 |
| Michael Harriot | 15 |
| Tui T. Sutherland | 15 |
| Alice Feeney | 12 |
| Gege Akutami | 12 |
| James Clear | 12 |
| Jocko Willink and Leif Babin | 12 |
| Mel Robbins | 12 |
| Will Guidara | 12 |
| Bunnie Xo | 11 |
| Katherine Rundell | 10 |
| Matthew McConaughey | 10 |
| Peter Schweizer | 10 |
| John Grisham | 9 |
| Michael Pollan | 9 |
| Rick Riordan and Mark Oshiro | 9 |
| Aaron Reynolds | 8 |
| James Patterson and Brian Sitts | 8 |
| Alan Gratz | 7 |
| John Green | 7 |
| Lisa Rinna | 7 |
| SenLinYu | 7 |
| Allison Saft | 6 |
| America's Test Kitchen Kids | 6 |
| Angela Song | 6 |
| Barbara O'Connor | 6 |
| Beth Ferry | 6 |
| Catherine Newman | 6 |
| Charlie Mackesy | 6 |
| Chloe Walsh | 6 |
| Daniel Kahneman | 6 |
| Delores Fossen | 6 |
| Elizabeth Beller | 6 |
| Gina Bell | 6 |
| Gordon Korman | 6 |
| J.K. Rowling | 6 |
| JL Collins | 6 |
| James Nestor | 6 |
| Jeff Kinney | 6 |
| Jennifer Breheny Wallace | 6 |
| Jonathan Haidt and Catherine Price | 6 |
| Joseph Nguyen | 6 |
| Kathleen Glasgow | 6 |
| Kei Urana | 6 |
| Laura Lynne Jackson | 6 |
| Laura Scott | 6 |
| Lauren Roberts | 6 |
| Linda Sue Park | 6 |
| Megan Short | 6 |
| Melissa Senate | 6 |
| Natasha Preston | 6 |
| Norah O'Donnell with Kate Andersen Brower | 6 |
| Pamela Desmond Wright | 6 |
| Peter Brown | 6 |
| R.J. Palacio | 6 |
| Rachel Lynn Solomon | 6 |
| Rick Riordan | 6 |
| Rick Rubin with Neil Strauss | 6 |
| Robin Wall Kimmerer | 6 |
| Ross Montgomery | 6 |
| Sarah Varland | 6 |
| Shannon J. Spann | 6 |
| Suzanne Collins | 6 |
| Timothy Snyder | 6 |
| Virginia Wise | 6 |
| bell hooks | 6 |
| Adam Higginbotham | 5 |
| Adam Wallace | 5 |
| Britney Spears | 5 |
| Buck Sexton | 5 |
| C.J. Box | 5 |
| Callie Hart | 5 |
| Charlie Kirk | 5 |
| Emily Henry | 5 |
| Gavin Newsom | 5 |
| Gisèle Pelicot with Judith Perrignon | 5 |
| Holly Jackson | 5 |
| J.D. Robb | 5 |
| Jasmine Warga | 5 |
| Katherine Applegate | 5 |
| Katherine Quinn | 5 |
| Katie Bernet | 5 |
| Mark Greaney | 5 |
| Mary Kubica | 5 |
| Mary Pope Osborne | 5 |
| Petra Lord | 5 |
| Tayari Jones | 5 |
| Adam Wallace and Andy Elkerton | 4 |
| Alex Aster | 4 |
| Christina Applegate | 4 |
| Chuck Klosterman | 4 |
| Drew Daywalt | 4 |
| Elise Kova | 4 |
| Haley Pham | 4 |
| James Martin | 4 |
| Jen Calonita | 4 |
| Jon Meacham | 4 |
| Lloyd Blankfein | 4 |
| Markus Zusak | 4 |
| Michelle Obama with Meredith Koop | 4 |
| Navessa Allen | 4 |
| Peter Attia with Bill Gifford | 4 |
| Rachel Griffin | 4 |
| Ryan T. Higgins | 4 |
| Sara Pennypacker | 4 |
| Sarah J. Maas | 4 |
| Suzanne Lang | 4 |
| Vivian Tu | 4 |
| Ali Hazelwood | 3 |
| Alice Walstead | 3 |
| Ann M. Martin | 3 |
| B.K. Borison | 3 |
| Brené Brown | 3 |
| CG Drews | 3 |
| Caridad Piñeiro | 3 |
| Carol J. Post | 3 |
| Carrie Nichols | 3 |
| Chloe Dalton | 3 |
| Chris Voss with Tahl Raz | 3 |
| Connie Queen | 3 |
| Dana Mentink | 3 |
| Danielle Steel | 3 |
| Emily Winfield Martin | 3 |
| Francine Pascal | 3 |
| George Saunders | 3 |
| Harlan Coben and Reese Witherspoon | 3 |
| Heidi Main | 3 |
| Hirohiko Araki | 3 |
| Jenna Mindel | 3 |
| Jennifer L. Armentrout et al | 3 |
| Jim Butcher | 3 |
| Jo Ann Brown | 3 |
| John Patrick Green and Christopher Hastings | 3 |
| Jonathan Cahn | 3 |
| Jonathan Turley | 3 |
| Kamala Harris | 3 |
| Lauren Palphreyman | 3 |
| Lauren Tarshis | 3 |
| Lee Tobin McClain | 3 |
| Leigh Bardugo | 3 |
| Liz Tomforde | 3 |
| Lynda Mullaly Hunt | 3 |
| Mark Hyman with Brianna Bella-Hyman | 3 |
| Megan E. Freeman | 3 |
| Megan Lally | 3 |
| Meghan Quinn | 3 |
| Michaeleen Doucleff | 3 |
| Mokumokuren | 3 |
| Morr Meroz | 3 |
| Nancy J. Farrier | 3 |
| Rebecca Kertz | 3 |
| Rhonda Starnes | 3 |
| Ruta Sepetys and Steve Sheinkin | 3 |
| Sasha Peyton Smith | 3 |
| Scott Snyder | 3 |
| Teri Wilson | 3 |
| Virginia Vaughan | 3 |
| Walter Isaacson | 3 |
| Yukinobu Tatsu | 3 |
| Yuval Noah Harari | 3 |
| 2 Chainz with Derrick Harriell | 2 |
| Adam Rubin | 2 |
| Alice Hoffman | 2 |
| Alice Schertle | 2 |
| Anna Quindlen | 2 |
| Becky Kennedy | 2 |
| Bill Martin Jr | 2 |
| Brad Thor with Ward Larsen | 2 |
| Briar Boleyn | 2 |
| Christopher Buehlman | 2 |
| David Archuleta | 2 |
| David Pogue | 2 |
| Drew Daywalt and Oliver Jeffers | 2 |
| Eric Carle | 2 |
| George R. R. Martin | 2 |
| Jessica Secrest | 2 |
| John Bevere | 2 |
| Jonathan Kellerman | 2 |
| Julia Quinn | 2 |
| Kate Alice Marshall | 2 |
| Kate Quinn | 2 |
| Kerri Maniscalco | 2 |
| Liza Minnelli, as told to Michael Feinstein, with Josh Getlin and Heidi Evans | 2 |
| Lucy Score | 2 |
| Marilyn Sadler | 2 |
| Martin Shaw | 2 |
| Melissa de la Cruz | 2 |
| Michael Finkel | 2 |
| Misha Brown | 2 |
| Rachael DeVaux | 2 |
| Rachel Held Evans | 2 |
| Rachel Hochhauser | 2 |
| Rebecca Ross | 2 |
| Rebecca Solnit | 2 |
| Sable Sorensen | 2 |
| Sally Hopgood | 2 |
| Sasha E. Sloan | 2 |
| Steve Berry | 2 |
| Susan Lucci with Laura Morton | 2 |
| Suzy Brumm | 2 |
| Tracy Wolff | 2 |
| Uketsu | 2 |
| Valerie Bertinelli | 2 |
| Vern Kousky | 2 |
| Viola Davis and James Patterson | 2 |
| A. Mechele Dickerson | 1 |
| Amy Shah | 1 |
| Amy Tan | 1 |
| Amélie Wen Zhao | 1 |
| Ashley Elston | 1 |
| Aurora Ascher | 1 |
| Ben Crump | 1 |
| Benjamin Hall | 1 |
| Berner | 1 |
| Bill Gurley with Michael J. Mooney | 1 |
| Brandon Sanderson | 1 |
| Brian Nemhauser | 1 |
| Brooke Fast | 1 |
| Cameron Sullivan | 1 |
| Carole Radziwill | 1 |
| Catherine Cowles | 1 |
| Christine Caine | 1 |
| Craig Groeschel with Wayne Chappelle | 1 |
| Dan Brown | 1 |
| Daniel Immerwahr | 1 |
| David Grann | 1 |
| Demi Winters | 1 |
| Dennis Prager with Joel Alperson | 1 |
| Emily McIntire | 1 |
| Erik Larson | 1 |
| Erin McGoff | 1 |
| Gabrielle Lyon | 1 |
| George R.R. Martin | 1 |
| Heather Fawcett | 1 |
| J.R. Ward | 1 |
| Jack El-Hai | 1 |
| Jalen Hurts | 1 |
| James Ponti | 1 |
| Jasmine Mas | 1 |
| Jeff Probst | 1 |
| Jennie Allen | 1 |
| Jennifer A. Nielsen | 1 |
| Jo Witek | 1 |
| John U. Bacon | 1 |
| Jory John | 1 |
| Joshua Becker with Eric Stanford | 1 |
| Julien Chung | 1 |
| Keith O'Brien | 1 |
| Laura Dave | 1 |
| Lauren Groff | 1 |
| Lauren Sánchez Bezos | 1 |
| Lily King | 1 |
| Louise Aronson | 1 |
| Matthew Bounds | 1 |
| Maxine Sharf | 1 |
| Melania Trump | 1 |
| Micah Johnson | 1 |
| Mindy Pelz | 1 |
| Nir Eyal with Julie Li | 1 |
| Omar El Akkad | 1 |
| Paul Fischer | 1 |
| Paul Rosolie | 1 |
| Rachel Schneider | 1 |
| Rebecca Yarros | 1 |
| Robin Arzón | 1 |
| Scott F. Wolter | 1 |
| Shannon Bream | 1 |
| Shelby Van Pelt | 1 |
| Shohei Ohtani and Michael Blank | 1 |
| Tae Keller | 1 |
| Tiffany Crum | 1 |
| Tim Tebow with Wyatt Kenyon Edwards | 1 |
| Tom O'Neill with Dan Piepenbring | 1 |
| Trevor Noah | 1 |
| Wendy Holden | 1 |
| Zachary Rubin | 1 |
I will make another table for the publishers, Note that those who are featured heavily in categories that are updated monthly have an advantage due to those categories being published multiple weeks for a month.
publisher_count <- books_df %>%
group_by(publisher) %>%
summarize(
times_published = n()
) %>%
arrange(desc(times_published))
#Display in table
publisher_count %>%
gt() %>%
cols_label(
'publisher' = "Publisher",
'times_published' = "Times published"
) %>%
tab_header(title = md("Count of publications in NYTimes Best Sellers (Past 6 weeks)")) %>%
tab_options(container.height = 500, container.overflow.y = TRUE) # Set container height and container overflow to add scrolling for large tables.| Count of publications in NYTimes Best Sellers (Past 6 weeks) | |
| Publisher | Times published |
|---|---|
| Scholastic | 68 |
| Simon & Schuster | 51 |
| Audible Studios | 39 |
| Love Inspired Suspense | 39 |
| Penguin Press | 39 |
| Penguin Audio | 36 |
| Knopf | 33 |
| Love Inspired | 33 |
| Random House Audio | 31 |
| Crown | 27 |
| Dey Street | 27 |
| Ace | 25 |
| Carina | 25 |
| Sourcebooks Fire | 25 |
| Ballantine | 22 |
| Delacorte | 21 |
| Macmillan Audio | 21 |
| Viking | 21 |
| Dial | 20 |
| Little, Brown | 20 |
| Poisoned Pen | 19 |
| Random House | 19 |
| Atria | 18 |
| VIZ Media | 18 |
| Grand Central | 17 |
| Bloom | 16 |
| Broadside | 16 |
| HarperAlley | 15 |
| Hay House | 15 |
| Penguin | 14 |
| Sourcebooks Jabberwocky | 14 |
| Gallery | 13 |
| Harper | 13 |
| Authors Equity | 12 |
| Avery | 12 |
| Montlake | 12 |
| Optimism | 12 |
| Simon & Schuster | 12 |
| Square Fish | 12 |
| Disney Hyperion | 11 |
| Amulet | 10 |
| Berkley | 10 |
| Disney-Hyperion | 10 |
| Mayhem | 10 |
| Balzer + Bray | 9 |
| Harlequin Intrigue | 9 |
| HarperAudio | 9 |
| HarperOne | 9 |
| Pine & Cedar | 9 |
| Simon & Schuster Audio | 9 |
| Avid Reader | 8 |
| Del Rey | 8 |
| Morrow | 8 |
| Portfolio | 8 |
| Doubleday | 7 |
| Feiwel & Friends | 7 |
| Putnam | 7 |
| Riverhead | 7 |
| Aladdin | 6 |
| Candlewick | 6 |
| Disney | 6 |
| Dreamscape Media | 6 |
| Ember | 6 |
| Farrar, Straus and Giroux | 6 |
| Golden | 6 |
| Harlequin Special Edition | 6 |
| Harper Wave | 6 |
| Houghton Mifflin Harcourt | 6 |
| Kodansha | 6 |
| Listening Library | 6 |
| Milkweed Editions | 6 |
| Rocky Pond | 6 |
| Simon Maverick | 6 |
| Storey | 6 |
| Vintage | 6 |
| Yearling | 6 |
| Bloomsbury | 5 |
| Clarion | 5 |
| Holt | 5 |
| Park Row | 5 |
| Sarah Barley / Simon & Schuster | 5 |
| Stepping Stone/Random House | 5 |
| Thomas Nelson | 5 |
| Winning Team | 5 |
| Amara | 4 |
| Mobius | 4 |
| Philomel | 4 |
| Random House Studio | 4 |
| Scribner | 4 |
| Sentinel | 4 |
| Slowburn | 4 |
| Sourcebooks | 4 |
| Sourcebooks Wonderland | 4 |
| St. Martin's | 4 |
| Avon | 3 |
| Bantam | 3 |
| Brilliance Audio | 3 |
| DC Comics | 3 |
| First Second | 3 |
| FrontLine | 3 |
| Hachette Audio | 3 |
| Harlequin | 3 |
| Harper Business | 3 |
| HarperCollins | 3 |
| Little, Brown Spark | 3 |
| MIRA | 3 |
| Nancy Paulsen | 3 |
| Penguin Life | 3 |
| Podium Audio | 3 |
| Random House Graphic | 3 |
| Simon & Schuster | 3 |
| Tantor Media | 3 |
| Yen Press | 3 |
| Atria/Emily Bestler | 2 |
| Black Privilege | 2 |
| Blackstone | 2 |
| Clarkson Potter | 2 |
| Grosset & Dunlap | 2 |
| HarperVia | 2 |
| Haymarket | 2 |
| Little Simon | 2 |
| Little, Brown and JVL | 2 |
| Page Street | 2 |
| Penguin Workshop | 2 |
| Requited | 2 |
| Roaring Brook | 2 |
| Simon Element | 2 |
| Sky Pony | 2 |
| Tor | 2 |
| Tor Nightfire | 2 |
| Wednesday | 2 |
| Crown Currency | 1 |
| Abrams Appleseed | 1 |
| Back Bay | 1 |
| Beach Lane | 1 |
| Bramble | 1 |
| Celadon | 1 |
| Convergent | 1 |
| Crash Course | 1 |
| Ecco | 1 |
| Flamingo | 1 |
| Fox News | 1 |
| Grove | 1 |
| Harmony | 1 |
| Harper Perennial | 1 |
| Harvest | 1 |
| Kensington | 1 |
| Liveright | 1 |
| North Star | 1 |
| One World | 1 |
| Pamela Dorman | 1 |
| Picador | 1 |
| Plume | 1 |
| PublicAffairs | 1 |
| Random House Worlds | 1 |
| Saturday | 1 |
| Skyhorse | 1 |
| The Collective Book Studio | 1 |
| Triumph | 1 |
| University of California | 1 |
| Voracious | 1 |
| WaterBrook | 1 |
| Zondervan | 1 |
We can see some of the more popular authors and publishers. Scholastic is a publisher that is well known that has many recent publications in the NYTimes best sellers. I am not familiar with the authors. Looking up the top recently published author Matt Dinniman, He has a popular science fantasy series. Some other authors and publishers recently with many publications on the NYTimes, are Freida McFadden, Rachel Reid, Simon & Schuster, Andrew Ross Sorkin.
Conclusion
In conclusion I was able to use a public api, the NYTimes api to collect data, filter the data based on my needs, use functions like unnest to extract data from the inital api response and put that data into a dataframe to answer a question. By using libraries like httr and jsonlite I was able to get the data and I used my knowledge practiced in other assignments to use tidyr and dplyr to turn the data into a tidy format. Then I answered the questions I made looking at the frequency of publishers and authors in the best sellers of the NYTimes. I had to limit my question a little to a smaller timeframe due to what I assume is a rate limit of the API. Some ways I could expand on this assignment is to have more weeks by increasing the time in between api requests, I could also examine the data further, looking at specific categories and books overtime.