This weeks assignment was to use one of the New York Times web site APIs, as defined here: NY Times Then choose one of the New York Times APIs, construct an interface in R to read in the JSON data, and transform it into an R DataFrame.
I chose the list overview in the Books API which collects top 5 books for all the Best Sellers lists for specified date. I chose February 15, 2022 best sellers lists.
By using the GET function I was able to obtain the books list overview raw data. Though it is bad practice to put API Keys, for this to be reproducible, I will include it.
book.overview.raw <- GET("https://api.nytimes.com/svc/books/v3/lists/overview.json?published_date=2022-02-15&api-key=GGPFlFEYArGxQqWlQ1aBFIxc2BXcbw1C")Next I took a closer look at the content within the raw data and converted it to text.
overview.content <- content(book.overview.raw, as = "text")
str(overview.content)## chr "{\"status\":\"OK\",\"copyright\":\"Copyright (c) 2022 The New York Times Company. All Rights Reserved.\",\"num"| __truncated__Now to take the content data from the overview.content and read the json content and output the information.
overview.content.json <- fromJSON(overview.content, flatten = TRUE)
str(overview.content.json)## List of 4
## $ status : chr "OK"
## $ copyright : chr "Copyright (c) 2022 The New York Times Company. All Rights Reserved."
## $ num_results: int 90
## $ results :List of 6
## ..$ bestsellers_date : chr "2022-02-05"
## ..$ published_date : chr "2022-02-20"
## ..$ published_date_description: chr ""
## ..$ previous_published_date : chr "2022-02-13"
## ..$ next_published_date : chr "2022-02-27"
## ..$ lists :'data.frame': 18 obs. of 9 variables:
## .. ..$ list_id : int [1:18] 704 708 1 2 17 4 24 13 7 10 ...
## .. ..$ list_name : chr [1:18] "Combined Print and E-Book Fiction" "Combined Print and E-Book Nonfiction" "Hardcover Fiction" "Hardcover Nonfiction" ...
## .. ..$ list_name_encoded: chr [1:18] "combined-print-and-e-book-fiction" "combined-print-and-e-book-nonfiction" "hardcover-fiction" "hardcover-nonfiction" ...
## .. ..$ display_name : chr [1:18] "Combined Print & E-Book Fiction" "Combined Print & E-Book Nonfiction" "Hardcover Fiction" "Hardcover Nonfiction" ...
## .. ..$ updated : chr [1:18] "WEEKLY" "WEEKLY" "WEEKLY" "WEEKLY" ...
## .. ..$ list_image : logi [1:18] NA NA NA NA NA NA ...
## .. ..$ list_image_width : logi [1:18] NA NA NA NA NA NA ...
## .. ..$ list_image_height: logi [1:18] NA NA NA NA NA NA ...
## .. ..$ books :List of 18
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "http://www.amazon.com/Ends-Us-Novel-Colleen-Hoover-ebook/dp/B0176M3U10?tag=NYTBSREV-20" "https://www.amazon.com/dp/1791392792?tag=NYTBSREV-20" "https://www.amazon.com/dp/1501161938?tag=NYTBSREV-20" "http://www.amazon.com/Ugly-Love-Novel-Colleen-Hoover-ebook/dp/B00HB62MC0?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Colleen Hoover" "Colleen Hoover" "Taylor Jenkins Reid" "Colleen Hoover" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9781501110375.jpg" "https://storage.googleapis.com/du-prd/books/images/9781791392796.jpg" "https://storage.googleapis.com/du-prd/books/images/9781501161933.jpg" "https://storage.googleapis.com/du-prd/books/images/9781476753195.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 319 324 315 128 329
## .. .. .. ..$ book_image_height : int [1:5] 495 500 500 198 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Colleen Hoover" "by Colleen Hoover" "by Taylor Jenkins Reid" "by Colleen Hoover" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:26" "2022-02-09 23:05:26" "2022-02-09 23:05:26" "2022-02-09 23:05:26" ...
## .. .. .. ..$ description : chr [1:5] "A battered wife raised in a violent home attempts to halt the cycle of abuse." "Lowen Ashleigh is hired by the husband of an injured writer to complete her popular series and uncovers a horrifying truth." "A movie icon recounts stories of her loves and career to a struggling magazine writer." "Tate Collins and Miles Archer, an airline pilot, think they can handle a no strings attached arrangement. But they can't." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "1501110365" "1538724731" "1501161938" "1476753180" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9781501110368" "9781538724736" "9781501161933" "9781476753188" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/e2a3545e-e9cb-5828-9d97-50a798a0e4f6" "nyt://book/013c7729-a1de-5e5c-921a-da43243f9a4a" "nyt://book/d9511fac-ee44-5a87-9af7-2cd6a6f8f984" "nyt://book/08464a1b-cfd4-5d1b-8898-e206fb95deeb" ...
## .. .. .. ..$ publisher : chr [1:5] "Atria" "Grand Central" "Washington Square/Atria" "Atria" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 1 2 3 5 6
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "IT ENDS WITH US" "VERITY" "THE SEVEN HUSBANDS OF EVELYN HUGO" "UGLY LOVE" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:52" "2022-02-10 13:13:52" "2022-02-10 13:13:52" "2022-02-10 13:13:52" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 34 9 32 6 5
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Ends-Us-Novel-Colleen-Hoover-ebook/dp/B0176M3U10?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781501110368?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501110368" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1791392792?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781538724736?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781538724736" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1501161938?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781501161933?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501161933" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Ugly-Love-Novel-Colleen-Hoover-ebook/dp/B00HB62MC0?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781476753188?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476753188" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593356152?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593356166?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593356166" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/0063061147?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593230574?tag=NYTBSREV-20" "http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=NYTBSREV-20" "https://www.amazon.com/dp/0735210659?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Peter Schweizer" "edited Nikole Hannah-Jones, Caitlin Roper, Ilena Silverman and Jake Silverstein" "Bessel van der Kolk" "Daniel H. Pink" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780063061149.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593230572.jpg" "https://storage.googleapis.com/du-prd/books/images/9780670785933.jpg" "https://storage.googleapis.com/du-prd/books/images/9780735210653.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 331 331 128 331 313
## .. .. .. ..$ book_image_height : int [1:5] 500 500 193 500 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "https://www.nytimes.com/2018/10/18/books/review/how-to-rewire-your-traumatized-brain.html" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Peter Schweizer" "edited by Nikole Hannah-Jones, Caitlin Roper, Ilena Silverman and Jake Silverstein" "by Bessel van der Kolk" "by Daniel H. Pink" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "edited by Nikole Hannah-Jones, Caitlin Roper, Ilena Silverman and Jake Silverstein" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:27" "2022-02-09 23:05:27" "2022-02-09 23:05:27" "2022-02-09 23:05:27" ...
## .. .. .. ..$ description : chr [1:5] "The author of “Profiles in Corruption” portrays a conspiracy of how the Chinese government might infiltrate Ame"| __truncated__ "Viewing America’s entanglement with slavery and its legacy, in essays adapted and expanded from The New York Times Magazine." "How trauma affects the body and mind, and innovative treatments for recovery." "A look at four core regrets and potential strategies to make them a positive force." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0063061147" "0593230574" "0143127748" "0735210659" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780063061149" "9780593230572" "9780143127741" "9780735210653" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/84820108-6a1e-596e-8c1a-8067b42e92e5" "nyt://book/a38e3654-a631-555f-92be-bb380296e141" "nyt://book/e3e33e9d-0e67-5fec-b0d2-2ecddc38ce0e" "nyt://book/60ac63f1-5fa8-589c-9b8a-d1a30049fe3a" ...
## .. .. .. ..$ publisher : chr [1:5] "Harper" "One World" "Penguin" "Riverhead" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 1 4 3 0 2
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "RED-HANDED" "THE 1619 PROJECT" "THE BODY KEEPS THE SCORE" "THE POWER OF REGRET" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:53" "2022-02-10 13:13:53" "2022-02-10 13:13:53" "2022-02-10 13:13:53" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 2 12 76 1 2
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0063061147?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780063061149?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780063061149" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593230574?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593230572?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593230572" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780143127741?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780143127741" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0735210659?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780735210653?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780735210653" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/B09RG2CWBW?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781982159313?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781982159313" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/0525559477?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593358333?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593356152?tag=NYTBSREV-20" "https://www.amazon.com/dp/0735222355?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Matt Haig" "Charmaine Wilkerson" "Nita Prose" "Amor Towles" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780525559474.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593358337.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593356159.jpg" "https://storage.googleapis.com/du-prd/books/images/9780735222359.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 331 329 329 331 329
## .. .. .. ..$ book_image_height : int [1:5] 500 500 500 500 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Matt Haig" "by Charmaine Wilkerson" "by Nita Prose" "by Amor Towles" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:20" "2022-02-09 23:05:20" "2022-02-09 23:05:20" "2022-02-09 23:05:20" ...
## .. .. .. ..$ description : chr [1:5] "Nora Seed finds a library beyond the edge of the universe that contains books with multiple possibilities of th"| __truncated__ "Eleanor Bennett’s inheritance for her two children challenges what they knew about their lineage and identity." "When a wealthy man is found dead in his room, a maid at the Regency Grand Hotel becomes a lead suspect." "Two friends who escaped from a juvenile work farm take Emmett Watson on an unexpected journey to New York City in 1954." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0525559477" "0593358333" "0593356152" "0735222355" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780525559474" "9780593358337" "9780593356159" "9780735222359" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/60d0ee2d-3d05-50c9-a484-050d17a2308e" "nyt://book/2b17a8af-d5b1-5943-baec-95abf7035b8e" "nyt://book/3177f07a-ea44-50d8-a0fd-e3d56450c995" "nyt://book/43839b1f-c8cc-5ef4-8893-bd85582906a4" ...
## .. .. .. ..$ publisher : chr [1:5] "Viking" "Ballantine" "Ballantine" "Viking" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 2 0 1 3 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "THE MIDNIGHT LIBRARY" "BLACK CAKE" "THE MAID" "THE LINCOLN HIGHWAY" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:46" "2022-02-10 13:13:46" "2022-02-10 13:13:46" "2022-02-10 13:13:46" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 61 1 5 18 1
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0525559477?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780525559474?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780525559474" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593358333?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593358337?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593358337" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593356152?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593356159?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593356159" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0735222355?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780735222359?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780735222359" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1250274613?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781250274618?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781250274618" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/0063061147?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593230574?tag=NYTBSREV-20" "https://www.amazon.com/dp/0735210659?tag=NYTBSREV-20" "https://www.amazon.com/dp/0374139946?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Peter Schweizer" "edited Nikole Hannah-Jones, Caitlin Roper, Ilena Silverman and Jake Silverstein" "Daniel H. Pink" "Dan Charnas" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780063061149.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593230572.jpg" "https://storage.googleapis.com/du-prd/books/images/9780735210653.jpg" "https://storage.googleapis.com/du-prd/books/images/9780374139940.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 331 331 331 333 313
## .. .. .. ..$ book_image_height : int [1:5] 500 500 500 500 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Peter Schweizer" "edited by Nikole Hannah-Jones, Caitlin Roper, Ilena Silverman and Jake Silverstein" "by Daniel H. Pink" "by Dan Charnas" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "edited by Nikole Hannah-Jones, Caitlin Roper, Ilena Silverman and Jake Silverstein" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:23" "2022-02-09 23:05:23" "2022-02-09 23:05:23" "2022-02-09 23:05:23" ...
## .. .. .. ..$ description : chr [1:5] "The author of “Profiles in Corruption” portrays a conspiracy of how the Chinese government might infiltrate Ame"| __truncated__ "Viewing America’s entanglement with slavery and its legacy, in essays adapted and expanded from The New York Times Magazine." "A look at four core regrets and potential strategies to make them a positive force." "The life, work and cultural influence of the late hip-hop producer J Dilla." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0063061147" "0593230574" "0735210659" "0374139946" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780063061149" "9780593230572" "9780735210653" "9780374139940" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/84820108-6a1e-596e-8c1a-8067b42e92e5" "nyt://book/a38e3654-a631-555f-92be-bb380296e141" "nyt://book/60ac63f1-5fa8-589c-9b8a-d1a30049fe3a" "nyt://book/cbef26aa-36cf-56ce-908d-41eee9077af1" ...
## .. .. .. ..$ publisher : chr [1:5] "Harper" "One World" "Riverhead" "MCD" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 1 3 0 0 2
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "RED-HANDED" "THE 1619 PROJECT" "THE POWER OF REGRET" "DILLA TIME" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:49" "2022-02-10 13:13:49" "2022-02-10 13:13:49" "2022-02-10 13:13:49" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 2 12 1 1 2
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0063061147?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780063061149?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780063061149" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593230574?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593230572?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593230572" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0735210659?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780735210653?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780735210653" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0374139946?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780374139940?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780374139940" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/B09RG2CWBW?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781982159313?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781982159313" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "http://www.amazon.com/Ends-Us-Novel-Colleen-Hoover-ebook/dp/B0176M3U10?tag=NYTBSREV-20" "https://www.amazon.com/dp/1791392792?tag=NYTBSREV-20" "https://www.amazon.com/dp/1501161938?tag=NYTBSREV-20" "http://www.amazon.com/Ugly-Love-Novel-Colleen-Hoover-ebook/dp/B00HB62MC0?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Colleen Hoover" "Colleen Hoover" "Taylor Jenkins Reid" "Colleen Hoover" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9781501110375.jpg" "https://storage.googleapis.com/du-prd/books/images/9781791392796.jpg" "https://storage.googleapis.com/du-prd/books/images/9781501161933.jpg" "https://storage.googleapis.com/du-prd/books/images/9781476753195.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 319 324 315 128 333
## .. .. .. ..$ book_image_height : int [1:5] 495 500 500 198 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Colleen Hoover" "by Colleen Hoover" "by Taylor Jenkins Reid" "by Colleen Hoover" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:22" "2022-02-09 23:05:23" "2022-02-09 23:05:23" "2022-02-09 23:05:23" ...
## .. .. .. ..$ description : chr [1:5] "A battered wife raised in a violent home attempts to halt the cycle of abuse." "Lowen Ashleigh is hired by the husband of an injured writer to complete her popular series and uncovers a horrifying truth." "A movie icon recounts stories of her loves and career to a struggling magazine writer." "A casual sexual relationship between Tate and Miles becomes more complicated than they expected." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "1501110365" "1538724731" "1501161938" "1476753180" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9781501110368" "9781538724736" "9781501161933" "9781476753188" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/e2a3545e-e9cb-5828-9d97-50a798a0e4f6" "nyt://book/013c7729-a1de-5e5c-921a-da43243f9a4a" "nyt://book/d9511fac-ee44-5a87-9af7-2cd6a6f8f984" "nyt://book/08464a1b-cfd4-5d1b-8898-e206fb95deeb" ...
## .. .. .. ..$ publisher : chr [1:5] "Atria" "Grand Central" "Washington Square/Atria" "Atria" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 1 2 3 4 5
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "IT ENDS WITH US" "VERITY" "THE SEVEN HUSBANDS OF EVELYN HUGO" "UGLY LOVE" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:48" "2022-02-10 13:13:48" "2022-02-10 13:13:48" "2022-02-10 13:13:49" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 40 26 48 28 20
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Ends-Us-Novel-Colleen-Hoover-ebook/dp/B0176M3U10?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781501110368?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501110368" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1791392792?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781538724736?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781538724736" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1501161938?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781501161933?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501161933" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Ugly-Love-Novel-Colleen-Hoover-ebook/dp/B00HB62MC0?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781476753188?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476753188" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593336828?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593336823?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593336823" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=NYTBSREV-20" "https://www.amazon.com/dp/0060959479?tag=NYTBSREV-20" "https://www.amazon.com/Braiding-Sweetgrass-Indigenous-Scientific-Knowledge/dp/1571313567?tag=NYTBSREV-20" "https://www.amazon.com/Born-Crime-Stories-African-Childhood-ebook/dp/B01DHWACVY?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Bessel van der Kolk" "bell hooks" "Robin Wall Kimmerer" "Trevor Noah" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780670785933.jpg" "https://storage.googleapis.com/du-prd/books/images/9780060959470.jpg" "https://storage.googleapis.com/du-prd/books/images/9781571313560.jpg" "https://storage.googleapis.com/du-prd/books/images/9780399588181.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 128 319 321 326 128
## .. .. .. ..$ book_image_height : int [1:5] 193 500 495 495 192
## .. .. .. ..$ book_review_link : chr [1:5] "https://www.nytimes.com/2018/10/18/books/review/how-to-rewire-your-traumatized-brain.html" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Bessel van der Kolk" "by bell hooks" "by Robin Wall Kimmerer" "by Trevor Noah" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:25" "2022-02-09 23:05:25" "2022-02-09 23:05:25" "2022-02-09 23:05:25" ...
## .. .. .. ..$ description : chr [1:5] "How trauma affects the body and mind, and innovative treatments for recovery." "The late feminist icon explores the causes of a polarized society and the meaning of love." "A botanist and member of the Citizen Potawatomi Nation espouses having an understanding and appreciation of pla"| __truncated__ "A memoir about growing up biracial in apartheid South Africa by the host of “The Daily Show.”" ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0143127748" "0060959479" "1571313567" "0399588191" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780143127741" "9780060959470" "9781571313560" "9780399588198" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/e3e33e9d-0e67-5fec-b0d2-2ecddc38ce0e" "nyt://book/84ce374b-f6b1-5f05-8556-b0e09e97679c" "nyt://book/194ea111-42ad-5795-9fb5-3e155ffa5e79" "nyt://book/c82bc1ff-7305-5acf-b948-a4163f03e2bc" ...
## .. .. .. ..$ publisher : chr [1:5] "Penguin" "Morrow" "Milkweed Editions" "One World" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 1 3 2 5 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "https://www.nytimes.com/2000/01/30/books/that-4-letter-word.html" "" "" ...
## .. .. .. ..$ title : chr [1:5] "THE BODY KEEPS THE SCORE" "ALL ABOUT LOVE" "BRAIDING SWEETGRASS" "BORN A CRIME" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:51" "2022-02-10 13:13:51" "2022-02-10 13:13:51" "2022-02-10 13:13:51" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 172 9 95 149 181
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780143127741?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780143127741" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0060959479?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780060959470?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780060959470" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Braiding-Sweetgrass-Indigenous-Scientific-Knowledge/dp/1571313567?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781571313560?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781571313560" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Born-Crime-Stories-African-Childhood-ebook/dp/B01DHWACVY?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780399588198?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780399588198" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Sapiens-A-Brief-History-Humankind-ebook/dp/B00ICN066A?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780062316110?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062316110" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/Atomic-Habits-Proven-Build-Break/dp/0735211299?tag=NYTBSREV-20" "https://www.amazon.com/dp/0399592555?tag=NYTBSREV-20" "https://www.amazon.com/Boy-Mole-Fox-Horse/dp/0062976583?tag=NYTBSREV-20" "http://www.amazon.com/Subtle-Art-Not-Giving-Counterintuitive/dp/0062457713?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "James Clear" "Brené Brown" "Charlie Mackesy" "Mark Manson" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780735211292.jpg" "https://storage.googleapis.com/du-prd/books/images/9780399592553.jpg" "https://storage.googleapis.com/du-prd/books/images/9780062976581.jpg" "https://storage.googleapis.com/du-prd/books/images/9780062457714.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 328 409 330 330 315
## .. .. .. ..$ book_image_height : int [1:5] 495 500 445 495 495
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by James Clear" "by Brené Brown" "by Charlie Mackesy" "by Mark Manson" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:24" "2022-02-09 23:05:24" "2022-02-09 23:05:24" "2022-02-09 23:05:24" ...
## .. .. .. ..$ description : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0735211299" "0399592555" "0062976583" "0062457713" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780735211292" "9780399592553" "9780062976581" "9780062457714" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/0398a355-c032-534e-a0af-647b06f0840d" "nyt://book/991321b9-89e4-5afd-b45f-2a70bbbebf51" "nyt://book/858fb0b9-07d7-5b8a-b3de-cdcf6ea6fe7a" "nyt://book/61980bbe-79bd-5824-9412-31c5f07762fd" ...
## .. .. .. ..$ publisher : chr [1:5] "Avery" "Random House" "HarperOne" "Harper" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 1 2 3 4 5
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "ATOMIC HABITS" "ATLAS OF THE HEART" "THE BOY, THE MOLE, THE FOX AND THE HORSE" "THE SUBTLE ART OF NOT GIVING A F*CK" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:50" "2022-02-10 13:13:50" "2022-02-10 13:13:50" "2022-02-10 13:13:50" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 115 10 114 239 254
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Atomic-Habits-Proven-Build-Break/dp/0735211299?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780735211292?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780735211292" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0399592555?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780399592553?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780399592553" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Boy-Mole-Fox-Horse/dp/0062976583?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780062976581?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062976581" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Subtle-Art-Not-Giving-Counterintuitive/dp/0062457713?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780062457714?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062457714" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/You-Are-Badass-Doubting-Greatness-ebook/dp/B00B3M3VWS?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780762447695?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780762447695" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/Little-Leaders-Women-Black-History/dp/0316475114?tag=NYTBSREV-20" "https://www.amazon.com/Little-Legends-Exceptional-Black-History/dp/0316475149?tag=NYTBSREV-20" "http://www.amazon.com/Wonder-R-J-Palacio-ebook/dp/B0051ANPZQ?tag=NYTBSREV-20" "https://www.amazon.com/Refugee-Alan-Gratz/dp/0545880831?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Vashti Harrison" "Vashti Harrison with Kwesi Johnson" "R.J. Palacio" "Alan Gratz" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780316475112.jpg" "https://storage.googleapis.com/du-prd/books/images/9780316475143.jpg" "https://storage.googleapis.com/du-prd/books/images/9780375899881.jpg" "https://storage.googleapis.com/du-prd/books/images/9780545880831.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 330 330 329 327 337
## .. .. .. ..$ book_image_height : int [1:5] 410 396 495 495 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Vashti Harrison" "by Vashti Harrison with Kwesi Johnson" "by R.J. Palacio" "by Alan Gratz" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:21" "2022-02-09 23:05:21" "2022-02-09 23:05:22" "2022-02-09 23:05:22" ...
## .. .. .. ..$ description : chr [1:5] "The biographies of 40 African-American women who made a difference." "Biographies of trailblazing Black men." "A boy with a facial deformity starts school." "Three children in three different conflicts look for safe haven." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0316475114" "0316475149" "0375869026" "0545880831" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780316475112" "9780316475143" "9780375869020" "9780545880831" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/cb51822f-0f9a-52c8-b301-1d6961a45ab3" "nyt://book/3112d1e2-bf19-5757-bf03-53403a100e6c" "nyt://book/ae6bd2cf-a5d7-535a-99dd-ca8e283c2b01" "nyt://book/32519cc3-8ee6-5bc8-9a1a-563502a5d2ad" ...
## .. .. .. ..$ publisher : chr [1:5] "Little, Brown" "Little, Brown" "Knopf" "Scholastic" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 5 7 1 3 6
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "https://www.nytimes.com/2012/04/08/books/review/wonder-by-r-j-palacio.html" "" ...
## .. .. .. ..$ title : chr [1:5] "LITTLE LEADERS" "LITTLE LEGENDS: EXCEPTIONAL MEN IN BLACK HISTORY" "WONDER" "REFUGEE" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:47" "2022-02-10 13:13:47" "2022-02-10 13:13:47" "2022-02-10 13:13:47" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 65 28 330 160 15
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Little-Leaders-Women-Black-History/dp/0316475114?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780316475112?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780316475112" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Little-Legends-Exceptional-Black-History/dp/0316475149?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780316475143?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780316475143" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Wonder-R-J-Palacio-ebook/dp/B0051ANPZQ?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780375869020?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780375869020" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Refugee-Alan-Gratz/dp/0545880831?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780545880831?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780545880831" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1368077927?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781368077927?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781368077927" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/0358272440?tag=NYTBSREV-20" "http://www.amazon.com/Love-The-Very-Hungry-Caterpillar/dp/0448489325?tag=NYTBSREV-20" "https://www.amazon.com/Love-Crayons-Drew-Daywalt/dp/1524792683?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593203224?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Alice Schertle." "Eric Carle" "Drew Daywalt and Oliver Jeffers" "Amanda Gorman." ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780358272441.jpg" "https://storage.googleapis.com/du-prd/books/images/9780448489322.jpg" "https://storage.googleapis.com/du-prd/books/images/9781524792688.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593203224.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 500 330 330 456 480
## .. .. .. ..$ book_image_height : int [1:5] 457 403 400 500 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Alice Schertle. Illustrated by Jill McElmurry" "by Eric Carle" "by Drew Daywalt and Oliver Jeffers" "by Amanda Gorman. Illustrated by Loren Long" ...
## .. .. .. ..$ contributor_note : chr [1:5] "Illustrated by Jill McElmurry" "" "" "Illustrated by Loren Long" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:25" "2022-02-09 23:05:25" "2022-02-09 23:05:25" "2022-02-09 23:05:26" ...
## .. .. .. ..$ description : chr [1:5] "Little Blue Truck delivers Valentine's Day cards to all his farm animal friends." "A ravenous insect returns with its appetite intact." "The Crayons show the colors of love." "A children’s anthem for change." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0358272440" "0448489325" "1524792683" "0593203224" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780358272441" "9780448489322" "9781524792688" "9780593203224" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/e93ef7f0-6c91-545d-a9da-aa39a6d9204d" "nyt://book/f4efe65c-f516-5133-89fb-42bfd1b8c9e0" "nyt://book/f25be773-fef6-5ccf-85e8-2ae0b1ed9e5c" "nyt://book/6d50be03-4f2e-526d-84d5-bea9f49208cc" ...
## .. .. .. ..$ publisher : chr [1:5] "Houghton Mifflin Harcourt" "Grosset & Dunlap" "Penguin Workshop" "Viking" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 1 3 10 6 5
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "LITTLE BLUE TRUCK'S VALENTINE" "LOVE FROM THE VERY HUNGRY CATERPILLAR" "LOVE FROM THE CRAYONS" "CHANGE SINGS" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:51" "2022-02-10 13:13:51" "2022-02-10 13:13:51" "2022-02-10 13:13:51" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 12 40 14 18 7
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0358272440?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780358272441?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780358272441" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Love-The-Very-Hungry-Caterpillar/dp/0448489325?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780448489322?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780448489322" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Love-Crayons-Drew-Daywalt/dp/1524792683?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781524792688?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781524792688" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593203224?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593203224?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593203224" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1419713108?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781419713101?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781419713101" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/1640638954?tag=NYTBSREV-20" "http://www.amazon.com/Diary-Wimpy-Kid-Hard-Luck/dp/1419711326?tag=NYTBSREV-20" "http://www.amazon.com/Harry-Potter-And-Order-Phoenix/dp/0439358078?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593379853?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Tracy Wolff" "and Jeff Kinney" "J.K. Rowling" "Holly Jackson" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9781682816158.jpg" "https://storage.googleapis.com/du-prd/books/images/9781419711329.jpg" "https://storage.googleapis.com/du-prd/books/images/9780590353427.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593379851.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 333 330 328 331 315
## .. .. .. ..$ book_image_height : int [1:5] 500 484 495 500 475
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Tracy Wolff" "written and illustrated by Jeff Kinney" "by J.K. Rowling" "by Holly Jackson" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "written and illustrated by Jeff Kinney" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:21" "2022-02-09 23:05:21" "2022-02-09 23:05:21" "2022-02-09 23:05:21" ...
## .. .. .. ..$ description : chr [1:5] "Grace attends Katmere Academy among supernatural beings." "The travails and challenges of adolescence." "A wizard hones his conjuring skills in the service of fighting evil." "Pippa Fitz-Amobi solves murderous crimes." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "164937061X" "1419749153" "059035342X" "1984896393" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9781649370617" "9781419749155" "9780590353427" "9781984896391" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/e4a9c331-0bb9-5049-ab95-fe26d721ea1f" "nyt://book/59a8e30d-c413-52cd-860e-4eab725bb690" "nyt://book/17005581-f735-545e-acaf-79dcfdd25a1f" "nyt://book/494423b3-84b1-5f41-ae97-b525e4a5245c" ...
## .. .. .. ..$ publisher : chr [1:5] "Entangled Teen" "Amulet" "Scholastic" "Delacorte" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 1 2 3 5
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "CRAVE" "DIARY OF A WIMPY KID" "HARRY POTTER" "A GOOD GIRL'S GUIDE TO MURDER" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:47" "2022-02-10 13:13:47" "2022-02-10 13:13:47" "2022-02-10 13:13:47" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 3 673 672 19 35
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1640638954?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781649370617?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781649370617" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Diary-Wimpy-Kid-Hard-Luck/dp/1419711326?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781419749155?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781419749155" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Harry-Potter-And-Order-Phoenix/dp/0439358078?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780590353427?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780590353427" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593379853?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781984896391?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781984896391" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Heir-Fire-Throne-Glass-Book-ebook/dp/B00I43Z1J0?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781547608553?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781547608553" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/198483603X?tag=NYTBSREV-20" "https://www.amazon.com/dp/1250774152?tag=NYTBSREV-20" "https://www.amazon.com/dp/0062972448?tag=NYTBSREV-20" "https://www.amazon.com/One-Us-Lying-Karen-McManus/dp/1524714682?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Ruta Sepetys" "Dana Schwartz" "Tahereh Mafi" "Karen M. McManus" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9781984836038.jpg" "https://storage.googleapis.com/du-prd/books/images/9781250774156.jpg" "https://storage.googleapis.com/du-prd/books/images/9780062972446.jpg" "https://storage.googleapis.com/du-prd/books/images/9781524714680.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 330 324 331 327 328
## .. .. .. ..$ book_image_height : int [1:5] 500 500 500 495 495
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Ruta Sepetys" "by Dana Schwartz" "by Tahereh Mafi" "by Karen M. McManus" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-09 23:05:22" "2022-02-09 23:05:22" "2022-02-09 23:05:22" "2022-02-09 23:05:22" ...
## .. .. .. ..$ description : chr [1:5] "In 1989, Cristian Florescu is an informant for the secret police in communist Romania." "Hazel and Jack work together to solve a mystery in 19th-century Edinburgh." "A tale inspired by the Persian epic poem the Shahnameh." "For five students, a detour into detention ends in murder." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "198483603X" "None" "0062972448" "1524714682" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9781984836038" "9781250865069" "9780062972446" "9781524714680" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/1f2d9957-af98-558f-b719-5c108845c781" "nyt://book/3e15e030-9a5b-5e00-a4f6-53ebd07daa01" "nyt://book/b2ee8c97-0eac-5411-90c2-bdcba6a258d8" "nyt://book/68977997-3f85-5971-aca2-e80f543b2814" ...
## .. .. .. ..$ publisher : chr [1:5] "Philomel" "Wednesday" "HarperCollins" "Delacorte" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 2 0 1 4
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "I MUST BETRAY YOU" "ANATOMY" "THIS WOVEN KINGDOM" "ONE OF US IS LYING" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-10 13:13:48" "2022-02-10 13:13:48" "2022-02-10 13:13:48" "2022-02-10 13:13:48" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 1 3 1 210 244
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/198483603X?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781984836038?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781984836038" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1250774152?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781250865069?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781250865069" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0062972448?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780062972446?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062972446" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/One-Us-Lying-Karen-McManus/dp/1524714682?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781524714680?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781524714680" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Hate-U-Give-Angie-Thomas/dp/0062498533?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780062498533?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062498533" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/0593135202?tag=NYTBSREV-20" "https://www.amazon.com/dp/1250220254?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593356152?tag=NYTBSREV-20" "https://www.amazon.com/dp/0735222355?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Andy Weir" "Liane Moriarty" "Nita Prose" "Amor Towles" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780593135204.jpg" "https://storage.googleapis.com/du-prd/books/images/9781250220257.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593356159.jpg" "https://storage.googleapis.com/du-prd/books/images/9780735222359.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 331 329 329 331 329
## .. .. .. ..$ book_image_height : int [1:5] 500 500 500 500 500
## .. .. .. ..$ book_review_link : chr [1:5] "https://www.nytimes.com/2021/05/04/books/review/andy-weir-project-hail-mary.html" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Andy Weir" "by Liane Moriarty" "by Nita Prose" "by Amor Towles" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-03 00:05:17" "2022-02-03 00:05:17" "2022-02-03 00:05:17" "2022-02-03 00:05:18" ...
## .. .. .. ..$ description : chr [1:5] "Ryland Grace awakes from a long sleep alone and far from home, and the fate of humanity rests on his shoulders."| __truncated__ "The Delaney siblings suspect their father of causing the disappearance of their mother. Read by Caroline Lee. 1"| __truncated__ "When a wealthy man is found dead in his room, a maid at the Regency Grand Hotel becomes a lead suspect. Read by"| __truncated__ "Two friends who escaped from a juvenile work farm take Emmett Watson on an unexpected journey to New York City "| __truncated__ ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "" "" "0593452682" "0593452100" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "DBKADBL051843" "9781250810700" "9780593452684" "9780593452103" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/844d7f80-4ee0-5a56-b374-e351a6d1dfda" "nyt://book/d324fe6c-6abd-5702-8611-de04f2a3c8d9" "nyt://book/d93df09b-f0a5-594c-bc2d-2ddeb373de53" "nyt://book/6fe304fb-889e-5687-b1cb-c3c2a9200a7e" ...
## .. .. .. ..$ publisher : chr [1:5] "Audible Studios" "Macmillan Audio" "Random House Audio" "Penguin Audio" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 0 0 0 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "PROJECT HAIL MARY" "APPLES NEVER FALL" "THE MAID" "THE LINCOLN HIGHWAY" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-03 00:05:17" "2022-02-03 00:05:17" "2022-02-03 00:05:17" "2022-02-03 00:05:18" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 0 0 0 0 0
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593135202?tag=NYTBSREV-20" "https://du-gae-books-dot-nyt-du-prd.appspot.com/buy?title=PROJECT+HAIL+MARY&author=Andy+Weir&isbn=DBKADBL051843" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fs%2FPROJECT+HAIL+MARY+Andy+Weir" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1250220254?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781250810700?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781250810700" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593356152?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593452684?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593452684" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0735222355?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593452103?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593452103" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0385546025?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593168493?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593168493" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/1984877925?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593139135?tag=NYTBSREV-20" "https://www.amazon.com/dp/0063209780?tag=NYTBSREV-20" "http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Will Smith with Mark Manson" "Matthew McConaughey" "Jamie Raskin" "Bessel van der Kolk" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9781984877925.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593139134.jpg" "https://storage.googleapis.com/du-prd/books/images/9780063209787.jpg" "https://storage.googleapis.com/du-prd/books/images/9780670785933.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 329 392 329 128 331
## .. .. .. ..$ book_image_height : int [1:5] 500 500 500 193 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "https://www.nytimes.com/2018/10/18/books/review/how-to-rewire-your-traumatized-brain.html" ...
## .. .. .. ..$ contributor : chr [1:5] "by Will Smith with Mark Manson" "by Matthew McConaughey" "by Jamie Raskin" "by Bessel van der Kolk" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-03 00:05:09" "2022-02-03 00:05:09" "2022-02-03 00:05:10" "2022-02-03 00:05:10" ...
## .. .. .. ..$ description : chr [1:5] "The actor, producer and musician tells his life story and lessons he learned along the way. Read by Will Smith."| __truncated__ "The Academy Award-winning actor shares snippets from the diaries he kept over the last 35 years. Read by the au"| __truncated__ "The Maryland congressman describes leading the impeachment effort against the former president shortly after hi"| __truncated__ "How trauma affects the body and mind, and innovative treatments for recovery. Read by Sean Pratt. 16 hours, 17 "| __truncated__ ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0593146239" "" "" "" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780593146231" "9780593294185" "9780063209817" "9780593412701" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/cf48c6b5-325d-5433-83c4-f5b1a41e8783" "nyt://book/cdd69a90-455d-5194-8060-86c0df2ea509" "nyt://book/1509742f-4f2c-55c3-aee5-f105e43fe2b0" "nyt://book/fd440b07-1767-5b93-98a2-44dc366d4505" ...
## .. .. .. ..$ publisher : chr [1:5] "Penguin Audio" "Random House Audio" "HarperAudio" "Penguin Audio" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 0 0 0 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "WILL" "GREENLIGHTS" "UNTHINKABLE" "THE BODY KEEPS THE SCORE" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-03 00:05:09" "2022-02-03 00:05:09" "2022-02-03 00:05:10" "2022-02-03 00:05:10" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 0 0 0 0 0
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1984877925?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593146231?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593146231" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593139135?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593294185?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593294185" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0063209780?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780063209817?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780063209817" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/The-Body-Keeps-Score-Healing/dp/0670785938?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593412701?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593412701" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0063076098?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780063076129?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780063076129" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/Atomic-Habits-Proven-Build-Break/dp/0735211299?tag=NYTBSREV-20" "https://www.amazon.com/dp/1982160276?tag=NYTBSREV-20" "https://www.amazon.com/Dare-Lead-Brave-Conversations-Hearts/dp/0399592520?tag=NYTBSREV-20" "https://www.amazon.com/dp/0385545681?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "James Clear" "Ray Dalio" "Brené Brown" "Patrick Radden Keefe" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780735211292.jpg" "https://storage.googleapis.com/du-prd/books/images/9781982160272.jpg" "https://storage.googleapis.com/du-prd/books/images/9780399592522.jpg" "https://storage.googleapis.com/du-prd/books/images/9780385545686.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 328 329 326 329 330
## .. .. .. ..$ book_image_height : int [1:5] 495 500 495 500 490
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by James Clear" "by Ray Dalio" "by Brené Brown" "by Patrick Radden Keefe" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-03 00:05:03" "2022-02-03 00:05:03" "2022-02-03 00:05:03" "2022-02-03 00:05:03" ...
## .. .. .. ..$ description : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0735211299" "1982160276" "0399592520" "0385545681" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780735211292" "9781982160272" "9780399592522" "9780385545686" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/0398a355-c032-534e-a0af-647b06f0840d" "nyt://book/77f8fe6f-3c08-511f-a372-f6746ed09d9d" "nyt://book/e9569270-fe3a-5fe4-a068-7eca3da622e7" "nyt://book/64fe7298-a088-5a32-b100-f9271479c6c5" ...
## .. .. .. ..$ publisher : chr [1:5] "Avery" "Avid Reader" "Random House" "Doubleday" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 0 0 0 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "ATOMIC HABITS" "PRINCIPLES FOR DEALING WITH THE CHANGING WORLD ORDER" "DARE TO LEAD" "EMPIRE OF PAIN" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-03 00:05:03" "2022-02-03 00:05:03" "2022-02-03 00:05:03" "2022-02-03 00:05:03" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 0 0 0 0 0
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Atomic-Habits-Proven-Build-Break/dp/0735211299?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780735211292?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780735211292" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1982160276?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781982160272?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781982160272" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Dare-Lead-Brave-Conversations-Hearts/dp/0399592520?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780399592522?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780399592522" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0385545681?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780385545686?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780385545686" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Thinking-Fast-Slow-Daniel-Kahneman-ebook/dp/B00555X8OA?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780374533557?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780374533557" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/1338784854?tag=NYTBSREV-20" "https://www.amazon.com/dp/1974728382?tag=NYTBSREV-20" "https://www.amazon.com/dp/133873086X?tag=NYTBSREV-20" "https://www.amazon.com/Chainsaw-Man-Vol-1/dp/1974709930?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Dav Pilkey" "Ryoji Hirano" "Tui T. Sutherland." "Tatsuki Fujimoto" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9781338784855.jpg" "https://storage.googleapis.com/du-prd/books/images/9781974728381.jpg" "https://storage.googleapis.com/du-prd/books/images/9781338730852.jpg" "https://storage.googleapis.com/du-prd/books/images/9781974709939.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 338 333 329 333 333
## .. .. .. ..$ book_image_height : int [1:5] 500 500 500 499 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Dav Pilkey" "by Ryoji Hirano" "by Tui T. Sutherland. Illustrated by Mike Holmes" "by Tatsuki Fujimoto" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "Illustrated by Mike Holmes" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-03 00:05:07" "2022-02-03 00:05:07" "2022-02-03 00:05:07" "2022-02-03 00:05:07" ...
## .. .. .. ..$ description : chr [1:5] "The second book in the Cat Kid Comic Club series. Can this cast of characters understand and appreciate one ano"| __truncated__ "Kyojuro fights a demon of the Twelve Kizuki and Giyu meets the daughter of a slain hunter." "The fifth book in the Wings of Fire series. Sunny must decide if her destiny is already set." "A poor young man who was betrayed by someone he once trusted discovers he has the power of a devil inside him." ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "1338784854" "1974728382" "1338730851" "1974709930" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9781338784855" "9781974728381" "9781338730852" "9781974709939" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/7c4a115b-5eee-5d89-b351-59180e21a390" "nyt://book/0ed24764-f70b-5035-87be-9f2c8c763a54" "nyt://book/e0a2498c-c0b0-5961-a123-d731d2936869" "nyt://book/873b6d83-f384-519a-9070-6b27e37869e6" ...
## .. .. .. ..$ publisher : chr [1:5] "Scholastic" "VIZ Media" "Scholastic" "VIZ Media" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 0 0 0 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "PERSPECTIVES" "DEMON SLAYER: KIMETSU NO YAIBA--STORIES OF WATER AND FLAME" "THE BRIGHTEST NIGHT" "CHAINSAW MAN, VOL. 1" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-03 00:05:07" "2022-02-03 00:05:07" "2022-02-03 00:05:07" "2022-02-03 00:05:07" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 0 0 0 0 0
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1338784854?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781338784855?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781338784855" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1974728382?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781974728381?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781974728381" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/133873086X?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781338730852?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781338730852" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Chainsaw-Man-Vol-1/dp/1974709930?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781974709939?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781974709939" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1974720144?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781974720149?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781974720149" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/dp/1250272815?tag=NYTBSREV-20" "https://www.amazon.com/dp/1984821407?tag=NYTBSREV-20" "http://www.amazon.com/Tough-Customer-Novel-Sandra-Brown/dp/1416563113?tag=NYTBSREV-20" "https://www.amazon.com/dp/0593440641?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "J.D. Robb" "Danielle Steel" "Sandra Brown" "Lee Child" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9781250272812.jpg" "https://storage.googleapis.com/du-prd/books/images/9781984821409.jpg" "https://storage.googleapis.com/du-prd/books/images/9781416563105.jpg" "https://storage.googleapis.com/du-prd/books/images/9780593440643.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 329 331 185 279 310
## .. .. .. ..$ book_image_height : int [1:5] 500 500 280 500 500
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by J.D. Robb" "by Danielle Steel" "by Sandra Brown" "by Lee Child" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-03 00:05:12" "2022-02-03 00:05:12" "2022-02-03 00:05:12" "2022-02-03 00:05:13" ...
## .. .. .. ..$ description : chr [1:5] "The 53rd book of the In Death series. The property where a decades-old crime occurred belongs to the homicide d"| __truncated__ "A French author's extramarital relationship affects various members of his wife’s family." "The private investigator Dodge Hanley heads to Texas to save a daughter he has never met, who has become the ob"| __truncated__ "In the first book in the Jack Reacher series, Child’s ex-military investigator is just passing through Margrave"| __truncated__ ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "1250774144" "1984821423" "1982177128" "0593440641" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9781250774149" "9781984821423" "9781982177126" "9780593440643" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/5f6c1870-2ebd-5a00-a0bb-d93f7a740b18" "nyt://book/d7ea5746-580a-51b1-ba64-3837d8f3a182" "nyt://book/d2202772-2b6c-56bd-ab4b-e4030660f80b" "nyt://book/c5cefe0a-f524-50f3-8dbd-71412637d9d0" ...
## .. .. .. ..$ publisher : chr [1:5] "St. Martin's" "Dell" "Pocket Star" "Berkley" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 0 0 0 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "FORGOTTEN IN DEATH" "THE AFFAIR" "TOUGH CUSTOMER" "REACHER: KILLING FLOOR" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-03 00:05:12" "2022-02-03 00:05:12" "2022-02-03 00:05:12" "2022-02-03 00:05:13" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 0 0 0 0 0
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1250272815?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781250774149?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781250774149" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1984821407?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781984821423?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781984821423" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Tough-Customer-Novel-Sandra-Brown/dp/1416563113?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781982177126?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781982177126" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593440641?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593440643?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593440643" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/0593333209?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780593333211?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593333211" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "http://www.amazon.com/Long-Walk-Water-Based-Story/dp/0547577311?tag=NYTBSREV-20" "http://www.amazon.com/The-Only-Ivan-Katherine-Applegate/dp/0061992275?tag=NYTBSREV-20" "http://www.amazon.com/Out-My-Mind-Sharon-Draper/dp/1416971718?tag=NYTBSREV-20" "https://www.amazon.com/Wish-Barbara-OConnor/dp/1250144051?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Linda Sue Park" "Katherine Applegate." "Sharon M. Draper" "Barbara O'Connor" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780547577319.jpg" "https://storage.googleapis.com/du-prd/books/images/9780061992278.jpg" "https://storage.googleapis.com/du-prd/books/images/9781416971719.jpg" "https://storage.googleapis.com/du-prd/books/images/9781250144058.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 328 330 330 330 330
## .. .. .. ..$ book_image_height : int [1:5] 495 466 491 485 480
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Linda Sue Park" "by Katherine Applegate. Illustrated by Patricia Castelao" "by Sharon M. Draper" "by Barbara O'Connor" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "Illustrated by Patricia Castelao" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-03 00:05:05" "2022-02-03 00:05:05" "2022-02-03 00:05:05" "2022-02-03 00:05:05" ...
## .. .. .. ..$ description : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0547577311" "0061992275" "1416971718" "1250144051" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780547577319" "9780061992278" "9781416971719" "9781250144058" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/72728168-095d-521b-90d2-2380bdc74220" "nyt://book/f6738b4d-ccb6-5abe-9fa1-1db4ff0313c0" "nyt://book/82d77c01-610e-563e-8f14-073084cd4a58" "nyt://book/46604242-8624-57d1-bdd4-424c21cde273" ...
## .. .. .. ..$ publisher : chr [1:5] "Clarion" "HarperCollins" "Atheneum" "Square Fish" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 0 0 0 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ title : chr [1:5] "A LONG WALK TO WATER" "THE ONE AND ONLY IVAN" "OUT OF MY MIND" "WISH" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-23 19:28:03" "2022-02-23 19:28:03" "2022-02-23 19:28:03" "2022-02-23 19:28:04" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 0 0 0 0 0
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Long-Walk-Water-Based-Story/dp/0547577311?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780547577319?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780547577319" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/The-Only-Ivan-Katherine-Applegate/dp/0061992275?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780061992278?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780061992278" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Out-My-Mind-Sharon-Draper/dp/1416971718?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781416971719?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781416971719" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Wish-Barbara-OConnor/dp/1250144051?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781250144058?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781250144058" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/Restart-Gordon-Korman/dp/1338053809?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781338053807?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781338053807" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. ..$ :'data.frame': 5 obs. of 25 variables:
## .. .. .. ..$ age_group : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ amazon_product_url : chr [1:5] "https://www.amazon.com/They-Both-Die-at-End/dp/0062457799?tag=NYTBSREV-20" "http://www.amazon.com/We-Were-Liars-E-Lockhart-ebook/dp/B00FPOSDGY?tag=NYTBSREV-20" "http://www.amazon.com/Girl-Pieces-Kathleen-Glasgow/dp/1101934719?tag=NYTBSREV-20" "https://www.amazon.com/dp/1368052401?tag=NYTBSREV-20" ...
## .. .. .. ..$ article_chapter_link: chr [1:5] "" "" "" "" ...
## .. .. .. ..$ author : chr [1:5] "Adam Silvera" "E. Lockhart" "Kathleen Glasgow" "Jennifer Lynn Barnes" ...
## .. .. .. ..$ book_image : chr [1:5] "https://storage.googleapis.com/du-prd/books/images/9780062457790.jpg" "https://storage.googleapis.com/du-prd/books/images/9780375984402.jpg" "https://storage.googleapis.com/du-prd/books/images/9781101934715.jpg" "https://storage.googleapis.com/du-prd/books/images/9780759554085.jpg" ...
## .. .. .. ..$ book_image_width : int [1:5] 327 128 328 331 321
## .. .. .. ..$ book_image_height : int [1:5] 495 194 495 500 495
## .. .. .. ..$ book_review_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ contributor : chr [1:5] "by Adam Silvera" "by E. Lockhart" "by Kathleen Glasgow" "by Jennifer Lynn Barnes" ...
## .. .. .. ..$ contributor_note : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ created_date : chr [1:5] "2022-02-03 00:05:15" "2022-02-03 00:05:15" "2022-02-03 00:05:15" "2022-02-03 00:05:15" ...
## .. .. .. ..$ description : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ first_chapter_link : chr [1:5] "" "" "" "" ...
## .. .. .. ..$ price : chr [1:5] "0.00" "0.00" "0.00" "0.00" ...
## .. .. .. ..$ primary_isbn10 : chr [1:5] "0062457802" "0385741278" "1101934743" "0759555400" ...
## .. .. .. ..$ primary_isbn13 : chr [1:5] "9780062457806" "9780385741279" "9781101934746" "9780759555402" ...
## .. .. .. ..$ book_uri : chr [1:5] "nyt://book/ee569b8a-1b59-5af7-ab27-c6e697978460" "nyt://book/a474c5c9-ee75-5774-bda1-74f7bc37f83b" "nyt://book/4c61a5f1-f0f8-5184-978c-c7056c96a644" "nyt://book/e2abd326-9377-54d9-bf9c-5125478dd1c1" ...
## .. .. .. ..$ publisher : chr [1:5] "Quill Tree" "Ember" "Ember" "Little, Brown" ...
## .. .. .. ..$ rank : int [1:5] 1 2 3 4 5
## .. .. .. ..$ rank_last_week : int [1:5] 0 0 0 0 0
## .. .. .. ..$ sunday_review_link : chr [1:5] "" "https://www.nytimes.com/2014/05/11/books/review/we-were-liars-by-e-lockhart.html" "" "" ...
## .. .. .. ..$ title : chr [1:5] "THEY BOTH DIE AT THE END" "WE WERE LIARS" "GIRL IN PIECES" "THE INHERITANCE GAMES" ...
## .. .. .. ..$ updated_date : chr [1:5] "2022-02-03 00:05:15" "2022-02-03 00:05:15" "2022-02-03 00:05:15" "2022-02-03 00:05:15" ...
## .. .. .. ..$ weeks_on_list : int [1:5] 0 0 0 0 0
## .. .. .. ..$ buy_links :List of 5
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/They-Both-Die-at-End/dp/0062457799?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780062457806?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062457806" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/We-Were-Liars-E-Lockhart-ebook/dp/B00FPOSDGY?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780385741279?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780385741279" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/Girl-Pieces-Kathleen-Glasgow/dp/1101934719?tag=NYTBSREV-20" "https://goto.applebooks.apple/9781101934746?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781101934746" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "https://www.amazon.com/dp/1368052401?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780759555402?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780759555402" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...
## .. .. .. .. ..$ :'data.frame': 6 obs. of 2 variables:
## .. .. .. .. .. ..$ name: chr [1:6] "Amazon" "Apple Books" "Barnes and Noble" "Books-A-Million" ...
## .. .. .. .. .. ..$ url : chr [1:6] "http://www.amazon.com/The-Book-Thief-Markus-Zusak/dp/0375842209?tag=NYTBSREV-20" "https://goto.applebooks.apple/9780375842207?at=10lIEQ" "https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780375842207" "https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-3"| __truncated__ ...Still the data is nested within different list levels. The top selling books are nested within the results lists, list.books. Once I narrowed to results, I take the lists.books, a collection of dataframes and turn it into one object that I will call books.results.
results <- data.frame(overview.content.json$results)
books.results<- results$lists.booksBooks.results has many separate data frames that can be bounded together based on the common rows. After using the rbind function and saving it to books I know exposed the books data and have it all in one data frame.
books <- as.data.frame(do.call(rbind, books.results))
head(books)## age_group
## 1
## 2
## 3
## 4
## 5
## 6
## amazon_product_url
## 1 http://www.amazon.com/Ends-Us-Novel-Colleen-Hoover-ebook/dp/B0176M3U10?tag=NYTBSREV-20
## 2 https://www.amazon.com/dp/1791392792?tag=NYTBSREV-20
## 3 https://www.amazon.com/dp/1501161938?tag=NYTBSREV-20
## 4 http://www.amazon.com/Ugly-Love-Novel-Colleen-Hoover-ebook/dp/B00HB62MC0?tag=NYTBSREV-20
## 5 https://www.amazon.com/dp/0593356152?tag=NYTBSREV-20
## 6 https://www.amazon.com/dp/0063061147?tag=NYTBSREV-20
## article_chapter_link author
## 1 Colleen Hoover
## 2 Colleen Hoover
## 3 Taylor Jenkins Reid
## 4 Colleen Hoover
## 5 Nita Prose
## 6 Peter Schweizer
## book_image
## 1 https://storage.googleapis.com/du-prd/books/images/9781501110375.jpg
## 2 https://storage.googleapis.com/du-prd/books/images/9781791392796.jpg
## 3 https://storage.googleapis.com/du-prd/books/images/9781501161933.jpg
## 4 https://storage.googleapis.com/du-prd/books/images/9781476753195.jpg
## 5 https://storage.googleapis.com/du-prd/books/images/9780593356159.jpg
## 6 https://storage.googleapis.com/du-prd/books/images/9780063061149.jpg
## book_image_width book_image_height book_review_link contributor
## 1 319 495 by Colleen Hoover
## 2 324 500 by Colleen Hoover
## 3 315 500 by Taylor Jenkins Reid
## 4 128 198 by Colleen Hoover
## 5 329 500 by Nita Prose
## 6 331 500 by Peter Schweizer
## contributor_note created_date
## 1 2022-02-09 23:05:26
## 2 2022-02-09 23:05:26
## 3 2022-02-09 23:05:26
## 4 2022-02-09 23:05:26
## 5 2022-02-09 23:05:26
## 6 2022-02-09 23:05:27
## description
## 1 A battered wife raised in a violent home attempts to halt the cycle of abuse.
## 2 Lowen Ashleigh is hired by the husband of an injured writer to complete her popular series and uncovers a horrifying truth.
## 3 A movie icon recounts stories of her loves and career to a struggling magazine writer.
## 4 Tate Collins and Miles Archer, an airline pilot, think they can handle a no strings attached arrangement. But they can't.
## 5 When a wealthy man is found dead in his room, a maid at the Regency Grand Hotel becomes a lead suspect.
## 6 The author of “Profiles in Corruption” portrays a conspiracy of how the Chinese government might infiltrate American institutions.
## first_chapter_link price primary_isbn10 primary_isbn13
## 1 0.00 1501110365 9781501110368
## 2 0.00 1538724731 9781538724736
## 3 0.00 1501161938 9781501161933
## 4 0.00 1476753180 9781476753188
## 5 0.00 0593356160 9780593356166
## 6 0.00 0063061147 9780063061149
## book_uri publisher rank
## 1 nyt://book/e2a3545e-e9cb-5828-9d97-50a798a0e4f6 Atria 1
## 2 nyt://book/013c7729-a1de-5e5c-921a-da43243f9a4a Grand Central 2
## 3 nyt://book/d9511fac-ee44-5a87-9af7-2cd6a6f8f984 Washington Square/Atria 3
## 4 nyt://book/08464a1b-cfd4-5d1b-8898-e206fb95deeb Atria 4
## 5 nyt://book/81594323-4ccf-5cbf-b937-fe0330293a68 Ballantine 5
## 6 nyt://book/84820108-6a1e-596e-8c1a-8067b42e92e5 Harper 1
## rank_last_week sunday_review_link title
## 1 1 IT ENDS WITH US
## 2 2 VERITY
## 3 3 THE SEVEN HUSBANDS OF EVELYN HUGO
## 4 5 UGLY LOVE
## 5 6 THE MAID
## 6 1 RED-HANDED
## updated_date weeks_on_list
## 1 2022-02-10 13:13:52 34
## 2 2022-02-10 13:13:52 9
## 3 2022-02-10 13:13:52 32
## 4 2022-02-10 13:13:52 6
## 5 2022-02-10 13:13:52 5
## 6 2022-02-10 13:13:53 2
## buy_links
## 1 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Ends-Us-Novel-Colleen-Hoover-ebook/dp/B0176M3U10?tag=NYTBSREV-20, https://goto.applebooks.apple/9781501110368?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501110368, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FIT%252BENDS%252BWITH%252BUS%252FColleen%252BHoover%252F9781501110368&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DIT%252BENDS%252BWITH%252BUS%252BColleen%252BHoover, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501110368&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DIT%2BENDS%2BWITH%2BUS, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501110368%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DIT%2BENDS%2BWITH%2BUS%2BColleen%2BHoover%26aff%3DNYT
## 2 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, https://www.amazon.com/dp/1791392792?tag=NYTBSREV-20, https://goto.applebooks.apple/9781538724736?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781538724736, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FVERITY%252FColleen%252BHoover%252F9781538724736&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DVERITY%252BColleen%252BHoover, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781538724736&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DVERITY, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781538724736%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DVERITY%2BColleen%2BHoover%26aff%3DNYT
## 3 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, https://www.amazon.com/dp/1501161938?tag=NYTBSREV-20, https://goto.applebooks.apple/9781501161933?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501161933, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BSEVEN%252BHUSBANDS%252BOF%252BEVELYN%252BHUGO%252FTaylor%252BJenkins%252BReid%252F9781501161933&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BSEVEN%252BHUSBANDS%252BOF%252BEVELYN%252BHUGO%252BTaylor%252BJenkins%252BReid, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781501161933&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BSEVEN%2BHUSBANDS%2BOF%2BEVELYN%2BHUGO, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781501161933%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BSEVEN%2BHUSBANDS%2BOF%2BEVELYN%2BHUGO%2BTaylor%2BJenkins%2BReid%26aff%3DNYT
## 4 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, http://www.amazon.com/Ugly-Love-Novel-Colleen-Hoover-ebook/dp/B00HB62MC0?tag=NYTBSREV-20, https://goto.applebooks.apple/9781476753188?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476753188, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FUGLY%252BLOVE%252FColleen%252BHoover%252F9781476753188&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DUGLY%252BLOVE%252BColleen%252BHoover, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9781476753188&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DUGLY%2BLOVE, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9781476753188%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DUGLY%2BLOVE%2BColleen%2BHoover%26aff%3DNYT
## 5 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, https://www.amazon.com/dp/0593356152?tag=NYTBSREV-20, https://goto.applebooks.apple/9780593356166?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780593356166, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FTHE%252BMAID%252FNita%252BProse%252F9780593356166&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DTHE%252BMAID%252BNita%252BProse, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780593356166&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DTHE%2BMAID, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780593356166%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DTHE%2BMAID%2BNita%2BProse%26aff%3DNYT
## 6 Amazon, Apple Books, Barnes and Noble, Books-A-Million, Bookshop, IndieBound, https://www.amazon.com/dp/0063061147?tag=NYTBSREV-20, https://goto.applebooks.apple/9780063061149?at=10lIEQ, https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780063061149, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fp%252FRED-HANDED%252FPeter%252BSchweizer%252F9780063061149&url2=https%3A%2F%2Fwww.anrdoezrs.net%2Fclick-7990613-35140%3Furl%3Dhttps%253A%252F%252Fwww.booksamillion.com%252Fsearch%253Fquery%253DRED-HANDED%252BPeter%252BSchweizer, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fbookshop.org%2Fa%2F3546%2F9780063061149&url2=https%3A%2F%2Fbookshop.org%2Fbooks%3Faffiliate%3D3546%26keywords%3DRED-HANDED, https://du-gae-books-dot-nyt-du-prd.appspot.com/redirect?url1=https%3A%2F%2Fwww.indiebound.org%2Fbook%2F9780063061149%3Faff%3DNYT&url2=https%3A%2F%2Fwww.indiebound.org%2Fsearch%2Fbook%3Fkeys%3DRED-HANDED%2BPeter%2BSchweizer%26aff%3DNYTBooks has 90 observations, and has information about the top authors, the book title, the description for their books and so on.
books %>% select(title, weeks_on_list) %>% slice_max(books$weeks_on_list)## title weeks_on_list
## 1 DIARY OF A WIMPY KID 673As of February of 2022, the Diary of the Wimpy Kid has been on the best selling list for 673 weeks.
By using the httr library and accessing the raw data of the book API, we are able to get the responses. Cleaning the response is as simple as accessing the content and read in the JSON data. The data may be nested however, so accessing the individual data involves indexing based on the column value.
By following these steps I was able to find the most popular authors and the book that achieved the most weeks on the best sellers list.