library(jsonlite)
library(DT)

API

url <- "https://api.nytimes.com/svc/books/v3/lists/names.json?api-key="

#retriving the data from the API, JSON file
data <- fromJSON(paste(url,api_key,sep = "") , flatten = T)

#checking the format of the data
str(data)
## List of 4
##  $ status     : chr "OK"
##  $ copyright  : chr "Copyright (c) 2019 The New York Times Company.  All Rights Reserved."
##  $ num_results: int 55
##  $ results    :'data.frame': 55 obs. of  6 variables:
##   ..$ list_name            : chr [1:55] "Combined Print and E-Book Fiction" "Combined Print and E-Book Nonfiction" "Hardcover Fiction" "Hardcover Nonfiction" ...
##   ..$ display_name         : chr [1:55] "Combined Print & E-Book Fiction" "Combined Print & E-Book Nonfiction" "Hardcover Fiction" "Hardcover Nonfiction" ...
##   ..$ list_name_encoded    : chr [1:55] "combined-print-and-e-book-fiction" "combined-print-and-e-book-nonfiction" "hardcover-fiction" "hardcover-nonfiction" ...
##   ..$ oldest_published_date: chr [1:55] "2011-02-13" "2011-02-13" "2008-06-08" "2008-06-08" ...
##   ..$ newest_published_date: chr [1:55] "2019-04-07" "2019-04-07" "2019-04-07" "2019-04-07" ...
##   ..$ updated              : chr [1:55] "WEEKLY" "WEEKLY" "WEEKLY" "WEEKLY" ...
#putting the data on a Dataframe
data <- as.data.frame(data)

Datatable

#using datatable
#List of reviews of best selling books
datatable(data[3:9])

Health book API

url <- "https://api.nytimes.com/svc/books/v3/lists/current/Health.json?api-key="

#retriving the data from the API, JSON file
data <- fromJSON(paste(url,api_key,sep = "") , flatten = T)

#checking the format of the data
str(data)
## List of 5
##  $ status       : chr "OK"
##  $ copyright    : chr "Copyright (c) 2019 The New York Times Company.  All Rights Reserved."
##  $ num_results  : int 10
##  $ last_modified: chr "2017-03-21T13:38:01-04:00"
##  $ results      :List of 12
##   ..$ list_name                 : chr "Health"
##   ..$ list_name_encoded         : chr "health"
##   ..$ bestsellers_date          : chr "2016-12-31"
##   ..$ published_date            : chr "2017-01-15"
##   ..$ published_date_description: chr "latest"
##   ..$ next_published_date       : chr ""
##   ..$ previous_published_date   : chr "2016-12-01"
##   ..$ display_name              : chr "Health"
##   ..$ normal_list_ends_at       : int 10
##   ..$ updated                   : chr "MONTHLY"
##   ..$ books                     :'data.frame':   10 obs. of  25 variables:
##   .. ..$ rank                : int [1:10] 1 2 3 4 5 6 7 8 9 10
##   .. ..$ rank_last_week      : int [1:10] 0 0 0 0 0 0 0 0 0 0
##   .. ..$ weeks_on_list       : int [1:10] 0 0 0 0 0 0 0 0 0 0
##   .. ..$ asterisk            : int [1:10] 0 0 0 0 0 0 0 0 0 0
##   .. ..$ dagger              : int [1:10] 0 0 0 0 0 0 0 0 0 0
##   .. ..$ primary_isbn10      : chr [1:10] "081298840X" "0062457713" "0544854411" "1939457599" ...
##   .. ..$ primary_isbn13      : chr [1:10] "9780812988406" "9780062457714" "9780544854413" "9781939457592" ...
##   .. ..$ publisher           : chr [1:10] "Random House" "HarperOne/HarperCollins" "Houghton Mifflin Harcourt" "Ghost Mountain" ...
##   .. ..$ description         : chr [1:10] "A memoir by a physician who received a diagnosis of Stage IV lung cancer at the age of 36." "A blogger argues that we should stop striving to be positive at all times and instead become better at handling adversity." "Recipes for the Whole30 program of nonprocessed whole foods and no grains, dairy or sugar." "The doctor and talk-show host promotes an eating plan that includes improving \"gut health.\"" ...
##   .. ..$ price               : int [1:10] 0 0 0 0 0 0 0 0 0 0
##   .. ..$ title               : chr [1:10] "WHEN BREATH BECOMES AIR" "THE SUBTLE ART OF NOT GIVING A ----------" "THE WHOLE30 COOKBOOK" "THE LOSE YOUR BELLY DIET" ...
##   .. ..$ author              : chr [1:10] "Paul Kalanithi" "Mark Manson" "Melissa Hartwig" "Travis Stork" ...
##   .. ..$ contributor         : chr [1:10] "by Paul Kalanithi" "by Mark Manson" "by Melissa Hartwig" "by Travis Stork" ...
##   .. ..$ contributor_note    : chr [1:10] "" "" "" "" ...
##   .. ..$ book_image          : chr [1:10] "https://s1.nyt.com/du/books/images/9780812988413.jpg" "https://s1.nyt.com/du/books/images/9780062457714.jpg" "https://s1.nyt.com/du/books/images/9780544854413.jpg" "https://s1.nyt.com/du/books/images/9781939457592.jpg" ...
##   .. ..$ book_image_width    : int [1:10] 330 330 330 330 326 330 330 326 321 328
##   .. ..$ book_image_height   : int [1:10] 488 495 372 495 495 410 409 495 495 495
##   .. ..$ amazon_product_url  : chr [1:10] "http://www.amazon.com/When-Breath-Becomes-Paul-Kalanithi-ebook/dp/B00XSSYR50?tag=NYTBS-20" "http://www.amazon.com/Subtle-Art-Not-Giving-Counterintuitive/dp/0062457713?tag=NYTBS-20" "https://www.amazon.com/Whole30-Cookbook-Delicious-Totally-Compliant/dp/0544854411?tag=NYTBS-20" "https://www.amazon.com/Lose-Your-Belly-Diet-Change/dp/1939457599?tag=NYTBS-20" ...
##   .. ..$ age_group           : chr [1:10] "" "" "" "" ...
##   .. ..$ book_review_link    : chr [1:10] "" "" "" "" ...
##   .. ..$ first_chapter_link  : chr [1:10] "" "" "" "" ...
##   .. ..$ sunday_review_link  : chr [1:10] "" "" "" "" ...
##   .. ..$ article_chapter_link: chr [1:10] "" "" "" "" ...
##   .. ..$ isbns               :List of 10
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:3] "081298840X" "0812988418" "1410487857"
##   .. .. .. ..$ isbn13: chr [1:3] "9780812988406" "9780812988413" "9781410487858"
##   .. .. ..$ :'data.frame':   4 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:4] "0062457713" "006245773X" "0062899147" "0062641549"
##   .. .. .. ..$ isbn13: chr [1:4] "9780062457714" "9780062457738" "9780062899149" "9780062641540"
##   .. .. ..$ :'data.frame':   2 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:2] "0544854411" "0544854446"
##   .. .. .. ..$ isbn13: chr [1:2] "9780544854413" "9780544854444"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:3] "1939457599" "1939457602" "1939457610"
##   .. .. .. ..$ isbn13: chr [1:3] "9781939457592" "9781939457608" "9781939457615"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:3] "1476733503" "1476733538" "147673352X"
##   .. .. .. ..$ isbn13: chr [1:3] "9781476733500" "9781476733531" "9781476733524"
##   .. .. ..$ :'data.frame':   1 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr "1401948324"
##   .. .. .. ..$ isbn13: chr "9781401948320"
##   .. .. ..$ :'data.frame':   2 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:2] "1501100653" "1501100661"
##   .. .. .. ..$ isbn13: chr [1:2] "9781501100659" "9781501100666"
##   .. .. ..$ :'data.frame':   2 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:2] "0345547985" "0345548000"
##   .. .. .. ..$ isbn13: chr [1:2] "9780345547989" "9780345548009"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:3] "0982301820" "1501100114" "1501100106"
##   .. .. .. ..$ isbn13: chr [1:3] "9780982301821" "9781501100116" "9781501100109"
##   .. .. ..$ :'data.frame':   8 obs. of  2 variables:
##   .. .. .. ..$ isbn10: chr [1:8] "0805095152" "1427244235" "1410478122" "1514732998" ...
##   .. .. .. ..$ isbn13: chr [1:8] "9780805095159" "9781427244239" "9781410478122" "9781514732991" ...
##   .. ..$ buy_links           :List of 10
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9780812988406?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780812988406" "http://www.amazon.com/When-Breath-Becomes-Paul-Kalanithi-ebook/dp/B00XSSYR50?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9780062457714?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062457714" "http://www.amazon.com/Subtle-Art-Not-Giving-Counterintuitive/dp/0062457713?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9780544854413?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780544854413" "https://www.amazon.com/Whole30-Cookbook-Delicious-Totally-Compliant/dp/0544854411?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9781939457592?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781939457592" "https://www.amazon.com/Lose-Your-Belly-Diet-Change/dp/1939457599?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9781476733500?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476733500" "http://www.amazon.com/Gene-Intimate-History-Siddhartha-Mukherjee-ebook/dp/B017I25DCC?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9781401948320?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781401948320" "https://www.amazon.com/Medical-Medium-Life-Changing-Foods-Vegetables/dp/1401948324?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9781501100659?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501100659" "https://www.amazon.com/Green-Smoothies-Life-JJ-Smith/dp/1501100653?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9780345547989?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780345547989" "https://www.amazon.com/Zero-Sugar-Diet-Flatten-Cravings/dp/0345547985?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9781501100109?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501100109" "http://www.amazon.com/10-Day-Green-Smoothie-Cleanse-Smith/dp/1501100106?tag=NYTBS-20"
##   .. .. ..$ :'data.frame':   3 obs. of  2 variables:
##   .. .. .. ..$ name: chr [1:3] "Local Booksellers" "Barnes and Noble" "Amazon"
##   .. .. .. ..$ url : chr [1:3] "http://www.indiebound.org/book/9780805095159?aff=NYT" "http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780805095159" "http://www.amazon.com/Being-Mortal-Medicine-What-Matters/dp/0805095152?tag=NYTBS-20"
##   ..$ corrections               : list()
#putting the data on a Dataframe
data <- as.data.frame(unlist(data$results))

Health book data

#List of health books section 
str(data)
## 'data.frame':    362 obs. of  1 variable:
##  $ unlist(data$results): Factor w/ 183 levels "","0","0062457713",..: 116 115 39 40 162 1 38 116 16 168 ...
data
##                                                                                                           unlist(data$results)
## 1                                                                                                                       Health
## 2                                                                                                                       health
## 3                                                                                                                   2016-12-31
## 4                                                                                                                   2017-01-15
## 5                                                                                                                       latest
## 6                                                                                                                             
## 7                                                                                                                   2016-12-01
## 8                                                                                                                       Health
## 9                                                                                                                           10
## 10                                                                                                                     MONTHLY
## 11                                                                                                                           1
## 12                                                                                                                           2
## 13                                                                                                                           3
## 14                                                                                                                           4
## 15                                                                                                                           5
## 16                                                                                                                           6
## 17                                                                                                                           7
## 18                                                                                                                           8
## 19                                                                                                                           9
## 20                                                                                                                          10
## 21                                                                                                                           0
## 22                                                                                                                           0
## 23                                                                                                                           0
## 24                                                                                                                           0
## 25                                                                                                                           0
## 26                                                                                                                           0
## 27                                                                                                                           0
## 28                                                                                                                           0
## 29                                                                                                                           0
## 30                                                                                                                           0
## 31                                                                                                                           0
## 32                                                                                                                           0
## 33                                                                                                                           0
## 34                                                                                                                           0
## 35                                                                                                                           0
## 36                                                                                                                           0
## 37                                                                                                                           0
## 38                                                                                                                           0
## 39                                                                                                                           0
## 40                                                                                                                           0
## 41                                                                                                                           0
## 42                                                                                                                           0
## 43                                                                                                                           0
## 44                                                                                                                           0
## 45                                                                                                                           0
## 46                                                                                                                           0
## 47                                                                                                                           0
## 48                                                                                                                           0
## 49                                                                                                                           0
## 50                                                                                                                           0
## 51                                                                                                                           0
## 52                                                                                                                           0
## 53                                                                                                                           0
## 54                                                                                                                           0
## 55                                                                                                                           0
## 56                                                                                                                           0
## 57                                                                                                                           0
## 58                                                                                                                           0
## 59                                                                                                                           0
## 60                                                                                                                           0
## 61                                                                                                                  081298840X
## 62                                                                                                                  0062457713
## 63                                                                                                                  0544854411
## 64                                                                                                                  1939457599
## 65                                                                                                                  1476733503
## 66                                                                                                                  1401948324
## 67                                                                                                                  1501100653
## 68                                                                                                                  0345547985
## 69                                                                                                                  1501100106
## 70                                                                                                                  0805095152
## 71                                                                                                               9780812988406
## 72                                                                                                               9780062457714
## 73                                                                                                               9780544854413
## 74                                                                                                               9781939457592
## 75                                                                                                               9781476733500
## 76                                                                                                               9781401948320
## 77                                                                                                               9781501100659
## 78                                                                                                               9780345547989
## 79                                                                                                               9781501100109
## 80                                                                                                               9780805095159
## 81                                                                                                                Random House
## 82                                                                                                     HarperOne/HarperCollins
## 83                                                                                                   Houghton Mifflin Harcourt
## 84                                                                                                              Ghost Mountain
## 85                                                                                                                    Scribner
## 86                                                                                                                   Hay House
## 87                                                                                                                       Atria
## 88                                                                                                                  Ballantine
## 89                                                                                                                       Atria
## 90                                                                                                           Metropolitan/Holt
## 91                                  A memoir by a physician who received a diagnosis of Stage IV lung cancer at the age of 36.
## 92  A blogger argues that we should stop striving to be positive at all times and instead become better at handling adversity.
## 93                                  Recipes for the Whole30 program of nonprocessed whole foods and no grains, dairy or sugar.
## 94                                 The doctor and talk-show host promotes an eating plan that includes improving "gut health."
## 95   An overview of the history and science of genetics by the Pulitzer Prize-winning author of “The Emperor of All Maladies.”
## 96                       Unconventional advice about 50 foods, the symptoms and conditions they can help relieve, and recipes.
## 97                                           A 30-day plan for weight loss that includes recipes for meals and special treats.
## 98                A 14-day plan for cutting out all sugar and using protein and fiber to slow the absorption of carbohydrates.
## 99                              Beverages of combined leafy greens and fruits are the basis for a weight loss and health plan.
## 100       The surgeon and New Yorker writer considers how doctors fail patients at the end of life and how they can do better.
## 101                                                                                                                          0
## 102                                                                                                                          0
## 103                                                                                                                          0
## 104                                                                                                                          0
## 105                                                                                                                          0
## 106                                                                                                                          0
## 107                                                                                                                          0
## 108                                                                                                                          0
## 109                                                                                                                          0
## 110                                                                                                                          0
## 111                                                                                                    WHEN BREATH BECOMES AIR
## 112                                                                                  THE SUBTLE ART OF NOT GIVING A ----------
## 113                                                                                                       THE WHOLE30 COOKBOOK
## 114                                                                                                   THE LOSE YOUR BELLY DIET
## 115                                                                                                                   THE GENE
## 116                                                                                         MEDICAL MEDIUM LIFE-CHANGING FOODS
## 117                                                                                                   GREEN SMOOTHIES FOR LIFE
## 118                                                                                                        THE ZERO SUGAR DIET
## 119                                                                                              10-DAY GREEN SMOOTHIE CLEANSE
## 120                                                                                                               BEING MORTAL
## 121                                                                                                             Paul Kalanithi
## 122                                                                                                                Mark Manson
## 123                                                                                                            Melissa Hartwig
## 124                                                                                                               Travis Stork
## 125                                                                                                       Siddhartha Mukherjee
## 126                                                                                                            Anthony William
## 127                                                                                                                  J J Smith
## 128                                                                                       David Zinczenko with Stephen Perrine
## 129                                                                                                                  J J Smith
## 130                                                                                                               Atul Gawande
## 131                                                                                                          by Paul Kalanithi
## 132                                                                                                             by Mark Manson
## 133                                                                                                         by Melissa Hartwig
## 134                                                                                                            by Travis Stork
## 135                                                                                                    by Siddhartha Mukherjee
## 136                                                                                                         by Anthony William
## 137                                                                                                             by J. J. Smith
## 138                                                                                    by David Zinczenko with Stephen Perrine
## 139                                                                                                             by J. J. Smith
## 140                                                                                                            by Atul Gawande
## 141                                                                                                                           
## 142                                                                                                                           
## 143                                                                                                                           
## 144                                                                                                                           
## 145                                                                                                                           
## 146                                                                                                                           
## 147                                                                                                                           
## 148                                                                                                                           
## 149                                                                                                                           
## 150                                                                                                                           
## 151                                                                       https://s1.nyt.com/du/books/images/9780812988413.jpg
## 152                                                                       https://s1.nyt.com/du/books/images/9780062457714.jpg
## 153                                                                       https://s1.nyt.com/du/books/images/9780544854413.jpg
## 154                                                                       https://s1.nyt.com/du/books/images/9781939457592.jpg
## 155                                                                       https://s1.nyt.com/du/books/images/9781476733531.jpg
## 156                                                                       https://s1.nyt.com/du/books/images/9781401948320.jpg
## 157                                                                       https://s1.nyt.com/du/books/images/9781501100659.jpg
## 158                                                                       https://s1.nyt.com/du/books/images/9780345547989.jpg
## 159                                                                       https://s1.nyt.com/du/books/images/9781501100109.jpg
## 160                                                                       https://s1.nyt.com/du/books/images/9780805095159.jpg
## 161                                                                                                                        330
## 162                                                                                                                        330
## 163                                                                                                                        330
## 164                                                                                                                        330
## 165                                                                                                                        326
## 166                                                                                                                        330
## 167                                                                                                                        330
## 168                                                                                                                        326
## 169                                                                                                                        321
## 170                                                                                                                        328
## 171                                                                                                                        488
## 172                                                                                                                        495
## 173                                                                                                                        372
## 174                                                                                                                        495
## 175                                                                                                                        495
## 176                                                                                                                        410
## 177                                                                                                                        409
## 178                                                                                                                        495
## 179                                                                                                                        495
## 180                                                                                                                        495
## 181                                  http://www.amazon.com/When-Breath-Becomes-Paul-Kalanithi-ebook/dp/B00XSSYR50?tag=NYTBS-20
## 182                                    http://www.amazon.com/Subtle-Art-Not-Giving-Counterintuitive/dp/0062457713?tag=NYTBS-20
## 183                             https://www.amazon.com/Whole30-Cookbook-Delicious-Totally-Compliant/dp/0544854411?tag=NYTBS-20
## 184                                              https://www.amazon.com/Lose-Your-Belly-Diet-Change/dp/1939457599?tag=NYTBS-20
## 185                          http://www.amazon.com/Gene-Intimate-History-Siddhartha-Mukherjee-ebook/dp/B017I25DCC?tag=NYTBS-20
## 186                            https://www.amazon.com/Medical-Medium-Life-Changing-Foods-Vegetables/dp/1401948324?tag=NYTBS-20
## 187                                            https://www.amazon.com/Green-Smoothies-Life-JJ-Smith/dp/1501100653?tag=NYTBS-20
## 188                                         https://www.amazon.com/Zero-Sugar-Diet-Flatten-Cravings/dp/0345547985?tag=NYTBS-20
## 189                                       http://www.amazon.com/10-Day-Green-Smoothie-Cleanse-Smith/dp/1501100106?tag=NYTBS-20
## 190                                        http://www.amazon.com/Being-Mortal-Medicine-What-Matters/dp/0805095152?tag=NYTBS-20
## 191                                                                                                                           
## 192                                                                                                                           
## 193                                                                                                                           
## 194                                                                                                                           
## 195                                                                                                                           
## 196                                                                                                                           
## 197                                                                                                                           
## 198                                                                                                                           
## 199                                                                                                                           
## 200                                                                                                                           
## 201                                                                                                                           
## 202                                                                                                                           
## 203                                                                                                                           
## 204                                                                                                                           
## 205                                      https://www.nytimes.com/2016/05/15/books/review/the-gene-by-siddhartha-mukherjee.html
## 206                                                                                                                           
## 207                                                                                                                           
## 208                                                                                                                           
## 209                                                                                                                           
## 210                                                  https://www.nytimes.com/2014/10/17/arts/being-mortal-by-atul-gawande.html
## 211                                                                                                                           
## 212                                                                                                                           
## 213                                                                                                                           
## 214                                                                                                                           
## 215                                                                                                                           
## 216                                                                                                                           
## 217                                                                                                                           
## 218                                                                                                                           
## 219                                                                                                                           
## 220                                                                                                                           
## 221                                                                                                                           
## 222                                                                                                                           
## 223                                                                                                                           
## 224                                                                                                                           
## 225                                                                                                                           
## 226                                                                                                                           
## 227                                                                                                                           
## 228                                                                                                                           
## 229                                                                                                                           
## 230                                      https://www.nytimes.com/2014/11/09/books/review/atul-gawande-being-mortal-review.html
## 231                                                                                                                           
## 232                                                                                                                           
## 233                                                                                                                           
## 234                                                                                                                           
## 235                                                                                                                           
## 236                                                                                                                           
## 237                                                                                                                           
## 238                                                                                                                           
## 239                                                                                                                           
## 240                                                                                                                           
## 241                                                                                                                 081298840X
## 242                                                                                                                 0812988418
## 243                                                                                                                 1410487857
## 244                                                                                                              9780812988406
## 245                                                                                                              9780812988413
## 246                                                                                                              9781410487858
## 247                                                                                                                 0062457713
## 248                                                                                                                 006245773X
## 249                                                                                                                 0062899147
## 250                                                                                                                 0062641549
## 251                                                                                                              9780062457714
## 252                                                                                                              9780062457738
## 253                                                                                                              9780062899149
## 254                                                                                                              9780062641540
## 255                                                                                                                 0544854411
## 256                                                                                                                 0544854446
## 257                                                                                                              9780544854413
## 258                                                                                                              9780544854444
## 259                                                                                                                 1939457599
## 260                                                                                                                 1939457602
## 261                                                                                                                 1939457610
## 262                                                                                                              9781939457592
## 263                                                                                                              9781939457608
## 264                                                                                                              9781939457615
## 265                                                                                                                 1476733503
## 266                                                                                                                 1476733538
## 267                                                                                                                 147673352X
## 268                                                                                                              9781476733500
## 269                                                                                                              9781476733531
## 270                                                                                                              9781476733524
## 271                                                                                                                 1401948324
## 272                                                                                                              9781401948320
## 273                                                                                                                 1501100653
## 274                                                                                                                 1501100661
## 275                                                                                                              9781501100659
## 276                                                                                                              9781501100666
## 277                                                                                                                 0345547985
## 278                                                                                                                 0345548000
## 279                                                                                                              9780345547989
## 280                                                                                                              9780345548009
## 281                                                                                                                 0982301820
## 282                                                                                                                 1501100114
## 283                                                                                                                 1501100106
## 284                                                                                                              9780982301821
## 285                                                                                                              9781501100116
## 286                                                                                                              9781501100109
## 287                                                                                                                 0805095152
## 288                                                                                                                 1427244235
## 289                                                                                                                 1410478122
## 290                                                                                                                 1514732998
## 291                                                                                                                 1250081246
## 292                                                                                                                 1250076226
## 293                                                                                                                 1594139245
## 294                                                                                                                 1427244243
## 295                                                                                                              9780805095159
## 296                                                                                                              9781427244239
## 297                                                                                                              9781410478122
## 298                                                                                                              9781514732991
## 299                                                                                                              9781250081247
## 300                                                                                                              9781250076229
## 301                                                                                                              9781594139246
## 302                                                                                                              9781427244246
## 303                                                                                                          Local Booksellers
## 304                                                                                                           Barnes and Noble
## 305                                                                                                                     Amazon
## 306                                                                       http://www.indiebound.org/book/9780812988406?aff=NYT
## 307       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780812988406
## 308                                  http://www.amazon.com/When-Breath-Becomes-Paul-Kalanithi-ebook/dp/B00XSSYR50?tag=NYTBS-20
## 309                                                                                                          Local Booksellers
## 310                                                                                                           Barnes and Noble
## 311                                                                                                                     Amazon
## 312                                                                       http://www.indiebound.org/book/9780062457714?aff=NYT
## 313       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780062457714
## 314                                    http://www.amazon.com/Subtle-Art-Not-Giving-Counterintuitive/dp/0062457713?tag=NYTBS-20
## 315                                                                                                          Local Booksellers
## 316                                                                                                           Barnes and Noble
## 317                                                                                                                     Amazon
## 318                                                                       http://www.indiebound.org/book/9780544854413?aff=NYT
## 319       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780544854413
## 320                             https://www.amazon.com/Whole30-Cookbook-Delicious-Totally-Compliant/dp/0544854411?tag=NYTBS-20
## 321                                                                                                          Local Booksellers
## 322                                                                                                           Barnes and Noble
## 323                                                                                                                     Amazon
## 324                                                                       http://www.indiebound.org/book/9781939457592?aff=NYT
## 325       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781939457592
## 326                                              https://www.amazon.com/Lose-Your-Belly-Diet-Change/dp/1939457599?tag=NYTBS-20
## 327                                                                                                          Local Booksellers
## 328                                                                                                           Barnes and Noble
## 329                                                                                                                     Amazon
## 330                                                                       http://www.indiebound.org/book/9781476733500?aff=NYT
## 331       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781476733500
## 332                          http://www.amazon.com/Gene-Intimate-History-Siddhartha-Mukherjee-ebook/dp/B017I25DCC?tag=NYTBS-20
## 333                                                                                                          Local Booksellers
## 334                                                                                                           Barnes and Noble
## 335                                                                                                                     Amazon
## 336                                                                       http://www.indiebound.org/book/9781401948320?aff=NYT
## 337       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781401948320
## 338                            https://www.amazon.com/Medical-Medium-Life-Changing-Foods-Vegetables/dp/1401948324?tag=NYTBS-20
## 339                                                                                                          Local Booksellers
## 340                                                                                                           Barnes and Noble
## 341                                                                                                                     Amazon
## 342                                                                       http://www.indiebound.org/book/9781501100659?aff=NYT
## 343       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501100659
## 344                                            https://www.amazon.com/Green-Smoothies-Life-JJ-Smith/dp/1501100653?tag=NYTBS-20
## 345                                                                                                          Local Booksellers
## 346                                                                                                           Barnes and Noble
## 347                                                                                                                     Amazon
## 348                                                                       http://www.indiebound.org/book/9780345547989?aff=NYT
## 349       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780345547989
## 350                                         https://www.amazon.com/Zero-Sugar-Diet-Flatten-Cravings/dp/0345547985?tag=NYTBS-20
## 351                                                                                                          Local Booksellers
## 352                                                                                                           Barnes and Noble
## 353                                                                                                                     Amazon
## 354                                                                       http://www.indiebound.org/book/9781501100109?aff=NYT
## 355       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781501100109
## 356                                       http://www.amazon.com/10-Day-Green-Smoothie-Cleanse-Smith/dp/1501100106?tag=NYTBS-20
## 357                                                                                                          Local Booksellers
## 358                                                                                                           Barnes and Noble
## 359                                                                                                                     Amazon
## 360                                                                       http://www.indiebound.org/book/9780805095159?aff=NYT
## 361       http://www.anrdoezrs.net/click-7990613-11819508?url=http%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780805095159
## 362                                        http://www.amazon.com/Being-Mortal-Medicine-What-Matters/dp/0805095152?tag=NYTBS-20