Exercises/HW/Week4/API_NY_Times_Books.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "from config import NY_BOOKS_API_KEY #import API\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Link : https://developer.nytimes.com/docs/books-product/1/overview\n",
    "\n",
    "About Books API : The Books API provides information about book reviews and The New York Times Best Sellers lists."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "url= \"https://api.nytimes.com/svc/books/v3/lists/current/hardcover-fiction.json?api-key=\"+NY_BOOKS_API_KEY\n",
    " #Use \"current\" for {date} to get the latest list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "response=requests.get(url).json() #to turn json format "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': 'OK',\n",
       " 'copyright': 'Copyright (c) 2023 The New York Times Company.  All Rights Reserved.',\n",
       " 'num_results': 15,\n",
       " 'last_modified': '2023-12-20T23:44:48-05:00',\n",
       " 'results': {'list_name': 'Hardcover Fiction',\n",
       "  'list_name_encoded': 'hardcover-fiction',\n",
       "  'bestsellers_date': '2023-12-16',\n",
       "  'published_date': '2023-12-31',\n",
       "  'published_date_description': 'latest',\n",
       "  'next_published_date': '',\n",
       "  'previous_published_date': '2023-12-24',\n",
       "  'display_name': 'Hardcover Fiction',\n",
       "  'normal_list_ends_at': 15,\n",
       "  'updated': 'WEEKLY',\n",
       "  'books': [{'rank': 1,\n",
       "    'rank_last_week': 1,\n",
       "    'weeks_on_list': 32,\n",
       "    'asterisk': 0,\n",
       "    'dagger': 0,\n",
       "    'primary_isbn10': '1649374046',\n",
       "    'primary_isbn13': '9781649374042',\n",
       "    'publisher': 'Red Tower',\n",
       "    'description': 'Violet Sorrengail is urged by the commanding general, who also is her mother, to become a candidate for the elite dragon riders.',\n",
       "    'price': '0.00',\n",
       "    'title': 'FOURTH WING',\n",
       "    'author': 'Rebecca Yarros',\n",
       "    'contributor': 'by Rebecca Yarros',\n",
       "    'contributor_note': '',\n",
       "    'book_image': 'https://storage.googleapis.com/du-prd/books/images/9781649374042.jpg',\n",
       "    'book_image_width': 309,\n",
       "    'book_image_height': 500,\n",
       "    'amazon_product_url': 'https://www.amazon.com/dp/1649374046?tag=NYTBSREV-20',\n",
       "    'age_group': '',\n",
       "    'book_review_link': '',\n",
       "    'first_chapter_link': '',\n",
       "    'sunday_review_link': '',\n",
       "    'article_chapter_link': '',\n",
       "    'isbns': [{'isbn10': '1649374046', 'isbn13': '9781649374042'},\n",
       "     {'isbn10': '1649374089', 'isbn13': '9781649374080'},\n",
       "     {'isbn10': '1705085059', 'isbn13': '9781705085059'},\n",
       "     {'isbn10': '1705085032', 'isbn13': '9781705085035'},\n",
       "     {'isbn10': '1649376162', 'isbn13': '9781649376169'}],\n",
       "    'buy_links': [{'name': 'Amazon',\n",
       "      'url': 'https://www.amazon.com/dp/1649374046?tag=NYTBSREV-20'},\n",
       "     {'name': 'Apple Books',\n",
       "      'url': 'https://goto.applebooks.apple/9781649374042?at=10lIEQ'},\n",
       "     {'name': 'Barnes and Noble',\n",
       "      'url': 'https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781649374042'},\n",
       "     {'name': 'Books-A-Million',\n",
       "      'url': 'https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FFOURTH%2BWING%2FRebecca%2BYarros%2F9781649374042'},\n",
       "     {'name': 'Bookshop', 'url': 'https://bookshop.org/a/3546/9781649374042'},\n",
       "     {'name': 'IndieBound',\n",
       "      'url': 'https://www.indiebound.org/book/9781649374042?aff=NYT'}],\n",
       "    'book_uri': 'nyt://book/106c2cf0-7d20-51b1-bad4-91c3ebcd131a'},\n",
       "   {'rank': 2,\n",
       "    'rank_last_week': 3,\n",
       "    'weeks_on_list': 17,\n",
       "    'asterisk': 0,\n",
       "    'dagger': 0,\n",
       "    'primary_isbn10': '0593422945',\n",
       "    'primary_isbn13': '9780593422946',\n",
       "    'publisher': 'Riverhead',\n",
       "    'description': 'Secrets held by the residents of a dilapidated neighborhood come to life when a skeleton is found at the bottom of a well.',\n",
       "    'price': '0.00',\n",
       "    'title': 'THE HEAVEN & EARTH GROCERY STORE',\n",
       "    'author': 'James McBride',\n",
       "    'contributor': 'by James McBride',\n",
       "    'contributor_note': '',\n",
       "    'book_image': 'https://storage.googleapis.com/du-prd/books/images/9780593422946.jpg',\n",
       "    'book_image_width': 331,\n",
       "    'book_image_height': 500,\n",
       "    'amazon_product_url': 'https://www.amazon.com/dp/0593422945?tag=NYTBSREV-20',\n",
       "    'age_group': '',\n",
       "    'book_review_link': '',\n",
       "    'first_chapter_link': '',\n",
       "    'sunday_review_link': '',\n",
       "    'article_chapter_link': '',\n",
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       "     {'isbn10': '0593422961', 'isbn13': '9780593422960'},\n",
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       "     {'isbn10': '0593684141', 'isbn13': '9780593684146'}],\n",
       "    'buy_links': [{'name': 'Amazon',\n",
       "      'url': 'https://www.amazon.com/dp/0593422945?tag=NYTBSREV-20'},\n",
       "     {'name': 'Apple Books',\n",
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       "     {'name': 'Books-A-Million',\n",
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       "     {'name': 'Bookshop', 'url': 'https://bookshop.org/a/3546/9780593422946'},\n",
       "     {'name': 'IndieBound',\n",
       "      'url': 'https://www.indiebound.org/book/9780593422946?aff=NYT'}],\n",
       "    'book_uri': 'nyt://book/7d47b076-7ad7-539c-a051-6664384636b9'},\n",
       "   {'rank': 3,\n",
       "    'rank_last_week': 2,\n",
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       "    'primary_isbn10': '1649374178',\n",
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       "    'publisher': 'Red Tower',\n",
       "    'description': 'The second book in the Empyrean series. Violet Sorrengail’s next round of training might require her to betray the man she loves.',\n",
       "    'price': '0.00',\n",
       "    'title': 'IRON FLAME',\n",
       "    'author': 'Rebecca Yarros',\n",
       "    'contributor': 'by Rebecca Yarros',\n",
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       "     {'isbn10': '1705085083', 'isbn13': '9781705085080'}],\n",
       "    'buy_links': [{'name': 'Amazon',\n",
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       "     {'name': 'Apple Books',\n",
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       "    'book_uri': 'nyt://book/d3c570c9-3c3a-5c8b-a740-85ea5e92bfc9'},\n",
       "   {'rank': 4,\n",
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       "    'weeks_on_list': 9,\n",
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       "    'publisher': 'Doubleday',\n",
       "    'description': 'In a sequel to “The Firm,” Mitch McDeere, who is now a partner at the world’s largest law firm, gets caught up in a sinister plot.',\n",
       "    'price': '0.00',\n",
       "    'title': 'THE EXCHANGE',\n",
       "    'author': 'John Grisham',\n",
       "    'contributor': 'by John Grisham',\n",
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       "    'book_image': 'https://storage.googleapis.com/du-prd/books/images/9780385548953.jpg',\n",
       "    'book_image_width': 329,\n",
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       "    'amazon_product_url': 'https://www.amazon.com/dp/0385548958?tag=NYTBSREV-20',\n",
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       "    'buy_links': [{'name': 'Amazon',\n",
       "      'url': 'https://www.amazon.com/dp/0385548958?tag=NYTBSREV-20'},\n",
       "     {'name': 'Apple Books',\n",
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       "     {'name': 'Barnes and Noble',\n",
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       "    'book_uri': 'nyt://book/52c31163-754f-58c8-90d8-ea1f297f7030'},\n",
       "   {'rank': 5,\n",
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       "    'primary_isbn10': '038554734X',\n",
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       "    'publisher': 'Doubleday',\n",
       "    'description': 'A scientist and single mother living in California in the 1960s becomes a star on a TV cooking show.',\n",
       "    'price': '0.00',\n",
       "    'title': 'LESSONS IN CHEMISTRY',\n",
       "    'author': 'Bonnie Garmus',\n",
       "    'contributor': 'by Bonnie Garmus',\n",
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       "    'book_image': 'https://storage.googleapis.com/du-prd/books/images/9780385547345.jpg',\n",
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       "    'amazon_product_url': 'https://www.amazon.com/dp/038554734X?tag=NYTBSREV-20',\n",
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       "    'buy_links': [{'name': 'Amazon',\n",
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       "     {'name': 'Apple Books',\n",
       "      'url': 'https://goto.applebooks.apple/9780385547345?at=10lIEQ'},\n",
       "     {'name': 'Barnes and Noble',\n",
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       "    'book_uri': 'nyt://book/717e0ead-9782-567d-af27-d9a6cfb1856f'},\n",
       "   {'rank': 6,\n",
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       "    'primary_isbn10': '0062406655',\n",
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       "    'publisher': 'Harper',\n",
       "    'description': 'The actions of an 11-year-old boy help facilitate the delivery of Jewish residents, including his family, to Auschwitz.',\n",
       "    'price': '0.00',\n",
       "    'title': 'THE LITTLE LIAR',\n",
       "    'author': 'Mitch Albom',\n",
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       "    'description': 'The private detective Holly Gibney investigates whether a married pair of octogenarian academics had anything to do with Bonnie Dahl’s disappearance.',\n",
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       "    'title': 'HOLLY',\n",
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       " 'corrections': []}"
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     "metadata": {},
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  {
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       "  'weeks_on_list': 59,\n",
       "  'asterisk': 0,\n",
       "  'dagger': 0,\n",
       "  'primary_isbn10': '0063251922',\n",
       "  'primary_isbn13': '9780063251922',\n",
       "  'publisher': 'Harper',\n",
       "  'description': 'Winner of a 2023 Pulitzer Prize for fiction. A reimagining of Charles Dickens’s “David Copperfield” set in the mountains of southern Appalachia.',\n",
       "  'price': '0.00',\n",
       "  'title': 'DEMON COPPERHEAD',\n",
       "  'author': 'Barbara Kingsolver',\n",
       "  'contributor': 'by Barbara Kingsolver',\n",
       "  'contributor_note': '',\n",
       "  'book_image': 'https://storage.googleapis.com/du-prd/books/images/9780063251922.jpg',\n",
       "  'book_image_width': 329,\n",
       "  'book_image_height': 500,\n",
       "  'amazon_product_url': 'https://www.amazon.com/dp/0063251922?tag=NYTBSREV-20',\n",
       "  'age_group': '',\n",
       "  'book_review_link': '',\n",
       "  'first_chapter_link': '',\n",
       "  'sunday_review_link': '',\n",
       "  'article_chapter_link': '',\n",
       "  'isbns': [{'isbn10': '0063251922', 'isbn13': '9780063251922'},\n",
       "   {'isbn10': '006325199X', 'isbn13': '9780063251991'},\n",
       "   {'isbn10': '0063251981', 'isbn13': '9780063251984'}],\n",
       "  'buy_links': [{'name': 'Amazon',\n",
       "    'url': 'https://www.amazon.com/dp/0063251922?tag=NYTBSREV-20'},\n",
       "   {'name': 'Apple Books',\n",
       "    'url': 'https://goto.applebooks.apple/9780063251922?at=10lIEQ'},\n",
       "   {'name': 'Barnes and Noble',\n",
       "    'url': 'https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780063251922'},\n",
       "   {'name': 'Books-A-Million',\n",
       "    'url': 'https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FDEMON%2BCOPPERHEAD%2FBarbara%2BKingsolver%2F9780063251922'},\n",
       "   {'name': 'Bookshop', 'url': 'https://bookshop.org/a/3546/9780063251922'},\n",
       "   {'name': 'IndieBound',\n",
       "    'url': 'https://www.indiebound.org/book/9780063251922?aff=NYT'}],\n",
       "  'book_uri': 'nyt://book/dd6e4f9d-d082-552d-b888-7276a25b5aca'},\n",
       " {'rank': 13,\n",
       "  'rank_last_week': 0,\n",
       "  'weeks_on_list': 29,\n",
       "  'asterisk': 0,\n",
       "  'dagger': 0,\n",
       "  'primary_isbn10': '0063204150',\n",
       "  'primary_isbn13': '9780063204157',\n",
       "  'publisher': 'Ecco',\n",
       "  'description': 'A widow working the night shift at the Sowell Bay Aquarium is aided in solving a mystery by a giant Pacific octopus living there.',\n",
       "  'price': '0.00',\n",
       "  'title': 'REMARKABLY BRIGHT CREATURES',\n",
       "  'author': 'Shel Van Pelt',\n",
       "  'contributor': 'by Shelby Van Pelt',\n",
       "  'contributor_note': '',\n",
       "  'book_image': 'https://storage.googleapis.com/du-prd/books/images/9780063204157.jpg',\n",
       "  'book_image_width': 329,\n",
       "  'book_image_height': 500,\n",
       "  'amazon_product_url': 'https://www.amazon.com/dp/0063204150?tag=NYTBSREV-20',\n",
       "  'age_group': '',\n",
       "  'book_review_link': '',\n",
       "  'first_chapter_link': '',\n",
       "  'sunday_review_link': '',\n",
       "  'article_chapter_link': '',\n",
       "  'isbns': [{'isbn10': '0063204150', 'isbn13': '9780063204157'},\n",
       "   {'isbn10': '0063204185', 'isbn13': '9780063204188'},\n",
       "   {'isbn10': '0063204169', 'isbn13': '9780063204164'}],\n",
       "  'buy_links': [{'name': 'Amazon',\n",
       "    'url': 'https://www.amazon.com/dp/0063204150?tag=NYTBSREV-20'},\n",
       "   {'name': 'Apple Books',\n",
       "    'url': 'https://goto.applebooks.apple/9780063204157?at=10lIEQ'},\n",
       "   {'name': 'Barnes and Noble',\n",
       "    'url': 'https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780063204157'},\n",
       "   {'name': 'Books-A-Million',\n",
       "    'url': 'https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FREMARKABLY%2BBRIGHT%2BCREATURES%2FShel%2BVan%2BPelt%2F9780063204157'},\n",
       "   {'name': 'Bookshop', 'url': 'https://bookshop.org/a/3546/9780063204157'},\n",
       "   {'name': 'IndieBound',\n",
       "    'url': 'https://www.indiebound.org/book/9780063204157?aff=NYT'}],\n",
       "  'book_uri': 'nyt://book/206a5e83-12f4-5ea9-8e63-1da5470a6ef5'},\n",
       " {'rank': 14,\n",
       "  'rank_last_week': 12,\n",
       "  'weeks_on_list': 6,\n",
       "  'asterisk': 0,\n",
       "  'dagger': 0,\n",
       "  'primary_isbn10': '0316563765',\n",
       "  'primary_isbn13': '9780316563765',\n",
       "  'publisher': 'Little, Brown',\n",
       "  'description': 'The seventh book in the Lincoln Lawyer series. Haller and Bosch team up to prove the innocence of a woman in prison for killing her husband.',\n",
       "  'price': '0.00',\n",
       "  'title': 'RESURRECTION WALK',\n",
       "  'author': 'Michael Connelly',\n",
       "  'contributor': 'by Michael Connelly',\n",
       "  'contributor_note': '',\n",
       "  'book_image': 'https://storage.googleapis.com/du-prd/books/images/9780316563765.jpg',\n",
       "  'book_image_width': 323,\n",
       "  'book_image_height': 500,\n",
       "  'amazon_product_url': 'https://www.amazon.com/dp/0316563765?tag=NYTBSREV-20',\n",
       "  'age_group': '',\n",
       "  'book_review_link': '',\n",
       "  'first_chapter_link': '',\n",
       "  'sunday_review_link': '',\n",
       "  'article_chapter_link': '',\n",
       "  'isbns': [{'isbn10': '0316563765', 'isbn13': '9780316563765'},\n",
       "   {'isbn10': '0316570362', 'isbn13': '9780316570367'},\n",
       "   {'isbn10': '0316563781', 'isbn13': '9780316563789'},\n",
       "   {'isbn10': '1668632349', 'isbn13': '9781668632345'}],\n",
       "  'buy_links': [{'name': 'Amazon',\n",
       "    'url': 'https://www.amazon.com/dp/0316563765?tag=NYTBSREV-20'},\n",
       "   {'name': 'Apple Books',\n",
       "    'url': 'https://goto.applebooks.apple/9780316563765?at=10lIEQ'},\n",
       "   {'name': 'Barnes and Noble',\n",
       "    'url': 'https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9780316563765'},\n",
       "   {'name': 'Books-A-Million',\n",
       "    'url': 'https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FRESURRECTION%2BWALK%2FMichael%2BConnelly%2F9780316563765'},\n",
       "   {'name': 'Bookshop', 'url': 'https://bookshop.org/a/3546/9780316563765'},\n",
       "   {'name': 'IndieBound',\n",
       "    'url': 'https://www.indiebound.org/book/9780316563765?aff=NYT'}],\n",
       "  'book_uri': 'nyt://book/3af358b2-2032-509d-8671-530701feb683'},\n",
       " {'rank': 15,\n",
       "  'rank_last_week': 0,\n",
       "  'weeks_on_list': 6,\n",
       "  'asterisk': 0,\n",
       "  'dagger': 0,\n",
       "  'primary_isbn10': '1984818589',\n",
       "  'primary_isbn13': '9781984818584',\n",
       "  'publisher': 'Delacorte',\n",
       "  'description': 'The 28th book in the Jack Reacher series. It’s 1992 and Reacher looks into the cause of a string of mysterious deaths.',\n",
       "  'price': '0.00',\n",
       "  'title': 'THE SECRET',\n",
       "  'author': 'Lee Child and Andrew Child',\n",
       "  'contributor': 'by Lee Child and Andrew Child',\n",
       "  'contributor_note': '',\n",
       "  'book_image': 'https://storage.googleapis.com/du-prd/books/images/9781984818584.jpg',\n",
       "  'book_image_width': 331,\n",
       "  'book_image_height': 500,\n",
       "  'amazon_product_url': 'https://www.amazon.com/dp/1984818589?tag=NYTBSREV-20',\n",
       "  'age_group': '',\n",
       "  'book_review_link': '',\n",
       "  'first_chapter_link': '',\n",
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       "  'article_chapter_link': '',\n",
       "  'isbns': [{'isbn10': '1984818589', 'isbn13': '9781984818584'},\n",
       "   {'isbn10': '1984818597', 'isbn13': '9781984818591'},\n",
       "   {'isbn10': '0593452801', 'isbn13': '9780593452806'},\n",
       "   {'isbn10': '0593452798', 'isbn13': '9780593452790'}],\n",
       "  'buy_links': [{'name': 'Amazon',\n",
       "    'url': 'https://www.amazon.com/dp/1984818589?tag=NYTBSREV-20'},\n",
       "   {'name': 'Apple Books',\n",
       "    'url': 'https://goto.applebooks.apple/9781984818584?at=10lIEQ'},\n",
       "   {'name': 'Barnes and Noble',\n",
       "    'url': 'https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781984818584'},\n",
       "   {'name': 'Books-A-Million',\n",
       "    'url': 'https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FTHE%2BSECRET%2FLee%2BChild%2Band%2BAndrew%2BChild%2F9781984818584'},\n",
       "   {'name': 'Bookshop', 'url': 'https://bookshop.org/a/3546/9781984818584'},\n",
       "   {'name': 'IndieBound',\n",
       "    'url': 'https://www.indiebound.org/book/9781984818584?aff=NYT'}],\n",
       "  'book_uri': 'nyt://book/79b1b510-2afb-5239-80ed-2e9f392d7817'}]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response['results']['books']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'rank': 1,\n",
       " 'rank_last_week': 1,\n",
       " 'weeks_on_list': 32,\n",
       " 'asterisk': 0,\n",
       " 'dagger': 0,\n",
       " 'primary_isbn10': '1649374046',\n",
       " 'primary_isbn13': '9781649374042',\n",
       " 'publisher': 'Red Tower',\n",
       " 'description': 'Violet Sorrengail is urged by the commanding general, who also is her mother, to become a candidate for the elite dragon riders.',\n",
       " 'price': '0.00',\n",
       " 'title': 'FOURTH WING',\n",
       " 'author': 'Rebecca Yarros',\n",
       " 'contributor': 'by Rebecca Yarros',\n",
       " 'contributor_note': '',\n",
       " 'book_image': 'https://storage.googleapis.com/du-prd/books/images/9781649374042.jpg',\n",
       " 'book_image_width': 309,\n",
       " 'book_image_height': 500,\n",
       " 'amazon_product_url': 'https://www.amazon.com/dp/1649374046?tag=NYTBSREV-20',\n",
       " 'age_group': '',\n",
       " 'book_review_link': '',\n",
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       "  {'isbn10': '1649374089', 'isbn13': '9781649374080'},\n",
       "  {'isbn10': '1705085059', 'isbn13': '9781705085059'},\n",
       "  {'isbn10': '1705085032', 'isbn13': '9781705085035'},\n",
       "  {'isbn10': '1649376162', 'isbn13': '9781649376169'}],\n",
       " 'buy_links': [{'name': 'Amazon',\n",
       "   'url': 'https://www.amazon.com/dp/1649374046?tag=NYTBSREV-20'},\n",
       "  {'name': 'Apple Books',\n",
       "   'url': 'https://goto.applebooks.apple/9781649374042?at=10lIEQ'},\n",
       "  {'name': 'Barnes and Noble',\n",
       "   'url': 'https://www.anrdoezrs.net/click-7990613-11819508?url=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2F%3Fean%3D9781649374042'},\n",
       "  {'name': 'Books-A-Million',\n",
       "   'url': 'https://www.anrdoezrs.net/click-7990613-35140?url=https%3A%2F%2Fwww.booksamillion.com%2Fp%2FFOURTH%2BWING%2FRebecca%2BYarros%2F9781649374042'},\n",
       "  {'name': 'Bookshop', 'url': 'https://bookshop.org/a/3546/9781649374042'},\n",
       "  {'name': 'IndieBound',\n",
       "   'url': 'https://www.indiebound.org/book/9781649374042?aff=NYT'}],\n",
       " 'book_uri': 'nyt://book/106c2cf0-7d20-51b1-bad4-91c3ebcd131a'}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response['results']['books'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'FOURTH WING'"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response['results']['books'][0]['title']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define function to obtain dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "def book_information(df): \n",
    "    for book_info in response['results']['books']:\n",
    "        Title=book_info['title']\n",
    "        Publisher=book_info['publisher']\n",
    "        Description=book_info['description']\n",
    "        Author=book_info['author']\n",
    "        Amazon_url=book_info['amazon_product_url']\n",
    "        First_chapter_Link=book_info['first_chapter_link']\n",
    "        Age_Group=book_info['age_group']\n",
    "       \n",
    "        # save in pandas df\n",
    "        df = df._append({\n",
    "            \"title\": Title,\n",
    "            \"publisher\": Publisher,\n",
    "            \"description\": Description,\n",
    "            \"author\": Author,\n",
    "            \"amazon_product_url\":Amazon_url,\n",
    "            \"first_chapter_link\":First_chapter_Link,\n",
    "            \"age_group\":Age_Group},\n",
    "        ignore_index = True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(columns=[\"title\", \"publisher\", \"description\", \"author\", \"amazon_product_url\",\"first_chapter_link\",\"age_group\"]) \n",
    "Book_info_df = book_information(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>publisher</th>\n",
       "      <th>description</th>\n",
       "      <th>author</th>\n",
       "      <th>amazon_product_url</th>\n",
       "      <th>first_chapter_link</th>\n",
       "      <th>age_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FOURTH WING</td>\n",
       "      <td>Red Tower</td>\n",
       "      <td>Violet Sorrengail is urged by the commanding g...</td>\n",
       "      <td>Rebecca Yarros</td>\n",
       "      <td>https://www.amazon.com/dp/1649374046?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>THE HEAVEN &amp; EARTH GROCERY STORE</td>\n",
       "      <td>Riverhead</td>\n",
       "      <td>Secrets held by the residents of a dilapidated...</td>\n",
       "      <td>James McBride</td>\n",
       "      <td>https://www.amazon.com/dp/0593422945?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>IRON FLAME</td>\n",
       "      <td>Red Tower</td>\n",
       "      <td>The second book in the Empyrean series. Violet...</td>\n",
       "      <td>Rebecca Yarros</td>\n",
       "      <td>https://www.amazon.com/dp/1649374178?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>THE EXCHANGE</td>\n",
       "      <td>Doubleday</td>\n",
       "      <td>In a sequel to “The Firm,” Mitch McDeere, who ...</td>\n",
       "      <td>John Grisham</td>\n",
       "      <td>https://www.amazon.com/dp/0385548958?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LESSONS IN CHEMISTRY</td>\n",
       "      <td>Doubleday</td>\n",
       "      <td>A scientist and single mother living in Califo...</td>\n",
       "      <td>Bonnie Garmus</td>\n",
       "      <td>https://www.amazon.com/dp/038554734X?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>THE LITTLE LIAR</td>\n",
       "      <td>Harper</td>\n",
       "      <td>The actions of an 11-year-old boy help facilit...</td>\n",
       "      <td>Mitch Albom</td>\n",
       "      <td>https://www.amazon.com/dp/0062406655?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>HOLLY</td>\n",
       "      <td>Scribner</td>\n",
       "      <td>The private detective Holly Gibney investigate...</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>https://www.amazon.com/dp/1668016133?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TOM LAKE</td>\n",
       "      <td>Harper</td>\n",
       "      <td>Three daughters, who return to their family or...</td>\n",
       "      <td>Ann Patchett</td>\n",
       "      <td>https://www.amazon.com/dp/006332752X?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ALEX CROSS MUST DIE</td>\n",
       "      <td>Little, Brown</td>\n",
       "      <td>The 32nd book in the Alex Cross series. When a...</td>\n",
       "      <td>James Patterson</td>\n",
       "      <td>https://www.amazon.com/dp/0316402486?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>THE EDGE</td>\n",
       "      <td>Grand Central</td>\n",
       "      <td>The second book in the 6:20 Man series. Travis...</td>\n",
       "      <td>David Baldacci</td>\n",
       "      <td>https://www.amazon.com/dp/1538719916?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>THE COVENANT OF WATER</td>\n",
       "      <td>Grove</td>\n",
       "      <td>Three generations of a family living on South ...</td>\n",
       "      <td>Abraham Verghese</td>\n",
       "      <td>https://www.amazon.com/dp/0802162177?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>DEMON COPPERHEAD</td>\n",
       "      <td>Harper</td>\n",
       "      <td>Winner of a 2023 Pulitzer Prize for fiction. A...</td>\n",
       "      <td>Barbara Kingsolver</td>\n",
       "      <td>https://www.amazon.com/dp/0063251922?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>REMARKABLY BRIGHT CREATURES</td>\n",
       "      <td>Ecco</td>\n",
       "      <td>A widow working the night shift at the Sowell ...</td>\n",
       "      <td>Shel Van Pelt</td>\n",
       "      <td>https://www.amazon.com/dp/0063204150?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>RESURRECTION WALK</td>\n",
       "      <td>Little, Brown</td>\n",
       "      <td>The seventh book in the Lincoln Lawyer series....</td>\n",
       "      <td>Michael Connelly</td>\n",
       "      <td>https://www.amazon.com/dp/0316563765?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>THE SECRET</td>\n",
       "      <td>Delacorte</td>\n",
       "      <td>The 28th book in the Jack Reacher series. It’s...</td>\n",
       "      <td>Lee Child and Andrew Child</td>\n",
       "      <td>https://www.amazon.com/dp/1984818589?tag=NYTBS...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               title      publisher  \\\n",
       "0                        FOURTH WING      Red Tower   \n",
       "1   THE HEAVEN & EARTH GROCERY STORE      Riverhead   \n",
       "2                         IRON FLAME      Red Tower   \n",
       "3                       THE EXCHANGE      Doubleday   \n",
       "4               LESSONS IN CHEMISTRY      Doubleday   \n",
       "5                    THE LITTLE LIAR         Harper   \n",
       "6                              HOLLY       Scribner   \n",
       "7                           TOM LAKE         Harper   \n",
       "8                ALEX CROSS MUST DIE  Little, Brown   \n",
       "9                           THE EDGE  Grand Central   \n",
       "10             THE COVENANT OF WATER          Grove   \n",
       "11                  DEMON COPPERHEAD         Harper   \n",
       "12       REMARKABLY BRIGHT CREATURES           Ecco   \n",
       "13                 RESURRECTION WALK  Little, Brown   \n",
       "14                        THE SECRET      Delacorte   \n",
       "\n",
       "                                          description  \\\n",
       "0   Violet Sorrengail is urged by the commanding g...   \n",
       "1   Secrets held by the residents of a dilapidated...   \n",
       "2   The second book in the Empyrean series. Violet...   \n",
       "3   In a sequel to “The Firm,” Mitch McDeere, who ...   \n",
       "4   A scientist and single mother living in Califo...   \n",
       "5   The actions of an 11-year-old boy help facilit...   \n",
       "6   The private detective Holly Gibney investigate...   \n",
       "7   Three daughters, who return to their family or...   \n",
       "8   The 32nd book in the Alex Cross series. When a...   \n",
       "9   The second book in the 6:20 Man series. Travis...   \n",
       "10  Three generations of a family living on South ...   \n",
       "11  Winner of a 2023 Pulitzer Prize for fiction. A...   \n",
       "12  A widow working the night shift at the Sowell ...   \n",
       "13  The seventh book in the Lincoln Lawyer series....   \n",
       "14  The 28th book in the Jack Reacher series. It’s...   \n",
       "\n",
       "                        author  \\\n",
       "0               Rebecca Yarros   \n",
       "1                James McBride   \n",
       "2               Rebecca Yarros   \n",
       "3                 John Grisham   \n",
       "4                Bonnie Garmus   \n",
       "5                  Mitch Albom   \n",
       "6                 Stephen King   \n",
       "7                 Ann Patchett   \n",
       "8              James Patterson   \n",
       "9               David Baldacci   \n",
       "10            Abraham Verghese   \n",
       "11          Barbara Kingsolver   \n",
       "12               Shel Van Pelt   \n",
       "13            Michael Connelly   \n",
       "14  Lee Child and Andrew Child   \n",
       "\n",
       "                                   amazon_product_url first_chapter_link  \\\n",
       "0   https://www.amazon.com/dp/1649374046?tag=NYTBS...                      \n",
       "1   https://www.amazon.com/dp/0593422945?tag=NYTBS...                      \n",
       "2   https://www.amazon.com/dp/1649374178?tag=NYTBS...                      \n",
       "3   https://www.amazon.com/dp/0385548958?tag=NYTBS...                      \n",
       "4   https://www.amazon.com/dp/038554734X?tag=NYTBS...                      \n",
       "5   https://www.amazon.com/dp/0062406655?tag=NYTBS...                      \n",
       "6   https://www.amazon.com/dp/1668016133?tag=NYTBS...                      \n",
       "7   https://www.amazon.com/dp/006332752X?tag=NYTBS...                      \n",
       "8   https://www.amazon.com/dp/0316402486?tag=NYTBS...                      \n",
       "9   https://www.amazon.com/dp/1538719916?tag=NYTBS...                      \n",
       "10  https://www.amazon.com/dp/0802162177?tag=NYTBS...                      \n",
       "11  https://www.amazon.com/dp/0063251922?tag=NYTBS...                      \n",
       "12  https://www.amazon.com/dp/0063204150?tag=NYTBS...                      \n",
       "13  https://www.amazon.com/dp/0316563765?tag=NYTBS...                      \n",
       "14  https://www.amazon.com/dp/1984818589?tag=NYTBS...                      \n",
       "\n",
       "   age_group  \n",
       "0             \n",
       "1             \n",
       "2             \n",
       "3             \n",
       "4             \n",
       "5             \n",
       "6             \n",
       "7             \n",
       "8             \n",
       "9             \n",
       "10            \n",
       "11            \n",
       "12            \n",
       "13            \n",
       "14            "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Book_info_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Frame Visualisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "author\n",
       "Rebecca Yarros                2\n",
       "James McBride                 1\n",
       "John Grisham                  1\n",
       "Bonnie Garmus                 1\n",
       "Mitch Albom                   1\n",
       "Stephen King                  1\n",
       "Ann Patchett                  1\n",
       "James Patterson               1\n",
       "David Baldacci                1\n",
       "Abraham Verghese              1\n",
       "Barbara Kingsolver            1\n",
       "Shel Van Pelt                 1\n",
       "Michael Connelly              1\n",
       "Lee Child and Andrew Child    1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Book_info_df[\"author\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='author'>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Book_info_df[\"author\"].value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher\n",
       "Harper           3\n",
       "Red Tower        2\n",
       "Doubleday        2\n",
       "Little, Brown    2\n",
       "Riverhead        1\n",
       "Scribner         1\n",
       "Grand Central    1\n",
       "Grove            1\n",
       "Ecco             1\n",
       "Delacorte        1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Book_info_df[\"publisher\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='count'>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Book_info_df[\"publisher\"].value_counts().plot.pie()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}