webscraping with toscrape.com(quotes).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import bs4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_url = 'http://quotes.toscrape.com/page/1/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = requests.get(base_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup = bs4.BeautifulSoup(res.text,'lxml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<title>Quotes to Scrape</title>\n",
       "<link href=\"/static/bootstrap.min.css\" rel=\"stylesheet\"/>\n",
       "<link href=\"/static/main.css\" rel=\"stylesheet\"/>\n",
       "</head>\n",
       "<body>\n",
       "<div class=\"container\">\n",
       "<div class=\"row header-box\">\n",
       "<div class=\"col-md-8\">\n",
       "<h1>\n",
       "<a href=\"/\" style=\"text-decoration: none\">Quotes to Scrape</a>\n",
       "</h1>\n",
       "</div>\n",
       "<div class=\"col-md-4\">\n",
       "<p>\n",
       "<a href=\"/login\">Login</a>\n",
       "</p>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"row\">\n",
       "<div class=\"col-md-8\">\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">Albert Einstein</small>\n",
       "<a href=\"/author/Albert-Einstein\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"change,deep-thoughts,thinking,world\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/change/page/1/\">change</a>\n",
       "<a class=\"tag\" href=\"/tag/deep-thoughts/page/1/\">deep-thoughts</a>\n",
       "<a class=\"tag\" href=\"/tag/thinking/page/1/\">thinking</a>\n",
       "<a class=\"tag\" href=\"/tag/world/page/1/\">world</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“It is our choices, Harry, that show what we truly are, far more than our abilities.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">J.K. Rowling</small>\n",
       "<a href=\"/author/J-K-Rowling\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"abilities,choices\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/abilities/page/1/\">abilities</a>\n",
       "<a class=\"tag\" href=\"/tag/choices/page/1/\">choices</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“There are only two ways to live your life. One is as though nothing is a miracle. The other is as though everything is a miracle.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">Albert Einstein</small>\n",
       "<a href=\"/author/Albert-Einstein\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"inspirational,life,live,miracle,miracles\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/inspirational/page/1/\">inspirational</a>\n",
       "<a class=\"tag\" href=\"/tag/life/page/1/\">life</a>\n",
       "<a class=\"tag\" href=\"/tag/live/page/1/\">live</a>\n",
       "<a class=\"tag\" href=\"/tag/miracle/page/1/\">miracle</a>\n",
       "<a class=\"tag\" href=\"/tag/miracles/page/1/\">miracles</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“The person, be it gentleman or lady, who has not pleasure in a good novel, must be intolerably stupid.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">Jane Austen</small>\n",
       "<a href=\"/author/Jane-Austen\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"aliteracy,books,classic,humor\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/aliteracy/page/1/\">aliteracy</a>\n",
       "<a class=\"tag\" href=\"/tag/books/page/1/\">books</a>\n",
       "<a class=\"tag\" href=\"/tag/classic/page/1/\">classic</a>\n",
       "<a class=\"tag\" href=\"/tag/humor/page/1/\">humor</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“Imperfection is beauty, madness is genius and it's better to be absolutely ridiculous than absolutely boring.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">Marilyn Monroe</small>\n",
       "<a href=\"/author/Marilyn-Monroe\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"be-yourself,inspirational\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/be-yourself/page/1/\">be-yourself</a>\n",
       "<a class=\"tag\" href=\"/tag/inspirational/page/1/\">inspirational</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“Try not to become a man of success. Rather become a man of value.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">Albert Einstein</small>\n",
       "<a href=\"/author/Albert-Einstein\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"adulthood,success,value\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/adulthood/page/1/\">adulthood</a>\n",
       "<a class=\"tag\" href=\"/tag/success/page/1/\">success</a>\n",
       "<a class=\"tag\" href=\"/tag/value/page/1/\">value</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“It is better to be hated for what you are than to be loved for what you are not.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">André Gide</small>\n",
       "<a href=\"/author/Andre-Gide\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"life,love\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/life/page/1/\">life</a>\n",
       "<a class=\"tag\" href=\"/tag/love/page/1/\">love</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“I have not failed. I've just found 10,000 ways that won't work.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">Thomas A. Edison</small>\n",
       "<a href=\"/author/Thomas-A-Edison\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"edison,failure,inspirational,paraphrased\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/edison/page/1/\">edison</a>\n",
       "<a class=\"tag\" href=\"/tag/failure/page/1/\">failure</a>\n",
       "<a class=\"tag\" href=\"/tag/inspirational/page/1/\">inspirational</a>\n",
       "<a class=\"tag\" href=\"/tag/paraphrased/page/1/\">paraphrased</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“A woman is like a tea bag; you never know how strong it is until it's in hot water.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">Eleanor Roosevelt</small>\n",
       "<a href=\"/author/Eleanor-Roosevelt\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"misattributed-eleanor-roosevelt\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/misattributed-eleanor-roosevelt/page/1/\">misattributed-eleanor-roosevelt</a>\n",
       "</div>\n",
       "</div>\n",
       "<div class=\"quote\" itemscope=\"\" itemtype=\"http://schema.org/CreativeWork\">\n",
       "<span class=\"text\" itemprop=\"text\">“A day without sunshine is like, you know, night.”</span>\n",
       "<span>by <small class=\"author\" itemprop=\"author\">Steve Martin</small>\n",
       "<a href=\"/author/Steve-Martin\">(about)</a>\n",
       "</span>\n",
       "<div class=\"tags\">\n",
       "            Tags:\n",
       "            <meta class=\"keywords\" content=\"humor,obvious,simile\" itemprop=\"keywords\"/>\n",
       "<a class=\"tag\" href=\"/tag/humor/page/1/\">humor</a>\n",
       "<a class=\"tag\" href=\"/tag/obvious/page/1/\">obvious</a>\n",
       "<a class=\"tag\" href=\"/tag/simile/page/1/\">simile</a>\n",
       "</div>\n",
       "</div>\n",
       "<nav>\n",
       "<ul class=\"pager\">\n",
       "<li class=\"next\">\n",
       "<a href=\"/page/2/\">Next <span aria-hidden=\"true\">→</span></a>\n",
       "</li>\n",
       "</ul>\n",
       "</nav>\n",
       "</div>\n",
       "<div class=\"col-md-4 tags-box\">\n",
       "<h2>Top Ten tags</h2>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/love/\" style=\"font-size: 28px\">love</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/inspirational/\" style=\"font-size: 26px\">inspirational</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/life/\" style=\"font-size: 26px\">life</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/humor/\" style=\"font-size: 24px\">humor</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/books/\" style=\"font-size: 22px\">books</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/reading/\" style=\"font-size: 14px\">reading</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/friendship/\" style=\"font-size: 10px\">friendship</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/friends/\" style=\"font-size: 8px\">friends</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/truth/\" style=\"font-size: 8px\">truth</a>\n",
       "</span>\n",
       "<span class=\"tag-item\">\n",
       "<a class=\"tag\" href=\"/tag/simile/\" style=\"font-size: 6px\">simile</a>\n",
       "</span>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "<footer class=\"footer\">\n",
       "<div class=\"container\">\n",
       "<p class=\"text-muted\">\n",
       "                Quotes by: <a href=\"https://www.goodreads.com/quotes\">GoodReads.com</a>\n",
       "</p>\n",
       "<p class=\"copyright\">\n",
       "                Made with <span class=\"sh-red\">❤</span> by <a href=\"https://scrapinghub.com\">Scrapinghub</a>\n",
       "</p>\n",
       "</div>\n",
       "</footer>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_authors = soup.select('.author')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "# authors = set([list_authors[index].text for index in range(len(list_authors))])\n",
    "\n",
    "authors = set([author.text for author in list_authors])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Dr. Seuss',\n",
       " 'E.E. Cummings',\n",
       " 'George R.R. Martin',\n",
       " 'Harper Lee',\n",
       " 'J.K. Rowling',\n",
       " 'J.M. Barrie',\n",
       " 'Jimi Hendrix',\n",
       " 'Khaled Hosseini',\n",
       " \"Madeleine L'Engle\",\n",
       " 'Mark Twain'}"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "authors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_quotes = soup.select('.text')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "# qoutes = [list_quotes[index].getText() for index in range(len(list_quotes))]\n",
    "\n",
    "qoutes = [qoute.getText() for qoute in list_quotes]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['“The truth.\" Dumbledore sighed. \"It is a beautiful and terrible thing, and should therefore be treated with great caution.”',\n",
       " \"“I'm the one that's got to die when it's time for me to die, so let me live my life the way I want to.”\",\n",
       " '“To die will be an awfully big adventure.”',\n",
       " '“It takes courage to grow up and become who you really are.”',\n",
       " '“But better to get hurt by the truth than comforted with a lie.”',\n",
       " '“You never really understand a person until you consider things from his point of view... Until you climb inside of his skin and walk around in it.”',\n",
       " '“You have to write the book that wants to be written. And if the book will be too difficult for grown-ups, then you write it for children.”',\n",
       " '“Never tell the truth to people who are not worthy of it.”',\n",
       " \"“A person's a person, no matter how small.”\",\n",
       " '“... a mind needs books as a sword needs a whetstone, if it is to keep its edge.”']"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qoutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_top10 = soup.select('.tag-item')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/love/\" style=\"font-size: 28px\">love</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/inspirational/\" style=\"font-size: 26px\">inspirational</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/life/\" style=\"font-size: 26px\">life</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/humor/\" style=\"font-size: 24px\">humor</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/books/\" style=\"font-size: 22px\">books</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/reading/\" style=\"font-size: 14px\">reading</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/friendship/\" style=\"font-size: 10px\">friendship</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/friends/\" style=\"font-size: 8px\">friends</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/truth/\" style=\"font-size: 8px\">truth</a>\n",
       " </span>,\n",
       " <span class=\"tag-item\">\n",
       " <a class=\"tag\" href=\"/tag/simile/\" style=\"font-size: 6px\">simile</a>\n",
       " </span>]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_top10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "tags = [tag.getText().strip('\\n') for tag in list_top10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['love',\n",
       " 'inspirational',\n",
       " 'life',\n",
       " 'humor',\n",
       " 'books',\n",
       " 'reading',\n",
       " 'friendship',\n",
       " 'friends',\n",
       " 'truth',\n",
       " 'simile']"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_author = []\n",
    "\n",
    "for n in range(1,11):\n",
    "    \n",
    "    scrape_url = f\"http://quotes.toscrape.com/page/{n}/\"\n",
    "    res = requests.get(scrape_url)\n",
    "    \n",
    "    soup = bs4.BeautifulSoup(res.text,'lxml')\n",
    "    list_of_authors = soup.select('.author')\n",
    "    authors = set([author.getText() for author in list_of_authors])\n",
    "    unique_author += authors\n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['J.K. Rowling',\n",
       " 'Eleanor Roosevelt',\n",
       " 'Jane Austen',\n",
       " 'Albert Einstein',\n",
       " 'Marilyn Monroe',\n",
       " 'Thomas A. Edison',\n",
       " 'Steve Martin',\n",
       " 'André Gide',\n",
       " 'J.K. Rowling',\n",
       " 'Dr. Seuss',\n",
       " 'Mark Twain',\n",
       " 'Albert Einstein',\n",
       " 'Friedrich Nietzsche',\n",
       " 'Marilyn Monroe',\n",
       " 'Elie Wiesel',\n",
       " 'Allen Saunders',\n",
       " 'Douglas Adams',\n",
       " 'Bob Marley',\n",
       " 'Dr. Seuss',\n",
       " 'J.K. Rowling',\n",
       " 'Pablo Neruda',\n",
       " 'Garrison Keillor',\n",
       " 'Albert Einstein',\n",
       " 'Mother Teresa',\n",
       " 'Ralph Waldo Emerson',\n",
       " 'Jim Henson',\n",
       " 'Bob Marley',\n",
       " 'Dr. Seuss',\n",
       " 'J.K. Rowling',\n",
       " 'Albert Einstein',\n",
       " 'Charles M. Schulz',\n",
       " 'George Eliot',\n",
       " 'Jorge Luis Borges',\n",
       " 'William Nicholson',\n",
       " 'Mother Teresa',\n",
       " 'Bob Marley',\n",
       " 'J.K. Rowling',\n",
       " 'George R.R. Martin',\n",
       " 'Albert Einstein',\n",
       " 'Martin Luther King Jr.',\n",
       " 'Marilyn Monroe',\n",
       " 'James Baldwin',\n",
       " 'C.S. Lewis',\n",
       " 'Ernest Hemingway',\n",
       " 'George Bernard Shaw',\n",
       " 'Haruki Murakami',\n",
       " 'Eleanor Roosevelt',\n",
       " 'Jane Austen',\n",
       " 'Helen Keller',\n",
       " 'Albert Einstein',\n",
       " 'Marilyn Monroe',\n",
       " 'Alexandre Dumas fils',\n",
       " 'Stephenie Meyer',\n",
       " 'J.K. Rowling',\n",
       " 'Mark Twain',\n",
       " 'Ernest Hemingway',\n",
       " 'Dr. Seuss',\n",
       " 'Suzanne Collins',\n",
       " 'J.R.R. Tolkien',\n",
       " 'C.S. Lewis',\n",
       " 'Charles Bukowski',\n",
       " 'Ralph Waldo Emerson',\n",
       " 'Dr. Seuss',\n",
       " 'Mark Twain',\n",
       " 'George Carlin',\n",
       " 'W.C. Fields',\n",
       " 'Ayn Rand',\n",
       " 'Terry Pratchett',\n",
       " 'J.D. Salinger',\n",
       " 'John Lennon',\n",
       " 'Charles Bukowski',\n",
       " 'Alfred Tennyson',\n",
       " 'J.K. Rowling',\n",
       " 'Mark Twain',\n",
       " 'Jane Austen',\n",
       " 'Albert Einstein',\n",
       " 'C.S. Lewis',\n",
       " 'J.K. Rowling',\n",
       " 'Mark Twain',\n",
       " 'Dr. Seuss',\n",
       " 'E.E. Cummings',\n",
       " 'George R.R. Martin',\n",
       " \"Madeleine L'Engle\",\n",
       " 'Khaled Hosseini',\n",
       " 'J.M. Barrie',\n",
       " 'Jimi Hendrix',\n",
       " 'Harper Lee']"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(unique_author)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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