PDF scraping.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 414,
   "id": "6ae578fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "%run scrape_with_PDF.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "id": "5cc27ab6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 587 books listed on BookLooks as of 06/08/2023.\n",
      "There were 586 files as of 06/07/2023.\n",
      "There have been 47 books added since 05/06/2023\n",
      "Roughly 46.0% of BookLooks' current titles are rated three or higher.\n",
      "Ellen Hopkins is the most frequently mentioned author with 20 titles in this list. \n",
      "\n"
     ]
    }
   ],
   "source": [
    "%run scraper1.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "id": "e7c1a4fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pdfplumber\n",
    "import re\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "id": "fd7c71bd",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "book_looks_files=glob.glob(\"BookLooks_reports\\*.pdf\")\n",
    "book_looks_files = [i.upper() for i in book_looks_files]\n",
    "book_looks_files = [x for x in book_looks_files if \"SLICK SHEET\" not in x]\n",
    "book_looks_files = [x for x in book_looks_files if \"SLICKSHEET\" not in x]\n",
    "book_looks_files = [x for x in book_looks_files if \"PART TIME INDIAN\" not in x]\n",
    "title = []\n",
    "summary = []\n",
    "concerns =[]\n",
    "for i in range(len(book_looks_files)):\n",
    "    pdf_file = book_looks_files[i]\n",
    "    with pdfplumber.open(pdf_file) as pdf:\n",
    "        first_page = pdf.pages[0]\n",
    "        pdf_text = first_page.extract_text().upper()\n",
    "        title1 = pdf_text.split(\"\\n\")[0]\n",
    "        title.append(title1)\n",
    "        summary1 = pdf_text.split(\":\")[1].replace(\"\\n\",' ').replace(\"SUMMARY OF CONCERNS:\",'').strip()\n",
    "        summary.append(summary1)\n",
    "        concerns1 = pdf_text.split(\"SUMMARY OF CONCERNS:\")[1].split(\"\\nBY\")[0].replace(\"\\n\",' ').strip()\n",
    "        concerns.append(concerns1)\n",
    "        d = {'title':title, 'summary':summary, 'concerns':concerns,}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "id": "a604bdfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "summary_reports=pd.DataFrame(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "id": "41f35325",
   "metadata": {},
   "outputs": [],
   "source": [
    "summary_reports['reader_level']=summary_reports.concerns.str.replace(\"THIS BOOK CONTAINS \",'').str.split(\".\",expand=True)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 440,
   "id": "62dd5cac",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>summary</th>\n",
       "      <th>concerns</th>\n",
       "      <th>reader_level</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33 SNOWFISH</td>\n",
       "      <td>THREE HOMELESS CHILDREN AND A BABY ATTEMPT TO ...</td>\n",
       "      <td>THIS BOOK CONTAINS EXCESSIVE/FREQUENT PROFANIT...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A COURT OF FROST</td>\n",
       "      <td>A WINTER CELEBRATION BRINGS INSIGHT INTO THE C...</td>\n",
       "      <td>THIS BOOK CONTAINS OBSCENE SEXUAL ACTIVITIES; ...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>BEAUTIFUL</td>\n",
       "      <td>A THIRTEEN-YEAR-OLD GIRL BECOMES ADDICTED TO D...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; SEXUAL N...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>BEFORE WE DISAPPEAR</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; INEX...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; INEX...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>BRAZEN:</td>\n",
       "      <td>REBEL LADIES WHO ROCKED THE WORLD BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; ALTE...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>CLOSER TO NOWHERE</td>\n",
       "      <td>A TWELVE-YEAR-OLD BOY GOES TO LIVE WITH HIS CO...</td>\n",
       "      <td>THIS BOOK CONTAINS VIOLENCE INCLUDING CHILD AB...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>EVERYTHING YOU ALWAYS</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; SEXUAL N...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; SEXUAL N...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>FADE</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL NUDITY; SEXUAL ACTIV...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL NUDITY; SEXUAL ACTIV...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>I AM MARGARET MOORE</td>\n",
       "      <td>A TEENAGE GIRL'S DEATH AT A NAVAL ACADEMY IS M...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALCOHOL ...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>I AM NOT YOUR PERFECT</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL NUDITY; SEXUAL ACTIV...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL NUDITY; SEXUAL ACTIV...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>IT ENDS WITH US</td>\n",
       "      <td>A YOUNG COUPLE'S RELATIONSHIP BECOMES TURBULEN...</td>\n",
       "      <td>THIS BOOK CONTAINS EXPLICIT SEXUAL ACTIVITIES;...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>JESUS LAND: A</td>\n",
       "      <td>A MEMOIR SUMMARY OF CONCERNS</td>\n",
       "      <td>THIS BOOK CONTAINS EXPLICIT SEXUAL NUDITY; OBS...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>KING &amp; KING</td>\n",
       "      <td>A PRINCE GETS MARRIED TO ANOTHER PRINCE AND TH...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES AND S...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>KISSING KATE</td>\n",
       "      <td>A SIXTEEN-YEAR-OLD LESBIAN HAS A CRUSH ON HER ...</td>\n",
       "      <td>THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>L8R, G8R</td>\n",
       "      <td>THIS BOOK CONTAINS REFERENCES TO SEXUAL NUDITY...</td>\n",
       "      <td>THIS BOOK CONTAINS REFERENCES TO SEXUAL NUDITY...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>LGBTQ+ RIGHTS</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>PERFECT</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES INCLUDING...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES INCLUDING...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>SKIN</td>\n",
       "      <td>A TEENAGE GIRL HAS VITILIGO RESULTING IN LOWER...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; SEXUAL N...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>STORY OF A GIRL:</td>\n",
       "      <td>A NOVEL SUMMARY OF CONCERNS</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; AND DRUG...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>STRANGE TRUTH</td>\n",
       "      <td>A HIGH SCHOOL MASCOT'S SUDDEN DEATH SPURNS AN ...</td>\n",
       "      <td>OBSCENE SEXUAL ACTIVITIES; SEXUAL ASSAULT; SEX...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>THE BARE NAKED BOOK</td>\n",
       "      <td>SHOWS VERY YOUNG CHILDREN VARIOUS BODY PARTS A...</td>\n",
       "      <td>THIS BOOK CONTAINS NON-SEXUAL NUDITY; ALTERNAT...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>THE HANDMAID’S TALE</td>\n",
       "      <td>IN THE NEAR FUTURE, AMERICA BECOMES A PURITANI...</td>\n",
       "      <td>THIS BOOK CONTAINS PROFANITY; VIOLENCE; SEXUAL...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>THE POET X</td>\n",
       "      <td>THIS BOOK CONTAINS PROFANITY; SEXUAL ACTIVITIE...</td>\n",
       "      <td>THIS BOOK CONTAINS PROFANITY; SEXUAL ACTIVITIE...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>THE WIND-UP</td>\n",
       "      <td>A MAN'S OUTLOOK ON LIFE CHANGES AFTER ENCOUNTE...</td>\n",
       "      <td>THIS BOOK CONTAINS EXPLICIT SEXUAL ACTIVITIES;...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>THE YEAR OF THE FLOOD</td>\n",
       "      <td>TWO YOUNG GIRLS RECOUNT THEIR LIVES BEFORE THE...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES INVOLVING...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>THIS IS OUR</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; INEX...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; INEX...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     title                                            summary  \\\n",
       "2              33 SNOWFISH  THREE HOMELESS CHILDREN AND A BABY ATTEMPT TO ...   \n",
       "5         A COURT OF FROST  A WINTER CELEBRATION BRINGS INSIGHT INTO THE C...   \n",
       "74               BEAUTIFUL  A THIRTEEN-YEAR-OLD GIRL BECOMES ADDICTED TO D...   \n",
       "76     BEFORE WE DISAPPEAR  THIS BOOK CONTAINS ALTERNATE SEXUALITIES; INEX...   \n",
       "97                 BRAZEN:     REBEL LADIES WHO ROCKED THE WORLD BOOK SUMMARY   \n",
       "119      CLOSER TO NOWHERE  A TWELVE-YEAR-OLD BOY GOES TO LIVE WITH HIS CO...   \n",
       "157  EVERYTHING YOU ALWAYS  THIS BOOK CONTAINS SEXUAL ACTIVITIES; SEXUAL N...   \n",
       "162                   FADE  THIS BOOK CONTAINS SEXUAL NUDITY; SEXUAL ACTIV...   \n",
       "227    I AM MARGARET MOORE  A TEENAGE GIRL'S DEATH AT A NAVAL ACADEMY IS M...   \n",
       "228  I AM NOT YOUR PERFECT  THIS BOOK CONTAINS SEXUAL NUDITY; SEXUAL ACTIV...   \n",
       "248        IT ENDS WITH US  A YOUNG COUPLE'S RELATIONSHIP BECOMES TURBULEN...   \n",
       "263          JESUS LAND: A                       A MEMOIR SUMMARY OF CONCERNS   \n",
       "268            KING & KING  A PRINCE GETS MARRIED TO ANOTHER PRINCE AND TH...   \n",
       "270           KISSING KATE  A SIXTEEN-YEAR-OLD LESBIAN HAS A CRUSH ON HER ...   \n",
       "271               L8R, G8R  THIS BOOK CONTAINS REFERENCES TO SEXUAL NUDITY...   \n",
       "278          LGBTQ+ RIGHTS  THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...   \n",
       "367                PERFECT  THIS BOOK CONTAINS SEXUAL ACTIVITIES INCLUDING...   \n",
       "415                   SKIN  A TEENAGE GIRL HAS VITILIGO RESULTING IN LOWER...   \n",
       "435       STORY OF A GIRL:                        A NOVEL SUMMARY OF CONCERNS   \n",
       "436          STRANGE TRUTH  A HIGH SCHOOL MASCOT'S SUDDEN DEATH SPURNS AN ...   \n",
       "454    THE BARE NAKED BOOK  SHOWS VERY YOUNG CHILDREN VARIOUS BODY PARTS A...   \n",
       "476    THE HANDMAID’S TALE  IN THE NEAR FUTURE, AMERICA BECOMES A PURITANI...   \n",
       "504             THE POET X  THIS BOOK CONTAINS PROFANITY; SEXUAL ACTIVITIE...   \n",
       "520            THE WIND-UP  A MAN'S OUTLOOK ON LIFE CHANGES AFTER ENCOUNTE...   \n",
       "522  THE YEAR OF THE FLOOD  TWO YOUNG GIRLS RECOUNT THEIR LIVES BEFORE THE...   \n",
       "529            THIS IS OUR  THIS BOOK CONTAINS ALTERNATE SEXUALITIES; INEX...   \n",
       "\n",
       "                                              concerns reader_level  \n",
       "2    THIS BOOK CONTAINS EXCESSIVE/FREQUENT PROFANIT...         None  \n",
       "5    THIS BOOK CONTAINS OBSCENE SEXUAL ACTIVITIES; ...         None  \n",
       "74   THIS BOOK CONTAINS SEXUAL ACTIVITIES; SEXUAL N...         None  \n",
       "76   THIS BOOK CONTAINS ALTERNATE SEXUALITIES; INEX...         None  \n",
       "97   THIS BOOK CONTAINS ALTERNATE SEXUALITIES; ALTE...         None  \n",
       "119  THIS BOOK CONTAINS VIOLENCE INCLUDING CHILD AB...         None  \n",
       "157  THIS BOOK CONTAINS SEXUAL ACTIVITIES; SEXUAL N...         None  \n",
       "162  THIS BOOK CONTAINS SEXUAL NUDITY; SEXUAL ACTIV...         None  \n",
       "227  THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALCOHOL ...         None  \n",
       "228  THIS BOOK CONTAINS SEXUAL NUDITY; SEXUAL ACTIV...         None  \n",
       "248  THIS BOOK CONTAINS EXPLICIT SEXUAL ACTIVITIES;...         None  \n",
       "263  THIS BOOK CONTAINS EXPLICIT SEXUAL NUDITY; OBS...         None  \n",
       "268  THIS BOOK CONTAINS ALTERNATE SEXUALITIES AND S...         None  \n",
       "270  THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...         None  \n",
       "271  THIS BOOK CONTAINS REFERENCES TO SEXUAL NUDITY...         None  \n",
       "278  THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...         None  \n",
       "367  THIS BOOK CONTAINS SEXUAL ACTIVITIES INCLUDING...         None  \n",
       "415  THIS BOOK CONTAINS SEXUAL ACTIVITIES; SEXUAL N...         None  \n",
       "435  THIS BOOK CONTAINS SEXUAL ACTIVITIES; AND DRUG...         None  \n",
       "436  OBSCENE SEXUAL ACTIVITIES; SEXUAL ASSAULT; SEX...         None  \n",
       "454  THIS BOOK CONTAINS NON-SEXUAL NUDITY; ALTERNAT...         None  \n",
       "476  THIS BOOK CONTAINS PROFANITY; VIOLENCE; SEXUAL...         None  \n",
       "504  THIS BOOK CONTAINS PROFANITY; SEXUAL ACTIVITIE...         None  \n",
       "520  THIS BOOK CONTAINS EXPLICIT SEXUAL ACTIVITIES;...         None  \n",
       "522  THIS BOOK CONTAINS SEXUAL ACTIVITIES INVOLVING...         None  \n",
       "529  THIS BOOK CONTAINS ALTERNATE SEXUALITIES; INEX...         None  "
      ]
     },
     "execution_count": 440,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_reports[summary_reports.reader_level.isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "id": "36c997a4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>summary</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>A QUICK &amp; EASY GUIDE TO</td>\n",
       "      <td>THIS BOOK TEACHES YOUNG CHILDREN ABOUT SEXUALI...</td>\n",
       "      <td>THIS BOOK CONTAINS EXPLICIT ALTERNATE GENDER I...</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>A QUICK &amp; EASY GUIDE TO</td>\n",
       "      <td>EDUCATES YOUNG ADULTS ABOUT THE USE OF PRONOUN...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>ANNE FRANK’S DIARY:</td>\n",
       "      <td>THE GRAPHIC ADAPTATION BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS HATE INVOLVING RACISM; VIOL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>ARE YOU MY MOTHER:</td>\n",
       "      <td>A COMIC DRAMA BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS EXPLICIT SEXUAL ACTIVITIES;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>AS THE CROW FLIES</td>\n",
       "      <td>A THIRTEEN-YEAR-OLD GIRL JOINS AN ALL-GIRL HIK...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; ALTE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>ASSASSINATION</td>\n",
       "      <td>A CLASS OF MISFITS ATTEMPT TO KILL THEIR ALIEN...</td>\n",
       "      <td>THIS BOOK CONTAINS GRAPHIC VIOLENCE; MILD PROF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>ASSASSINATION</td>\n",
       "      <td>A FEMALE ASSASSIN PRETENDS TO TEACH A HIGH SCH...</td>\n",
       "      <td>THIS BOOK CONTAINS VIOLENCE; SEXUAL ACTIVITIES...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>ASSASSINATION</td>\n",
       "      <td>A ROBOT GIRL JOINS THE HIGH SCHOOL STUDENTS IN...</td>\n",
       "      <td>THIS BOOK CONTAINS GRAPHIC VIOLENCE; MILD PROF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>ASSASSINATION</td>\n",
       "      <td>NEW GUESTS MAKE AN APPEARANCE IN THE ASSASSINA...</td>\n",
       "      <td>THIS BOOK CONTAINS GRAPHIC VIOLENCE; INEXPLICI...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>ASSASSINATION</td>\n",
       "      <td>A TEAM OF SPECIAL FORCES IS TASKED TO KILL KOR...</td>\n",
       "      <td>THIS BOOK CONTAINS GRAPHIC VIOLENCE; MILD PROF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>ASSASSINATION</td>\n",
       "      <td>YOUNG STUDENTS ATTEMPT TO ASSASSINATE THEIR TE...</td>\n",
       "      <td>THIS BOOK CONTAINS GRAPHIC VIOLENCE AND INEXPL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>ASSASSINATION</td>\n",
       "      <td>YOUNG STUDENTS ATTEMPT TO ASSASSINATE THEIR TE...</td>\n",
       "      <td>THIS BOOK CONTAINS GRAPHIC VIOLENCE; MILD PROF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>ASSASSINATION</td>\n",
       "      <td>A GROUP OF STUDENTS ATTEMPT TO KILL THEIR ALIE...</td>\n",
       "      <td>THIS BOOK CONTAINS EXPLICIT VIOLENCE; MILD PRO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>BANNED BOOK CLUB</td>\n",
       "      <td>SET IN 1983, A YOUNG WOMAN JOINS A BANNED BOOK...</td>\n",
       "      <td>THIS BOOK CONTAINS MODERATE VIOLENCE AND REFER...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>BE PREPARED</td>\n",
       "      <td>A NINE-YEAR-OLD RUSSIAN-BORN GIRL ATTEMPTS TO ...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES INVOLVING...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>BEETLE AND THE</td>\n",
       "      <td>THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...</td>\n",
       "      <td>THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>BLANKETS</td>\n",
       "      <td>A YOUNG MAN, RAISED IN A STRICT RELIGIOUS HOME...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; MOLESTAT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>BLUE IS THE</td>\n",
       "      <td>A TEENAGE GIRL IS CONFLICTED ABOUT HER SEXUALI...</td>\n",
       "      <td>THIS BOOK CONTAINS OBSCENE ILLUSTRATIONS DEPIC...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>BONE: GHOST CIRCLES</td>\n",
       "      <td>GHOST CIRCLES BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL SUGGESTION; VIOLENCE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>BRAVE NEW WORLD:</td>\n",
       "      <td>A GRAPHIC NOVEL BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS CONTROVERSIAL RELIGIOUS COM...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>CHECK PLEASE!</td>\n",
       "      <td>#HOCKEY BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS ILLUSTRATIONS DEPICTING SEX...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>CLASS ACT</td>\n",
       "      <td>THIS BOOK CONTAINS REFERENCES TO RACISM. JUVEN...</td>\n",
       "      <td>THIS BOOK CONTAINS REFERENCES TO RACISM. JUVEN...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>DEOGRATIAS: A</td>\n",
       "      <td>A TALE OF RWANDA BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS PROFANITY; SEXUAL ACTIVITIE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>DRAMA</td>\n",
       "      <td>TEENAGERS PUT ON A SCHOOL PLAY AND DISCOVER EA...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES AND S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>FLAMER</td>\n",
       "      <td>A YOUNG TEENAGE BOY SCOUT IS BULLIED WHILE COM...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; SEXU...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>FUN HOME</td>\n",
       "      <td>A YOUNG WOMAN DISCOVERS HER HOMOSEXUALITY WHIL...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; ALTE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>GENDER QUEER</td>\n",
       "      <td>THIS BOOK CONTAINS OBSCENE SEXUAL ACTIVITIES A...</td>\n",
       "      <td>THIS BOOK CONTAINS OBSCENE SEXUAL ACTIVITIES A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>HEARTSTOPPER:</td>\n",
       "      <td>VOLUME 1 BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALTERNAT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>HEARTSTOPPER:</td>\n",
       "      <td>VOLUME 2 BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALTERNAT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>HEARTSTOPPER</td>\n",
       "      <td>A HOMOSEXUAL MALE AND A BISEXUAL MALE IN A ROM...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES INVOLVING...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>HEARTSTOPPER</td>\n",
       "      <td>TWO YOUNG MEN IN A ROMANTIC RELATIONSHIP UNDER...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES; SELF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>IDENTITY:</td>\n",
       "      <td>A STORY OF TRANSITIONING BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>JULIET TAKES A BREATH:</td>\n",
       "      <td>A GRAPHIC NOVEL BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS PROFANITY; CONTROVERSIAL AN...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>LAURA DEAN KEEPS</td>\n",
       "      <td>THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...</td>\n",
       "      <td>THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>LET’S TALK ABOUT IT</td>\n",
       "      <td>THIS BOOK CONTAINS OBSCENE SEXUAL ILLUSTRATION...</td>\n",
       "      <td>THIS BOOK CONTAINS OBSCENE SEXUAL ILLUSTRATION...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>MAUS 1:</td>\n",
       "      <td>A SURVIVOR'S TALE</td>\n",
       "      <td>THIS BOOK CONTAINS GRAPHIC VIOLENCE; HATE INVO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>MAUS 2: A SURVIVOR’S TALE:</td>\n",
       "      <td>A SURVIVOR’S TALE</td>\n",
       "      <td>THIS BOOK CONTAINS HATE INVOLVING ANTISEMITISM...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>MY FRIEND DAHMER</td>\n",
       "      <td>JEFFREY DAHMER'S SCHOOLMATES PROVIDE TESTIMONY...</td>\n",
       "      <td>THIS BOOK CONTAINS ALCOHOL ABUSE BY MINORS; AL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>PUMPKIN HEADS</td>\n",
       "      <td>THIS BOOK CONTAINS REFERENCES TO SEXUALITY. YO...</td>\n",
       "      <td>THIS BOOK CONTAINS REFERENCES TO SEXUALITY. YO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>RELISH: MY LIFE IN</td>\n",
       "      <td>MY LIFE IN THE KITCHEN BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL NUDITY; ALCOHOL USE ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>SPEAK:</td>\n",
       "      <td>THE GRAPHIC NOVEL BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS PROFANITY; ALCOHOL USE INVO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>STITCHES: A MEMOIR</td>\n",
       "      <td>A MEMOIR BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS NON-SEXUAL NUDITY; SEXUAL A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>SUPERMUTANT</td>\n",
       "      <td>FOLLOWS MOMENTS IN TIME AMONGST CLASSMATES IN ...</td>\n",
       "      <td>THIS BOOK CONTAINS NON-SEXUAL NUDITY; ALTERNAT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>THE COLOR OF EARTH</td>\n",
       "      <td>A YOUNG GIRL LEARNS ABOUT PUBERTY, LOVE, AND S...</td>\n",
       "      <td>THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>THE HANDMAID’S</td>\n",
       "      <td>THE GRAPHIC NOVEL BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS ALCOHOL USE; EXPLICIT SEXUA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>THE KITE RUNNER:</td>\n",
       "      <td>A GRAPHIC NOVEL BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS INEXPLICIT SEXUAL ASSAULT; ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>THE SACRIFICE OF</td>\n",
       "      <td>A WORLD-ALTERING INCIDENT FORCES A YOUNG COUPL...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; NUDITY; ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>THIS ONE SUMMER</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALCOHOL ...</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALCOHOL ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>WELCOME TO ST. HELL:</td>\n",
       "      <td>MY TRANS TEEN MISADVENTURE BOOK SUMMARY</td>\n",
       "      <td>THIS BOOK CONTAINS SEXUAL ACTIVITIES; NUDITY; ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          title  \\\n",
       "14      A QUICK & EASY GUIDE TO   \n",
       "15      A QUICK & EASY GUIDE TO   \n",
       "44          ANNE FRANK’S DIARY:   \n",
       "50           ARE YOU MY MOTHER:   \n",
       "51            AS THE CROW FLIES   \n",
       "53                ASSASSINATION   \n",
       "54                ASSASSINATION   \n",
       "55                ASSASSINATION   \n",
       "56                ASSASSINATION   \n",
       "57                ASSASSINATION   \n",
       "58                ASSASSINATION   \n",
       "59                ASSASSINATION   \n",
       "60                ASSASSINATION   \n",
       "66             BANNED BOOK CLUB   \n",
       "69                  BE PREPARED   \n",
       "75               BEETLE AND THE   \n",
       "83                     BLANKETS   \n",
       "86                  BLUE IS THE   \n",
       "89          BONE: GHOST CIRCLES   \n",
       "96             BRAVE NEW WORLD:   \n",
       "112               CHECK PLEASE!   \n",
       "117                   CLASS ACT   \n",
       "139               DEOGRATIAS: A   \n",
       "147                       DRAMA   \n",
       "171                      FLAMER   \n",
       "182                    FUN HOME   \n",
       "184                GENDER QUEER   \n",
       "205               HEARTSTOPPER:   \n",
       "206               HEARTSTOPPER:   \n",
       "207                HEARTSTOPPER   \n",
       "208                HEARTSTOPPER   \n",
       "233                   IDENTITY:   \n",
       "265      JULIET TAKES A BREATH:   \n",
       "273            LAURA DEAN KEEPS   \n",
       "277         LET’S TALK ABOUT IT   \n",
       "309                     MAUS 1:   \n",
       "310  MAUS 2: A SURVIVOR’S TALE:   \n",
       "330            MY FRIEND DAHMER   \n",
       "375               PUMPKIN HEADS   \n",
       "393          RELISH: MY LIFE IN   \n",
       "425                      SPEAK:   \n",
       "434          STITCHES: A MEMOIR   \n",
       "439                 SUPERMUTANT   \n",
       "463          THE COLOR OF EARTH   \n",
       "475              THE HANDMAID’S   \n",
       "487            THE KITE RUNNER:   \n",
       "509            THE SACRIFICE OF   \n",
       "530             THIS ONE SUMMER   \n",
       "563        WELCOME TO ST. HELL:   \n",
       "\n",
       "                                               summary  \\\n",
       "14   THIS BOOK TEACHES YOUNG CHILDREN ABOUT SEXUALI...   \n",
       "15   EDUCATES YOUNG ADULTS ABOUT THE USE OF PRONOUN...   \n",
       "44                 THE GRAPHIC ADAPTATION BOOK SUMMARY   \n",
       "50                          A COMIC DRAMA BOOK SUMMARY   \n",
       "51   A THIRTEEN-YEAR-OLD GIRL JOINS AN ALL-GIRL HIK...   \n",
       "53   A CLASS OF MISFITS ATTEMPT TO KILL THEIR ALIEN...   \n",
       "54   A FEMALE ASSASSIN PRETENDS TO TEACH A HIGH SCH...   \n",
       "55   A ROBOT GIRL JOINS THE HIGH SCHOOL STUDENTS IN...   \n",
       "56   NEW GUESTS MAKE AN APPEARANCE IN THE ASSASSINA...   \n",
       "57   A TEAM OF SPECIAL FORCES IS TASKED TO KILL KOR...   \n",
       "58   YOUNG STUDENTS ATTEMPT TO ASSASSINATE THEIR TE...   \n",
       "59   YOUNG STUDENTS ATTEMPT TO ASSASSINATE THEIR TE...   \n",
       "60   A GROUP OF STUDENTS ATTEMPT TO KILL THEIR ALIE...   \n",
       "66   SET IN 1983, A YOUNG WOMAN JOINS A BANNED BOOK...   \n",
       "69   A NINE-YEAR-OLD RUSSIAN-BORN GIRL ATTEMPTS TO ...   \n",
       "75   THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...   \n",
       "83   A YOUNG MAN, RAISED IN A STRICT RELIGIOUS HOME...   \n",
       "86   A TEENAGE GIRL IS CONFLICTED ABOUT HER SEXUALI...   \n",
       "89                          GHOST CIRCLES BOOK SUMMARY   \n",
       "96                        A GRAPHIC NOVEL BOOK SUMMARY   \n",
       "112                               #HOCKEY BOOK SUMMARY   \n",
       "117  THIS BOOK CONTAINS REFERENCES TO RACISM. JUVEN...   \n",
       "139                      A TALE OF RWANDA BOOK SUMMARY   \n",
       "147  TEENAGERS PUT ON A SCHOOL PLAY AND DISCOVER EA...   \n",
       "171  A YOUNG TEENAGE BOY SCOUT IS BULLIED WHILE COM...   \n",
       "182  A YOUNG WOMAN DISCOVERS HER HOMOSEXUALITY WHIL...   \n",
       "184  THIS BOOK CONTAINS OBSCENE SEXUAL ACTIVITIES A...   \n",
       "205                              VOLUME 1 BOOK SUMMARY   \n",
       "206                              VOLUME 2 BOOK SUMMARY   \n",
       "207  A HOMOSEXUAL MALE AND A BISEXUAL MALE IN A ROM...   \n",
       "208  TWO YOUNG MEN IN A ROMANTIC RELATIONSHIP UNDER...   \n",
       "233              A STORY OF TRANSITIONING BOOK SUMMARY   \n",
       "265                       A GRAPHIC NOVEL BOOK SUMMARY   \n",
       "273  THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...   \n",
       "277  THIS BOOK CONTAINS OBSCENE SEXUAL ILLUSTRATION...   \n",
       "309                                  A SURVIVOR'S TALE   \n",
       "310                                  A SURVIVOR’S TALE   \n",
       "330  JEFFREY DAHMER'S SCHOOLMATES PROVIDE TESTIMONY...   \n",
       "375  THIS BOOK CONTAINS REFERENCES TO SEXUALITY. YO...   \n",
       "393                MY LIFE IN THE KITCHEN BOOK SUMMARY   \n",
       "425                     THE GRAPHIC NOVEL BOOK SUMMARY   \n",
       "434                              A MEMOIR BOOK SUMMARY   \n",
       "439  FOLLOWS MOMENTS IN TIME AMONGST CLASSMATES IN ...   \n",
       "463  A YOUNG GIRL LEARNS ABOUT PUBERTY, LOVE, AND S...   \n",
       "475                     THE GRAPHIC NOVEL BOOK SUMMARY   \n",
       "487                       A GRAPHIC NOVEL BOOK SUMMARY   \n",
       "509  A WORLD-ALTERING INCIDENT FORCES A YOUNG COUPL...   \n",
       "530  THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALCOHOL ...   \n",
       "563            MY TRANS TEEN MISADVENTURE BOOK SUMMARY   \n",
       "\n",
       "                                              concerns  \n",
       "14   THIS BOOK CONTAINS EXPLICIT ALTERNATE GENDER I...  \n",
       "15   THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...  \n",
       "44   THIS BOOK CONTAINS HATE INVOLVING RACISM; VIOL...  \n",
       "50   THIS BOOK CONTAINS EXPLICIT SEXUAL ACTIVITIES;...  \n",
       "51   THIS BOOK CONTAINS ALTERNATE SEXUALITIES; ALTE...  \n",
       "53   THIS BOOK CONTAINS GRAPHIC VIOLENCE; MILD PROF...  \n",
       "54   THIS BOOK CONTAINS VIOLENCE; SEXUAL ACTIVITIES...  \n",
       "55   THIS BOOK CONTAINS GRAPHIC VIOLENCE; MILD PROF...  \n",
       "56   THIS BOOK CONTAINS GRAPHIC VIOLENCE; INEXPLICI...  \n",
       "57   THIS BOOK CONTAINS GRAPHIC VIOLENCE; MILD PROF...  \n",
       "58   THIS BOOK CONTAINS GRAPHIC VIOLENCE AND INEXPL...  \n",
       "59   THIS BOOK CONTAINS GRAPHIC VIOLENCE; MILD PROF...  \n",
       "60   THIS BOOK CONTAINS EXPLICIT VIOLENCE; MILD PRO...  \n",
       "66   THIS BOOK CONTAINS MODERATE VIOLENCE AND REFER...  \n",
       "69   THIS BOOK CONTAINS SEXUAL ACTIVITIES INVOLVING...  \n",
       "75   THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...  \n",
       "83   THIS BOOK CONTAINS SEXUAL ACTIVITIES; MOLESTAT...  \n",
       "86   THIS BOOK CONTAINS OBSCENE ILLUSTRATIONS DEPIC...  \n",
       "89   THIS BOOK CONTAINS SEXUAL SUGGESTION; VIOLENCE...  \n",
       "96   THIS BOOK CONTAINS CONTROVERSIAL RELIGIOUS COM...  \n",
       "112  THIS BOOK CONTAINS ILLUSTRATIONS DEPICTING SEX...  \n",
       "117  THIS BOOK CONTAINS REFERENCES TO RACISM. JUVEN...  \n",
       "139  THIS BOOK CONTAINS PROFANITY; SEXUAL ACTIVITIE...  \n",
       "147  THIS BOOK CONTAINS ALTERNATE SEXUALITIES AND S...  \n",
       "171  THIS BOOK CONTAINS ALTERNATE SEXUALITIES; SEXU...  \n",
       "182  THIS BOOK CONTAINS ALTERNATE SEXUALITIES; ALTE...  \n",
       "184  THIS BOOK CONTAINS OBSCENE SEXUAL ACTIVITIES A...  \n",
       "205  THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALTERNAT...  \n",
       "206  THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALTERNAT...  \n",
       "207  THIS BOOK CONTAINS SEXUAL ACTIVITIES INVOLVING...  \n",
       "208  THIS BOOK CONTAINS ALTERNATE SEXUALITIES; SELF...  \n",
       "233  THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...  \n",
       "265  THIS BOOK CONTAINS PROFANITY; CONTROVERSIAL AN...  \n",
       "273  THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...  \n",
       "277  THIS BOOK CONTAINS OBSCENE SEXUAL ILLUSTRATION...  \n",
       "309  THIS BOOK CONTAINS GRAPHIC VIOLENCE; HATE INVO...  \n",
       "310  THIS BOOK CONTAINS HATE INVOLVING ANTISEMITISM...  \n",
       "330  THIS BOOK CONTAINS ALCOHOL ABUSE BY MINORS; AL...  \n",
       "375  THIS BOOK CONTAINS REFERENCES TO SEXUALITY. YO...  \n",
       "393  THIS BOOK CONTAINS SEXUAL NUDITY; ALCOHOL USE ...  \n",
       "425  THIS BOOK CONTAINS PROFANITY; ALCOHOL USE INVO...  \n",
       "434  THIS BOOK CONTAINS NON-SEXUAL NUDITY; SEXUAL A...  \n",
       "439  THIS BOOK CONTAINS NON-SEXUAL NUDITY; ALTERNAT...  \n",
       "463  THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...  \n",
       "475  THIS BOOK CONTAINS ALCOHOL USE; EXPLICIT SEXUA...  \n",
       "487  THIS BOOK CONTAINS INEXPLICIT SEXUAL ASSAULT; ...  \n",
       "509  THIS BOOK CONTAINS SEXUAL ACTIVITIES; NUDITY; ...  \n",
       "530  THIS BOOK CONTAINS SEXUAL ACTIVITIES; ALCOHOL ...  \n",
       "563  THIS BOOK CONTAINS SEXUAL ACTIVITIES; NUDITY; ...  "
      ]
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       "      <td>THIS BOOK CONTAINS REFERENCES TO RACISM. JUVEN...</td>\n",
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       "      <th>277</th>\n",
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       "      <td>THIS BOOK CONTAINS OBSCENE SEXUAL ILLUSTRATION...</td>\n",
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       "    <tr>\n",
       "      <th>375</th>\n",
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       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES. EASY...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>FROM A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>GO BACK TO SLEEP</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>GO BAC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>GOODNIGHT RACISM</td>\n",
       "      <td>THIS BOOK CONTAINS CONTROVERSIAL RACIAL AND SO...</td>\n",
       "      <td>THIS BOOK CONTAINS CONTROVERSIAL RACIAL AND SO...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>GOODNI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>I AM JAZZ</td>\n",
       "      <td>A VERY YOUNG BOY IS DIAGNOSED AS TRANSGENDER A...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>I AM J</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>JACK (NOT JACKIE)</td>\n",
       "      <td>A YOUNG GIRL LEARNS THAT HER YOUNGER SISTER BE...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>JACK (</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>JUST HELP!</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>JUST H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>LITTLE ONE</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>LITTLE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>LOVE MAKES A FAMILY</td>\n",
       "      <td>DIFFERENT TYPES OF FAMILIES ARE DEPICTED IN TH...</td>\n",
       "      <td>THIS BOOK CONTAINS ILLUSTRATIONS OF ALTERNATE ...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>LOVE M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>LOVE, VIOLET</td>\n",
       "      <td>A YOUNG GIRL HAS A CRUSH ON ANOTHER YOUNG GIRL...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES. EASY...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>LOVE,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>LUNCH FROM HOME</td>\n",
       "      <td>YOUNG CHILDREN FROM DIFFERENT ETHNIC BACKGROUN...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>LUNCH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>MAGNOLIA FLOWER</td>\n",
       "      <td>A RUNAWAY SLAVE AND NATIVE AMERICAN FALL IN LO...</td>\n",
       "      <td>THIS BOOK CONTAINS SLAVERY AND OPPRESSION COMM...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MAGNOL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>MAX ON THE FARM</td>\n",
       "      <td>A VERY YOUNG TRANSGENDER BOY GOES ON A FIELD T...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MAX ON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>MY MADDY</td>\n",
       "      <td>A YOUNG GIRL DISCUSSES HER TRANSGENDER PARENT ...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MY MAD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>MY PEOPLE</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MY PEO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>MY PRINCESS BOY</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MY PRI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>MY RAINBOW</td>\n",
       "      <td>A VERY YOUNG BOY'S FAMILY TREATS HIM AS A GIRL...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MY RAI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>MY SHADOW IS PINK</td>\n",
       "      <td>A YOUNG BOY IS ENCOURAGED BY HIS DAD TO WEAR A...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MY SHA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>MY SHADOW IS PURPLE</td>\n",
       "      <td>A YOUNG NON-BINARY CHILD TALKS ABOUT GENDER AS...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MY SHA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>MY SISTER, DAISY</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>MY SIS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>PASS IT ON</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>EASY READER SOPHY HENN ISBN: 978-0-399-54775-1</td>\n",
       "      <td>PASS I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>PRINCE AND KNIGHT</td>\n",
       "      <td>A PRINCE FALLS IN LOVE WITH A KNIGHT AFTER DEF...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES. EASY...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>PRINCE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>ROSIE REVERE, ENGINEER</td>\n",
       "      <td>A YOUNG GIRL DREAMS OF BECOMING A GREAT ENGINE...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>ROSIE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>SAM IS MY SISTER</td>\n",
       "      <td>A VERY YOUNG BOY'S FAMILY TREATS HIM AS A GIRL...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>SAM IS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>SKIN AGAIN</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>SKIN A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>SULLY THE RACCOON</td>\n",
       "      <td>A YOUNG, LEARNING-DISABLED BOY ACTS LIKE A RAC...</td>\n",
       "      <td>THERE ARE NO CONCERNS. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>SULLY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>SULWE</td>\n",
       "      <td>A YOUNG DARK-SKINNED GIRL BELIEVES SHE'S LESSE...</td>\n",
       "      <td>THIS BOOK CONTAINS SELF-HATE; CONTROVERSIAL RA...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>SULWE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>THE DAY YOU BEGIN</td>\n",
       "      <td>A YOUNG GIRL OVERCOMES HER FEARS OF BEING DIFF...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>THE DA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>THE FAMILY BOOK</td>\n",
       "      <td>TEACHES VERY YOUNG CHILDREN HOW DIFFERENT FAMI...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE SEXUALITIES. EASY...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>THE FA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>THE RAINBOW PARADE</td>\n",
       "      <td>A YOUNG GIRL ATTENDS A PRIDE PARADE WITH HER T...</td>\n",
       "      <td>THIS BOOK CONTAINS NUDITY; ALTERNATE GENDER ID...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>THE RA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>THE RIGHT TOUCH</td>\n",
       "      <td>THIS BOOK CONTAINS NON-SEXUAL NUDITY AND INEXP...</td>\n",
       "      <td>THIS BOOK CONTAINS NON-SEXUAL NUDITY AND INEXP...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>THE RI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>THE UNDEFEATED</td>\n",
       "      <td>THIS BOOK CONTAINS RACIAL COMMENTARY. EASY REA...</td>\n",
       "      <td>THIS BOOK CONTAINS RACIAL COMMENTARY. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>THE UN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>WATERCRESS</td>\n",
       "      <td>A YOUNG ASIAN-AMERICAN GIRL OVERCOMES THE EMBA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>WATERC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>WHAT ARE YOUR WORDS?</td>\n",
       "      <td>A YOUNG CHILD ATTEMPTS TO UNCOVER THEIR PRONOU...</td>\n",
       "      <td>THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>WHAT A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>WHAT IF, PIG?</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>WHAT I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>WHEN I GROW UP</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>WHEN I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>YOU MATTER</td>\n",
       "      <td>THIS BOOK TELLS YOUNG CHILDREN EVERY PERSON IS...</td>\n",
       "      <td>THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER</td>\n",
       "      <td>EASY READER</td>\n",
       "      <td>YOU MA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      title  \\\n",
       "0            10,000 DRESSES   \n",
       "11        A IS FOR ACTIVIST   \n",
       "21     ADA TWIST, SCIENTIST   \n",
       "27   ALL BECAUSE YOU MATTER   \n",
       "37       AN ABC OF EQUALITY   \n",
       "49          ARE YOU AN ANT?   \n",
       "64              BALLET KIDS   \n",
       "67            BATHE THE CAT   \n",
       "70           BE WHO YOU ARE   \n",
       "71           BEA BY THE SEA   \n",
       "81                  BIG WIG   \n",
       "87         BODIES ARE COOL!   \n",
       "95              BOYS DANCE!   \n",
       "101               BUNNYBEAR   \n",
       "103         BYE BYE, BINARY   \n",
       "105             CALL ME MAX   \n",
       "106                  CALVIN   \n",
       "128          CUDDLY DUDDLEY   \n",
       "129                   CURLS   \n",
       "148            DREAM STREET   \n",
       "150             DREAMING UP   \n",
       "177       FRED GETS DRESSED   \n",
       "180     FROM ARCHIE TO ZACK   \n",
       "193        GO BACK TO SLEEP   \n",
       "194        GOODNIGHT RACISM   \n",
       "226               I AM JAZZ   \n",
       "257       JACK (NOT JACKIE)   \n",
       "267              JUST HELP!   \n",
       "286              LITTLE ONE   \n",
       "297     LOVE MAKES A FAMILY   \n",
       "299            LOVE, VIOLET   \n",
       "303         LUNCH FROM HOME   \n",
       "304         MAGNOLIA FLOWER   \n",
       "313         MAX ON THE FARM   \n",
       "330                MY MADDY   \n",
       "331               MY PEOPLE   \n",
       "332         MY PRINCESS BOY   \n",
       "333              MY RAINBOW   \n",
       "334       MY SHADOW IS PINK   \n",
       "335     MY SHADOW IS PURPLE   \n",
       "336        MY SISTER, DAISY   \n",
       "360              PASS IT ON   \n",
       "371       PRINCE AND KNIGHT   \n",
       "395  ROSIE REVERE, ENGINEER   \n",
       "398        SAM IS MY SISTER   \n",
       "411              SKIN AGAIN   \n",
       "434       SULLY THE RACCOON   \n",
       "435                   SULWE   \n",
       "462       THE DAY YOU BEGIN   \n",
       "465         THE FAMILY BOOK   \n",
       "504      THE RAINBOW PARADE   \n",
       "505         THE RIGHT TOUCH   \n",
       "513          THE UNDEFEATED   \n",
       "555              WATERCRESS   \n",
       "562    WHAT ARE YOUR WORDS?   \n",
       "564           WHAT IF, PIG?   \n",
       "568          WHEN I GROW UP   \n",
       "582              YOU MATTER   \n",
       "\n",
       "                                               summary  \\\n",
       "0    A YOUNG BOY DREAMS OF WEARING DRESSES AND EVEN...   \n",
       "11   TEACHES VERY YOUNG CHILDREN TERMS RELATED TO C...   \n",
       "21   A YOUNG GIRL DREAMS OF BEING A GREAT SCIENTIST...   \n",
       "27   THIS BOOK CONTAINS CONTROVERSIAL RACIAL COMMEN...   \n",
       "37   THIS BOOK TEACHES VERY YOUNG CHILDREN TERMS IN...   \n",
       "49   TEACHES YOUNG CHILDREN THE LIFE CYCLE OF AN AN...   \n",
       "64   A VERY YOUNG BOY PLAYS THE ROLE OF THE SUGAR P...   \n",
       "67   WHILE ATTEMPTING TO COMPLETE A LIST OF CHORES,...   \n",
       "70   ENCOURAGES VERY YOUNG CHILDREN NOT TO BE AFRAI...   \n",
       "71   THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "81   A PINK WIG GIVES YOUNG MALES MORE CONFIDENCE T...   \n",
       "87   TEACHES VERY YOUNG CHILDREN ABOUT WHAT DIFFERE...   \n",
       "95   THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "101  A BEAR WHO FEELS LIKE HE'S A BUNNY, MEETS A BU...   \n",
       "103  A BABY EXPLAINS THEY ARE NEITHER BOY NOR GIRL....   \n",
       "105  THIS BOOK DISCUSSES TRANSGENDERISM USING A FIC...   \n",
       "106  A VERY YOUNG GIRL TELLS HER FAMILY SHE IS TRAN...   \n",
       "128  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "129  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "148  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "150  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "177  A VERY YOUNG BOY RUNS AROUND NUDE UNTIL HE DEC...   \n",
       "180  TWO YOUNG BOYS LOVE EACH OTHER BUT ARE TOO EMB...   \n",
       "193  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "194  THIS BOOK CONTAINS CONTROVERSIAL RACIAL AND SO...   \n",
       "226  A VERY YOUNG BOY IS DIAGNOSED AS TRANSGENDER A...   \n",
       "257  A YOUNG GIRL LEARNS THAT HER YOUNGER SISTER BE...   \n",
       "267  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "286  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "297  DIFFERENT TYPES OF FAMILIES ARE DEPICTED IN TH...   \n",
       "299  A YOUNG GIRL HAS A CRUSH ON ANOTHER YOUNG GIRL...   \n",
       "303  YOUNG CHILDREN FROM DIFFERENT ETHNIC BACKGROUN...   \n",
       "304  A RUNAWAY SLAVE AND NATIVE AMERICAN FALL IN LO...   \n",
       "313  A VERY YOUNG TRANSGENDER BOY GOES ON A FIELD T...   \n",
       "330  A YOUNG GIRL DISCUSSES HER TRANSGENDER PARENT ...   \n",
       "331  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "332  THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...   \n",
       "333  A VERY YOUNG BOY'S FAMILY TREATS HIM AS A GIRL...   \n",
       "334  A YOUNG BOY IS ENCOURAGED BY HIS DAD TO WEAR A...   \n",
       "335  A YOUNG NON-BINARY CHILD TALKS ABOUT GENDER AS...   \n",
       "336  THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...   \n",
       "360  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "371  A PRINCE FALLS IN LOVE WITH A KNIGHT AFTER DEF...   \n",
       "395  A YOUNG GIRL DREAMS OF BECOMING A GREAT ENGINE...   \n",
       "398  A VERY YOUNG BOY'S FAMILY TREATS HIM AS A GIRL...   \n",
       "411  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "434  A YOUNG, LEARNING-DISABLED BOY ACTS LIKE A RAC...   \n",
       "435  A YOUNG DARK-SKINNED GIRL BELIEVES SHE'S LESSE...   \n",
       "462  A YOUNG GIRL OVERCOMES HER FEARS OF BEING DIFF...   \n",
       "465  TEACHES VERY YOUNG CHILDREN HOW DIFFERENT FAMI...   \n",
       "504  A YOUNG GIRL ATTENDS A PRIDE PARADE WITH HER T...   \n",
       "505  THIS BOOK CONTAINS NON-SEXUAL NUDITY AND INEXP...   \n",
       "513  THIS BOOK CONTAINS RACIAL COMMENTARY. EASY REA...   \n",
       "555  A YOUNG ASIAN-AMERICAN GIRL OVERCOMES THE EMBA...   \n",
       "562  A YOUNG CHILD ATTEMPTS TO UNCOVER THEIR PRONOU...   \n",
       "564  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "568  THERE ARE NO CONCERNS WITH THIS BOOK. EASY REA...   \n",
       "582  THIS BOOK TELLS YOUNG CHILDREN EVERY PERSON IS...   \n",
       "\n",
       "                                              concerns  \\\n",
       "0    THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...   \n",
       "11   THIS BOOK CONTAINS REFERENCES TO ALTERNATE GEN...   \n",
       "21   THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER   \n",
       "27   THIS BOOK CONTAINS CONTROVERSIAL RACIAL COMMEN...   \n",
       "37   THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...   \n",
       "49   THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER   \n",
       "64   THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...   \n",
       "67   THIS BOOK CONTAINS ALTERNATE SEXUALITIES. EASY...   \n",
       "70   THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER   \n",
       "71   THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER   \n",
       "81   THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...   \n",
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       " YOUNG ADULT                                                                                                                                                               215\n",
       " EASY READER                                                                                                                                                               123\n",
       " ADULT                                                                                                                                                                      86\n",
       " JUVENILE                                                                                                                                                                   68\n",
       " YOUNG ADULT GRAPHIC NOVEL                                                                                                                                                  36\n",
       " ADULT GRAPHIC NOVEL                                                                                                                                                         6\n",
       " JUVENILE GRAPHIC NOVEL                                                                                                                                                      3\n",
       "                                                                                                                                                                             3\n",
       " [ADD A CAPTION FOR YOUR PHOTO HERE                                                                                                                                          2\n",
       " MITIGATING FACTOR: ILLUSTRATES THE DESTRUCTIVE NATURE OF RACISM, OPPRESSION AND INEQUALITY ON ONESELF AND SOCIETY                                                           1\n",
       " ADULT MITIGATING FACTOR: POSITIVE NARRATIVE REGARDING THE HARMS OF RACISM                                                                                                   1\n",
       " THE BOOK ALSO CONTAINS SEXUAL ASSAULT, UNDERAGE DRINKING, ILLEGAL DRUG ABUSE, AND PROFANITY                                                                                 1\n",
       " JUVENILE NIKKI SMITH ISBN: 978-0-316-48598-2                                                                                                                                1\n",
       " YOUNG ADULT NY PATRICIA MCCORMICK ISBN: 978-0786851720                                                                                                                      1\n",
       " EASY READER SOPHY HENN ISBN: 978-0-399-54775-1                                                                                                                              1\n",
       " T&N OKERLUND                                                                                                                                                                1\n",
       " YOUNG ADULT EDITED BY MICHAEL CART ISBN: 978-0-06-115498-0                                                                                                                  1\n",
       " MITIGATING FACTOR: POSITIVE NARRATIVE PORTRAYING THE HARMS OF EXTREME HATE                                                                                                  1\n",
       " MITIGATING FACTOR: POSITIVE NARRATIVE REGARDING THE HARMS OF EXTREME HATE                                                                                                   1\n",
       " C                                                                                                                                                                           1\n",
       " MITIGATING FACTORS: POSITIVE NARRATIVE REGARDING OVERCOMING HARMFUL STEREOTYPES OF RACE AND GENDER                                                                          1\n",
       " MITIGATING FACTOR: POSITIVE NARRATIVE DESCRIBING THE IMMORALITY AND INHUMANITY ADULT GRAPHIC NOVEL INVOLVED IN SECULARISM, PROMISCUITY, AND DRUG USE                        1\n",
       " PRESCHOOL                                                                                                                                                                   1\n",
       " YOUNG ADULT GRAPHIC NOVEL ADAPTED BY ARI FOLMAN AND DAVID POLONSKY ISBN: 978-1-101-87179-9                                                                                  1\n",
       " THERE ARE ALSO EXCERPTS CONTAINING EXPLICIT CHILD RAPE AND ABUSE; ILLEGAL DRUG ABUSE; GRAPHIC VIOLENCE; UNDERAGE ALCOHOL CONSUMPTION; AND ADULT AND CHILD PROSTITUTION      1\n",
       "Name: reader_level, dtype: int64"
      ]
     },
     "execution_count": 285,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_reports.reader_level.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "8fc12ead",
   "metadata": {},
   "outputs": [],
   "source": [
    "summary_reports.to_clipboard()"
   ]
  },
  {
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   "execution_count": 301,
   "id": "ef433a11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'THIS BOOK CONTAINS HATE INVOLVING RACISM; VIOLENCE; ALTERNATE SEXUALITIES; AND SEXUAL ACTIVITIES. YOUNG ADULT GRAPHIC NOVEL ADAPTED BY ARI FOLMAN AND DAVID POLONSKY ISBN: 978-1-101-87179-9'"
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  {
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   "execution_count": 262,
   "id": "74bb5ec4",
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   "outputs": [
    {
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       "                 title              author rating slick_sheet retrieved_date\n",
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       "1    101 WAYS TO DANCE       Kathy Stinson      3         ...     06/08/2023\n",
       "2       10,000 DRESSES        Marcus Ewert      1         ...     06/08/2023\n",
       "4           THE 57 BUS       Dashka Slater      2         ...     06/08/2023\n",
       "5    A IS FOR ACTIVIST    Innosanto Nagara      1         ...     06/08/2023\n",
       "..                 ...                 ...    ...         ...            ...\n",
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       "\n",
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   "id": "04fc0adb",
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       "                                                 title              author  \\\n",
       "0                                          33 SNOWFISH           Adam Rapp   \n",
       "1                                    101 WAYS TO DANCE       Kathy Stinson   \n",
       "2                                       10,000 DRESSES        Marcus Ewert   \n",
       "3                           THE 7 HABITS OF HAPPY KIDS          Sean Covey   \n",
       "4                                           THE 57 BUS       Dashka Slater   \n",
       "..                                                 ...                 ...   \n",
       "585                                       YOU: A NOVEL     Caroline Kepnes   \n",
       "586  YOU BE YOU!: THE KID'S GUIDE TO GENDER, SEXUAL...   Jonathan Branfman   \n",
       "587                           THE YOU I'VE NEVER KNOWN       Ellen Hopkins   \n",
       "588                                         YOU MATTER  Christian Robinson   \n",
       "589                                           YOU TOO?       Janet Gurtler   \n",
       "\n",
       "    rating slick_sheet retrieved_date  \\\n",
       "0        3         ...     06/08/2023   \n",
       "1        3         ...     06/08/2023   \n",
       "2        1         ...     06/08/2023   \n",
       "3        0         ...     06/08/2023   \n",
       "4        2         ...     06/08/2023   \n",
       "..     ...         ...            ...   \n",
       "585      4         ...     06/08/2023   \n",
       "586      2         ...     06/08/2023   \n",
       "587      3         ...     06/08/2023   \n",
       "588      0         ...     06/08/2023   \n",
       "589      3         ...     06/08/2023   \n",
       "\n",
       "                                               summary  \\\n",
       "0    THREE HOMELESS CHILDREN AND A BABY ATTEMPT TO ...   \n",
       "1    THIS BOOK CONTAINS INEXPLICIT REFERENCES TO SE...   \n",
       "2    A YOUNG BOY DREAMS OF WEARING DRESSES AND EVEN...   \n",
       "3                                                  NaN   \n",
       "4    THE BOOK CONTAINS REFERENCES TO SEXUALITY, ALT...   \n",
       "..                                                 ...   \n",
       "585                        A NOVEL SUMMARY OF CONCERNS   \n",
       "586                                                NaN   \n",
       "587                                                NaN   \n",
       "588  THIS BOOK TELLS YOUNG CHILDREN EVERY PERSON IS...   \n",
       "589  THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...   \n",
       "\n",
       "                                              concerns  \n",
       "0    THIS BOOK CONTAINS EXCESSIVE/FREQUENT PROFANIT...  \n",
       "1    THIS BOOK CONTAINS INEXPLICIT REFERENCES TO SE...  \n",
       "2    THIS BOOK CONTAINS ALTERNATE GENDER IDEOLOGIES...  \n",
       "3                                                  NaN  \n",
       "4    THE BOOK CONTAINS REFERENCES TO SEXUALITY, ALT...  \n",
       "..                                                 ...  \n",
       "585  THIS BOOK CONTAINS OBSCENE SEXUAL ACTIVITIES A...  \n",
       "586                                                NaN  \n",
       "587                                                NaN  \n",
       "588  THERE ARE NO CONCERNS WITH THIS BOOK. EASY READER  \n",
       "589  THIS BOOK CONTAINS INEXPLICIT SEXUAL ACTIVITIE...  \n",
       "\n",
       "[590 rows x 7 columns]"
      ]
     },
     "execution_count": 255,
     "metadata": {},
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    }
   ],
   "source": [
    "pd.merge(df1,summary_reports,how='left',on='title')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "91d1a250",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                            33 Snowfish\n",
       "1                                      101 Ways To Dance\n",
       "2                                         10,000 Dresses\n",
       "3                             The 7 Habits of Happy Kids\n",
       "4                                             The 57 Bus\n",
       "                             ...                        \n",
       "584    You Be You!: The Kid's Guide to Gender, Sexual...\n",
       "585                             The You I've Never Known\n",
       "586                                           You Matter\n",
       "587                                             You Too?\n",
       "588                                                  ---\n",
       "Name: title, Length: 589, dtype: object"
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     "execution_count": 239,
     "metadata": {},
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   "source": [
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  {
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   "execution_count": null,
   "id": "fdd1c266",
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  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "f4828c9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'This book contains references to sexual nudity; sexual activities; and profanity Young Adult'"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf_text.split(\"Summary of Concerns:\")[1].split(\"\\nBy\")[0].replace(\"\\n\",' ').strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "bafa0e7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "l8r, g8rSummary of Concerns:This book contains references to sexualnudity; sexual activities; and profanityYoung AdultBy Lauren Myracle978-1-4197-1143-5\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [170]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28mprint\u001b[39m(pdf_text\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBook Summary:\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mstrip())\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mpdf_text\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mBook Summary:\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSummary of Concerns:\u001b[39m\u001b[38;5;124m\"\u001b[39m)[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2\u001b[39m]\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mstrip())\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28mprint\u001b[39m(pdf_text\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBook Summary:\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSummary of Concerns:\u001b[39m\u001b[38;5;124m\"\u001b[39m)[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mstrip())\n",
      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "print(pdf_text.split('Book Summary:')[0].replace('\\n','').strip())\n",
    "print(pdf_text.split('Book Summary:')[1].split(\"Summary of Concerns:\")[-2].replace('\\n','').strip())\n",
    "print(pdf_text.split('Book Summary:')[1].split(\"Summary of Concerns:\")[1].split('.')[0].replace('\\n','').strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "4111a825",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['10,000 DRESSES',\n",
       " '101 WAYS TO DANCE',\n",
       " '33 SNOWFISH',\n",
       " 'A CHILD CALLED “IT”',\n",
       " 'A COSTUME FOR',\n",
       " 'A COURT OF FROST',\n",
       " 'A COURT OF MIST',\n",
       " 'A COURT OF SILVER',\n",
       " 'A COURT OF THORNS',\n",
       " 'A COURT OF',\n",
       " 'A DAY NO PIGS',\n",
       " 'A IS FOR ACTIVIST',\n",
       " 'A KINGDOM OF',\n",
       " 'A LESSON IN',\n",
       " 'A QUICK & EASY GUIDE TO',\n",
       " 'A QUICK & EASY GUIDE TO',\n",
       " 'A SIN SUCH AS THIS',\n",
       " 'A STOLEN LIFE',\n",
       " 'AARON SLATER,',\n",
       " 'ABLAZE WITH COLOR:',\n",
       " 'ACE VOICES',\n",
       " 'ADA TWIST, SCIENTIST',\n",
       " 'ADJUSTMENT DAY',\n",
       " 'ADVOCATING FOR',\n",
       " 'AFTER',\n",
       " 'AL CAPONE DOES',\n",
       " 'ALL AMERICAN BOYS',\n",
       " 'ALL BECAUSE YOU MATTER',\n",
       " 'ALL BOYS AREN’T BLUE',\n",
       " 'ALL THE BRIGHT',\n",
       " 'ALL THE THINGS WE',\n",
       " 'ALL YOUR PERFECTS',\n",
       " 'ALLEGEDLY:',\n",
       " 'ALMA AND HOW',\n",
       " 'ALMOST PERFECT',\n",
       " 'ALT ED',\n",
       " 'AMERICA',\n",
       " 'AN ABC OF EQUALITY',\n",
       " 'AN ORDINARY DAY',\n",
       " 'ANATOMY OF A',\n",
       " 'ANATOMY OF A',\n",
       " 'AND TANGO MAKES',\n",
       " 'AND THEY LIVED…',\n",
       " 'ANGUS, THONGS, AND',\n",
       " 'ANNE FRANK’S DIARY:',\n",
       " 'ANTIRACIST BABY',\n",
       " 'ANTONIO’S CARD',\n",
       " 'ARE YOU A BOY OR',\n",
       " 'ARE YOU A',\n",
       " 'ARE YOU AN ANT?',\n",
       " 'ARE YOU MY MOTHER:',\n",
       " 'AS THE CROW FLIES',\n",
       " 'ASK THE PASSENGERS',\n",
       " 'ASSASSINATION',\n",
       " 'ASSASSINATION',\n",
       " 'ASSASSINATION',\n",
       " 'ASSASSINATION',\n",
       " 'ASSASSINATION',\n",
       " 'ASSASSINATION',\n",
       " 'ASSASSINATION',\n",
       " 'ASSASSINATION',\n",
       " 'ATTACK OF THE',\n",
       " 'AUTOBOYOGRAPHY',\n",
       " 'BAD BOY:',\n",
       " 'BALLET KIDS',\n",
       " 'BAN THIS BOOK',\n",
       " 'BANNED BOOK CLUB',\n",
       " 'BATHE THE CAT',\n",
       " 'BE AMAZING: A',\n",
       " 'BE PREPARED',\n",
       " 'BE WHO YOU ARE',\n",
       " 'BEA BY THE SEA',\n",
       " 'BEAUTIFUL BASTARD',\n",
       " 'BEAUTIFUL DISASTER',\n",
       " 'BEAUTIFUL',\n",
       " 'BEETLE AND THE',\n",
       " 'BEFORE WE DISAPPEAR',\n",
       " 'BEING JAZZ:',\n",
       " 'BEING YOU:',\n",
       " 'BELOVED',\n",
       " 'BEYOND MAGENTA',\n",
       " 'BIG WIG',\n",
       " '#BLACKLIVES MATTER:',\n",
       " 'BLANKETS',\n",
       " 'BLAZED',\n",
       " 'BLENDED',\n",
       " 'BLUE IS THE',\n",
       " 'BODIES ARE COOL!',\n",
       " 'BODY IMAGE',\n",
       " 'BONE: GHOST CIRCLES',\n",
       " 'BORN ON THE BAYOU',\n",
       " 'BORN READY:',\n",
       " 'BOY GIRL BOY',\n",
       " 'BOY MEETS BOY',\n",
       " 'BOY TOY',\n",
       " 'BOYS DANCE!',\n",
       " 'BRAVE NEW WORLD:',\n",
       " 'BRAZEN:',\n",
       " 'BREATHLESS',\n",
       " 'BRIGHT EYES,',\n",
       " 'BUMPED',\n",
       " 'BUNNYBEAR',\n",
       " 'BURNED',\n",
       " 'BYE BYE, BINARY',\n",
       " 'CALL ME BY YOUR NAME',\n",
       " 'CALL ME MAX',\n",
       " 'CALVIN',\n",
       " 'CAN I TOUCH YOUR',\n",
       " 'CAN’T TAKE THAT AWAY',\n",
       " 'CATWOMAN:',\n",
       " 'CEMETERY BOYS',\n",
       " 'CHANGING YOU!',\n",
       " 'CHECK PLEASE!',\n",
       " 'CHOKE',\n",
       " 'CHOSEN',\n",
       " 'CINDERELLA IS DEAD',\n",
       " 'CLAP WHEN YOU LAND',\n",
       " 'CLASS ACT',\n",
       " 'CLOCKWORK PRINCESS',\n",
       " 'CLOSER TO NOWHERE',\n",
       " 'CLOSER',\n",
       " 'COLLATERAL',\n",
       " 'COLLECTED POEMS',\n",
       " 'CONCRETE ROSE',\n",
       " 'CONFESS',\n",
       " 'COOL FOR THE SUMMER',\n",
       " 'CRANK',\n",
       " 'CROWN OF MIDNIGHT',\n",
       " 'CUDDLY DUDDLEY',\n",
       " 'CURLS',\n",
       " 'CUT',\n",
       " 'DADDY’S',\n",
       " 'DAMNED',\n",
       " 'DAMSEL',\n",
       " 'DEAD END',\n",
       " 'DEAL WITH IT!',\n",
       " 'DEAR MARTIN',\n",
       " 'DEAR SWEET PEA',\n",
       " 'DEATH WIND',\n",
       " 'DEOGRATIAS: A',\n",
       " 'DIME',\n",
       " 'DISCRIMINATION IN',\n",
       " 'DOING IT!',\n",
       " 'DOLL BONES',\n",
       " 'DOOMED',\n",
       " 'DOROTHY:',\n",
       " 'DRAGON MASTERS: HEAT',\n",
       " 'DRAMA',\n",
       " 'DREAM STREET',\n",
       " 'DREAMING IN CUBAN',\n",
       " 'DREAMING UP',\n",
       " 'DRESS CODES FOR',\n",
       " 'ELEANOR AND PARK',\n",
       " 'EMBRACE SERIES, BOOK 1',\n",
       " 'EMERGENCY',\n",
       " 'EMPIRE OF STORMS',\n",
       " 'EUSTACE AND',\n",
       " 'EVERYTHING YOU ALWAYS',\n",
       " 'EVERYWHERE',\n",
       " 'EXIT HERE',\n",
       " 'EXTREMELY LOUD AND',\n",
       " 'FABLE',\n",
       " 'FADE',\n",
       " 'FALLOUT',\n",
       " 'FANGIRL',\n",
       " 'FAR FROM FAIR',\n",
       " 'FELIX EVER AFTER',\n",
       " 'FERAL SINS',\n",
       " 'FIGHT CLUB',\n",
       " 'FINDING',\n",
       " 'FINDING PERFECT',\n",
       " 'FLAMER',\n",
       " 'FLOWERS IN THE',\n",
       " 'FORBIDDEN',\n",
       " 'FOREVER FOR A YEAR',\n",
       " 'FOREVER…',\n",
       " 'FOUL IS FAIR',\n",
       " 'FRED GETS DRESSED',\n",
       " 'FRICTION',\n",
       " 'FRIDAY',\n",
       " 'FROM ARCHIE TO ZACK',\n",
       " 'FROM BLOOD AND ASH',\n",
       " 'FUN HOME',\n",
       " 'GABI, A GIRL IN PIECES',\n",
       " 'GENDER QUEER',\n",
       " 'GEORGE',\n",
       " 'GET A LIFE, CHLOE',\n",
       " 'GHOST BOYS',\n",
       " 'GILDED',\n",
       " 'GIRL IN TRANSLATION',\n",
       " 'GIRLS WHO CODE',\n",
       " 'GLASS',\n",
       " 'GO ASK ALICE',\n",
       " 'GO BACK TO SLEEP',\n",
       " 'GOODNIGHT RACISM',\n",
       " 'GOSSIP GIRL:',\n",
       " 'GRANDAD’S CAMPER',\n",
       " 'GRIT',\n",
       " 'GRL2GRL',\n",
       " 'GROW UP AND',\n",
       " 'GROWN',\n",
       " 'GUYAHOLIC',\n",
       " 'HALF A CHANCE',\n",
       " 'HALF OF A YELLOW SUN',\n",
       " 'HAUNTED',\n",
       " 'HEARTSTOPPER:',\n",
       " 'HEARTSTOPPER:',\n",
       " 'HEARTSTOPPER',\n",
       " 'HEARTSTOPPER',\n",
       " 'HEATHER HAS',\n",
       " 'HEIR OF FIRE',\n",
       " 'HEROINE',\n",
       " 'HE’S MY MOM',\n",
       " 'HIM',\n",
       " 'HOME BODY',\n",
       " 'HOMEGOING',\n",
       " 'HOOKED',\n",
       " 'HO’ONANI HULA',\n",
       " 'HOPELESS',\n",
       " 'HOUSE OF EARTH',\n",
       " 'HOUSE OF SKY',\n",
       " 'HOW BEAUTIFUL',\n",
       " 'HOW IT ALL BLEW UP',\n",
       " 'HOW TO BE A (YOUNG)',\n",
       " 'HOW TO READ A',\n",
       " 'HOW WE CAN LIVE:',\n",
       " 'I AM JAZZ',\n",
       " 'I AM MARGARET MOORE',\n",
       " 'I AM NOT YOUR PERFECT',\n",
       " 'I DISSENT: RUTH BADER',\n",
       " 'I IS FOR',\n",
       " 'I NEVER',\n",
       " 'IDENTICAL',\n",
       " 'IDENTITY:',\n",
       " 'IF I WAS YOUR GIRL',\n",
       " \"IF THERE'S NO\",\n",
       " 'IF YOU COME SOFTLY',\n",
       " 'I’LL GIVE YOU THE SUN',\n",
       " 'I’M A GIRL',\n",
       " 'I’M A UNICORN',\n",
       " '\\\\',\n",
       " 'I’M NOT A GIRL',\n",
       " 'IMPULSE',\n",
       " 'INFANDOUS',\n",
       " 'INFINITY SON',\n",
       " 'INVISIBLE MONSTERS',\n",
       " 'IS THIS NORMAL?',\n",
       " 'IS THIS NORMAL?',\n",
       " 'IT ENDS WITH US',\n",
       " 'IT FEELS GOOD TO',\n",
       " 'IT ISN’T RUDE TO',\n",
       " 'IT STARTS WITH US',\n",
       " 'IT’S NOT THE',\n",
       " 'IT’S PERFECTLY NORMAL,',\n",
       " 'IT’S PERFECTLY',\n",
       " 'IT’S SO AMAZING!',\n",
       " 'ITTY-BITTY KITTY',\n",
       " 'JACK (NOT JACKIE)',\n",
       " 'JACK OF HEARTS',\n",
       " 'JACOB’S NEW DRESS',\n",
       " 'JACOB’S ROOM TO',\n",
       " 'JAY’S GAY AGENDA',\n",
       " 'JEFF PENNANT’S FIELD',\n",
       " 'JESUS LAND: A',\n",
       " 'JULIAN IS A',\n",
       " 'JULIET TAKES A BREATH:',\n",
       " 'JULIET TAKES A BREATH',\n",
       " 'JUST HELP!',\n",
       " 'KING & KING',\n",
       " 'KINGDOM OF ASH',\n",
       " 'KISSING KATE',\n",
       " 'l8r, g8r']"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "edc9b25b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "fa5aa21e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "3fb8e50c",
   "metadata": {},
   "outputs": [],
   "source": [
    "book_looks_files=glob.glob(\"BookLooks_reports\\*.pdf\")\n",
    "book_looks_files = [i.upper() for i in book_looks_files]\n",
    "book_looks_files = [x for x in book_looks_files if \"SLICK SHEET\" not in x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "3c398740",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "587"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[x for x in book_looks_files if \"SLICK SHEET\" not in x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "69b7d367",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "647"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(book_looks_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "557bd0d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "a762a003",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10,000 DRESSES\n",
      "A young boy dreams of wearing dresses and eventually does despite his family's protestations.\n",
      "This book contains alternate gender ideologies\n"
     ]
    }
   ],
   "source": [
    "print(pdf_text.split(\"\\n\")[0])\n",
    "print(pdf_text.split(\":\")[1].replace(\"\\n\",' ').replace(\"Summary of Concerns\",'').strip())\n",
    "print(pdf_text.split(\":\")[2].replace(\"\\n\",' ').split('.')[0].strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "5b4482bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf_file = \"BookLooks_reports/A Costume for Charly.pdf\"\n",
    "with pdfplumber.open(pdf_file) as pdf:\n",
    "    first_page = pdf.pages[0]\n",
    "    pdf_text = first_page.extract_text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "7c394c06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "l8r, g8rSummary of Concerns:This book contains references to sexualnudity; sexual activities; and profanityYoung AdultBy Lauren Myracle978-1-4197-1143-5\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [152]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28mprint\u001b[39m(pdf_text\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBook Summary:\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mstrip())\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mpdf_text\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mBook Summary:\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSummary of Concerns:\u001b[39m\u001b[38;5;124m\"\u001b[39m)[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2\u001b[39m]\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mstrip())\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28mprint\u001b[39m(pdf_text\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBook Summary:\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSummary of Concerns:\u001b[39m\u001b[38;5;124m\"\u001b[39m)[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mstrip())\n",
      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "print(pdf_text.split('Book Summary:')[0].replace('\\n','').strip())\n",
    "print(pdf_text.split('Book Summary:')[1].split(\"Summary of Concerns:\")[-2].replace('\\n','').strip())\n",
    "print(pdf_text.split('Book Summary:')[1].split(\"Summary of Concerns:\")[1].split('.')[0].replace('\\n','').strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "7385dbef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'A CHILD CALLED “IT”'"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf_text.split('Book Summary:')[0].replace('\\n','').strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "35252d8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Autobiography of David Pelzer's enduredabuse as a child.\""
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf_text.split('Book Summary:')[0].replace('\\n','').strip()\n",
    "pdf_text.split('Book Summary:')[1].split(\"Summary of Concerns:\")[-2].replace('\\n','').strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "bf50ecce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A CHILD CALLED “IT”\n",
      "Autobiography of David Pelzer's enduredabuse as a child.\n",
      "This book contains violence involving childabuse and bullying; profanity; and alcoholabuse\n"
     ]
    }
   ],
   "source": [
    "print(pdf_text.split('Book Summary:')[0].replace('\\n','').strip())\n",
    "print(pdf_text.split('Book Summary:')[1].split(\"Summary of Concerns:\")[-2].replace('\\n','').strip())\n",
    "print(pdf_text.split('Book Summary:')[1].split(\"Summary of Concerns:\")[1].split('.')[0].replace('\\n','').strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "e4acabf7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nThis book contains violence involving child\\nabuse and bullying; profanity; and alcohol\\nabuse.\\nAdult\\nBy Dave Pelzer\\nISBN: 978-1-55874-366-9'"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf_text.split('Book Summary:')[1].split(\"Summary of Concerns:\")[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61c736c4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "99f942ce",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "id": "841d5b66",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n",
      " \n",
      " \n",
      " \n",
      "COOL FOR THE SUMMER  \n",
      " \n",
      "Young Adult   Book Summary:  \n",
      "A teenage girl is conflicted about her \n",
      "sexuality while she has romantic \n",
      "relationships with another teenage girl \n",
      "and her long -time  boy crush.  \n",
      " \n",
      "Sum mary of Concer ns: \n",
      "This book contain s alternate gender \n",
      "ideologies; profanity; sexual activities; \n",
      "sexual nudity; and alternate sexualities . \n",
      "By Dahlia Adler   \n",
      "ISBN:  978 -1-250 -76582 -6 \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      " \n",
      "\n"
     ]
    }
   ],
   "source": [
    "text1 = []\n",
    "pdf_file = \"BookLooks_reports/Cool for the Summer.pdf\"\n",
    "def extract_text_from_pdf(pdf_file: str)->[str]:\n",
    "    with open(pdf_file,'rb') as pdf:\n",
    "        pdf_text = []\n",
    "        reader = PyPDF2.PdfReader(pdf_file, strict=False)\n",
    "        content = reader.pages[0].extract_text()\n",
    "        pdf_text.append(content)\n",
    "        return pdf_text\n",
    "\n",
    "        \n",
    "#         for page in reader.pages:\n",
    "#             content = page.extract_text()\n",
    "#             pdf_text.append(content)\n",
    "#         return pdf_text\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    extracted_text = extract_text_from_pdf(pdf_file)\n",
    "    for text in extracted_text:\n",
    "        text1.append(text)\n",
    "        print(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "id": "68139bba",
   "metadata": {},
   "outputs": [],
   "source": [
    "re.search('(?<=\\n\\n\\n\\n :).*',text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "id": "44be0c68",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found a match!\n"
     ]
    }
   ],
   "source": [
    "def text_match(text):\n",
    "    pattern = '[A-Z]+[a-z]+$'\n",
    "    if re.search(pattern,text):\n",
    "        return \"found a match!\"\n",
    "    else:\n",
    "        return \"no match.\"\n",
    "print(text_match(\"The quick brown Fox\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "id": "894085f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[' \\n \\n \\n \\nCOOL FOR THE SUMMER  \\n']"
      ]
     },
     "execution_count": 356,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pattern = ' \\n \\n \\n \\nCOOL FOR THE SUMMER  \\n'\n",
    "re.findall(pattern,text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "id": "18de9b49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' \\n \\n \\n \\nCOOL FOR THE SUMMER  \\n \\nYoung Adult   Book Summary:  \\nA teenage girl is conflicted about her \\nsexuality while she has romantic \\nrelationships with another teenage girl \\nand her long -time  boy crush.  \\n \\nSum mary of Concer ns: \\nThis book contain s alternate gender \\nideologies; profanity; sexual activities; \\nsexual nudity; and alternate sexualities . \\nBy Dahlia Adler   \\nISBN:  978 -1-250 -76582 -6 \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n'"
      ]
     },
     "execution_count": 353,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce9afb9b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5f5c0be",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf7286be",
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf_file = \"BookLooks_reports/Cool for the Summer.pdf\"\n",
    "reader = PdfReader(filename)\n",
    "string1=reader.pages[0].extract_text()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "f68a7390",
   "metadata": {},
   "outputs": [],
   "source": [
    "re.match((\"?<=test).*\",text1[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "021775d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "res = [sub.replace(\"\\n\", \" \",) for sub in text1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "fd8b88be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['        AN ORDINARY DAY     Juvenile   Book Summary:   Two neighborhood children learn about  life and death through the birth and death  of family members.   Summary of Concerns:   This book contains disc ussions  of death.   By Elana K. Arnold    ISBN:  978 -1-48147262 -3          ']"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "fcfc406e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "pdf = 'BookLooks_reports/BlackLives Matter.pdf'\n",
    "reader = PyPDF2.PdfReader(pdf,strict=False)\n",
    "title_page = reader.pages[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "434ca504",
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf_file = \"BookLooks_reports/Cool for the Summer.pdf\"\n",
    "reader = PdfReader(filename)\n",
    "string1=reader.pages[0].extract_text()\n",
    "page = reader.pages[0]\n",
    "page.extract_text(0)\n",
    "parts = []\n",
    "def visitor_body(text, cm, tm, fontDict,fontSize):\n",
    "    y = tm[5]\n",
    "    if y > 50 and y <700:\n",
    "        parts.append(text)\n",
    "page.extract_text(visitor_text=visitor_body)\n",
    "text_body = \"\".join(parts)\n",
    "#title_page.extract_text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "dd75e2b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n COOL FOR THE SUMMER  \\n \\nYoung Adult   Book Summary:  \\nA teenage girl is conflicted about her \\nsexuality while she has romantic \\nrelationships with another teenage girl \\nand her long -time  boy crush.  \\n \\nSum mary of Concer ns: \\nThis book contain s alternate gender \\nideologies; profanity; sexual activities; \\nsexual nudity; and alternate sexualities . \\nBy Dahlia Adler   \\nISBN:  978 -1-250 -76582 -6 \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n'"
      ]
     },
     "execution_count": 251,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text_body"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "59f5399e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' \\n \\n \\n \\n101 WAYS TO DANCE  \\n \\nYoung Adult   Summary of Concerns:  \\nThis book contains inexplicit references to \\nsexual nudity and sexual activities .   \\nBy Kathy Stinson   \\nISBN:  978-1-897187 -10-4 \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n978 -1-897187 -10-4 \\n1-897187 -10-6 \\n978 -0-329 -50477 -9 \\n978 -0-329 -62758 -4 \\n0-329 -50477 -0 \\n0-329 -62758 -9 \\n'"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page.extract_text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "d88b1aa1",
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = \"BookLooks_reports/10000 Dresses.pdf\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "953b17a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from PyPDF2 import PdfReader\n",
    "    reader = PdfReader(filename)\n",
    "    print(f'Number of pages: {len(reader.pages)}')\n",
    "    print(f'{reader.pages[0].extract_text()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "9ac2db8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' \\n \\n \\n \\nALL THE THING S WE \\nDO IN THE DARK  \\n \\nYoung Adult   Book Summary:  \\nA teenage girl  attempts  to have a normal \\nlife after having been raped as a  child.  \\nSummary of Conc erns:  \\nThis book contains mild /infrequent  \\nprofanity; sexual activities; alternate \\nsexualities; and suicide references . \\nBy Saundra Mitchell   \\nISBN:  978 -0-06-285259 -5 \\n \\n \\n \\n   \\n \\n \\n \\n \\n'"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filename = \"BookLooks_reports/10000 Dresses.pdf\"\n",
    "reader = PdfReader(filename)\n",
    "string1=reader.pages[0].extract_text()\n",
    "page = reader.pages[0]\n",
    "page.extract_text(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "f456cf2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\" \\n \\n \\n \\n10,000 DRESSES  \\n \\nEasy Reader   Book Summary:  \\nA young boy dreams of wearing dresses \\nand eventually does despite his family's \\nprotestations.  \\n \\nSummary of Concerns:  \\nThis book  contains alternate gender \\nideologies.  \\nBy Marcus Ewert   \\nISBN: 978 -1-58322 -850 -0 \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\""
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reader = PdfReader(filename)\n",
    "string1=reader.pages[0].extract_text()\n",
    "page = reader.pages[0]\n",
    "page.extract_text(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "c2fa318b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\" \\n \\n \\n \\n10,000 DRESSES  \\n \\nEasy Reader   Book Summary:  \\nA young boy dreams of wearing dresses \\nand eventually does despite his family's \\nprotestations.  \\n \\nSummary of Concerns:  \\nThis book  contains alternate gender \\nideologies.  \\nBy Marcus Ewert   \\nISBN: 978 -1-58322 -850 -0 \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\""
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page.extract_text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "f01951c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "pdfs=[]\n",
    "titles=[]\n",
    "path = os.getcwd()+'\\\\BookLooks_Reports\\*.pdf'\n",
    "for filepath in glob.glob(path):\n",
    "    titles.append(filepath.split('\\\\')[-1][:-4].strip())\n",
    "    pdfs.append(filepath.split('\\\\')[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "deb5ec28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['10000 Dresses',\n",
       " '101 Ways to Dance',\n",
       " '33 Snowfish',\n",
       " 'A Child Called it',\n",
       " 'A Costume for Charly',\n",
       " 'A Court of Frost and Starlight Slick Sheet',\n",
       " 'A Court of Frost and Starlight',\n",
       " 'a court of mist and fury slick sheet',\n",
       " 'A Court of Mist and Fury',\n",
       " 'A Court of Silver Flames Slick Sheet',\n",
       " 'A Court of Silver Flames',\n",
       " 'A Court of Thorns and Roses slick sheet',\n",
       " 'A Court of Thorns and Roses',\n",
       " 'A Court of Wings and Ruin slick sheet',\n",
       " 'A Court of Wings and Ruin',\n",
       " 'A Day No Pigs Would Die',\n",
       " 'A is for activist',\n",
       " 'A Kingdom of Flesh and Fire Slick Sheet',\n",
       " 'A Kingdom of Flesh and Fire',\n",
       " 'A Lesson in Vengeance',\n",
       " 'A Quick and easy guide to queer and trans identities',\n",
       " 'A Quick and easy guide to they them pronouns',\n",
       " 'A Sin Such as this slick sheet',\n",
       " 'A Sin Such as This',\n",
       " 'A stolen life',\n",
       " 'Aaron slater illustrator',\n",
       " 'Ablaze With Color',\n",
       " 'Ace Voices',\n",
       " 'Ada twist scientist',\n",
       " 'Adjustment Day slick sheet',\n",
       " 'Adjustment day',\n",
       " 'Advocate for Yourself',\n",
       " 'After',\n",
       " 'Al Capone does my shirts',\n",
       " 'All American Boys',\n",
       " 'All Because You Matter',\n",
       " 'All Boys Arent Blue Slick Sheet',\n",
       " 'All Boys Arent Blue',\n",
       " 'All The Bright Places',\n",
       " 'All the Things we do in the dark',\n",
       " 'All your perfects slick sheet',\n",
       " 'All Your Perfects',\n",
       " 'Allegedly',\n",
       " 'Alma and How she got her name',\n",
       " 'Almost perfect',\n",
       " 'Alt Ed',\n",
       " 'America',\n",
       " 'An Abc of equality',\n",
       " 'An Ordinary Day',\n",
       " 'Anatomy of a Boyfriend slick sheet',\n",
       " 'Anatomy of a Boyfriend',\n",
       " 'Anatomy of a single Girl',\n",
       " 'And tango makes three',\n",
       " 'And They Lived slick sheet',\n",
       " 'And they lived',\n",
       " 'ANGUS THONGS AND FULL FRONTAL SNOGGING CONFESSIONS OF GEORGIA NICOLSON',\n",
       " 'Anne Franks Diary graphic novel',\n",
       " 'Antiracist baby',\n",
       " 'Antonios card',\n",
       " 'Are you a boy or are you a girl',\n",
       " 'Are You a Butterfly',\n",
       " 'Are you an ant',\n",
       " 'Are you my Mother A Comic Drama',\n",
       " 'as the crow flies',\n",
       " 'Ask the Passengers',\n",
       " 'Assassination Classroom Volume 11',\n",
       " 'Assassination Classroom Volume 2',\n",
       " 'Assassination classroom volume 3',\n",
       " 'Assassination Classroom volume 4',\n",
       " 'Assassination Classroom Volume 5',\n",
       " 'Assassination Classroom volume 6',\n",
       " 'Assassination Classroom volume 7',\n",
       " 'Assassination Classroom',\n",
       " 'Attack of the Black Rectangles',\n",
       " 'Autoboyography',\n",
       " 'Bad Boy',\n",
       " 'Ballet KIds',\n",
       " 'Ban this book',\n",
       " 'Banned Book Club',\n",
       " 'Bathe the cat',\n",
       " 'Be Amazing',\n",
       " 'Be Prepared',\n",
       " 'Be who you are',\n",
       " 'Bea by the Sea',\n",
       " 'Beautiful Bastard',\n",
       " 'Beautiful Disaster slick sheet',\n",
       " 'Beautiful Disaster',\n",
       " 'Beautiful Slick Sheet',\n",
       " 'Beautiful',\n",
       " 'Beetle and the Hollow Bones',\n",
       " 'Before We Disappear',\n",
       " 'Being jazz',\n",
       " 'Being You a first conversation about gender',\n",
       " 'Beloved',\n",
       " 'Beyond Magenta',\n",
       " 'Big Wig',\n",
       " 'BlackLives Matter',\n",
       " 'Blankets',\n",
       " 'Blazed',\n",
       " 'Blended',\n",
       " 'Blue is the Warmest Color',\n",
       " 'Bodies are cool',\n",
       " 'Body Image',\n",
       " 'Bone ghost circles',\n",
       " 'Born on the Bayou slick sheet',\n",
       " 'Born on the Bayou',\n",
       " 'Born Ready',\n",
       " 'Boy Girl Boy',\n",
       " 'Boy Meets Boy',\n",
       " 'Boy Toy',\n",
       " 'Boys Dance',\n",
       " 'Brave New World',\n",
       " 'Brazen',\n",
       " 'Breathless slicksheet',\n",
       " 'Breathless',\n",
       " 'Bright Eyes Brown Skin',\n",
       " 'Bumped',\n",
       " 'bunnyBear',\n",
       " 'Burned',\n",
       " 'Bye Bye binary',\n",
       " 'Call Me By Your Name Slick Sheet',\n",
       " 'Call Me By Your Name',\n",
       " 'Call Me Max',\n",
       " 'Calvin',\n",
       " 'Can I Touch Your Hair',\n",
       " 'Cant Take That Away',\n",
       " 'Catwoman Soulstealer',\n",
       " 'Cemetary Boys',\n",
       " 'changing You',\n",
       " 'Check Please',\n",
       " 'Choke slick sheet',\n",
       " 'Choke',\n",
       " 'Chosen',\n",
       " 'Cinderella is Dead',\n",
       " 'Clap when you land',\n",
       " 'Class Act',\n",
       " 'Clockwork princess',\n",
       " 'Closer Slick Sheet',\n",
       " 'Closer to Nowhere',\n",
       " 'Closer',\n",
       " 'Collateral Slick Sheet',\n",
       " 'Collateral',\n",
       " 'Collected Poms 1947 1980',\n",
       " 'Concrete Rose',\n",
       " 'Confess',\n",
       " 'Cool for the Summer',\n",
       " 'crank',\n",
       " 'Crown of Midnight',\n",
       " 'Cuddly Duddley',\n",
       " 'Curls',\n",
       " 'Cut',\n",
       " 'Daddys Roommate',\n",
       " 'Damned slick sheet',\n",
       " 'Damned',\n",
       " 'Damsel Slick Sheet',\n",
       " 'Damsel',\n",
       " 'Dead End slick sheet',\n",
       " 'Dead End',\n",
       " 'Deal with it',\n",
       " 'Dear martin',\n",
       " 'Dear Sweet Pea',\n",
       " 'Death Wind',\n",
       " 'Deogratias a Tale of Rwand',\n",
       " 'dime',\n",
       " 'Discrimination in Society Racial Discrimination',\n",
       " 'Doing it',\n",
       " 'Doll Bones',\n",
       " 'Doomed slick sheet',\n",
       " 'Doomed',\n",
       " 'Dorothy a different kind of friend',\n",
       " 'Dragon Masters Heat of the Lava Dragon',\n",
       " 'Drama',\n",
       " 'Dream Street',\n",
       " 'Dreaming in Cuban',\n",
       " 'Dreaming Up',\n",
       " 'Dress Codes For Small Towns',\n",
       " 'Eleanor and Park',\n",
       " 'Embrace Series Book 1',\n",
       " 'Emergency Contact',\n",
       " 'Empire of Storms Slick Sheet',\n",
       " 'Empire of Storms',\n",
       " 'Eustace and Clyde',\n",
       " 'Everything You EVer Wanted to Know About Puberty',\n",
       " 'Everywhere Babies',\n",
       " 'Exit here slick sheet',\n",
       " 'Exit here',\n",
       " 'Extremely Loud and INcredibly Close',\n",
       " 'Fable',\n",
       " 'Fade',\n",
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       " 'Stained',\n",
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       " 'Starla Jean Which Came First the Chicken or the Friendship',\n",
       " 'Starting from scratch a wish novel',\n",
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       " 'The Complete Idiots Guide to Tantric Sex',\n",
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       " 'The Deep and Dark Blue',\n",
       " 'The Duff',\n",
       " 'The family book',\n",
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       "---                          2\n",
       "An Ordinary Day              2\n",
       "Perfect                      2\n",
       "Normal People                1\n",
       "Native Son                   1\n",
       "                            ..\n",
       "Foul is Fair                 1\n",
       "Fred Gets Dressed            1\n",
       "The Freedom Writers Diary    1\n",
       "Friction                     1\n",
       "You Too?                     1\n",
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       "['10000 Dresses',\n",
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       " 'Can I Touch Your Hair',\n",
       " 'Cant Take That Away',\n",
       " 'Catwoman Soulstealer',\n",
       " 'Cemetary Boys',\n",
       " 'changing You',\n",
       " 'Check Please',\n",
       " 'Choke slick sheet',\n",
       " 'Choke',\n",
       " 'Chosen',\n",
       " 'Cinderella is Dead',\n",
       " 'Clap when you land',\n",
       " 'Class Act',\n",
       " 'Clockwork princess',\n",
       " 'Closer Slick Sheet',\n",
       " 'Closer to Nowhere',\n",
       " 'Closer',\n",
       " 'Collateral Slick Sheet',\n",
       " 'Collateral',\n",
       " 'Collected Poms 1947 1980',\n",
       " 'Concrete Rose',\n",
       " 'Confess',\n",
       " 'Cool for the Summer',\n",
       " 'crank',\n",
       " 'Crown of Midnight',\n",
       " 'Cuddly Duddley',\n",
       " 'Curls',\n",
       " 'Cut',\n",
       " 'Daddys Roommate',\n",
       " 'Damned slick sheet',\n",
       " 'Damned',\n",
       " 'Damsel Slick Sheet',\n",
       " 'Damsel',\n",
       " 'Dead End slick sheet',\n",
       " 'Dead End',\n",
       " 'Deal with it',\n",
       " 'Dear martin',\n",
       " 'Dear Sweet Pea',\n",
       " 'Death Wind',\n",
       " 'Deogratias a Tale of Rwand',\n",
       " 'dime',\n",
       " 'Discrimination in Society Racial Discrimination',\n",
       " 'Doing it',\n",
       " 'Doll Bones',\n",
       " 'Doomed slick sheet',\n",
       " 'Doomed',\n",
       " 'Dorothy a different kind of friend',\n",
       " 'Dragon Masters Heat of the Lava Dragon',\n",
       " 'Drama',\n",
       " 'Dream Street',\n",
       " 'Dreaming in Cuban',\n",
       " 'Dreaming Up',\n",
       " 'Dress Codes For Small Towns',\n",
       " 'Eleanor and Park',\n",
       " 'Embrace Series Book 1',\n",
       " 'Emergency Contact',\n",
       " 'Empire of Storms Slick Sheet',\n",
       " 'Empire of Storms',\n",
       " 'Eustace and Clyde',\n",
       " 'Everything You EVer Wanted to Know About Puberty',\n",
       " 'Everywhere Babies',\n",
       " 'Exit here slick sheet',\n",
       " 'Exit here',\n",
       " 'Extremely Loud and INcredibly Close',\n",
       " 'Fable',\n",
       " 'Fade',\n",
       " 'Fallout',\n",
       " 'Fangirl',\n",
       " 'Far from Fair',\n",
       " 'Felix Ever After',\n",
       " 'Feral Sins',\n",
       " 'Fight Club',\n",
       " 'Finding Cinderella',\n",
       " 'Finding Perfect',\n",
       " 'Flamer',\n",
       " 'Flowers in the attic',\n",
       " 'Forbidden',\n",
       " 'forever for a year slick sheet',\n",
       " 'Forever for a Year',\n",
       " 'Forever Slick sheet',\n",
       " 'Forever',\n",
       " 'Foul is Fair',\n",
       " 'Fred Gets Dressed',\n",
       " 'Friction',\n",
       " 'Friday',\n",
       " 'From ARchie to Zack',\n",
       " 'From Blood and Ash slick sheet',\n",
       " 'From Blood and Ash',\n",
       " 'Fun Home',\n",
       " 'Gabi A Girl in Pieces',\n",
       " 'Gender Queer',\n",
       " 'George',\n",
       " 'Get a life Chloe Brown',\n",
       " 'Ghost boys',\n",
       " 'Gilded',\n",
       " 'Girl in Translation',\n",
       " 'Girls Who Code',\n",
       " 'Glass',\n",
       " 'Go Ask Alice',\n",
       " 'Go Back to Sleep',\n",
       " 'Goodnight Racism',\n",
       " 'Gossip girl Nobody does it better',\n",
       " 'Grandpas camper',\n",
       " 'Grit',\n",
       " 'Grl2Grl',\n",
       " 'Grow up and love your body',\n",
       " 'Grown',\n",
       " 'Guyaholic',\n",
       " 'half a chance',\n",
       " 'Half of a Yellow Sun',\n",
       " 'haunted slick sheet',\n",
       " 'Haunted',\n",
       " 'Heartstopper volume 1',\n",
       " 'Heartstopper Volume 2',\n",
       " 'heartstopper Volume 3',\n",
       " 'Heartstopper Volume 4',\n",
       " 'Heather Has two Mummies',\n",
       " 'Heir of Fire',\n",
       " 'Heroine',\n",
       " 'Hes my mom',\n",
       " 'Him slick sheet',\n",
       " 'Him',\n",
       " 'Home Body',\n",
       " 'Homegoing',\n",
       " 'Hooked',\n",
       " 'Hoonani Hula Warrior',\n",
       " 'Hopeless slick sheet',\n",
       " 'Hopeless',\n",
       " 'House of Earth and Blood slick sheet',\n",
       " 'House of Earth and Blood',\n",
       " 'House of Sky and Breath slick sheet',\n",
       " 'House of Sky and Breath',\n",
       " 'how Beautiful the ordinary',\n",
       " 'How it all Blew up',\n",
       " 'How to be a young antiracist',\n",
       " 'How to Read a Book',\n",
       " 'How We Can Live',\n",
       " 'I Am Jazz',\n",
       " 'I am Margaret Moore',\n",
       " 'i am not your perfect mexican daughter',\n",
       " 'I Dissent',\n",
       " 'I is for immigrants',\n",
       " 'I Never',\n",
       " 'Identical',\n",
       " 'Identity a story of transitioning',\n",
       " 'If i was your girl',\n",
       " 'If Theres no tomorrow',\n",
       " 'If You Come Softly',\n",
       " 'Ill Give You the Sun',\n",
       " 'Im a Girl',\n",
       " 'Im a Unicorn',\n",
       " 'Im Basically a Unicorn',\n",
       " 'im not a girl',\n",
       " 'Impulse',\n",
       " 'infandous',\n",
       " 'Infinity Son',\n",
       " 'invisible monsters remix slick sheet',\n",
       " 'Invisible Monsters Remix',\n",
       " 'Is This Normal More Girls questions answered by the editors of the care and keeping of you',\n",
       " 'Is This NOrmal',\n",
       " 'It Ends With Us Slick Sheet',\n",
       " 'It Ends With Us',\n",
       " 'It feels good to be yourself',\n",
       " 'It Isnt rude to be nude',\n",
       " 'it starts with us slick sheet',\n",
       " 'It starts with Us',\n",
       " 'Its Not the Stork',\n",
       " 'Its Perfectly Normal 5th edition',\n",
       " 'Its Perfectly Normal',\n",
       " 'Its So Amazing',\n",
       " 'Itty Bitty Kitty Corn',\n",
       " 'Jack not jackie',\n",
       " 'Jack of hearts',\n",
       " 'Jacobs new dress',\n",
       " 'Jacobs room to choose',\n",
       " 'Jays Gay Agenda',\n",
       " 'Jeff Pennant',\n",
       " 'Jesus Land',\n",
       " 'Julian is a Mermaid',\n",
       " 'Juliet Takes a Breath graphic novel',\n",
       " 'Juliet Takes a Breath',\n",
       " 'Just Help',\n",
       " 'King and king',\n",
       " 'Kingdom of Ash',\n",
       " 'Kissing Kate',\n",
       " 'l8r g8r',\n",
       " 'Last Night at the Telegraph Club slick sheet',\n",
       " 'Last Night at the Telegraph Club',\n",
       " 'laura dean keeps breaking up with me',\n",
       " 'Lawn Boy',\n",
       " 'Layla',\n",
       " \"Let's Talk about Race\",\n",
       " 'Lets Talk About It',\n",
       " 'LGBTQ rights',\n",
       " 'Lies Knives and Girls in Dresses',\n",
       " 'Life is Funny',\n",
       " 'light it up',\n",
       " 'Like a Hurricane',\n",
       " 'Like a Love Story',\n",
       " 'Lily and Dunkin',\n",
       " 'Little and lion',\n",
       " 'Little One',\n",
       " 'Little People big dreams Laverne Cox',\n",
       " 'Little People Big Dreams RuPaul',\n",
       " 'living dead girl',\n",
       " 'Living Ink',\n",
       " 'Lolita',\n",
       " 'Long Way Down',\n",
       " 'Looking For Alaska',\n",
       " 'Lord of the flies',\n",
       " 'Losing Hope slick sheet',\n",
       " 'Losing Hope',\n",
       " 'Love Lies Beneath',\n",
       " 'Love Makes a family',\n",
       " 'Love Story Starring My Dead Best Friend',\n",
       " 'Love Violet',\n",
       " 'Lucky Slick Sheet',\n",
       " 'Lucky',\n",
       " 'Lullaby slick sheet',\n",
       " 'Lullaby',\n",
       " 'Luna',\n",
       " 'Lunch from home',\n",
       " 'Magnolia Flower',\n",
       " 'Mama and Mommy and Me in the Middle',\n",
       " 'man o war slick sheet',\n",
       " 'Man o war',\n",
       " 'Marriage of a Thousand Lies',\n",
       " 'Marvin Redpost is He a Girl',\n",
       " 'Maus 1',\n",
       " 'Maus 2',\n",
       " 'Max and the Dumb Flower Picture',\n",
       " 'Max and the talent show',\n",
       " 'Max on the Farm',\n",
       " 'maybe not slick sheet',\n",
       " 'Maybe Not',\n",
       " 'Maybe now',\n",
       " 'Maybe Someday',\n",
       " 'Me and earl and the dying girl',\n",
       " 'Meet Cute',\n",
       " 'Meg and Linus',\n",
       " 'melissa',\n",
       " 'Middle Schools a drag',\n",
       " 'Milk and Honey',\n",
       " 'Milo Imagines the World',\n",
       " 'Miosotis Flores Never Forgets',\n",
       " \"Monday's Not Coming\",\n",
       " 'More Happy Than Not',\n",
       " 'My Body is Growing',\n",
       " 'my friend dahmer',\n",
       " 'My Jim',\n",
       " 'My Maddy',\n",
       " 'My People',\n",
       " 'My Princess Boy',\n",
       " 'My Rainbow',\n",
       " 'My Shadow is pink',\n",
       " 'My Shadow is Purple',\n",
       " 'My Sister Daisy',\n",
       " 'My Very Own Space',\n",
       " 'Native Son',\n",
       " 'Neanderthal Opens the Door To The Universe',\n",
       " 'Never lore',\n",
       " 'Nick and Charlie',\n",
       " 'Nineteen Minutes',\n",
       " 'Normal People',\n",
       " 'Not My Idea A Book About Whiteness',\n",
       " 'Not My Problem',\n",
       " 'Not Otherwise Specified',\n",
       " 'Not that Bad',\n",
       " 'Nothing Like You',\n",
       " 'November 9 Slick Sheet',\n",
       " 'November 9',\n",
       " 'On the Bright Side Im Now the Girlfriend of a Sex God',\n",
       " 'Once Upon a Tim',\n",
       " 'one last stop slick sheet',\n",
       " 'One Last Stop',\n",
       " 'Opposite Sex',\n",
       " 'Optimists Die First',\n",
       " 'Oryx and Crake',\n",
       " 'Our Skin A First Conversation about Race',\n",
       " 'Out of Darkness',\n",
       " 'Owl Diaries Get Well Eva',\n",
       " 'Papa Daddy and Riley',\n",
       " 'Pass It On',\n",
       " 'Patricks polka dot tights',\n",
       " 'People Kill People',\n",
       " 'People of Pride RuPaul Charles',\n",
       " 'perfect by Kiri Jorgensen',\n",
       " 'Perfect',\n",
       " 'Pet',\n",
       " 'Pink Blue and You',\n",
       " 'Plum',\n",
       " 'Point of retreat',\n",
       " 'Portnoys Complaint',\n",
       " 'Prince and KNight',\n",
       " 'protesting police violence in modern america',\n",
       " 'pumpkin heads',\n",
       " 'Push Slick Sheet',\n",
       " 'Push',\n",
       " 'Queen of Shadows',\n",
       " 'Queer a Graphic History',\n",
       " 'Questions and feelings about racism',\n",
       " 'Race and Policing in Modern America',\n",
       " 'rACIAL jUSTICE IN aMERICA what is the black lives matter movement',\n",
       " 'Racial justice in america what is white privilege',\n",
       " 'Racial Justice in America',\n",
       " 'Ramona Blue',\n",
       " 'Rant slick sheet',\n",
       " 'Rant',\n",
       " 'Ready or not',\n",
       " 'Real Live Boyfriends',\n",
       " 'Red a crayons story',\n",
       " 'Red at the Bone',\n",
       " 'Red Hood Slick sheet',\n",
       " 'Red Hood',\n",
       " 'Red White and Royal Blue',\n",
       " 'Redwood and Ponytail',\n",
       " 'Relish',\n",
       " 'Rethinking Normal',\n",
       " 'Rhymes with Witches',\n",
       " 'Rick',\n",
       " 'Rosie revere engineer',\n",
       " 'Rumble',\n",
       " 's.e.x second edition',\n",
       " 'Sam is my sister',\n",
       " 'Scars',\n",
       " 'Seeing Gender',\n",
       " 'sex an uncensored introduction slick sheet',\n",
       " 'SEX an uncensored introduction',\n",
       " 'Sex in the Library',\n",
       " 'sex is a funny word',\n",
       " 'Sex Plus',\n",
       " 'she felt like feeling nothing',\n",
       " 'Shes my dad',\n",
       " 'Shine',\n",
       " 'Shiver',\n",
       " 'SHOUT',\n",
       " 'Silent Mobius Volume 1',\n",
       " 'Skin Again',\n",
       " 'Skin',\n",
       " 'Slammed',\n",
       " 'Slaughterhouse Five',\n",
       " 'Slavery Wasnt Only in the South',\n",
       " 'Smoke',\n",
       " 'snuff slicksheet',\n",
       " 'Snuff',\n",
       " 'Sofia Valdez future prez',\n",
       " 'Sold slick sheet',\n",
       " 'Sold',\n",
       " 'Some Girls Bind',\n",
       " 'Some Girls Do',\n",
       " 'Speak the Graphic Novel',\n",
       " 'Speak',\n",
       " 'Spinning',\n",
       " 'Splendor',\n",
       " 'Stained',\n",
       " 'Stamped for kids',\n",
       " 'Starla Jean Which Came First the Chicken or the Friendship',\n",
       " 'Starting from scratch a wish novel',\n",
       " 'Stealing Heaven',\n",
       " 'Stitches a memoir',\n",
       " 'Story of a Girl',\n",
       " 'Strange Truth',\n",
       " 'Sully the Raccoon',\n",
       " 'Sulwe',\n",
       " 'SuperMutant Magic Academy',\n",
       " 'TAbitha and Magoo Dress Up Too',\n",
       " 'tale of the shadow king',\n",
       " 'Teos Tutu',\n",
       " 'That is My Dream',\n",
       " 'Thats betty',\n",
       " 'The 57 Bus',\n",
       " 'The 7 Habits of Happy Kids',\n",
       " 'The Absolutely True Diary of a Part Time Indian',\n",
       " 'The Absolutely True Diary of a Part',\n",
       " 'The Art of Drag',\n",
       " 'The Art of Racing in the RAin',\n",
       " 'The Assassin and the Desert',\n",
       " 'The Assassin and the Empire',\n",
       " 'The Assassin and the Pirate Lord',\n",
       " 'The Assassins Blade',\n",
       " 'The bare Naked book',\n",
       " 'The Best Laid Plans',\n",
       " 'The Black Flamingo',\n",
       " 'The Black Friend',\n",
       " 'the Bluest Eye',\n",
       " 'The Body a guide for occupants',\n",
       " 'The Boy and Girl Who Broke the World',\n",
       " 'The breakaways',\n",
       " 'The Carnival at Bray',\n",
       " 'The Color of Earth',\n",
       " 'The Complete Idiots Guide to Tantric Sex',\n",
       " 'The Day you begin',\n",
       " 'The Deep and Dark Blue',\n",
       " 'The Duff',\n",
       " 'The family book',\n",
       " 'The Female of the species',\n",
       " 'The Fixer',\n",
       " 'The Freedom Writers Diary',\n",
       " 'The Gift',\n",
       " 'The Girl Who Knew Too Much',\n",
       " 'The Glass Menagerie',\n",
       " 'The Handmaids Tale The Graphic Novel',\n",
       " 'The Handmaids Tale',\n",
       " 'The Handsome Girl and Her Beautiful Boy',\n",
       " 'The harvey Milk story',\n",
       " 'The Hate U Give',\n",
       " 'The Haters',\n",
       " 'the history of racism in america',\n",
       " 'The House on Mango Street',\n",
       " 'the House That Wasnt There',\n",
       " 'The Infinite Moment of Us',\n",
       " 'The invisible life of addie larue',\n",
       " 'the Juneteenth Story',\n",
       " 'The Kite Runner graphic novel',\n",
       " 'The Kite Runner slick sheet',\n",
       " 'the Kite Runner',\n",
       " 'The Little Black Book for Girlz',\n",
       " 'The Love Interest',\n",
       " 'The Lovely Bones',\n",
       " 'The Many Colors of Harpreet Singh',\n",
       " 'The Me I Choose to Be',\n",
       " 'The Midnight Lie',\n",
       " 'the Moon Within',\n",
       " 'The nerdy and the dirty',\n",
       " 'The Nowhere Girls',\n",
       " 'The One and Only Dylan St Claire',\n",
       " 'The Opposite of Innocent',\n",
       " 'The pants project',\n",
       " 'The Passing Playbook',\n",
       " 'The Peacock and the Mermaid',\n",
       " 'The Perks of Being a Wallflower',\n",
       " 'The Poet X',\n",
       " 'The prince and the dressmaker',\n",
       " 'The Pronoun Book',\n",
       " 'The Rainbow Parade',\n",
       " 'The Right Touch',\n",
       " 'The Sacrifice of Darkness',\n",
       " 'The Sun and her flowers',\n",
       " 'The Talk',\n",
       " 'the teenage guy',\n",
       " 'The Trauma Cleaner slick sheet',\n",
       " 'The trauma cleaner',\n",
       " 'The Trouble With Chickens',\n",
       " 'the truth about alice',\n",
       " 'The Undefeated',\n",
       " 'the upside of unrequited',\n",
       " 'The V Word',\n",
       " 'The Violin Makers Daughter',\n",
       " 'The Wind Up Bird Chronicle Slick Sheet',\n",
       " 'The Wind Up Bird Chronicles',\n",
       " 'the Witch Boy',\n",
       " 'the Year of the Flood',\n",
       " 'The You Ive Never Known',\n",
       " 'They Went Left - Copy',\n",
       " 'Thirteen reasons why',\n",
       " 'This book is antiracist',\n",
       " 'This Book is Gay Slick Sheet',\n",
       " 'This Book is Gay',\n",
       " 'This Book is Not for You',\n",
       " 'This is Our Rainbow',\n",
       " 'This One Summer',\n",
       " 'Throne of Glass',\n",
       " 'Thunder Boy Jr',\n",
       " 'Tiger Eyes',\n",
       " 'Tilt Slick sheet',\n",
       " 'Tilt',\n",
       " 'To Kill a Mockingbird',\n",
       " 'Too Bright to See',\n",
       " 'Touch Blue',\n",
       " 'Touch',\n",
       " 'Tower of Dawn',\n",
       " 'Traffick',\n",
       " 'Trans plus',\n",
       " 'Trans Teen survival Guide',\n",
       " 'Triangles',\n",
       " 'Tricks Slick Sheet',\n",
       " 'Tricks',\n",
       " 'TTYL',\n",
       " 'turning 15 on the road to freedom',\n",
       " 'Twisted',\n",
       " 'Two Boys Kissing',\n",
       " 'Two More days',\n",
       " 'Ugly Love slick sheet',\n",
       " 'Ugly Love',\n",
       " 'uncomfortable conversations with a black boy',\n",
       " 'Unicorns Are the Worst',\n",
       " 'Unravel Me',\n",
       " 'Verity slick sheet',\n",
       " 'Verity',\n",
       " 'Wait For You',\n",
       " 'Wait What',\n",
       " 'Water for Elephants',\n",
       " 'Watercress',\n",
       " 'Wayward Son',\n",
       " 'We are Not Yet Equal',\n",
       " 'We Are the Ants',\n",
       " 'We rise we resist we raise our voices',\n",
       " 'Welcome to st hell',\n",
       " 'What About Will',\n",
       " 'What are your words',\n",
       " 'What Girls are Made of Slick Sheet',\n",
       " 'What Girls Are Made Of',\n",
       " 'What if Pig',\n",
       " 'What My Mother Doesn',\n",
       " 'what riley wore',\n",
       " 'When Aidan Became a Brother',\n",
       " 'When I Grow Up',\n",
       " 'When i was the Greatest',\n",
       " 'Where I End and You Begin',\n",
       " 'Where the crawdads sing',\n",
       " 'Who Are You the kids guide to gender identity',\n",
       " 'Who has What',\n",
       " 'Wicked slick sheet',\n",
       " 'Wicked',\n",
       " 'Wintergirls',\n",
       " 'Without Merit',\n",
       " 'woke',\n",
       " 'yolk',\n",
       " 'YOLO slick sheet',\n",
       " 'YOLO',\n",
       " 'You a novel',\n",
       " 'You be You',\n",
       " 'You Matter',\n",
       " 'You Too']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0151c5f5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe55e046",
   "metadata": {},
   "outputs": [],
   "source": [
    "badPDF = 'http://booklooks.org/data/files/Book Looks Reports/Allegedly.pdf'\n",
    "pdf_links=[]\n",
    "for i in range(len(links):\n",
    "    url = links[i]\n",
    "    r = requests.get(url=url, headers=headers)\n",
    "    soup = BeautifulSoup(r.content,'html')\n",
    "    for line in soup.find_all('a')[35:-2]:\n",
    "        pdf_links.append(path+line.get('href'))\n",
    "        pdf_links = list(set(pdf_links))\n",
    "    if badPDF in pdf_links:\n",
    "        pdf_links.remove(badPDF)\n",
    "\n",
    "pdf_path = 'BookLooks_reports/'\n",
    "if os.path.exists(pdf_path)==False:\n",
    "    os.mkdir(pdf_path)\n",
    "filepath = pdf_path+url.split(\"/\")[-2]\n",
    "if os.path.exists(filepath)==False:\n",
    "    os.mkdir(filepath)    \n",
    "for i in range(len(pdf_links)):\n",
    "    url = pdf_links[i]\n",
    "    filepath = pdf_path+url.split(\"/\")[-2]\n",
    "    if os.path.exists(filepath)==False:\n",
    "        os.mkdir(filepath) \n",
    "    r = requests.get(url=url, headers=headers)\n",
    "    url.split('/')[-1]\n",
    "    os.chdir(filepath)\n",
    "    with open(str(url.split('/')[-1]), 'wb') as f:\n",
    "        f.write(r.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "846c959e",
   "metadata": {},
   "outputs": [],
   "source": [
    "badPDF = 'http://booklooks.org/data/files/Book Looks Reports/Allegedly.pdf'\n",
    "pdf_links=[]\n",
    "pdf_path = 'BookLooks_reports/'\n",
    "if os.path.exists(pdf_path)==False:\n",
    "    os.mkdir(pdf_path)\n",
    "for i in range(len(links)):\n",
    "    url = links[i]\n",
    "    r = requests.get(url=url, headers=headers)\n",
    "    soup = BeautifulSoup(r.content,'html')\n",
    "    for line in soup.find_all('a')[35:-2]:\n",
    "        pdf_links.append(path+line.get('href'))\n",
    "        pdf_links = list(set(pdf_links))\n",
    "if badPDF in pdf_links:\n",
    "    pdf_links.remove(badPDF)\n",
    "for i in range(len(pdf_links[:-1])):\n",
    "    url = pdf_links[i]\n",
    "    filepath = pdf_path+url.split(\"/\")[-2]\n",
    "    if os.path.exists(filepath)==False:\n",
    "        os.mkdir(filepath) \n",
    "    r = requests.get(url=url, headers=headers)\n",
    "    print(r.content())\n",
    "os.chdir('..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9677a914",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://booklooks.org/data/files/Book Looks Reports/A/A is for activist.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/ANGUS THONGS AND FULL FRONTAL SNOGGING CONFESSIONS OF GEORGIA NICOLSON.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/Aaron slater illustrator.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/Ablaze With Color.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/Ace Voices.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/Ada twist scientist.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/Adjustment Day slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/Adjustment day.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/Advocate for Yourself.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/After.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/A/Al Capone does my shirts.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/A/Autoboyography.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/B/Be Prepared.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/B/Before We Disappear.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/B/Boy Meets Boy.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/B/Brave New World.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/B/Breathless slicksheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/Breathless.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/Bright Eyes Brown Skin.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/B/Burned.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/Bye Bye binary.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/The Best Laid Plans.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/The Black Flamingo.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/The Black Friend.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/The Body a guide for occupants.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/The Boy and Girl Who Broke the World.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/B/The bare Naked book.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/C/A Child Called it.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/A Costume for Charly.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/C/A Court of Thorns and Roses.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/C/A Court of Wings and Ruin.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Call Me By Your Name Slick Sheet.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/C/Can I Touch Your Hair.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Cant Take That Away.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Catwoman Soulstealer.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Cemetary Boys.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/C/Cinderella is Dead.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Clap when you land.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Class Act.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Clockwork princess.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Closer Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Closer to Nowhere.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Closer.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Collateral Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Collateral.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Collected Poms 1947 1980.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Concrete Rose.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Confess.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Cool for the Summer.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Crown of Midnight.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/Cuddly Duddley.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/C/The Carnival at Bray.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/The Color of Earth.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/The Complete Idiots Guide to Tantric Sex.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/C/a court of mist and fury slick sheet.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/D/A Day No Pigs Would Die.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/D/Deogratias a Tale of Rwand.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/D/Discrimination in Society Racial Discrimination.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/D/Dorothy a different kind of friend.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/D/Dragon Masters Heat of the Lava Dragon.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/F/From Blood and Ash.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/G/Gabi A Girl in Pieces.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/G/Gilded.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Girl in Translation.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Girls Who Code.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Glass.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Go Ask Alice.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Go Back to Sleep.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Goodnight Racism.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Gossip girl Nobody does it better.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Grandpas camper.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Grit.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Grl2Grl.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Grow up and love your body.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Grown.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/Guyaholic.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/The Gift.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/The Girl Who Knew Too Much.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/G/The Glass Menagerie.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Half of a Yellow Sun.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/H/Heartstopper Volume 2.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/H/Heather Has two Mummies.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/H/Heroine.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Hes my mom.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Him slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Him.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Home Body.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Homegoing.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Hooked.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Hoonani Hula Warrior.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Hopeless slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/Hopeless.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/House of Earth and Blood slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/House of Earth and Blood.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/House of Sky and Breath slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/House of Sky and Breath.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/How We Can Live.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/How it all Blew up.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/How to Read a Book.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/How to be a young antiracist.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/The Handmaids Tale The Graphic Novel.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/The Handmaids Tale.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/The Handsome Girl and Her Beautiful Boy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/The Hate U Give.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/The Haters.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/The House on Mango Street.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/The harvey Milk story.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/half a chance.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/haunted slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/heartstopper Volume 3.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/how Beautiful the ordinary.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/the House That Wasnt There.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/H/the history of racism in america.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/I Am Jazz.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/I Dissent.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/I Never.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/I am Margaret Moore.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/I is for immigrants.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Identical.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Identity a story of transitioning.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/If Theres no tomorrow.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/If You Come Softly.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/If i was your girl.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Ill Give You the Sun.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Im Basically a Unicorn.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Im a Girl.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Im a Unicorn.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Impulse.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Infinity Son.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Invisible Monsters Remix.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Is This NOrmal.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Is This Normal More Girls questions answered by the editors of the care and keeping of you.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/It Ends With Us Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/It Ends With Us.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/It Isnt rude to be nude.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/It feels good to be yourself.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/It starts with Us.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Its Not the Stork.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Its Perfectly Normal 5th edition.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Its Perfectly Normal.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Its So Amazing.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/Itty Bitty Kitty Corn.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/The Infinite Moment of Us.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/The invisible life of addie larue.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/i am not your perfect mexican daughter.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/im not a girl.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/infandous.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/invisible monsters remix slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/I/it starts with us slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Jack not jackie.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Jack of hearts.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Jacobs new dress.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Jacobs room to choose.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Jays Gay Agenda.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Jeff Pennant.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Jesus Land.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Julian is a Mermaid.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Juliet Takes a Breath graphic novel.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Juliet Takes a Breath.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/Just Help.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/J/the Juneteenth Story.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/K/A Kingdom of Flesh and Fire Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/K/A Kingdom of Flesh and Fire.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/K/King and king.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/K/Kingdom of Ash.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/K/Kissing Kate.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/K/The Kite Runner graphic novel.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/K/the Kite Runner.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/A Lesson in Vengeance.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/LGBTQ rights.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Last Night at the Telegraph Club slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Last Night at the Telegraph Club.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lawn Boy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Layla.pdf',\n",
       " \"http://booklooks.org/data/files/Book Looks Reports/L/Let's Talk about Race.pdf\",\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lets Talk About It.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lies Knives and Girls in Dresses.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Life is Funny.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Like a Hurricane.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Like a Love Story.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lily and Dunkin.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Little One.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Little People Big Dreams RuPaul.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Little People big dreams Laverne Cox.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Little and lion.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Living Ink.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lolita.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Long Way Down.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Looking For Alaska.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lord of the flies.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Losing Hope slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Losing Hope.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Love Lies Beneath.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Love Makes a family.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Love Story Starring My Dead Best Friend.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Love Violet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lucky Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lucky.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lullaby slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lullaby.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Luna.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/Lunch from home.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/The Little Black Book for Girlz.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/The Love Interest.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/The Lovely Bones.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/l8r g8r.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/laura dean keeps breaking up with me.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/light it up.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/L/living dead girl.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Magnolia Flower.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Mama and Mommy and Me in the Middle.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Man o war.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Marriage of a Thousand Lies.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Marvin Redpost is He a Girl.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Maus 1.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Maus 2.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Max and the Dumb Flower Picture.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Max and the talent show.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Max on the Farm.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Maybe Not.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Maybe Someday.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Maybe now.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Me and earl and the dying girl.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Meet Cute.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Meg and Linus.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Mermicorn Island wish upon a shark.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Middle Schools a drag.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Milk and Honey.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Milo Imagines the World.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/Miosotis Flores Never Forgets.pdf',\n",
       " \"http://booklooks.org/data/files/Book Looks Reports/M/Monday's Not Coming.pdf\",\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/More Happy Than Not.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Body is Growing.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Jim.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Maddy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My People.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Princess Boy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Rainbow.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Shadow is Purple.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Shadow is pink.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Sister Daisy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/My Very Own Space.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/The Many Colors of Harpreet Singh.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/The Me I Choose to Be.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/The Midnight Lie.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/man o war slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/maybe not slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/melissa.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/my friend dahmer.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/M/the Moon Within.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Native Son.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Neanderthal Opens the Door To The Universe.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Never lore.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Nick and Charlie.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Nineteen Minutes.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Normal People.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Not My Idea A Book About Whiteness.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Not My Problem.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Not Otherwise Specified.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/Not that Bad.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/N/November 9 Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/November 9.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/The Nowhere Girls.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/N/The nerdy and the dirty.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/NUM/10000 Dresses.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/NUM/101 Ways to Dance.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/NUM/33 Snowfish.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/NUM/The 57 Bus.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/NUM/The 7 Habits of Happy Kids.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/An Ordinary Day.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/On the Bright Side Im Now the Girlfriend of a Sex God.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/Once Upon a Tim.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/One Last Stop.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/Opposite Sex.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/Optimists Die First.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/Oryx and Crake.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/Our Skin A First Conversation about Race.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/Out of Darkness.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/Owl Diaries Get Well Eva.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/The One and Only Dylan St Claire.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/The Opposite of Innocent.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/O/one last stop slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/Papa Daddy and Riley.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/Pass It On.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/Patricks polka dot tights.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/People Kill People.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/People of Pride RuPaul Charles.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/Perfect.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/Pet.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/P/Plum.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/P/Prince and KNight.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/Push Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/Push.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/The Passing Playbook.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/The Peacock and the Mermaid.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/The Perks of Being a Wallflower.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/The Poet X.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/The Pronoun Book.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/P/perfect by Kiri Jorgensen.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/protesting police violence in modern america.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/pumpkin heads.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/P/tale of the shadow king.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Q/A Quick and easy guide to queer and trans identities.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Q/A Quick and easy guide to they them pronouns.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Q/Queen of Shadows.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Q/Queer a Graphic History.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Q/Questions and feelings about racism.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Race and Policing in Modern America.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Racial Justice in America.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Racial justice in america what is white privilege.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Ramona Blue.pdf',\n",
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       " 'http://booklooks.org/data/files/Book Looks Reports/R/Red a crayons story.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Red at the Bone.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Redwood and Ponytail.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Relish.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Rethinking Normal.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Rhymes with Witches.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Rick.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Rosie revere engineer.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/Rumble.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/The Rainbow Parade.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/The Right Touch.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/R/rACIAL jUSTICE IN aMERICA what is the black lives matter movement.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/A Sin Such as This.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/A Sin Such as this slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/A stolen life.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/SEX an uncensored introduction.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/SHOUT.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Sam is my sister.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Scars.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Seeing Gender.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Sex Plus.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Sex in the Library.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Shes my dad.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Shine.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Shiver.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Silent Mobius Volume 1.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Skin Again.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Skin.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Slammed.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Slaughterhouse Five.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Slavery Wasnt Only in the South.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Smoke.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Snuff.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Sofia Valdez future prez.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Sold slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Sold.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Some Girls Bind.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Some Girls Do.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Speak the Graphic Novel.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Speak.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Spinning.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Splendor.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Stained.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Stamped for kids.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Starla Jean Which Came First the Chicken or the Friendship.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Starting from scratch a wish novel.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Stealing Heaven.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Stitches a memoir.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Story of a Girl.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Strange Truth.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Sully the Raccoon.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/Sulwe.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/SuperMutant Magic Academy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/The Sacrifice of Darkness.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/The Sun and her flowers.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/s.e.x second edition.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/sex an uncensored introduction slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/sex is a funny word.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/she felt like feeling nothing.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/S/snuff slicksheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/TAbitha and Magoo Dress Up Too.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/TTYL.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Teos Tutu.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/That is My Dream.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Thats betty.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/The Talk.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/The Trauma Cleaner slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/The Trouble With Chickens.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/The trauma cleaner.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/They Went Left - Copy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Thirteen reasons why.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/This Book is Gay Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/This Book is Gay.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/This Book is Not for You.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/This One Summer.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/This book is antiracist.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/This is Our Rainbow.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Throne of Glass.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Thunder Boy Jr.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Tiger Eyes.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Tilt Slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Tilt.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/To Kill a Mockingbird.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Too Bright to See.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Touch Blue.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Touch.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Tower of Dawn.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Traffick.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Trans Teen survival Guide.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Trans plus.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Triangles.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Tricks Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Tricks.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Twisted.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Two Boys Kissing.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/Two More days.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/the teenage guy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/the truth about alice.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/this Book is Gay.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/T/turning 15 on the road to freedom.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/U/The Undefeated.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/U/Ugly Love slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/U/Ugly Love.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/U/Unicorns Are the Worst.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/U/Unravel Me.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/U/the upside of unrequited.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/U/uncomfortable conversations with a black boy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/V/The V Word.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/V/The Violin Makers Daughter.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/V/Verity slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/V/Verity.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/The Wind Up Bird Chronicle Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/The Wind Up Bird Chronicles.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Wait For You.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Wait What.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Water for Elephants.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Watercress.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Wayward Son.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/We Are the Ants.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/We are Not Yet Equal.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/We rise we resist we raise our voices.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Welcome to st hell.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/What About Will.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/What Girls Are Made Of.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/What Girls are Made of Slick Sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/What My Mother Doesn.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/What are your words.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/What if Pig.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/When Aidan Became a Brother.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/When I Grow Up.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/When i was the Greatest.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Where I End and You Begin.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Where the crawdads sing.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Who Are You the kids guide to gender identity.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Who has What.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Wicked slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Wicked.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Wintergirls.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/Without Merit.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/the Witch Boy.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/what riley wore.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/W/woke.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/The You Ive Never Known.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/YOLO slick sheet.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/YOLO.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/You Matter.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/You Too.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/You a novel.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/You be You.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/the Year of the Flood.pdf',\n",
       " 'http://booklooks.org/data/files/Book Looks Reports/Y/yolk.pdf']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf_links[:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3fed6aa1",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'bytes' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[1;32mIn [30]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      5\u001b[0m     os\u001b[38;5;241m.\u001b[39mmkdir(filepath) \n\u001b[0;32m      6\u001b[0m r \u001b[38;5;241m=\u001b[39m requests\u001b[38;5;241m.\u001b[39mget(url\u001b[38;5;241m=\u001b[39murl, headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m----> 7\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcontent\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m)\n",
      "\u001b[1;31mTypeError\u001b[0m: 'bytes' object is not callable"
     ]
    }
   ],
   "source": [
    "for i in range(len(pdf_links[:-1])):\n",
    "    url = pdf_links[i]\n",
    "    filepath = pdf_path+url.split(\"/\")[-2]\n",
    "    if os.path.exists(filepath)==False:\n",
    "        os.mkdir(filepath) \n",
    "    r = requests.get(url=url, headers=headers)\n",
    "    print(r.content())\n",
    "#     url.split('/')[-1]\n",
    "#     os.chdir(filepath)\n",
    "#     with open(str(url.split('/')[-1]), 'wb') as f:\n",
    "#         f.write(r.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ecac2394",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\c_ull\\\\data-projects\\\\scrapy-test'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "735363ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9f07a9d6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/A is for activist.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/ANGUS THONGS AND FULL FRONTAL SNOGGING CONFESSIONS OF GEORGIA NICOLSON.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Aaron slater illustrator.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Ablaze With Color.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Ace Voices.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Ada twist scientist.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Adjustment Day slick sheet.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Adjustment day.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Advocate for Yourself.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/After.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Al Capone does my shirts.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/All American Boys.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/All Because You Matter.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/All Boys Arent Blue Slick Sheet.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/All Boys Arent Blue.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/All The Bright Places.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/All Your Perfects.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/All the Things we do in the dark.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/All your perfects slick sheet.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Allegedly.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Alma and How she got her name.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Almost perfect.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Alt Ed.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/America.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/An Abc of equality.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/An Ordinary Day.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Anatomy of a Boyfriend slick sheet.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Anatomy of a Boyfriend.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Anatomy of a single Girl.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/And They Lived slick sheet.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/And tango makes three.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/And they lived.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Anne Franks Diary graphic novel.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Antiracist baby.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Antonios card.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Are You a Butterfly.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Are you a boy or are you a girl.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Are you an ant.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Are you my Mother A Comic Drama.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Ask the Passengers.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Assassination Classroom Volume 11.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Assassination Classroom Volume 2.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Assassination Classroom Volume 5.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Assassination Classroom volume 4.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Assassination Classroom volume 6.pdf\n",
      "file path BookLooks_reports/A/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/A/Assassination Classroom volume 7.pdf\n",
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      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/Sulwe.pdf\n",
      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/SuperMutant Magic Academy.pdf\n",
      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/The Sacrifice of Darkness.pdf\n",
      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/The Sun and her flowers.pdf\n",
      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/s.e.x second edition.pdf\n",
      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/sex an uncensored introduction slick sheet.pdf\n",
      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/sex is a funny word.pdf\n",
      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/she felt like feeling nothing.pdf\n",
      "file path BookLooks_reports/S/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/S/snuff slicksheet.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/TTYL.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Teos Tutu.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/That is My Dream.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Thats betty.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/The Talk.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/The Trauma Cleaner slick sheet.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/The Trouble With Chickens.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/The trauma cleaner.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/They Went Left - Copy.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Thirteen reasons why.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/This Book is Gay Slick Sheet.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/This Book is Gay.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/This Book is Not for You.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/This One Summer.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/This book is antiracist.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/This is Our Rainbow.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Throne of Glass.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Thunder Boy Jr.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Tiger Eyes.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Tilt Slick sheet.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Tilt.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/To Kill a Mockingbird.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Too Bright to See.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Touch Blue.pdf\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Touch.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Tower of Dawn.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Traffick.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Trans Teen survival Guide.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Trans plus.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Triangles.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Tricks Slick Sheet.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Tricks.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Twisted.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Two Boys Kissing.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/Two More days.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/the teenage guy.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/the truth about alice.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/this Book is Gay.pdf\n",
      "file path BookLooks_reports/T/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/T/turning 15 on the road to freedom.pdf\n",
      "file path BookLooks_reports/U/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/U/Ugly Love slick sheet.pdf\n",
      "file path BookLooks_reports/U/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/U/Ugly Love.pdf\n",
      "file path BookLooks_reports/U/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/U/Unicorns Are the Worst.pdf\n",
      "file path BookLooks_reports/U/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/U/Unravel Me.pdf\n",
      "file path BookLooks_reports/U/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/U/the upside of unrequited.pdf\n",
      "file path BookLooks_reports/U/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/U/uncomfortable conversations with a black boy.pdf\n",
      "file path BookLooks_reports/V/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/V/The Violin Makers Daughter.pdf\n",
      "file path BookLooks_reports/V/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/V/Verity slick sheet.pdf\n",
      "file path BookLooks_reports/V/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/V/Verity.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/The Wind Up Bird Chronicles.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Wait For You.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Wait What.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Water for Elephants.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Watercress.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Wayward Son.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/We Are the Ants.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/We are Not Yet Equal.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/We rise we resist we raise our voices.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Welcome to st hell.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/What About Will.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/What Girls Are Made Of.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/What Girls are Made of Slick Sheet.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/What My Mother Doesn.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/What are your words.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/What if Pig.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/When Aidan Became a Brother.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/When I Grow Up.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/When i was the Greatest.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Where I End and You Begin.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Where the crawdads sing.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Who Are You the kids guide to gender identity.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Who has What.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Wicked slick sheet.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Wicked.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Wintergirls.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/Without Merit.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/the Witch Boy.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/what riley wore.pdf\n",
      "file path BookLooks_reports/W/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/W/woke.pdf\n",
      "file path BookLooks_reports/Y/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/Y/YOLO slick sheet.pdf\n",
      "file path BookLooks_reports/Y/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/Y/YOLO.pdf\n",
      "file path BookLooks_reports/Y/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/Y/You Matter.pdf\n",
      "file path BookLooks_reports/Y/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/Y/You Too.pdf\n",
      "file path BookLooks_reports/Y/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/Y/You a novel.pdf\n",
      "file path BookLooks_reports/Y/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/Y/You be You.pdf\n",
      "file path BookLooks_reports/Y/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/Y/the Year of the Flood.pdf\n",
      "file path BookLooks_reports/Y/ exists.\n",
      "http://booklooks.org/data/files/Book Looks Reports/Y/yolk.pdf\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(pdf_links[:-1])):\n",
    "    url = pdf_links[i]\n",
    "    filepath = pdf_path+url.split('/')[-2]+\"/\" \n",
    "    r = requests.get(url= url, headers=headers)\n",
    "    if not os.path.exists(filepath):\n",
    "        os.makedirs(filepath)\n",
    "    else:\n",
    "        print(\"file path \"+filepath+\" exists.\")\n",
    "        print(url)\n",
    "        \n",
    "#         with open(str(url.split('/')[-1]), 'wb') as f:\n",
    "#             f.write(r.content)\n",
    "#     os.chdir(pdf_path)\n",
    "#     print(\"file path \"+filepath+\" exists.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2884b643",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(pdf_links[:-1])):\n",
    "    url = pdf_links[i]\n",
    "    #filepath = pdf_path+url.split('/')[-2]+\"/\" \n",
    "    r = requests.get(url= url, headers=headers)\n",
    "    with open(str(url.split('/')[-1]), 'wb') as f:\n",
    "        f.write(r.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "58cd8e7f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\c_ull\\\\data-projects\\\\scrapy-test\\\\BookLooks_reports'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3bc8ef5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(pdf_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "f485e282",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'BookLooks_reports/'"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "c7955af0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\c_ull\\\\data-projects\\\\scrapy-test\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\BookLooks_reports\\\\A'"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "6e8e0a80",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(\"BookLooks_reports/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "055f476a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\c_ull\\\\data-projects\\\\scrapy-test\\\\BookLooks_reports'"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "21c19328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://booklooks.org/data/files/Book Looks Reports/B/Bright Eyes Brown Skin.pdf'"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = pdf_links[1]\n",
    "r = requests.get(url=url, headers=headers)\n",
    "url.split('/')[-1]\n",
    "with open(str(url.split('/')[-1]), 'wb') as f:\n",
    "    f.write(r.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "800b2a9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Bright Eyes Brown Skin.pdf'"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url.split('/')[-1]\n",
    "with open(str(url.split('/')[-1]), 'wb') as f:\n",
    "    f.write(r.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "5ef13114",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(str(url.split('/')[-1]), 'wb') as f:\n",
    "    f.write(r.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "91cd74e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<html><body><p>%PDF-1.7\n",
       "%µµµµ\n",
       "1 0 obj\n",
       "&lt;&gt;/OutputIntents[&lt;&gt;] /Metadata 157 0 R/ViewerPreferences 158 0 R&gt;&gt;\n",
       "endobj\n",
       "2 0 obj\n",
       "&lt;&gt;\n",
       "endobj\n",
       "3 0 obj\n",
       "&lt;&gt;/ExtGState&lt;&gt;/XObject&lt;&gt;/ProcSet[/PDF/Text/ImageB/ImageC/ImageI] &gt;&gt;/MediaBox[ 0 0 612 792] /Contents 4 0 R/Group&lt;&gt;/StructParents 0&gt;&gt;\n",
       "endobj\n",
       "4 0 obj\n",
       "&lt;</p></body></html>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BeautifulSoup(r.content,'html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "1baa85f8",
   "metadata": {},
   "outputs": [
    {
     "ename": "OSError",
     "evalue": "[Errno 22] Invalid argument: 'http://booklooks.org/data/files/Book Looks Reports/A/A is for activist.pdf'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mOSError\u001b[0m                                   Traceback (most recent call last)",
      "Input \u001b[1;32mIn [112]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m reader \u001b[38;5;241m=\u001b[39m \u001b[43mPdfReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\PyPDF2\\_reader.py:317\u001b[0m, in \u001b[0;36mPdfReader.__init__\u001b[1;34m(self, stream, strict, password)\u001b[0m\n\u001b[0;32m    311\u001b[0m     logger_warning(\n\u001b[0;32m    312\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPdfReader stream/file object is not in binary mode. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    313\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIt may not be read correctly.\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m    314\u001b[0m         \u001b[38;5;18m__name__\u001b[39m,\n\u001b[0;32m    315\u001b[0m     )\n\u001b[0;32m    316\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(stream, (\u001b[38;5;28mstr\u001b[39m, Path)):\n\u001b[1;32m--> 317\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrb\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m fh:\n\u001b[0;32m    318\u001b[0m         stream \u001b[38;5;241m=\u001b[39m BytesIO(fh\u001b[38;5;241m.\u001b[39mread())\n\u001b[0;32m    319\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mread(stream)\n",
      "\u001b[1;31mOSError\u001b[0m: [Errno 22] Invalid argument: 'http://booklooks.org/data/files/Book Looks Reports/A/A is for activist.pdf'"
     ]
    }
   ],
   "source": [
    "reader = PdfReader(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "ef7d81b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1=pd.DataFrame(columns=['title', 'author', 'rating', 'slick_sheet'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "908c63ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1=pd.concat([df1,df])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "7e97cf5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf_path = 'BookLooks_reports/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "6e456072",
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf_path = 'BookLooks_reports/'\n",
    "if os.path.exists(pdf_path)==False:\n",
    "    os.mkdir(pdf_path)\n",
    "filepath = pdf_path+url.split(\"/\")[-2]\n",
    "if os.path.exists(filepath)==False:\n",
    "    os.mkdir(filepath)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "9b03b2ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'B'"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filepath = pdf_path+url.split(\"/\")[-2]\n",
    "if os.path.exists(filepath)==False:\n",
    "    os.mkdir(filepath)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "74eb00a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'BookLooks_reports/B'"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf_path+url.split(\"/\")[-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "4b8c3f00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://booklooks.org/data/files/Book Looks Reports/B/Bright Eyes Brown Skin.pdf'"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url.split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3aeb059",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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