vector-search.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-12-18T13:57:05.859939Z",
     "start_time": "2024-12-18T13:57:02.639571Z"
    }
   },
   "source": [
    "from langchain_community.document_loaders import TextLoader\n",
    "from langchain_text_splitters import CharacterTextSplitter\n",
    "from langchain_openai import OpenAIEmbeddings\n",
    "from langchain_chroma import Chroma"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-18T14:08:19.660599Z",
     "start_time": "2024-12-18T14:08:19.655723Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from dotenv import load_dotenv\n",
    "\n",
    "load_dotenv()"
   ],
   "id": "82d63bdf9df14bf1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-18T14:10:26.475864Z",
     "start_time": "2024-12-18T14:10:25.692816Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "\n",
    "books = pd.read_csv(\"books_cleaned.csv\")"
   ],
   "id": "6ff0e586e090548d",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-18T14:10:28.703099Z",
     "start_time": "2024-12-18T14:10:28.696442Z"
    }
   },
   "cell_type": "code",
   "source": "books",
   "id": "3a152b3f6e4ab771",
   "outputs": [
    {
     "data": {
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       "             isbn13      isbn10  \\\n",
       "0     9780002005883  0002005883   \n",
       "1     9780002261982  0002261987   \n",
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       "\n",
       "                                                  title  \\\n",
       "0                                                Gilead   \n",
       "1                                          Spider's Web   \n",
       "2                                        Rage of angels   \n",
       "3                                        The Four Loves   \n",
       "4                                   The Problem of Pain   \n",
       "...                                                 ...   \n",
       "5192                                  Mistaken Identity   \n",
       "5193                                Journey to the East   \n",
       "5194  The Monk Who Sold His Ferrari: A Fable About F...   \n",
       "5195                                          I Am that   \n",
       "5196                           The Berlin Phenomenology   \n",
       "\n",
       "                                           authors  \\\n",
       "0                               Marilynne Robinson   \n",
       "1                  Charles Osborne;Agatha Christie   \n",
       "2                                   Sidney Sheldon   \n",
       "3                              Clive Staples Lewis   \n",
       "4                              Clive Staples Lewis   \n",
       "...                                            ...   \n",
       "5192                              Nayantara Sahgal   \n",
       "5193                                 Hermann Hesse   \n",
       "5194                                  Robin Sharma   \n",
       "5195  Sri Nisargadatta Maharaj;Sudhakar S. Dikshit   \n",
       "5196                 Georg Wilhelm Friedrich Hegel   \n",
       "\n",
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       "...                             ...   \n",
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       "5195                     Philosophy   \n",
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       "\n",
       "                                              thumbnail  \\\n",
       "0     http://books.google.com/books/content?id=KQZCP...   \n",
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       "5195  http://books.google.com/books/content?id=Fv_JP...   \n",
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       "\n",
       "                                            description  published_year  \\\n",
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       "1     A new 'Christie for Christmas' -- a full-lengt...          2000.0   \n",
       "2     A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
       "3     Lewis' work on the nature of love divides love...          2002.0   \n",
       "4     \"In The Problem of Pain, C.S. Lewis, one of th...          2002.0   \n",
       "...                                                 ...             ...   \n",
       "5192  On A Train Journey Home To North India After L...          2003.0   \n",
       "5193  This book tells the tale of a man who goes on ...          2002.0   \n",
       "5194  Wisdom to Create a Life of Passion, Purpose, a...          2003.0   \n",
       "5195  This collection of the timeless teachings of o...          1999.0   \n",
       "5196  Since the three volume edition ofHegel's Philo...          1981.0   \n",
       "\n",
       "      average_rating  num_pages  ratings_count  \\\n",
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       "\n",
       "                                     title_and_subtitle  \\\n",
       "0                                                Gilead   \n",
       "1                                 Spider's Web: A Novel   \n",
       "2                                        Rage of angels   \n",
       "3                                        The Four Loves   \n",
       "4                                   The Problem of Pain   \n",
       "...                                                 ...   \n",
       "5192                                  Mistaken Identity   \n",
       "5193                                Journey to the East   \n",
       "5194  The Monk Who Sold His Ferrari: A Fable About F...   \n",
       "5195     I Am that: Talks with Sri Nisargadatta Maharaj   \n",
       "5196                           The Berlin Phenomenology   \n",
       "\n",
       "                                     tagged_description  \n",
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       "1     9780002261982 A new 'Christie for Christmas' -...  \n",
       "2     9780006178736 A memorable, mesmerizing heroine...  \n",
       "3     9780006280897 Lewis' work on the nature of lov...  \n",
       "4     9780006280934 \"In The Problem of Pain, C.S. Le...  \n",
       "...                                                 ...  \n",
       "5192  9788172235222 On A Train Journey Home To North...  \n",
       "5193  9788173031014 This book tells the tale of a ma...  \n",
       "5194  9788179921623 Wisdom to Create a Life of Passi...  \n",
       "5195  9788185300535 This collection of the timeless ...  \n",
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       "      <td>Gilead</td>\n",
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       "      <td>9780002261982</td>\n",
       "      <td>0002261987</td>\n",
       "      <td>Spider's Web</td>\n",
       "      <td>Charles Osborne;Agatha Christie</td>\n",
       "      <td>Detective and mystery stories</td>\n",
       "      <td>http://books.google.com/books/content?id=gA5GP...</td>\n",
       "      <td>A new 'Christie for Christmas' -- a full-lengt...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.83</td>\n",
       "      <td>241.0</td>\n",
       "      <td>5164.0</td>\n",
       "      <td>Spider's Web: A Novel</td>\n",
       "      <td>9780002261982 A new 'Christie for Christmas' -...</td>\n",
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       "      <th>2</th>\n",
       "      <td>9780006178736</td>\n",
       "      <td>0006178731</td>\n",
       "      <td>Rage of angels</td>\n",
       "      <td>Sidney Sheldon</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
       "      <td>A memorable, mesmerizing heroine Jennifer -- b...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>3.93</td>\n",
       "      <td>512.0</td>\n",
       "      <td>29532.0</td>\n",
       "      <td>Rage of angels</td>\n",
       "      <td>9780006178736 A memorable, mesmerizing heroine...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9780006280897</td>\n",
       "      <td>0006280897</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=XhQ5X...</td>\n",
       "      <td>Lewis' work on the nature of love divides love...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>170.0</td>\n",
       "      <td>33684.0</td>\n",
       "      <td>The Four Loves</td>\n",
       "      <td>9780006280897 Lewis' work on the nature of lov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9780006280934</td>\n",
       "      <td>0006280935</td>\n",
       "      <td>The Problem of Pain</td>\n",
       "      <td>Clive Staples Lewis</td>\n",
       "      <td>Christian life</td>\n",
       "      <td>http://books.google.com/books/content?id=Kk-uV...</td>\n",
       "      <td>\"In The Problem of Pain, C.S. Lewis, one of th...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.09</td>\n",
       "      <td>176.0</td>\n",
       "      <td>37569.0</td>\n",
       "      <td>The Problem of Pain</td>\n",
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       "      <th>5192</th>\n",
       "      <td>9788172235222</td>\n",
       "      <td>8172235224</td>\n",
       "      <td>Mistaken Identity</td>\n",
       "      <td>Nayantara Sahgal</td>\n",
       "      <td>Indic fiction (English)</td>\n",
       "      <td>http://books.google.com/books/content?id=q-tKP...</td>\n",
       "      <td>On A Train Journey Home To North India After L...</td>\n",
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       "      <td>2.93</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Mistaken Identity</td>\n",
       "      <td>9788172235222 On A Train Journey Home To North...</td>\n",
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       "      <td>Hermann Hesse</td>\n",
       "      <td>Adventure stories</td>\n",
       "      <td>http://books.google.com/books/content?id=rq6JP...</td>\n",
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       "      <td>175.0</td>\n",
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       "      <td>Wisdom to Create a Life of Passion, Purpose, a...</td>\n",
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       "      <td>The Monk Who Sold His Ferrari: A Fable About F...</td>\n",
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       "      <td>I Am that: Talks with Sri Nisargadatta Maharaj</td>\n",
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     "execution_count": 4,
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   "execution_count": 4
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   },
   "cell_type": "code",
   "source": "books[\"tagged_description\"]",
   "id": "4a5bc676dd15dcd8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       9780002005883 A NOVEL THAT READERS and critics...\n",
       "1       9780002261982 A new 'Christie for Christmas' -...\n",
       "2       9780006178736 A memorable, mesmerizing heroine...\n",
       "3       9780006280897 Lewis' work on the nature of lov...\n",
       "4       9780006280934 \"In The Problem of Pain, C.S. Le...\n",
       "                              ...                        \n",
       "5192    9788172235222 On A Train Journey Home To North...\n",
       "5193    9788173031014 This book tells the tale of a ma...\n",
       "5194    9788179921623 Wisdom to Create a Life of Passi...\n",
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     "start_time": "2024-12-18T14:13:56.197263Z"
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   },
   "cell_type": "code",
   "source": [
    "books[\"tagged_description\"].to_csv(\"tagged_description.txt\",\n",
    "                                   sep = \"\\n\",\n",
    "                                   index = False,\n",
    "                                   header = False)"
   ],
   "id": "3e76ee88029b25bc",
   "outputs": [],
   "execution_count": 6
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   "cell_type": "code",
   "source": [
    "raw_documents = TextLoader(\"tagged_description.txt\").load()\n",
    "text_splitter = CharacterTextSplitter(chunk_size=0, chunk_overlap=0, separator=\"\\n\")\n",
    "documents = text_splitter.split_documents(raw_documents)"
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   "id": "91a69dfa983f662c",
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      "Created a chunk of size 331, which is longer than the specified 0\n",
      "Created a chunk of size 230, which is longer than the specified 0\n",
      "Created a chunk of size 164, which is longer than the specified 0\n",
      "Created a chunk of size 200, which is longer than the specified 0\n",
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      "Created a chunk of size 475, which is longer than the specified 0\n",
      "Created a chunk of size 1082, which is longer than the specified 0\n",
      "Created a chunk of size 310, which is longer than the specified 0\n",
      "Created a chunk of size 197, which is longer than the specified 0\n",
      "Created a chunk of size 418, which is longer than the specified 0\n",
      "Created a chunk of size 178, which is longer than the specified 0\n",
      "Created a chunk of size 208, which is longer than the specified 0\n",
      "Created a chunk of size 1006, which is longer than the specified 0\n",
      "Created a chunk of size 1309, which is longer than the specified 0\n",
      "Created a chunk of size 202, which is longer than the specified 0\n",
      "Created a chunk of size 886, which is longer than the specified 0\n",
      "Created a chunk of size 809, which is longer than the specified 0\n",
      "Created a chunk of size 1126, which is longer than the specified 0\n",
      "IOPub message rate exceeded.\n",
      "The Jupyter server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--ServerApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "ServerApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "ServerApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-18T14:17:57.690227Z",
     "start_time": "2024-12-18T14:17:57.688025Z"
    }
   },
   "cell_type": "code",
   "source": "documents[0]",
   "id": "a22b2a4f7ca70d34",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Document(metadata={'source': 'tagged_description.txt'}, page_content='9780002005883 A NOVEL THAT READERS and critics have been eagerly anticipating for over a decade, Gilead is an astonishingly imagined story of remarkable lives. John Ames is a preacher, the son of a preacher and the grandson (both maternal and paternal) of preachers. It’s 1956 in Gilead, Iowa, towards the end of the Reverend Ames’s life, and he is absorbed in recording his family’s story, a legacy for the young son he will never see grow up. Haunted by his grandfather’s presence, John tells of the rift between his grandfather and his father: the elder, an angry visionary who fought for the abolitionist cause, and his son, an ardent pacifist. He is troubled, too, by his prodigal namesake, Jack (John Ames) Boughton, his best friend’s lost son who returns to Gilead searching for forgiveness and redemption. Told in John Ames’s joyous, rambling voice that finds beauty, humour and truth in the smallest of life’s details, Gilead is a song of celebration and acceptance of the best and the worst the world has to offer. At its heart is a tale of the sacred bonds between fathers and sons, pitch-perfect in style and story, set to dazzle critics and readers alike.')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-18T14:24:38.294003Z",
     "start_time": "2024-12-18T14:24:13.712320Z"
    }
   },
   "cell_type": "code",
   "source": [
    "db_books = Chroma.from_documents(\n",
    "    documents,\n",
    "    embedding=OpenAIEmbeddings())"
   ],
   "id": "b380b8dce41e38b4",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-18T14:29:59.321356Z",
     "start_time": "2024-12-18T14:29:58.842976Z"
    }
   },
   "cell_type": "code",
   "source": [
    "query = \"A book to teach children about nature\"\n",
    "docs = db_books.similarity_search(query, k = 10)\n",
    "docs"
   ],
   "id": "3b2d8ddafa516035",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Document(metadata={'source': 'tagged_description.txt'}, page_content='9780786808069 Children will discover the exciting world of their own backyard in this introduction to familiar animals from cats and dogs to bugs and frogs. The combination of photographs, illustrations, and fun facts make this an accessible and delightful learning experience.'),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780786808380 Introduce your babies to birds, cats, dogs, and babies through fine art, illustration, and photographs. These books are a rare opportunity to expose little ones to a range of images on a single subject, from simple child's drawings and abstract art to playful photos. A brief text accompanies each image, introducing the baby to some basic -- and sometimes playful -- information about the subjects.\"),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780786808397 Introduce your baby to birds, cats, dogs, and babies through fine art, illustration, and photographs. These books are a rare opportunity to exopse little ones to a range of images on a single subject, from simple child's drawings and abstract art to playful photos. A brief text accompanies each image, introducing baby to some basic -- and sometimes playful -- information about the subjects.\"),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780786808373 Introducing your baby to birds, cats, dogs, and babies through fine art, illsutration and photographs. These books are a rare opportunity to expose little ones to a range of images on a single subject, from simple child's drawings and abstract art to playful photos. A brief text accompanies each image, introducing baby to some basic -- and sometimes playful -- information on the subjects.\"),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780689861130 Children will love joining in and imitating the animal noises and sounds in this big, bold board book format, illustrated with Sandra Boynton's seriously silly signature animals.\"),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content='9780789458209 Photographs and text explore the anatomy and life cycle of trees, examining the different kinds of bark, seeds, and leaves, the commercial processing of trees to make lumber, the creatures that live in trees, and other aspects.'),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content='9780786808717 A very special puddle sets Violet the mouse off on her latest nature discovery. It is through this puddle that Violet observes the effect rain has on the world around her. A Mylar puddle on the last page offers children a chance to see their reflection in a puddle, just like Violet!'),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content='9780786812912 In her first illustrated book for children, the Pulitzer Prize–winning author Toni Morrison introduces three feisty children who show grown-ups what it really means to be a kid.'),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content='\"9780067575208 First published more than three decades ago, this reissue of Rachel Carson\\'s award-winning classic brings her unique vision to a new generation of readers. Stunning new photographs by Nick Kelsh beautifully complement Carson\\'s intimate account of adventures with her young nephew, Roger, as they enjoy walks along the rocky coast of Maine and through dense forests and open fields, observing wildlife, strange plants, moonlight and storm clouds, and listening to the \"\"living music\"\" of insects in the underbrush. \"\"If a child is to keep alive his inborn sense of wonder.\"\" Writes Carson, \"\"he needs the companionship of at least one adult who can share it, rediscovering with him the joy, excitement and mystery of the world we live in.\"\" The Sense of Wonder is a refreshing antidote to indifference and a guide to capturing the simple power of discovery that Carson views as essential to life. In her insightful new introduction, Linda Lear remembers Rachel Carson\\'s groundbreaking achievements in the context of the legendary environmentalist\\'s personal commitment to introducing young and old to the miracles of nature. Kelsh\\'s lush photographs inspire sensual, tactile reactions: masses of leaves floating in a puddle are just waiting to be scooped up and examined more closely. An image of a narrow path through the trees evokes the earthy scent of the woods after a summer rain. Close-ups of mosses and miniature lichen fantasy-lands will spark innocent\\'as well as more jaded\\'imaginations. Like a curious child studying things underfoot and within reach, Kelsh\\'s camera is drawn to patterns in nature that too often elude hurried adults\\'a stand of beech trees in the springtime, patches of melting snow and the ripples from a pebble tossed into a slow-moving stream. The Sense of Wonder is a timeless volume that will be passed on from children to grandchildren, as treasured as the memory of an early-morning walk when the song of a whippoorwill was heard as if for the first time.\"'),\n",
       " Document(metadata={'source': 'tagged_description.txt'}, page_content='9780764122781 Titles in this series present basic information on reptiles plus specific instructions for their care. Each book opens with a description of the animal as it exists in its natural habitat, then continues with information on its life cycle and distribution in nature. Readers then get advice on selecting a good specimen, determining sex, and providing proper housing, feeding, and health care. Books are heavily illustrated with instructive color photos.')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-18T14:32:28.914055Z",
     "start_time": "2024-12-18T14:32:28.907403Z"
    }
   },
   "cell_type": "code",
   "source": "books[books[\"isbn13\"] == int(docs[0].page_content.split()[0].strip())]",
   "id": "3a56ab7d744a491b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             isbn13      isbn10                                title  \\\n",
       "3747  9780786808069  0786808063  Baby Einstein: Neighborhood Animals   \n",
       "\n",
       "                                authors        categories  \\\n",
       "3747  Marilyn Singer;Julie Aigner-Clark  Juvenile Fiction   \n",
       "\n",
       "                                              thumbnail  \\\n",
       "3747  http://books.google.com/books/content?id=X9a4P...   \n",
       "\n",
       "                                            description  published_year  \\\n",
       "3747  Children will discover the exciting world of t...          2001.0   \n",
       "\n",
       "      average_rating  num_pages  ratings_count  \\\n",
       "3747            3.89       16.0          180.0   \n",
       "\n",
       "                       title_and_subtitle  \\\n",
       "3747  Baby Einstein: Neighborhood Animals   \n",
       "\n",
       "                                     tagged_description  \n",
       "3747  9780786808069 Children will discover the excit...  "
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       "      <td>Baby Einstein: Neighborhood Animals</td>\n",
       "      <td>Marilyn Singer;Julie Aigner-Clark</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=X9a4P...</td>\n",
       "      <td>Children will discover the exciting world of t...</td>\n",
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       "      <td>3.89</td>\n",
       "      <td>16.0</td>\n",
       "      <td>180.0</td>\n",
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   },
   "cell_type": "code",
   "source": [
    "def retrieve_semantic_recommendations(\n",
    "        query: str,\n",
    "        top_k: int = 10,\n",
    ") -> pd.DataFrame:\n",
    "    recs = db_books.similarity_search(query, k = 50)\n",
    "\n",
    "    books_list = []\n",
    "\n",
    "    for i in range(0, len(recs)):\n",
    "        books_list += [int(recs[i].page_content.strip('\"').split()[0])]\n",
    "\n",
    "    return books[books[\"isbn13\"].isin(books_list)]"
   ],
   "id": "68ad68cec6312e42",
   "outputs": [],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-18T14:38:25.004597Z",
     "start_time": "2024-12-18T14:38:24.514120Z"
    }
   },
   "cell_type": "code",
   "source": "retrieve_semantic_recommendations(\"A book to teach children about nature\")",
   "id": "cd36708b6a0877c0",
   "outputs": [
    {
     "data": {
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       "\n",
       "                                                  title  \\\n",
       "31                                        Tree and Leaf   \n",
       "400                                Bulfinch's Mythology   \n",
       "429                                The Deer in the Wood   \n",
       "442                                 The Sense of Wonder   \n",
       "692                                         Three Tales   \n",
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       "2201                                    My Name is Aram   \n",
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       "2497                                          Galapagos   \n",
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       "2858                                        The witches   \n",
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       "3215                                        The Octopus   \n",
       "3216                                          The Eagle   \n",
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       "3582                                       Castle Diary   \n",
       "3591                                    Aquatic Turtles   \n",
       "3604                              Astronomy For Dummies   \n",
       "3627                                    The Dark Mirror   \n",
       "3747                Baby Einstein: Neighborhood Animals   \n",
       "3748                               Baby Einstein: Birds   \n",
       "3749                              Baby Einstein: Babies   \n",
       "3750                                Baby Einstein: Dogs   \n",
       "3751  Baby Einstein: What Does Violet See? Raindrops...   \n",
       "3760                                        The Big Box   \n",
       "3764                      Baby Einstein: Violet's House   \n",
       "3765             Baby Einstein: Water, Water Everywhere   \n",
       "3768                  Baby Einstein: Sweet Dreams, Mimi   \n",
       "3797                                               Tree   \n",
       "4242                 Through the Arc of the Rain Forest   \n",
       "4264             The Little Big Book for God's Children   \n",
       "4302              The Giraffe who was Afraid of Heights   \n",
       "4331                            Providence of a Sparrow   \n",
       "4360                 The Last Hours of Ancient Sunlight   \n",
       "4557                               Ecuador Nature Guide   \n",
       "\n",
       "                                                authors  \\\n",
       "31                            John Ronald Reuel Tolkien   \n",
       "400                                   Richard P. Martin   \n",
       "429                                Laura Ingalls Wilder   \n",
       "442                                       Rachel Carson   \n",
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       "812                                          Roald Dahl   \n",
       "855                                        Jim Trelease   \n",
       "1078                                         Eric Carle   \n",
       "1639                                      Polly Horvath   \n",
       "1907                                     William Cronon   \n",
       "1943                                Henry David Thoreau   \n",
       "2111  Luis Sepúlveda;Margaret Sayers Peden;Chris Sheban   \n",
       "2201                                    William Saroyan   \n",
       "2216                                       Carl Hiaasen   \n",
       "2261                                     James Redfield   \n",
       "2410                                    Mercedes Lackey   \n",
       "2497                                      William Beebe   \n",
       "2806                                      Seamus Heaney   \n",
       "2858                                         Roald Dahl   \n",
       "2935                           Richard Dawkins;Yan Wong   \n",
       "2942                                       Amitav Ghosh   \n",
       "3061                                                NaN   \n",
       "3201                             Robert Louis Stevenson   \n",
       "3214                                     Sandra Boynton   \n",
       "3215                   Cynthia Rylant;Preston McDaniels   \n",
       "3216                   Cynthia Rylant;Preston McDaniels   \n",
       "3317                                      Frank McCourt   \n",
       "3442                                      Russell Hoban   \n",
       "3582                        Richard Platt;Chris Riddell   \n",
       "3591              Richard D. Bartlett;Patricia Bartlett   \n",
       "3604                                   Stephen P. Maran   \n",
       "3627                                   Juliet Marillier   \n",
       "3747                  Marilyn Singer;Julie Aigner-Clark   \n",
       "3748                                 Julie Aigner-Clark   \n",
       "3749                                 Julie Aigner-Clark   \n",
       "3750                                 Julie Aigner-Clark   \n",
       "3751                                 Julie Aigner-Clark   \n",
       "3760                       Toni Morrison;Slade Morrison   \n",
       "3764                                 Julie Aigner-Clark   \n",
       "3765                                 Disney Book Group,   \n",
       "3768                                 Julie Aigner-Clark   \n",
       "3797                                       David Burnie   \n",
       "4242                                Karen Tei Yamashita   \n",
       "4264                             Lena Tabori;Alice Wong   \n",
       "4302                                      David A. Ufer   \n",
       "4331                                      Chris Chester   \n",
       "4360                                      Thom Hartmann   \n",
       "4557                             Christopher D. Jiggins   \n",
       "\n",
       "                       categories  \\\n",
       "31           Literary Collections   \n",
       "400                     Reference   \n",
       "429              Juvenile Fiction   \n",
       "442                        Nature   \n",
       "692                       Fiction   \n",
       "707                         Candy   \n",
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       "3061                       Nature   \n",
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       "3215             Juvenile Fiction   \n",
       "3216             Juvenile Fiction   \n",
       "3317    Biography & Autobiography   \n",
       "3442                        Birds   \n",
       "3582             Juvenile Fiction   \n",
       "3591                         Pets   \n",
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       "3748             Juvenile Fiction   \n",
       "3749             Juvenile Fiction   \n",
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       "4302             Juvenile Fiction   \n",
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       "4360            Political Science   \n",
       "4557                    Botanique   \n",
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       "\n",
       "                                            description  published_year  \\\n",
       "31    \"The two works 'On fairy-stories' and 'Leaf by...          2001.0   \n",
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       "429   Even the youngest child can enjoy a special ad...          1999.0   \n",
       "442   First published more than three decades ago, t...          1998.0   \n",
       "692   Features short fiction by the French naturalis...          2005.0   \n",
       "707   A Dahl story in which the giraffe, the pelican...          2001.0   \n",
       "763   This light-hearted journal tells of John Stein...          2001.0   \n",
       "812   Poems tell the stories of a smart pig who outw...          2002.0   \n",
       "855   Explains the importance of reading aloud to ch...          2006.0   \n",
       "1078  Eric Carle's children's classic is the story o...          1994.0   \n",
       "1639  This Newbery Honor Book tells the story of 11 ...          2004.0   \n",
       "1907  Essays by revisionist historians, scientists, ...          1996.0   \n",
       "1943  The classic chronicle of a communion with natu...          1992.0   \n",
       "2111  A seagull, dying from the effects of an oil sp...          2003.0   \n",
       "2201  A small boy finds excitement and promise in th...          1966.0   \n",
       "2216  Roy, who is new to his small Florida community...          2006.0   \n",
       "2261  You have never read a book like this before --...          1994.0   \n",
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       "      <td>9780393315110 Essays by revisionist historians...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>9780393959055</td>\n",
       "      <td>0393959058</td>\n",
       "      <td>Walden ; And, Resistance to Civil Government</td>\n",
       "      <td>Henry David Thoreau</td>\n",
       "      <td>Literary Collections</td>\n",
       "      <td>http://books.google.com/books/content?id=uVxnQ...</td>\n",
       "      <td>The classic chronicle of a communion with natu...</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>3.95</td>\n",
       "      <td>482.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>Walden ; And, Resistance to Civil Government: ...</td>\n",
       "      <td>9780393959055 The classic chronicle of a commu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2111</th>\n",
       "      <td>9780439401876</td>\n",
       "      <td>0439401879</td>\n",
       "      <td>The Story of a Seagull and the Cat who Taught ...</td>\n",
       "      <td>Luis Sepúlveda;Margaret Sayers Peden;Chris Sheban</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=R74DH...</td>\n",
       "      <td>A seagull, dying from the effects of an oil sp...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>4.13</td>\n",
       "      <td>128.0</td>\n",
       "      <td>4791.0</td>\n",
       "      <td>The Story of a Seagull and the Cat who Taught ...</td>\n",
       "      <td>9780439401876 A seagull, dying from the effect...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201</th>\n",
       "      <td>9780440362050</td>\n",
       "      <td>0440362059</td>\n",
       "      <td>My Name is Aram</td>\n",
       "      <td>William Saroyan</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=2P3XA...</td>\n",
       "      <td>A small boy finds excitement and promise in th...</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>151.0</td>\n",
       "      <td>975.0</td>\n",
       "      <td>My Name is Aram</td>\n",
       "      <td>9780440362050 A small boy finds excitement and...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2216</th>\n",
       "      <td>9780440421702</td>\n",
       "      <td>0440421705</td>\n",
       "      <td>Hoot</td>\n",
       "      <td>Carl Hiaasen</td>\n",
       "      <td>Bullying</td>\n",
       "      <td>http://books.google.com/books/content?id=uKUTo...</td>\n",
       "      <td>Roy, who is new to his small Florida community...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>3.82</td>\n",
       "      <td>292.0</td>\n",
       "      <td>83557.0</td>\n",
       "      <td>Hoot</td>\n",
       "      <td>9780440421702 Roy, who is new to his small Flo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2261</th>\n",
       "      <td>9780446518628</td>\n",
       "      <td>044651862X</td>\n",
       "      <td>The Celestine Prophecy</td>\n",
       "      <td>James Redfield</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=UXolx...</td>\n",
       "      <td>You have never read a book like this before --...</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>3.63</td>\n",
       "      <td>247.0</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>The Celestine Prophecy: An Adventure</td>\n",
       "      <td>9780446518628 You have never read a book like ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2410</th>\n",
       "      <td>9780451457592</td>\n",
       "      <td>0451457595</td>\n",
       "      <td>The River's Gift</td>\n",
       "      <td>Mercedes Lackey</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=qLonv...</td>\n",
       "      <td>Fifteen-year-old Ariella spends her days in th...</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>3.88</td>\n",
       "      <td>128.0</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>The River's Gift</td>\n",
       "      <td>9780451457592 Fifteen-year-old Ariella spends ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2497</th>\n",
       "      <td>9780486256429</td>\n",
       "      <td>0486256421</td>\n",
       "      <td>Galapagos</td>\n",
       "      <td>William Beebe</td>\n",
       "      <td>Nature</td>\n",
       "      <td>http://books.google.com/books/content?id=wFKrG...</td>\n",
       "      <td>More than 100 splendid illustrations enhance t...</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>3.84</td>\n",
       "      <td>528.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>Galapagos: World's End</td>\n",
       "      <td>9780486256429 More than 100 splendid illustrat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2806</th>\n",
       "      <td>9780571090242</td>\n",
       "      <td>0571090249</td>\n",
       "      <td>Death of a Naturalist</td>\n",
       "      <td>Seamus Heaney</td>\n",
       "      <td>Poetry</td>\n",
       "      <td>http://books.google.com/books/content?id=et6dA...</td>\n",
       "      <td>Death of a Naturalist marks the auspicious out...</td>\n",
       "      <td>1969.0</td>\n",
       "      <td>4.29</td>\n",
       "      <td>57.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>Death of a Naturalist: Volume one</td>\n",
       "      <td>9780571090242 Death of a Naturalist marks the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2858</th>\n",
       "      <td>9780590032490</td>\n",
       "      <td>0590032496</td>\n",
       "      <td>The witches</td>\n",
       "      <td>Roald Dahl</td>\n",
       "      <td>Juvenile Nonfiction</td>\n",
       "      <td>http://books.google.com/books/content?id=tpQxo...</td>\n",
       "      <td>A young boy and his Norwegian grandmother, who...</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>4.17</td>\n",
       "      <td>208.0</td>\n",
       "      <td>254867.0</td>\n",
       "      <td>The witches</td>\n",
       "      <td>9780590032490 A young boy and his Norwegian gr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2935</th>\n",
       "      <td>9780618619160</td>\n",
       "      <td>061861916X</td>\n",
       "      <td>The Ancestor's Tale</td>\n",
       "      <td>Richard Dawkins;Yan Wong</td>\n",
       "      <td>Science</td>\n",
       "      <td>http://books.google.com/books/content?id=rR9XP...</td>\n",
       "      <td>A renowned biologist provides a sweeping chron...</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>4.13</td>\n",
       "      <td>688.0</td>\n",
       "      <td>18593.0</td>\n",
       "      <td>The Ancestor's Tale: A Pilgrimage to the Dawn ...</td>\n",
       "      <td>9780618619160 A renowned biologist provides a ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2942</th>\n",
       "      <td>9780618711666</td>\n",
       "      <td>061871166X</td>\n",
       "      <td>The Hungry Tide</td>\n",
       "      <td>Amitav Ghosh</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=LN16i...</td>\n",
       "      <td>Presents a novel of life in modern India, chro...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>3.94</td>\n",
       "      <td>333.0</td>\n",
       "      <td>11220.0</td>\n",
       "      <td>The Hungry Tide</td>\n",
       "      <td>9780618711666 Presents a novel of life in mode...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3061</th>\n",
       "      <td>9780679451211</td>\n",
       "      <td>0679451218</td>\n",
       "      <td>The Sibley Field Guide to Birds of Western Nor...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nature</td>\n",
       "      <td>http://books.google.com/books/content?id=Fd0PA...</td>\n",
       "      <td>A guide for bird enthusiasts specifically desi...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>4.70</td>\n",
       "      <td>473.0</td>\n",
       "      <td>709.0</td>\n",
       "      <td>The Sibley Field Guide to Birds of Western Nor...</td>\n",
       "      <td>9780679451211 A guide for bird enthusiasts spe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3201</th>\n",
       "      <td>9780689823824</td>\n",
       "      <td>0689823827</td>\n",
       "      <td>A Child's Garden of Verses</td>\n",
       "      <td>Robert Louis Stevenson</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=luTZA...</td>\n",
       "      <td>Here is a delightful look at childhood, writte...</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>4.30</td>\n",
       "      <td>67.0</td>\n",
       "      <td>21780.0</td>\n",
       "      <td>A Child's Garden of Verses</td>\n",
       "      <td>9780689823824 Here is a delightful look at chi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3214</th>\n",
       "      <td>9780689861130</td>\n",
       "      <td>0689861133</td>\n",
       "      <td>Moo, Baa, la la La!</td>\n",
       "      <td>Sandra Boynton</td>\n",
       "      <td>Animal sounds</td>\n",
       "      <td>http://books.google.com/books/content?id=Gz40A...</td>\n",
       "      <td>Children will love joining in and imitating th...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>4.20</td>\n",
       "      <td>14.0</td>\n",
       "      <td>28261.0</td>\n",
       "      <td>Moo, Baa, la la La!</td>\n",
       "      <td>9780689861130 Children will love joining in an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3215</th>\n",
       "      <td>9780689862465</td>\n",
       "      <td>0689862466</td>\n",
       "      <td>The Octopus</td>\n",
       "      <td>Cynthia Rylant;Preston McDaniels</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=8B8-C...</td>\n",
       "      <td>Whistler and Lila, two of the mice children wh...</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>4.16</td>\n",
       "      <td>64.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>The Octopus</td>\n",
       "      <td>9780689862465 Whistler and Lila, two of the mi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3216</th>\n",
       "      <td>9780689863110</td>\n",
       "      <td>068986311X</td>\n",
       "      <td>The Eagle</td>\n",
       "      <td>Cynthia Rylant;Preston McDaniels</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=cxC9X...</td>\n",
       "      <td>Two mice that live in a lighthouse along with ...</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>4.08</td>\n",
       "      <td>64.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>The Eagle</td>\n",
       "      <td>9780689863110 Two mice that live in a lighthou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>9780743243780</td>\n",
       "      <td>0743243781</td>\n",
       "      <td>Teacher Man</td>\n",
       "      <td>Frank McCourt</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=Yhgcw...</td>\n",
       "      <td>The author describes his coming of age as a te...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>272.0</td>\n",
       "      <td>25726.0</td>\n",
       "      <td>Teacher Man: A Memoir</td>\n",
       "      <td>9780743243780 The author describes his coming ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3442</th>\n",
       "      <td>9780744578263</td>\n",
       "      <td>0744578264</td>\n",
       "      <td>The Sea-thing Child</td>\n",
       "      <td>Russell Hoban</td>\n",
       "      <td>Birds</td>\n",
       "      <td>http://books.google.com/books/content?id=CEt9O...</td>\n",
       "      <td>Washed up on the beach during a storm, the sea...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3.79</td>\n",
       "      <td>48.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>The Sea-thing Child</td>\n",
       "      <td>9780744578263 Washed up on the beach during a ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3582</th>\n",
       "      <td>9780763621643</td>\n",
       "      <td>0763621641</td>\n",
       "      <td>Castle Diary</td>\n",
       "      <td>Richard Platt;Chris Riddell</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=rFUBA...</td>\n",
       "      <td>As a page in his uncle's castle in thirteenth-...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.84</td>\n",
       "      <td>128.0</td>\n",
       "      <td>1072.0</td>\n",
       "      <td>Castle Diary: The Journal of Tobias Burgess</td>\n",
       "      <td>9780763621643 As a page in his uncle's castle ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3591</th>\n",
       "      <td>9780764122781</td>\n",
       "      <td>0764122789</td>\n",
       "      <td>Aquatic Turtles</td>\n",
       "      <td>Richard D. Bartlett;Patricia Bartlett</td>\n",
       "      <td>Pets</td>\n",
       "      <td>http://books.google.com/books/content?id=ket2b...</td>\n",
       "      <td>Titles in this series present basic informatio...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.80</td>\n",
       "      <td>46.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Aquatic Turtles: Sliders, Cooters, Painted, an...</td>\n",
       "      <td>9780764122781 Titles in this series present ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>9780764584657</td>\n",
       "      <td>0764584650</td>\n",
       "      <td>Astronomy For Dummies</td>\n",
       "      <td>Stephen P. Maran</td>\n",
       "      <td>Science</td>\n",
       "      <td>http://books.google.com/books/content?id=iH4Fn...</td>\n",
       "      <td>A beginner's guide to astronomy features infor...</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>3.83</td>\n",
       "      <td>318.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>Astronomy For Dummies</td>\n",
       "      <td>9780764584657 A beginner's guide to astronomy ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3627</th>\n",
       "      <td>9780765309983</td>\n",
       "      <td>076530998X</td>\n",
       "      <td>The Dark Mirror</td>\n",
       "      <td>Juliet Marillier</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=8TvHY...</td>\n",
       "      <td>Fostered by one of the land's most powerful dr...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>3.97</td>\n",
       "      <td>512.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>The Dark Mirror: Book One of the Bridei Chroni...</td>\n",
       "      <td>9780765309983 Fostered by one of the land's mo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3747</th>\n",
       "      <td>9780786808069</td>\n",
       "      <td>0786808063</td>\n",
       "      <td>Baby Einstein: Neighborhood Animals</td>\n",
       "      <td>Marilyn Singer;Julie Aigner-Clark</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=X9a4P...</td>\n",
       "      <td>Children will discover the exciting world of t...</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>3.89</td>\n",
       "      <td>16.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Baby Einstein: Neighborhood Animals</td>\n",
       "      <td>9780786808069 Children will discover the excit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3748</th>\n",
       "      <td>9780786808373</td>\n",
       "      <td>0786808373</td>\n",
       "      <td>Baby Einstein: Birds</td>\n",
       "      <td>Julie Aigner-Clark</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=0jxHP...</td>\n",
       "      <td>Introducing your baby to birds, cats, dogs, an...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>3.78</td>\n",
       "      <td>20.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Baby Einstein: Birds</td>\n",
       "      <td>9780786808373 Introducing your baby to birds, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3749</th>\n",
       "      <td>9780786808380</td>\n",
       "      <td>0786808381</td>\n",
       "      <td>Baby Einstein: Babies</td>\n",
       "      <td>Julie Aigner-Clark</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=jv4NA...</td>\n",
       "      <td>Introduce your babies to birds, cats, dogs, an...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.03</td>\n",
       "      <td>20.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Baby Einstein: Babies</td>\n",
       "      <td>9780786808380 Introduce your babies to birds, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3750</th>\n",
       "      <td>9780786808397</td>\n",
       "      <td>078680839X</td>\n",
       "      <td>Baby Einstein: Dogs</td>\n",
       "      <td>Julie Aigner-Clark</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=qut8t...</td>\n",
       "      <td>Introduce your baby to birds, cats, dogs, and ...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>3.81</td>\n",
       "      <td>20.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Baby Einstein: Dogs</td>\n",
       "      <td>9780786808397 Introduce your baby to birds, ca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3751</th>\n",
       "      <td>9780786808717</td>\n",
       "      <td>0786808713</td>\n",
       "      <td>Baby Einstein: What Does Violet See? Raindrops...</td>\n",
       "      <td>Julie Aigner-Clark</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=95IIA...</td>\n",
       "      <td>A very special puddle sets Violet the mouse of...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Baby Einstein: What Does Violet See? Raindrops...</td>\n",
       "      <td>9780786808717 A very special puddle sets Viole...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3760</th>\n",
       "      <td>9780786812912</td>\n",
       "      <td>0786812915</td>\n",
       "      <td>The Big Box</td>\n",
       "      <td>Toni Morrison;Slade Morrison</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=LyYKA...</td>\n",
       "      <td>In her first illustrated book for children, th...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>3.95</td>\n",
       "      <td>48.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>The Big Box</td>\n",
       "      <td>9780786812912 In her first illustrated book fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3764</th>\n",
       "      <td>9780786818723</td>\n",
       "      <td>0786818727</td>\n",
       "      <td>Baby Einstein: Violet's House</td>\n",
       "      <td>Julie Aigner-Clark</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=bC4HA...</td>\n",
       "      <td>Violet, a very curious young mouse, invites ba...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.98</td>\n",
       "      <td>10.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>Baby Einstein: Violet's House: A Giant Touch-a...</td>\n",
       "      <td>9780786818723 Violet, a very curious young mou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3765</th>\n",
       "      <td>9780786819119</td>\n",
       "      <td>0786819111</td>\n",
       "      <td>Baby Einstein: Water, Water Everywhere</td>\n",
       "      <td>Disney Book Group,</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=tuAdA...</td>\n",
       "      <td>Charming illustrations and playful rhythmic ve...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>10.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>Baby Einstein: Water, Water Everywhere</td>\n",
       "      <td>9780786819119 Charming illustrations and playf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3768</th>\n",
       "      <td>9780786851157</td>\n",
       "      <td>0786851155</td>\n",
       "      <td>Baby Einstein: Sweet Dreams, Mimi</td>\n",
       "      <td>Julie Aigner-Clark</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=9PYFA...</td>\n",
       "      <td>Children will delight in hearing and imagining...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.13</td>\n",
       "      <td>16.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>Baby Einstein: Sweet Dreams, Mimi</td>\n",
       "      <td>9780786851157 Children will delight in hearing...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3797</th>\n",
       "      <td>9780789458209</td>\n",
       "      <td>0789458209</td>\n",
       "      <td>Tree</td>\n",
       "      <td>David Burnie</td>\n",
       "      <td>Juvenile Nonfiction</td>\n",
       "      <td>http://books.google.com/books/content?id=Qwsqj...</td>\n",
       "      <td>Photographs and text explore the anatomy and l...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>4.07</td>\n",
       "      <td>64.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Tree</td>\n",
       "      <td>9780789458209 Photographs and text explore the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4242</th>\n",
       "      <td>9780918273826</td>\n",
       "      <td>091827382X</td>\n",
       "      <td>Through the Arc of the Rain Forest</td>\n",
       "      <td>Karen Tei Yamashita</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=Pf92t...</td>\n",
       "      <td>A wealthy Japanese man, a Brazilian healer, a ...</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>3.91</td>\n",
       "      <td>212.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>Through the Arc of the Rain Forest: A Novel</td>\n",
       "      <td>9780918273826 A wealthy Japanese man, a Brazil...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4264</th>\n",
       "      <td>9780941807555</td>\n",
       "      <td>094180755X</td>\n",
       "      <td>The Little Big Book for God's Children</td>\n",
       "      <td>Lena Tabori;Alice Wong</td>\n",
       "      <td>Religion</td>\n",
       "      <td>http://books.google.com/books/content?id=s2PfT...</td>\n",
       "      <td>THE LITTLE BIG BOOK FOR GOD'S CHILDREN is a wo...</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>4.88</td>\n",
       "      <td>352.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>The Little Big Book for God's Children</td>\n",
       "      <td>9780941807555 THE LITTLE BIG BOOK FOR GOD'S CH...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4302</th>\n",
       "      <td>9780976882305</td>\n",
       "      <td>0976882302</td>\n",
       "      <td>The Giraffe who was Afraid of Heights</td>\n",
       "      <td>David A. Ufer</td>\n",
       "      <td>Juvenile Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=j2IzK...</td>\n",
       "      <td>This is a facinating tale about a young giraff...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>3.81</td>\n",
       "      <td>32.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>The Giraffe who was Afraid of Heights</td>\n",
       "      <td>9780976882305 This is a facinating tale about ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4331</th>\n",
       "      <td>9781400033850</td>\n",
       "      <td>1400033853</td>\n",
       "      <td>Providence of a Sparrow</td>\n",
       "      <td>Chris Chester</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=Z7RDD...</td>\n",
       "      <td>Describes the influence of a foundling baby sp...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>4.32</td>\n",
       "      <td>304.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>Providence of a Sparrow: Lessons from a Life G...</td>\n",
       "      <td>9781400033850 Describes the influence of a fou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4360</th>\n",
       "      <td>9781400051571</td>\n",
       "      <td>1400051576</td>\n",
       "      <td>The Last Hours of Ancient Sunlight</td>\n",
       "      <td>Thom Hartmann</td>\n",
       "      <td>Political Science</td>\n",
       "      <td>http://books.google.com/books/content?id=7d4VD...</td>\n",
       "      <td>A revised edition of a landmark study offers a...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>4.22</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1341.0</td>\n",
       "      <td>The Last Hours of Ancient Sunlight: The Fate o...</td>\n",
       "      <td>9781400051571 A revised edition of a landmark ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4557</th>\n",
       "      <td>9781551052700</td>\n",
       "      <td>1551052709</td>\n",
       "      <td>Ecuador Nature Guide</td>\n",
       "      <td>Christopher D. Jiggins</td>\n",
       "      <td>Botanique</td>\n",
       "      <td>http://books.google.com/books/content?id=1JjbG...</td>\n",
       "      <td>The guide provides information on 76 species o...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ecuador Nature Guide: Southwest Forests : Sozo...</td>\n",
       "      <td>9781551052700 The guide provides information o...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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