astra_db_collections_quickstart.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7oIZMbwp_XSc"
      },
      "source": [
        "# Astra DB Serverless, Python Quickstart"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7TgWzAB8_hI_"
      },
      "source": [
        "This notebook accompanies the [Astra DB Quickstart](https://docs.datastax.com/en/astra-db-serverless/get-started/quickstart.html).\n",
        "\n",
        "The differences are:\n",
        "\n",
        "- This notebook reads secrets from the notebook instead of from environment variables.\n",
        "- This notebook hardcodes the data to insert instead of reading the data from a file."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G0GZBWwP_vpq"
      },
      "source": [
        "## Create a database and store your credentials\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tsbdYN47_6Rv"
      },
      "source": [
        "1. Follow the instructions in the [quickstart](https://docs.datastax.com/en/astra-db-serverless/get-started/quickstart.html) to create a database and get the credentials.\n",
        "1. Open the Secrets on the left sidebar in this notebook (the Key icon).\n",
        "  1. Store your endpoint in a secret called `ASTRA_DB_API_ENDPOINT`.\n",
        "  1. Store your token in a secret called `ASTRA_DB_APPLICATION_TOKEN`.\n",
        "  1. Ensure that the \"Notebook Access\" toggle is enabled for both secrets."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i6WjeQ8NAvUc"
      },
      "source": [
        "## Install the client"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rf6S_FQgA4xb",
        "scrolled": true
      },
      "outputs": [],
      "source": [
        "!pip install \"astrapy>=2.0,<3.0\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aPwuCVzZA5no"
      },
      "source": [
        "## Import libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "PGu6uIM1BEGl"
      },
      "outputs": [],
      "source": [
        "import json\n",
        "from typing import Any, Callable, Dict, List\n",
        "\n",
        "from google.colab import userdata\n",
        "\n",
        "from astrapy import Collection, DataAPIClient, Database\n",
        "from astrapy.constants import VectorMetric\n",
        "from astrapy.info import (\n",
        "    CollectionDefinition,\n",
        "    CollectionVectorOptions,\n",
        "    VectorServiceOptions,\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YWcZi8qRuZ86"
      },
      "source": [
        "## Get the data to insert"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "Cn0E11sAuecn"
      },
      "outputs": [],
      "source": [
        "json_data = [{'title': 'Hidden Shadows of the Past', 'author': 'John Anthony', 'numberOfPages': 481, 'rating': 1.0, 'publicationYear': 2002, 'summary': \"Set against a forgotten metropolis, 'Hidden Shadows of the Past' by John Anthony unveils a journey to the underworld. The story builds through defying a cruel god, offering a gripping tale of suspense.\", 'genres': ['Biography', 'Graphic Novel', 'Dystopian', 'Drama'], 'metadata': {'ISBN': '978-1-905585-40-3', 'language': 'French', 'edition': 'Anniversary Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beyond Moments of Broken Promises', 'author': 'Daniel Larson', 'numberOfPages': 704, 'rating': 3.7, 'publicationYear': 1978, 'summary': \"Set against a secret base in the Arctic, 'Beyond Moments of Broken Promises' by Daniel Larson unveils a search for inner peace. The story builds through rediscovering a lost friendship, offering a thrilling and action-packed blockbuster.\", 'genres': ['Dystopian'], 'metadata': {'ISBN': '978-0-88734-027-7', 'language': 'Japanese', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Alexander Rodriguez', 'dueDate': '2024-12-18'}, {'title': 'Within Echoes Through Time', 'author': 'Ryan Jackson', 'numberOfPages': 714, 'rating': 2.4, 'publicationYear': 1993, 'summary': \"'Within Echoes Through Time' by Ryan Jackson immerses readers in a magical forest, where a quest for the truth collides with navigating treacherous terrain, delivering a rich and immersive world.\", 'genres': ['Tragedy', 'Fantasy', 'Satire'], 'metadata': {'ISBN': '978-0-02-313022-9', 'language': 'Spanish', 'edition': 'Illustrated Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'The Flames of Eternal Night', 'author': 'Deanna Fisher', 'numberOfPages': 198, 'rating': 4.6, 'publicationYear': 1996, 'summary': \"Deanna Fisher's 'The Flames of Eternal Night' is a journey to the edge of the world that takes place in a forgotten metropolis. This is a a deeply moving story that keep you reading while the characters are redefining life.\", 'genres': ['Dystopian', 'Adventure'], 'metadata': {'ISBN': '978-1-5358-6857-0', 'language': 'German', 'edition': 'Illustrated Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Against Legends of Brightness', 'author': 'Christopher Washington', 'numberOfPages': 327, 'rating': 1.1, 'publicationYear': 1975, 'summary': \"'Against Legends of Brightness' is Christopher Washington's brilliant novel, set in a hidden library. Exploring a battle for the future, the characters face unraveling a dark secret, resulting in an unforgettable and immersive experience.\", 'genres': ['Memoir', 'History'], 'metadata': {'ISBN': '978-0-11-359399-6', 'language': 'Spanish', 'edition': 'Third'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beyond Waves that Changed Everything', 'author': 'Jeffrey Davis', 'numberOfPages': 185, 'rating': 4.3, 'publicationYear': 2020, 'summary': \"In the backdrop of a futuristic laboratory, 'Beyond Waves that Changed Everything' by Jeffrey Davis explores a journey of self-discovery. The characters' journey through surviving against all odds results in a thrilling and fast-paced adventure.\", 'genres': ['Biography', 'Epic'], 'metadata': {'ISBN': '978-0-309-98069-2', 'language': 'Italian', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'James Hanson', 'dueDate': '2024-11-28'}, {'title': 'Into Shadows of Tomorrow', 'author': 'Nicole Wright', 'numberOfPages': 598, 'rating': 3.1, 'publicationYear': 2020, 'summary': \"Set against a distant alien world, 'Into Shadows of Tomorrow' by Nicole Wright unveils an unraveling conspiracy. The story builds through forging unexpected alliances, offering a dark and brooding story.\", 'genres': ['Thriller', 'Philosophy', 'Fantasy'], 'metadata': {'ISBN': '978-1-4715-0356-6', 'language': 'Italian', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Gregory Adams', 'dueDate': '2024-12-05'}, {'title': 'Beyond Tides of a Lifetime', 'author': 'Kendra Knight', 'numberOfPages': 356, 'rating': 1.9, 'publicationYear': 1987, 'summary': \"'Beyond Tides of a Lifetime' is Kendra Knight's latest masterpiece set in a distant alien world. With a focus on a search for meaning, the story brings to life unraveling a dark secret, delivering a lighthearted romp.\", 'genres': ['Thriller', 'History', 'Epic', 'Philosophy'], 'metadata': {'ISBN': '978-0-295-38479-5', 'language': 'Italian', 'edition': 'Second'}, 'isCheckedOut': True, 'borrower': 'Leslie Hansen', 'dueDate': '2024-12-05'}, {'title': 'The Shadows of Eternal Night', 'author': 'Martin Harris', 'numberOfPages': 198, 'rating': 1.0, 'publicationYear': 2007, 'summary': \"Martin Harris's masterpiece, 'The Shadows of Eternal Night', is a story set in a crumbling mansion. Focusing on a struggle against darkness, the narrative reveals surviving against all odds, delivering a deeply introspective narrative.\", 'genres': ['Thriller'], 'metadata': {'ISBN': '978-1-301-16043-3', 'language': 'Chinese', 'edition': 'Special Release'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Within the Horizon and the Last Frontier', 'author': 'Frank Costa', 'numberOfPages': 385, 'rating': 4.0, 'publicationYear': 2018, 'summary': \"In a mysterious castle, 'Within the Horizon and the Last Frontier' by Frank Costa takes readers on a journey through a search for lost treasure. The characters are challenged by reconciling a bitter feud, creating a gripping and intense psychological drama.\", 'genres': ['Dystopian', 'Adventure', 'Science Fiction', 'Non-Fiction'], 'metadata': {'ISBN': '978-1-138-81334-2', 'language': 'Japanese', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Cody Harris', 'dueDate': '2024-12-18'}, {'title': 'The Shadows of Brightness', 'author': 'Sara Jones', 'numberOfPages': 185, 'rating': 2.9, 'publicationYear': 1995, 'summary': \"Within the world of a crumbling mansion, Sara Jones's 'The Shadows of Brightness' unravels a tale of a journey to the afterlife. Characters must confront fulfilling a forgotten prophecy, resulting in a gripping and intense psychological drama.\", 'genres': ['Philosophy', 'Memoir', 'Romance'], 'metadata': {'ISBN': '978-1-57611-473-5', 'language': 'English', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Under Secrets and the Unknown', 'author': 'Ashley Villanueva', 'numberOfPages': 225, 'rating': 3.4, 'publicationYear': 1992, 'summary': \"Within a war-torn kingdom, 'Under Secrets and the Unknown' by Ashley Villanueva captures the spirit of a search for meaning. The story builds as characters confront escaping from relentless pursuers, offering a deeply moving story.\", 'genres': ['Fantasy', 'Romance', 'Adventure'], 'metadata': {'ISBN': '978-0-261-26454-0', 'language': 'Korean', 'edition': 'Anniversary Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Under Waves Through Time', 'author': 'Nicholas Fischer', 'numberOfPages': 162, 'rating': 4.0, 'publicationYear': 1998, 'summary': \"Nicholas Fischer's masterpiece, 'Under Waves Through Time', is a story set in a war-torn kingdom. Focusing on a battle for the future, the narrative reveals rebuilding a kingdom, delivering a gripping and intense psychological drama.\", 'genres': ['Graphic Novel'], 'metadata': {'ISBN': '978-1-74188-720-4', 'language': 'Italian', 'edition': 'Special Release'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beneath Notes of the Past', 'author': 'Mary Robinson', 'numberOfPages': 643, 'rating': 1.4, 'publicationYear': 1980, 'summary': \"Set amidst a distant alien world, 'Beneath Notes of the Past' by Mary Robinson takes on a battle against the elements, where facing their greatest fears leads to a whimsical and enchanting fable.\", 'genres': ['Satire'], 'metadata': {'ISBN': '978-1-65916-871-6', 'language': 'Chinese', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beneath Whispers that Changed Everything', 'author': 'Sarah Lewis', 'numberOfPages': 690, 'rating': 4.1, 'publicationYear': 2024, 'summary': \"In the backdrop of a futuristic laboratory, 'Beneath Whispers that Changed Everything' by Sarah Lewis explores a struggle for power. The characters' journey through confronting a powerful enemy results in a suspenseful page-turner.\", 'genres': ['Horror'], 'metadata': {'ISBN': '978-1-76888-482-8', 'language': 'Italian', 'edition': 'Illustrated Edition'}, 'isCheckedOut': True, 'borrower': 'Samantha Davis', 'dueDate': '2024-12-02'}, {'title': 'In Secrets in the Dark', 'author': 'Anne Patrick', 'numberOfPages': 521, 'rating': 4.2, 'publicationYear': 2022, 'summary': \"In 'In Secrets in the Dark', Anne Patrick weaves a tale set in an isolated lighthouse, centered around a fight for survival. With unleashing a terrible force, the story becomes a heartwarming journey.\", 'genres': ['Non-Fiction'], 'metadata': {'ISBN': '978-0-218-35196-5', 'language': 'French', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Charles Leach', 'dueDate': '2024-11-26'}, {'title': 'Among Storms on the Edge', 'author': 'Corey Hernandez', 'numberOfPages': 392, 'rating': 4.3, 'publicationYear': 1998, 'summary': \"Set in an abandoned carnival, 'Among Storms on the Edge' by Corey Hernandez dives into a quest for peace. Facing defeating a powerful adversary, this is a evocative tapestry of emotions.\", 'genres': ['Adventure', 'Philosophy'], 'metadata': {'ISBN': '978-1-65246-664-2', 'language': 'English', 'edition': 'Limited Edition'}, 'isCheckedOut': True, 'borrower': 'Ryan Reyes', 'dueDate': '2024-12-09'}, {'title': 'Under Ghosts in the Universe', 'author': 'Tanya Perez', 'numberOfPages': 345, 'rating': 4.6, 'publicationYear': 2001, 'summary': \"'Under Ghosts in the Universe', a novel by Tanya Perez, is set in an underwater cave, where a battle for the ages unfolds. The characters grapple with rebuilding a shattered world, creating a dark and twisted tale of horror.\", 'genres': ['Dystopian', 'Drama', 'Poetry', 'Comedy'], 'metadata': {'ISBN': '978-0-489-60732-7', 'language': 'Arabic', 'edition': \"Collector's Edition\"}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'From Operas and the Last Frontier', 'author': 'Yolanda Anderson', 'numberOfPages': 412, 'rating': 1.7, 'publicationYear': 2017, 'summary': \"Yolanda Anderson's 'From Operas and the Last Frontier' is a quest for vengeance that takes place in a haunted shack. This is a a gripping and intense psychological drama that keep you reading while the characters are running for their lives.\", 'genres': ['Drama', 'Adventure', 'Self-Help', 'Satire'], 'metadata': {'ISBN': '978-0-8461-2621-8', 'language': 'Spanish', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Within the Horizon of the Heart', 'author': 'Randy Cook', 'numberOfPages': 171, 'rating': 4.2, 'publicationYear': 2015, 'summary': \"In an abandoned carnival, 'Within the Horizon of the Heart' by Randy Cook takes readers on a journey through a battle for the future. The characters are challenged by defying a cruel god, creating a rich and evocative tapestry of words.\", 'genres': ['Poetry', 'Biography'], 'metadata': {'ISBN': '978-0-7369-1813-8', 'language': 'Russian', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'The Flames in the Dark', 'author': 'Jason Choi', 'numberOfPages': 595, 'rating': 3.3, 'publicationYear': 2009, 'summary': \"'The Flames in the Dark' is Jason Choi's brilliant novel, set in a secret base in the Arctic. Exploring an exploration of forbidden knowledge, the characters face reconciling a betrayal, resulting in a lighthearted romp.\", 'genres': ['History', 'Satire', 'Drama'], 'metadata': {'ISBN': '978-0-341-02285-5', 'language': 'Spanish', 'edition': 'First'}, 'isCheckedOut': True, 'borrower': 'Kelly Green', 'dueDate': '2024-12-04'}, {'title': 'Into Acquaintances Through Time', 'author': 'Cynthia Duncan', 'numberOfPages': 246, 'rating': 3.9, 'publicationYear': 2006, 'summary': \"Set in a haunted shack, 'Into Acquaintances Through Time' by Cynthia Duncan dives into a search for purpose. Facing defeating a powerful adversary, this is a thrilling and fast-paced adventure.\", 'genres': ['Science Fiction'], 'metadata': {'ISBN': '978-1-190-67288-8', 'language': 'German', 'edition': 'Deluxe Edition'}, 'isCheckedOut': True, 'borrower': 'Charles Rubio', 'dueDate': '2024-12-21'}, {'title': 'Hidden Moons on the Edge', 'author': 'Kristin Bell', 'numberOfPages': 725, 'rating': 1.8, 'publicationYear': 1975, 'summary': \"In the backdrop of an abandoned carnival, 'Hidden Moons on the Edge' by Kristin Bell explores a quest for the truth. The characters' journey through unraveling a dark secret results in a thrilling and fast-paced adventure.\", 'genres': ['Graphic Novel'], 'metadata': {'ISBN': '978-1-63808-366-5', 'language': 'Chinese', 'edition': 'Anniversary Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beneath Voices of Yesterday', 'author': 'Rodney Hopkins', 'numberOfPages': 638, 'rating': 1.3, 'publicationYear': 1985, 'summary': \"'Beneath Voices of Yesterday' by Rodney Hopkins is set in an oasis of art and tells a story of a journey to the stars. The protagonists face reclaiming a stolen legacy, in a tale that delivers a heartrending saga of love and loss.\", 'genres': ['Romance', 'Thriller', 'Mystery', 'Young Adult'], 'metadata': {'ISBN': '978-1-65322-291-9', 'language': 'French', 'edition': 'Third'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'A Phantoms of the Heart', 'author': 'Steven Jackson', 'numberOfPages': 723, 'rating': 3.1, 'publicationYear': 1989, 'summary': \"Set in a remote island, 'A Phantoms of the Heart' by Steven Jackson dives into an unraveling conspiracy. Facing rekindling a lost love, this is a deep character study.\", 'genres': ['Non-Fiction'], 'metadata': {'ISBN': '978-1-883578-61-9', 'language': 'Korean', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beneath Waves of Yesterday', 'author': 'Tonya Kennedy', 'numberOfPages': 153, 'rating': 2.7, 'publicationYear': 1982, 'summary': \"In a hidden library, Tonya Kennedy's 'Beneath Waves of Yesterday' unravels a gripping tale of a struggle for power. The characters must navigate defying a cruel fate, creating a gripping and intense psychological drama.\", 'genres': ['Comedy'], 'metadata': {'ISBN': '978-0-19-555638-4', 'language': 'Japanese', 'edition': 'First'}, 'isCheckedOut': True, 'borrower': 'Carol Edwards', 'dueDate': '2024-12-03'}, {'title': 'Among Ghosts in the Dark', 'author': 'Michael Rojas', 'numberOfPages': 199, 'rating': 2.8, 'publicationYear': 2013, 'summary': \"Set in a war-torn kingdom, 'Among Ghosts in the Dark' by Michael Rojas dives into an exploration of forbidden knowledge. Facing reviving a shattered empire, this is a thrilling and action-packed blockbuster.\", 'genres': ['Graphic Novel', 'Mystery', 'Adventure', 'Dystopian'], 'metadata': {'ISBN': '978-1-255-54864-6', 'language': 'French', 'edition': 'First'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Within Light on the Edge', 'author': 'Kathy Vincent', 'numberOfPages': 166, 'rating': 3.1, 'publicationYear': 1985, 'summary': \"Set against a hidden library, 'Within Light on the Edge' by Kathy Vincent unveils a search for lost treasure. The story builds through defending a fragile hope, offering a masterful blend of tension and hope.\", 'genres': ['Self-Help'], 'metadata': {'ISBN': '978-0-9823322-8-3', 'language': 'Japanese', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Under Storms of Lost Souls', 'author': 'Tammy Ramos', 'numberOfPages': 696, 'rating': 5.0, 'publicationYear': 1988, 'summary': \"Within a sprawling museum, 'Under Storms of Lost Souls' by Tammy Ramos captures the spirit of a quest for the truth. The story builds as characters confront facing their greatest fears, offering a whimsical and enchanting fable.\", 'genres': ['Poetry', 'Historical Fiction', 'Graphic Novel', 'Satire'], 'metadata': {'ISBN': '978-1-907161-02-5', 'language': 'Japanese', 'edition': \"Collector's Edition\"}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Against Light of Eternal Night', 'author': 'Jennifer Ray', 'numberOfPages': 655, 'rating': 4.8, 'publicationYear': 1999, 'summary': \"'Against Light of Eternal Night', a novel by Jennifer Ray, is set in a mysterious castle, where a fight for love unfolds. The characters grapple with fulfilling a forgotten destiny, creating a whimsical and enchanting fable.\", 'genres': ['Romance'], 'metadata': {'ISBN': '978-0-213-40965-4', 'language': 'Portuguese', 'edition': \"Collector's Edition\"}, 'isCheckedOut': True, 'borrower': 'Benjamin Franklin', 'dueDate': '2024-12-12'}, {'title': 'Under Operas of Tomorrow', 'author': 'Brittany Park', 'numberOfPages': 435, 'rating': 2.8, 'publicationYear': 1988, 'summary': \"'Under Operas of Tomorrow', written by Brittany Park, is a story set in a mysterious castle. Delving into a battle for the future, the characters tackle unleashing a terrible weapon, creating a rich and evocative tapestry of words.\", 'genres': ['Romance', 'Science Fiction', 'Fantasy', 'Self-Help'], 'metadata': {'ISBN': '978-0-524-06824-3', 'language': 'Korean', 'edition': 'Deluxe Edition'}, 'isCheckedOut': True, 'borrower': 'Elizabeth Atkinson', 'dueDate': '2024-12-15'}, {'title': 'A Operas of a Lifetime', 'author': 'Jonathan Solis', 'numberOfPages': 703, 'rating': 3.1, 'publicationYear': 2021, 'summary': \"In Jonathan Solis's 'A Operas of a Lifetime', set in a mysterious castle, readers explore a quest for immortality. Faced with defending a dream, the story delivers a poetic and haunting story.\", 'genres': ['Dystopian', 'History'], 'metadata': {'ISBN': '978-1-124-33296-3', 'language': 'Italian', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Under Echoes of the Heart', 'author': 'Kevin White', 'numberOfPages': 546, 'rating': 2.9, 'publicationYear': 1975, 'summary': \"In an abandoned carnival, 'Under Echoes of the Heart' by Kevin White takes readers on a journey through an unraveling conspiracy. The characters are challenged by defending a fragile hope, creating a poignant and bittersweet reflection.\", 'genres': ['Historical Fiction', 'Drama', 'Memoir', 'History'], 'metadata': {'ISBN': '978-1-75598-068-7', 'language': 'Italian', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Through Darkness of Brightness', 'author': 'Darrell Vargas', 'numberOfPages': 740, 'rating': 4.6, 'publicationYear': 1997, 'summary': \"Set amidst a crumbling mansion, 'Through Darkness of Brightness' by Darrell Vargas takes on a struggle against destiny, where finding a way home leads to a gripping tale of suspense.\", 'genres': ['Epic', 'Biography', 'Thriller', 'Memoir'], 'metadata': {'ISBN': '978-0-06-985516-2', 'language': 'Chinese', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Brian Lee', 'dueDate': '2024-12-10'}, {'title': 'Under Moments Through Time', 'author': 'Lawrence Kirby', 'numberOfPages': 337, 'rating': 1.6, 'publicationYear': 1999, 'summary': \"In Lawrence Kirby's 'Under Moments Through Time', set in an underwater cave, readers explore a forbidden love affair. Faced with unleashing a terrible curse, the story delivers a rich and immersive world.\", 'genres': ['Historical Fiction', 'Self-Help'], 'metadata': {'ISBN': '978-0-9879277-1-2', 'language': 'German', 'edition': 'First'}, 'isCheckedOut': True, 'borrower': 'Penny Hayes', 'dueDate': '2024-12-19'}, {'title': 'Under Friendships and the Journey', 'author': 'Edward Rojas', 'numberOfPages': 344, 'rating': 1.5, 'publicationYear': 1991, 'summary': \"Set against an isolated lighthouse, 'Under Friendships and the Journey' by Edward Rojas unveils a battle for freedom. The story builds through unlocking a hidden power, offering a dark and twisted tale of horror.\", 'genres': ['Romance'], 'metadata': {'ISBN': '978-1-84463-203-9', 'language': 'Korean', 'edition': \"Collector's Edition\"}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Within Silence and the Journey', 'author': 'Ashley Oliver', 'numberOfPages': 420, 'rating': 2.5, 'publicationYear': 2022, 'summary': \"Within the world of a mysterious castle, Ashley Oliver's 'Within Silence and the Journey' unravels a tale of a struggle for power. Characters must confront facing their greatest fears, resulting in a evocative tapestry of emotions.\", 'genres': ['Self-Help', 'Graphic Novel', 'Philosophy'], 'metadata': {'ISBN': '978-1-228-26808-3', 'language': 'Korean', 'edition': 'First'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Into Tides Under the Sky', 'author': 'Rachel Jacobson', 'numberOfPages': 223, 'rating': 1.2, 'publicationYear': 2010, 'summary': \"Set in a magical forest, Rachel Jacobson's 'Into Tides Under the Sky' captures the essence of an unraveling conspiracy, with characters struggling through making impossible sacrifices. a philosophical meditation awaits readers.\", 'genres': ['Satire', 'Young Adult', 'Philosophy', 'Poetry'], 'metadata': {'ISBN': '978-0-513-57979-8', 'language': 'Italian', 'edition': 'Anniversary Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beyond Waves in the Universe', 'author': 'Nicholas Snyder', 'numberOfPages': 717, 'rating': 1.9, 'publicationYear': 2002, 'summary': \"'Beyond Waves in the Universe' by Nicholas Snyder unfolds in an ancient underwater city, where a journey to the edge of the world sets the stage. Characters navigate defending a fragile hope in an inventive flight of fancy.\", 'genres': ['Science Fiction', 'Self-Help', 'Mystery'], 'metadata': {'ISBN': '978-1-4879-8163-1', 'language': 'Chinese', 'edition': 'Limited Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beneath Operas of Lost Souls', 'author': 'Benjamin Patterson', 'numberOfPages': 724, 'rating': 1.8, 'publicationYear': 1975, 'summary': \"Set amidst a hidden library, 'Beneath Operas of Lost Souls' by Benjamin Patterson takes on a battle for the soul, where fulfilling a forgotten prophecy leads to a deeply introspective narrative.\", 'genres': ['Poetry', 'Satire'], 'metadata': {'ISBN': '978-0-13-465453-9', 'language': 'Italian', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Steve Fernandez', 'dueDate': '2024-12-13'}, {'title': 'Through Whispers on the Edge', 'author': 'Michael Olson', 'numberOfPages': 284, 'rating': 1.9, 'publicationYear': 1981, 'summary': \"Within the world of a futuristic laboratory, Michael Olson's 'Through Whispers on the Edge' unravels a tale of a fight for honor. Characters must confront rekindling a lost love, resulting in a dark and twisted tale of horror.\", 'genres': ['Self-Help', 'Romance'], 'metadata': {'ISBN': '978-0-934153-59-1', 'language': 'Japanese', 'edition': 'Limited Edition'}, 'isCheckedOut': True, 'borrower': 'Kathleen Fisher', 'dueDate': '2024-12-10'}, {'title': 'Across Silence and the Ancient Prophecy', 'author': 'Eric Fitzgerald', 'numberOfPages': 709, 'rating': 1.3, 'publicationYear': 1983, 'summary': \"In a barren wasteland, 'Across Silence and the Ancient Prophecy' by Eric Fitzgerald takes readers on a journey through a journey to the afterlife. The characters are challenged by salvaging a shattered trust, creating an inventive flight of fancy.\", 'genres': ['Science Fiction', 'Romance', 'Young Adult', 'Poetry'], 'metadata': {'ISBN': '978-1-06-255199-0', 'language': 'Russian', 'edition': \"Collector's Edition\"}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'In Darkness of Brightness', 'author': 'Nichole Carlson', 'numberOfPages': 433, 'rating': 3.2, 'publicationYear': 1983, 'summary': \"Amidst a sprawling metropolis, 'In Darkness of Brightness' by Nichole Carlson delves into a battle against the elements. The characters must overcome rebuilding a kingdom, making this a poignant and bittersweet reflection.\", 'genres': ['Graphic Novel', 'Poetry', 'Epic'], 'metadata': {'ISBN': '978-0-592-30845-6', 'language': 'German', 'edition': 'Deluxe Edition'}, 'isCheckedOut': True, 'borrower': 'Robert Trevino', 'dueDate': '2024-11-26'}, {'title': 'A Dreams of the Landscape', 'author': 'Jennifer Richardson', 'numberOfPages': 779, 'rating': 1.5, 'publicationYear': 1992, 'summary': \"In a desert wasteland, Jennifer Richardson's 'A Dreams of the Landscape' unravels a gripping tale of a quest for peace. The characters must navigate fulfilling a forgotten promise, creating a dark and brooding story.\", 'genres': ['Epic', 'Young Adult', 'Historical Fiction', 'Romance'], 'metadata': {'ISBN': '978-0-303-61952-9', 'language': 'French', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'In Echoes in the Dark', 'author': 'Rhonda Barton', 'numberOfPages': 578, 'rating': 2.2, 'publicationYear': 2000, 'summary': \"In the backdrop of a lost temple, 'In Echoes in the Dark' by Rhonda Barton explores a fight for honor. The characters' journey through unleashing a terrible curse results in a poetic and haunting story.\", 'genres': ['Comedy', 'Epic'], 'metadata': {'ISBN': '978-0-236-54474-5', 'language': 'Russian', 'edition': 'Anniversary Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'The Silence of Broken Promises', 'author': 'Jason Kelly', 'numberOfPages': 737, 'rating': 3.7, 'publicationYear': 2013, 'summary': \"Jason Kelly's masterpiece, 'The Silence of Broken Promises', is a story set in an isolated lighthouse. Focusing on a struggle against tyranny, the narrative reveals confronting a powerful enemy, delivering a thrilling and action-packed blockbuster.\", 'genres': ['Drama', 'Memoir', 'Science Fiction', 'Biography'], 'metadata': {'ISBN': '978-0-7559-3465-2', 'language': 'Arabic', 'edition': 'Special Release'}, 'isCheckedOut': True, 'borrower': 'Matthew Brown', 'dueDate': '2024-12-16'}, {'title': 'From the Wind and the Journey', 'author': 'Barbara Fisher', 'numberOfPages': 611, 'rating': 2.4, 'publicationYear': 2002, 'summary': \"In 'From the Wind and the Journey', Barbara Fisher crafts a narrative set in a war-torn kingdom, focusing on a journey to the afterlife. With surviving against all odds, this book is a dark and brooding story.\", 'genres': ['History', 'Young Adult'], 'metadata': {'ISBN': '978-1-996786-98-7', 'language': 'German', 'edition': 'Limited Edition'}, 'isCheckedOut': True, 'borrower': 'Rebecca Wagner', 'dueDate': '2024-12-02'}, {'title': 'From Moments of Eternal Night', 'author': 'Monica Dixon', 'numberOfPages': 404, 'rating': 2.3, 'publicationYear': 1985, 'summary': \"Set in a hidden library, Monica Dixon's 'From Moments of Eternal Night' captures the essence of a journey through time, with characters struggling through avenging a terrible wrong. a thought-provoking exploration of the human condition awaits readers.\", 'genres': ['Thriller', 'Science Fiction'], 'metadata': {'ISBN': '978-1-174-78336-4', 'language': 'Spanish', 'edition': 'Third'}, 'isCheckedOut': True, 'borrower': 'Thomas Kramer', 'dueDate': '2024-12-03'}, {'title': 'A Legends Through Time', 'author': 'Colleen Johns', 'numberOfPages': 621, 'rating': 2.3, 'publicationYear': 1994, 'summary': \"'A Legends Through Time' is Colleen Johns's brilliant novel, set in a haunted shack. Exploring a journey of self-discovery, the characters face finding a way home, resulting in a whimsical and enchanting fable.\", 'genres': ['Horror', 'Philosophy', 'Mystery'], 'metadata': {'ISBN': '978-0-691-69112-1', 'language': 'French', 'edition': 'Limited Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'In Paths of the Past', 'author': 'Antonio Juarez', 'numberOfPages': 517, 'rating': 1.2, 'publicationYear': 2008, 'summary': \"In the backdrop of a moonlit battlefield, 'In Paths of the Past' by Antonio Juarez explores a quest for revenge. The characters' journey through reawakening a lost memory results in a thrilling and action-packed blockbuster.\", 'genres': ['Self-Help', 'Horror'], 'metadata': {'ISBN': '978-0-323-81383-9', 'language': 'Italian', 'edition': 'First'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Among Legends and the Last Frontier', 'author': 'Randy Ellis', 'numberOfPages': 756, 'rating': 3.9, 'publicationYear': 1986, 'summary': \"'Among Legends and the Last Frontier' is Randy Ellis's brilliant novel, set in a crumbling mansion. Exploring a fight against fate, the characters face unlocking a hidden power, resulting in a deeply introspective narrative.\", 'genres': ['Romance', 'Dystopian', 'Self-Help', 'Horror'], 'metadata': {'ISBN': '978-1-55510-079-7', 'language': 'Italian', 'edition': 'Illustrated Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Into Tides of a Lifetime', 'author': 'Jon Hill', 'numberOfPages': 716, 'rating': 1.3, 'publicationYear': 2001, 'summary': \"'Into Tides of a Lifetime', a novel by Jon Hill, is set in an ancient underwater city, where a fight against fate unfolds. The characters grapple with defying a cruel fate, creating a gripping tale of suspense.\", 'genres': ['Dystopian'], 'metadata': {'ISBN': '978-0-09-408237-3', 'language': 'Spanish', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Hidden Paths of Eternal Night', 'author': 'Samantha Norris', 'numberOfPages': 579, 'rating': 3.5, 'publicationYear': 2001, 'summary': \"In 'Hidden Paths of Eternal Night', Samantha Norris crafts a narrative set in a barren wasteland, focusing on a struggle for power. With defying a tyrant, this book is a suspenseful page-turner.\", 'genres': ['Fantasy', 'Science Fiction'], 'metadata': {'ISBN': '978-0-18-203978-4', 'language': 'Arabic', 'edition': 'Special Release'}, 'isCheckedOut': True, 'borrower': 'Bradley Castaneda', 'dueDate': '2024-12-10'}, {'title': 'Within Friendships of the Past', 'author': 'Patrick Harper', 'numberOfPages': 315, 'rating': 2.6, 'publicationYear': 1994, 'summary': \"In Patrick Harper's 'Within Friendships of the Past', the setting of a secret base in the Arctic becomes a stage for a journey of self-discovery. The narrative weaves through unleashing a terrible weapon, offering a chilling and atmospheric tale.\", 'genres': ['Romance', 'Fantasy', 'Dystopian', 'Drama'], 'metadata': {'ISBN': '978-1-05-715850-0', 'language': 'English', 'edition': 'Anniversary Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Into Moments of Broken Promises', 'author': 'Gerald Hill', 'numberOfPages': 617, 'rating': 4.0, 'publicationYear': 2002, 'summary': \"'Into Moments of Broken Promises', written by Gerald Hill, is a story set in a desert wasteland. Delving into a quest for peace, the characters tackle salvaging a shattered trust, creating a tour de force.\", 'genres': ['Comedy'], 'metadata': {'ISBN': '978-0-517-99501-3', 'language': 'Chinese', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beneath Moments in the Universe', 'author': 'Hector Ramirez', 'numberOfPages': 255, 'rating': 1.1, 'publicationYear': 1977, 'summary': \"Hector Ramirez's masterpiece, 'Beneath Moments in the Universe', is a story set in an oasis of art. Focusing on a search for inner peace, the narrative reveals reclaiming a stolen legacy, delivering a rich and immersive world.\", 'genres': ['Satire', 'Drama'], 'metadata': {'ISBN': '978-0-624-45317-8', 'language': 'Spanish', 'edition': 'Illustrated Edition'}, 'isCheckedOut': True, 'borrower': 'Jason Blake', 'dueDate': '2024-12-20'}, {'title': 'Hidden Notes of the Future', 'author': 'Christina Hernandez', 'numberOfPages': 441, 'rating': 3.1, 'publicationYear': 1991, 'summary': \"Set in an underwater cave, Christina Hernandez's 'Hidden Notes of the Future' captures the essence of a battle for the ages, with characters struggling through unleashing a terrible weapon. a whimsical and enchanting fable awaits readers.\", 'genres': ['Comedy', 'Graphic Novel'], 'metadata': {'ISBN': '978-1-284-81716-4', 'language': 'French', 'edition': 'Special Release'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beneath Light on the Edge', 'author': 'Heather Morales', 'numberOfPages': 698, 'rating': 1.5, 'publicationYear': 2003, 'summary': \"Amidst a small, quiet village, 'Beneath Light on the Edge' by Heather Morales delves into a battle for freedom. The characters must overcome salvaging a shattered trust, making this a deeply introspective narrative.\", 'genres': ['Dystopian'], 'metadata': {'ISBN': '978-1-5295-8182-9', 'language': 'Japanese', 'edition': 'Limited Edition'}, 'isCheckedOut': True, 'borrower': 'Caroline White', 'dueDate': '2024-12-09'}, {'title': 'Among Mirrors of Eternal Night', 'author': 'Sarah Olson', 'numberOfPages': 694, 'rating': 3.5, 'publicationYear': 2003, 'summary': \"In 'Among Mirrors of Eternal Night', Sarah Olson sets a story of a quest for redemption against the vivid backdrop of a lush garden. The characters' struggles with rediscovering a lost friendship result in a deeply moving story.\", 'genres': ['Historical Fiction', 'Thriller', 'Graphic Novel'], 'metadata': {'ISBN': '978-0-543-47061-4', 'language': 'Portuguese', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Within Silence of the Past', 'author': 'Victoria Holt', 'numberOfPages': 591, 'rating': 1.0, 'publicationYear': 1981, 'summary': \"In Victoria Holt's 'Within Silence of the Past', set in an isolated lighthouse, readers explore a struggle against destiny. Faced with reconciling a bitter rivalry, the story delivers a masterful blend of tension and hope.\", 'genres': ['Non-Fiction', 'Fantasy', 'Historical Fiction', 'Tragedy'], 'metadata': {'ISBN': '978-1-04-230685-5', 'language': 'Arabic', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Across Silence on the Edge', 'author': 'Lisa Martinez', 'numberOfPages': 372, 'rating': 2.0, 'publicationYear': 1985, 'summary': \"Set amidst a small, quiet village, 'Across Silence on the Edge' by Lisa Martinez takes on a fight against fate, where unleashing a terrible curse leads to a tour de force.\", 'genres': ['Graphic Novel', 'Epic', 'Self-Help'], 'metadata': {'ISBN': '978-0-06-126190-9', 'language': 'Korean', 'edition': 'Second'}, 'isCheckedOut': True, 'borrower': 'Debbie Thornton', 'dueDate': '2024-11-25'}, {'title': 'From Ghosts and the Journey', 'author': 'Toni Figueroa', 'numberOfPages': 303, 'rating': 4.0, 'publicationYear': 1975, 'summary': \"'From Ghosts and the Journey' by Toni Figueroa immerses readers in a desert wasteland, where a clash of cultures collides with escaping from relentless pursuers, delivering a thrilling and fast-paced adventure.\", 'genres': ['Romance', 'Philosophy', 'Self-Help', 'Satire'], 'metadata': {'ISBN': '978-0-939649-88-4', 'language': 'French', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Among Moons of the Landscape', 'author': 'Phillip Garner', 'numberOfPages': 760, 'rating': 4.6, 'publicationYear': 2007, 'summary': \"In a lush garden, Phillip Garner's 'Among Moons of the Landscape' tells a tale of a battle for freedom. The narrative unfolds as the characters navigate unlocking a hidden power, offering a lighthearted romp.\", 'genres': ['Graphic Novel', 'Horror', 'Poetry', 'Dystopian'], 'metadata': {'ISBN': '978-0-01-177499-2', 'language': 'Japanese', 'edition': 'Illustrated Edition'}, 'isCheckedOut': True, 'borrower': 'Richard Ford', 'dueDate': '2024-11-29'}, {'title': 'From Acquaintances and the Ancient Prophecy', 'author': 'John Williams', 'numberOfPages': 622, 'rating': 4.2, 'publicationYear': 2008, 'summary': \"'From Acquaintances and the Ancient Prophecy' by John Williams immerses readers in a lost temple, where a battle for the future collides with reviving a shattered empire, delivering an unforgettable and immersive experience.\", 'genres': ['Non-Fiction'], 'metadata': {'ISBN': '978-1-888696-43-1', 'language': 'Arabic', 'edition': 'Deluxe Edition'}, 'isCheckedOut': True, 'borrower': 'Steven Blankenship', 'dueDate': '2024-12-12'}, {'title': 'Beneath Mirrors of Tomorrow', 'author': 'Dana Lopez', 'numberOfPages': 594, 'rating': 4.4, 'publicationYear': 2013, 'summary': \"Dana Lopez's masterpiece, 'Beneath Mirrors of Tomorrow', is a story set in a desert wasteland. Focusing on a search for answers, the narrative reveals questioning their identity, delivering a poignant and bittersweet reflection.\", 'genres': ['Comedy', 'Horror', 'Poetry'], 'metadata': {'ISBN': '978-1-5493-1582-4', 'language': 'Arabic', 'edition': 'Second'}, 'isCheckedOut': True, 'borrower': 'Anna Sharp', 'dueDate': '2024-11-26'}, {'title': 'The Stars of Tomorrow', 'author': 'Julie Wright', 'numberOfPages': 584, 'rating': 1.7, 'publicationYear': 1982, 'summary': \"In Julie Wright's 'The Stars of Tomorrow', the setting of a haunted shack becomes a stage for a search for purpose. The narrative weaves through defending a dream, offering a heartrending saga of love and loss.\", 'genres': ['Mystery'], 'metadata': {'ISBN': '978-0-903964-68-5', 'language': 'Russian', 'edition': 'Illustrated Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'The Echoes of the Heart', 'author': 'Miguel Wagner', 'numberOfPages': 314, 'rating': 2.5, 'publicationYear': 1979, 'summary': \"Within a sprawling museum, 'The Echoes of the Heart' by Miguel Wagner captures the spirit of a forbidden love affair. The story builds as characters confront rekindling a lost passion, offering a whimsical and enchanting fable.\", 'genres': ['Adventure', 'Fantasy', 'Comedy', 'Science Fiction'], 'metadata': {'ISBN': '978-1-69653-095-8', 'language': 'Portuguese', 'edition': 'Limited Edition'}, 'isCheckedOut': True, 'borrower': 'Priscilla Joseph', 'dueDate': '2024-12-01'}, {'title': 'Across the Wind in the Dark', 'author': 'Zachary Marshall', 'numberOfPages': 777, 'rating': 4.6, 'publicationYear': 1990, 'summary': \"Amidst a lost temple, 'Across the Wind in the Dark' by Zachary Marshall delves into a journey of self-discovery. The characters must overcome rebuilding lost trust, making this a dazzling epic of wonder and imagination.\", 'genres': ['Historical Fiction'], 'metadata': {'ISBN': '978-0-06-738327-8', 'language': 'Chinese', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Hidden Darkness that Changed Everything', 'author': 'Michael Rocha', 'numberOfPages': 349, 'rating': 5.0, 'publicationYear': 2014, 'summary': \"Set in a forgotten metropolis, 'Hidden Darkness that Changed Everything' by Michael Rocha dives into a struggle against darkness. Facing facing their greatest fears, this is a light and breezy beach read.\", 'genres': ['Mystery', 'Fantasy', 'Biography'], 'metadata': {'ISBN': '978-0-308-04093-9', 'language': 'German', 'edition': 'Deluxe Edition'}, 'isCheckedOut': True, 'borrower': 'John Klein MD', 'dueDate': '2024-11-25'}, {'title': 'In Legends of the Future', 'author': 'Amber May', 'numberOfPages': 483, 'rating': 1.7, 'publicationYear': 2005, 'summary': \"In 'In Legends of the Future', Amber May sets a story of an exploration of forbidden knowledge against the vivid backdrop of an oasis of art. The characters' struggles with questioning their identity result in a thrilling and fast-paced adventure.\", 'genres': ['Non-Fiction', 'Fantasy', 'Satire', 'Mystery'], 'metadata': {'ISBN': '978-0-06-364971-2', 'language': 'Russian', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Alicia Torres', 'dueDate': '2024-12-17'}, {'title': 'Hidden Echoes of a Lifetime', 'author': 'Joseph Dominguez', 'numberOfPages': 275, 'rating': 2.8, 'publicationYear': 2024, 'summary': \"In 'Hidden Echoes of a Lifetime', Joseph Dominguez sets a story of a journey of self-discovery against the vivid backdrop of a distant alien world. The characters' struggles with finding a way home result in a rich and evocative tapestry of words.\", 'genres': ['Philosophy', 'Young Adult', 'Mystery', 'Biography'], 'metadata': {'ISBN': '978-1-895170-83-2', 'language': 'German', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Through Tides of Yesterday', 'author': 'Travis Murphy', 'numberOfPages': 535, 'rating': 2.6, 'publicationYear': 1996, 'summary': \"In 'Through Tides of Yesterday', Travis Murphy weaves a tale set in a haunted shack, centered around a clash of cultures. With fulfilling a forgotten destiny, the story becomes a deeply moving story.\", 'genres': ['Satire'], 'metadata': {'ISBN': '978-0-237-35730-6', 'language': 'Korean', 'edition': 'Illustrated Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'In Legends of Lost Souls', 'author': 'Frank Washington', 'numberOfPages': 439, 'rating': 1.4, 'publicationYear': 1988, 'summary': \"In Frank Washington's 'In Legends of Lost Souls', the setting of a hidden library becomes a stage for a fight for justice. The narrative weaves through unleashing a terrible weapon, offering a dazzling epic of wonder and imagination.\", 'genres': ['Tragedy'], 'metadata': {'ISBN': '978-0-220-33316-4', 'language': 'English', 'edition': 'Illustrated Edition'}, 'isCheckedOut': True, 'borrower': 'Dominic Carter', 'dueDate': '2024-12-20'}, {'title': 'From the Horizon of Lost Souls', 'author': 'Jeffery Parker', 'numberOfPages': 627, 'rating': 3.4, 'publicationYear': 1984, 'summary': \"Set amidst a remote island, 'From the Horizon of Lost Souls' by Jeffery Parker takes on a journey through time, where fulfilling a forgotten destiny leads to a heartrending saga of love and loss.\", 'genres': ['Horror'], 'metadata': {'ISBN': '978-1-4489-3322-8', 'language': 'Japanese', 'edition': 'Limited Edition'}, 'isCheckedOut': True, 'borrower': 'Robin Pham', 'dueDate': '2024-12-12'}, {'title': 'Through Operas of Lost Souls', 'author': 'Tyler Fitzgerald', 'numberOfPages': 427, 'rating': 4.0, 'publicationYear': 2012, 'summary': \"Within a secret base in the Arctic, 'Through Operas of Lost Souls' by Tyler Fitzgerald captures the spirit of a quest for the truth. The story builds as characters confront salvaging a shattered trust, offering a chilling and atmospheric tale.\", 'genres': ['Memoir', 'Drama', 'Philosophy'], 'metadata': {'ISBN': '978-0-283-73842-5', 'language': 'Japanese', 'edition': 'Anniversary Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Among Legends of the Future', 'author': 'Mark Vasquez', 'numberOfPages': 366, 'rating': 2.3, 'publicationYear': 2013, 'summary': \"'Among Legends of the Future' by Mark Vasquez immerses readers in an underwater cave, where a battle for the future collides with escaping from relentless pursuers, delivering a deep character study.\", 'genres': ['Poetry'], 'metadata': {'ISBN': '978-0-7792-2720-4', 'language': 'Arabic', 'edition': 'First'}, 'isCheckedOut': True, 'borrower': 'Susan Williams', 'dueDate': '2024-12-02'}, {'title': 'Across Stars and the Unknown', 'author': 'Scott Russell', 'numberOfPages': 602, 'rating': 4.6, 'publicationYear': 2011, 'summary': \"'Across Stars and the Unknown' by Scott Russell is set in a remote island and tells a story of a quest for vengeance. The protagonists face defeating a powerful adversary, in a tale that delivers a tour de force.\", 'genres': ['Dystopian'], 'metadata': {'ISBN': '978-1-916911-10-9', 'language': 'German', 'edition': 'Illustrated Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'From Ashes of the Heart', 'author': 'Jason Duncan', 'numberOfPages': 198, 'rating': 2.9, 'publicationYear': 1994, 'summary': \"Set against a remote island, 'From Ashes of the Heart' by Jason Duncan unveils a quest for redemption. The story builds through defying a tyrant, offering a deep character study.\", 'genres': ['Horror'], 'metadata': {'ISBN': '978-0-8401-0949-1', 'language': 'Italian', 'edition': 'Anniversary Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beneath Waves Through Time', 'author': 'Kristin Garrett', 'numberOfPages': 296, 'rating': 3.2, 'publicationYear': 1994, 'summary': \"In 'Beneath Waves Through Time', Kristin Garrett crafts a narrative set in a bustling marketplace, focusing on a journey of self-discovery. With solving a baffling mystery, this book is a pulse-pounding thrill ride.\", 'genres': ['Biography', 'History', 'Poetry', 'Thriller'], 'metadata': {'ISBN': '978-0-7701-5322-9', 'language': 'German', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Steven Smith', 'dueDate': '2024-11-29'}, {'title': 'Beyond Dreams and Forgotten Worlds', 'author': 'James Lee', 'numberOfPages': 395, 'rating': 1.7, 'publicationYear': 2007, 'summary': \"'Beyond Dreams and Forgotten Worlds' by James Lee immerses readers in a remote island, where a search for answers collides with unlocking a hidden power, delivering a evocative tapestry of emotions.\", 'genres': ['Biography', 'Non-Fiction', 'Satire'], 'metadata': {'ISBN': '978-1-06-454125-8', 'language': 'Russian', 'edition': 'Limited Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Under Whispers of Broken Promises', 'author': 'Eduardo Gibbs', 'numberOfPages': 375, 'rating': 4.6, 'publicationYear': 2002, 'summary': \"In Eduardo Gibbs's 'Under Whispers of Broken Promises', the setting of a hidden library becomes a stage for a clash of cultures. The narrative weaves through facing their greatest fears, offering a thought-provoking exploration of the human condition.\", 'genres': ['Philosophy', 'Self-Help'], 'metadata': {'ISBN': '978-0-325-25094-6', 'language': 'French', 'edition': 'Limited Edition'}, 'isCheckedOut': True, 'borrower': 'Charles Barber', 'dueDate': '2024-12-14'}, {'title': 'Among Dreams and the Journey', 'author': 'Melissa Wyatt', 'numberOfPages': 574, 'rating': 4.7, 'publicationYear': 2009, 'summary': \"'Among Dreams and the Journey' by Melissa Wyatt unfolds in a crumbling mansion, where a struggle against time sets the stage. Characters navigate facing their greatest fears in a dark and brooding story.\", 'genres': ['Science Fiction', 'Romance', 'Dystopian'], 'metadata': {'ISBN': '978-1-177-04903-0', 'language': 'Russian', 'edition': 'Special Release'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Beyond Notes of Tomorrow', 'author': 'Elizabeth Perez', 'numberOfPages': 436, 'rating': 2.6, 'publicationYear': 1984, 'summary': \"Within the world of a forgotten metropolis, Elizabeth Perez's 'Beyond Notes of Tomorrow' unravels a tale of a race to uncover ancient secrets. Characters must confront defying a cruel god, resulting in a light and breezy beach read.\", 'genres': ['Fantasy', 'Memoir', 'Non-Fiction'], 'metadata': {'ISBN': '978-1-992435-32-2', 'language': 'Russian', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Within Legends and the Journey', 'author': 'Peter Dixon', 'numberOfPages': 741, 'rating': 3.1, 'publicationYear': 2019, 'summary': \"Within a bustling marketplace, 'Within Legends and the Journey' by Peter Dixon captures the spirit of a fight for survival. The story builds as characters confront overcoming their own doubts, offering a gripping tale of suspense.\", 'genres': ['Romance', 'Adventure', 'Philosophy'], 'metadata': {'ISBN': '978-0-03-199377-9', 'language': 'Russian', 'edition': 'Limited Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Under Secrets Under the Sky', 'author': 'Ryan Phillips', 'numberOfPages': 360, 'rating': 2.9, 'publicationYear': 2011, 'summary': \"In Ryan Phillips's 'Under Secrets Under the Sky', set in a barren wasteland, readers explore a race to uncover ancient secrets. Faced with unleashing a terrible weapon, the story delivers a thrilling and fast-paced adventure.\", 'genres': ['History', 'Non-Fiction', 'Philosophy', 'Poetry'], 'metadata': {'ISBN': '978-1-101-97526-8', 'language': 'English', 'edition': 'Third'}, 'isCheckedOut': True, 'borrower': 'Lisa Turner', 'dueDate': '2024-12-09'}, {'title': 'Hidden Secrets and the Ancient Prophecy', 'author': 'Julie Thompson', 'numberOfPages': 700, 'rating': 1.3, 'publicationYear': 2016, 'summary': \"In Julie Thompson's 'Hidden Secrets and the Ancient Prophecy', the setting of an isolated lighthouse becomes a stage for an unraveling conspiracy. The narrative weaves through navigating treacherous terrain, offering a thrilling and action-packed blockbuster.\", 'genres': ['Dystopian'], 'metadata': {'ISBN': '978-0-05-478884-0', 'language': 'Russian', 'edition': 'Limited Edition'}, 'isCheckedOut': True, 'borrower': 'Haley Macias', 'dueDate': '2024-11-22'}, {'title': 'Into Moments of the Landscape', 'author': 'Wesley Hamilton', 'numberOfPages': 430, 'rating': 2.9, 'publicationYear': 1999, 'summary': \"Wesley Hamilton's masterpiece, 'Into Moments of the Landscape', is a story set in a desert wasteland. Focusing on a quest for the truth, the narrative reveals navigating treacherous terrain, delivering a light and breezy beach read.\", 'genres': ['Satire', 'Science Fiction', 'History'], 'metadata': {'ISBN': '978-1-4294-2654-1', 'language': 'Korean', 'edition': \"Collector's Edition\"}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Hidden the Horizon of the Heart', 'author': 'Ashley Beltran', 'numberOfPages': 316, 'rating': 2.0, 'publicationYear': 1981, 'summary': \"Within the world of an isolated lighthouse, Ashley Beltran's 'Hidden the Horizon of the Heart' unravels a tale of a fight for honor. Characters must confront avenging a terrible wrong, resulting in a deep character study.\", 'genres': ['Drama', 'Romance', 'Philosophy'], 'metadata': {'ISBN': '978-1-143-40842-7', 'language': 'Arabic', 'edition': 'First'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Into Darkness on the Edge', 'author': 'Caitlin Leon', 'numberOfPages': 449, 'rating': 2.2, 'publicationYear': 2004, 'summary': \"In Caitlin Leon's 'Into Darkness on the Edge', set in a magical forest, readers explore a search for inner peace. Faced with defying a cruel fate, the story delivers an unforgettable and immersive experience.\", 'genres': ['Epic', 'Fantasy'], 'metadata': {'ISBN': '978-0-89557-521-0', 'language': 'German', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Into Darkness on the Edge', 'author': 'Theodore Brown', 'numberOfPages': 723, 'rating': 2.0, 'publicationYear': 2017, 'summary': \"Set in a magical forest, 'Into Darkness on the Edge' by Theodore Brown dives into an unraveling conspiracy. Facing solving a baffling mystery, this is a gripping tale of suspense.\", 'genres': ['Thriller', 'Mystery', 'Tragedy', 'Romance'], 'metadata': {'ISBN': '978-0-353-53711-8', 'language': 'Spanish', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Elizabeth Casey', 'dueDate': '2024-11-25'}, {'title': 'A Moons that Changed Everything', 'author': 'Brian Torres', 'numberOfPages': 795, 'rating': 1.4, 'publicationYear': 1983, 'summary': \"Amidst a distant alien world, 'A Moons that Changed Everything' by Brian Torres delves into a journey to the afterlife. The characters must overcome reclaiming a stolen legacy, making this a heartwarming journey.\", 'genres': ['Biography', 'Adventure', 'Philosophy', 'Epic'], 'metadata': {'ISBN': '978-0-7893-9962-5', 'language': 'Italian', 'edition': 'Second'}, 'isCheckedOut': True, 'borrower': 'Robert Ross', 'dueDate': '2024-11-22'}, {'title': 'Into Silence in the Universe', 'author': 'Hayley Thompson', 'numberOfPages': 524, 'rating': 2.1, 'publicationYear': 2008, 'summary': \"'Into Silence in the Universe' is Hayley Thompson's latest masterpiece set in a distant alien world. With a focus on a quest for redemption, the story brings to life deciphering cryptic messages, delivering a lighthearted romp.\", 'genres': ['Historical Fiction', 'Self-Help', 'Dystopian'], 'metadata': {'ISBN': '978-1-57695-980-0', 'language': 'English', 'edition': 'Illustrated Edition'}, 'isCheckedOut': True, 'borrower': 'Jeanne Tucker', 'dueDate': '2024-12-08'}, {'title': 'Beneath Phantoms of the Past', 'author': 'Kevin Santiago', 'numberOfPages': 401, 'rating': 1.4, 'publicationYear': 2018, 'summary': \"'Beneath Phantoms of the Past' by Kevin Santiago takes place in a hidden library, where an unsolved mystery shapes the characters' journey through reclaiming a stolen legacy. a deep character study.\", 'genres': ['Biography', 'Adventure', 'Satire'], 'metadata': {'ISBN': '978-1-4850-4091-0', 'language': 'French', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Through Ashes of the Future', 'author': 'Rebecca Watson', 'numberOfPages': 385, 'rating': 1.4, 'publicationYear': 1981, 'summary': \"Set against a vibrant carnival, 'Through Ashes of the Future' by Rebecca Watson unveils a fight for honor. The story builds through making impossible sacrifices, offering a poignant and bittersweet reflection.\", 'genres': ['History', 'Romance', 'Satire', 'Poetry'], 'metadata': {'ISBN': '978-1-5380-0152-3', 'language': 'Portuguese', 'edition': 'First'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Against Whispers of Yesterday', 'author': 'Megan Reed', 'numberOfPages': 325, 'rating': 3.0, 'publicationYear': 1994, 'summary': \"'Against Whispers of Yesterday', written by Megan Reed, paints a vivid picture of a barren wasteland. Exploring a struggle against tyranny, the story revolves around confronting a powerful enemy, offering a dark and twisted tale of horror.\", 'genres': ['Epic'], 'metadata': {'ISBN': '978-0-02-315141-5', 'language': 'Portuguese', 'edition': 'Third'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Under Waves of the Landscape', 'author': 'Aaron Morris', 'numberOfPages': 774, 'rating': 2.4, 'publicationYear': 2019, 'summary': \"'Under Waves of the Landscape' is Aaron Morris's latest masterpiece set in a lost temple. With a focus on a battle for the ages, the story brings to life defending a dream, delivering a pulse-pounding thrill ride.\", 'genres': ['Mystery', 'Science Fiction', 'Self-Help'], 'metadata': {'ISBN': '978-0-493-30631-5', 'language': 'Italian', 'edition': 'Second'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'In Waves of a Lifetime', 'author': 'Richard Rocha', 'numberOfPages': 591, 'rating': 2.2, 'publicationYear': 2008, 'summary': \"In 'In Waves of a Lifetime', Richard Rocha sets a story of a fight for love against the vivid backdrop of a distant alien world. The characters' struggles with unleashing a terrible force result in a philosophical meditation.\", 'genres': ['Romance', 'Self-Help'], 'metadata': {'ISBN': '978-1-393-88060-8', 'language': 'English', 'edition': 'Deluxe Edition'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'In Stars of Eternal Night', 'author': 'Chris Byrd', 'numberOfPages': 719, 'rating': 4.0, 'publicationYear': 1983, 'summary': \"'In Stars of Eternal Night', written by Chris Byrd, paints a vivid picture of a secret base in the Arctic. Exploring a fight for honor, the story revolves around challenging a corrupt system, offering a heartrending saga of love and loss.\", 'genres': ['Fantasy', 'History', 'Philosophy'], 'metadata': {'ISBN': '978-1-09-264432-7', 'language': 'German', 'edition': \"Collector's Edition\"}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Into Reflections and the Journey', 'author': 'Daniel Wheeler', 'numberOfPages': 428, 'rating': 3.1, 'publicationYear': 2005, 'summary': \"In the backdrop of a mysterious castle, 'Into Reflections and the Journey' by Daniel Wheeler explores a battle for the ages. The characters' journey through rebuilding a kingdom results in an uplifting tale.\", 'genres': ['Thriller', 'Mystery', 'History'], 'metadata': {'ISBN': '978-1-4791-5224-7', 'language': 'Korean', 'edition': 'Third'}, 'isCheckedOut': False, 'borrower': None, 'dueDate': None}, {'title': 'Within Voices of the Past', 'author': 'Cynthia Rivera', 'numberOfPages': 435, 'rating': 1.2, 'publicationYear': 2004, 'summary': \"In 'Within Voices of the Past', Cynthia Rivera crafts a narrative set in a barren wasteland, focusing on an unraveling conspiracy. With redeeming a shameful past, this book is a whimsical and enchanting fable.\", 'genres': ['Poetry'], 'metadata': {'ISBN': '978-1-59334-122-0', 'language': 'German', 'edition': 'Anniversary Edition'}, 'isCheckedOut': True, 'borrower': 'Allison Hernandez', 'dueDate': '2024-11-28'}]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZzGZc995BVxv"
      },
      "source": [
        "## Add a function to connect to your database\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "RWSigjo6BaKJ"
      },
      "outputs": [],
      "source": [
        "def connect_to_database() -> Database:\n",
        "    \"\"\"\n",
        "    Connects to a DataStax Astra database.\n",
        "    This function retrieves the database endpoint and application token from the\n",
        "    environment variables `ASTRA_DB_API_ENDPOINT` and `ASTRA_DB_APPLICATION_TOKEN`.\n",
        "\n",
        "    Returns:\n",
        "        Database: An instance of the connected database.\n",
        "\n",
        "    Raises:\n",
        "        RuntimeError: If the environment variables `ASTRA_DB_API_ENDPOINT` or\n",
        "        `ASTRA_DB_APPLICATION_TOKEN` are not defined.\n",
        "    \"\"\"\n",
        "    endpoint = userdata.get(\"ASTRA_DB_API_ENDPOINT\")\n",
        "    token = userdata.get(\"ASTRA_DB_APPLICATION_TOKEN\")\n",
        "\n",
        "    if not token or not endpoint:\n",
        "        raise RuntimeError(\n",
        "            \"Environment variables ASTRA_DB_API_ENDPOINT and ASTRA_DB_APPLICATION_TOKEN must be defined\"\n",
        "        )\n",
        "\n",
        "    # Create an instance of the `DataAPIClient` class.\n",
        "    client = DataAPIClient()\n",
        "\n",
        "    # Get the database specified by your endpoint while providing the token.\n",
        "    database = client.get_database(\n",
        "        endpoint,\n",
        "        token=token,\n",
        "        # keyspace=\"my_keyspace\",  # omitted if using defaults\n",
        "    )\n",
        "\n",
        "    print(f\"Connected to database {database.info().name}\")\n",
        "    return database"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9yWO75vxBmac"
      },
      "source": [
        "## Add a function to create a collection"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "XCJBdB8tBpp7"
      },
      "outputs": [],
      "source": [
        "def create_collection(database: Database, collection_name: str) -> Collection:\n",
        "    \"\"\"\n",
        "    Creates a collection in the specified database with vectorization enabled.\n",
        "    The collection will use Nvidia's NV-Embed-QA embedding model\n",
        "    to generate vector embeddings for data in the collection.\n",
        "\n",
        "    Args:\n",
        "        database (Database): The instantiated object that represents the\n",
        "            database where the collection will be created.\n",
        "        collection_name (str): The name of the collection to create.\n",
        "\n",
        "    Returns:\n",
        "        Collection: The created collection.\n",
        "    \"\"\"\n",
        "    collection = database.create_collection(\n",
        "        collection_name,\n",
        "        definition=CollectionDefinition(\n",
        "            vector=CollectionVectorOptions(\n",
        "                metric=VectorMetric.COSINE,\n",
        "                service=VectorServiceOptions(\n",
        "                    provider=\"nvidia\",\n",
        "                    model_name=\"NV-Embed-QA\",\n",
        "                )\n",
        "            )\n",
        "        )\n",
        "    )\n",
        "\n",
        "    print(f\"Created collection {collection.full_name}\")\n",
        "    return collection"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aaRnqZxPulaG"
      },
      "source": [
        "## Add a function to insert data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "VuDAXbJZB5SQ"
      },
      "outputs": [],
      "source": [
        "def upload_json_data(\n",
        "    collection: Collection,\n",
        "    data_list: List[Dict[str, Any]],\n",
        "    embedding_string_creator: Callable[[Dict[str, Any]], str],\n",
        ") -> None:\n",
        "    \"\"\"\n",
        "     Uploads data from a JSON list of documents to the specified collection.\n",
        "     For each piece of data, a $vectorize field is added. The $vectorize value is\n",
        "     a string from which vector embeddings will be generated.\n",
        "\n",
        "    Args:\n",
        "        collection (Collection): The instantiated object that represents the\n",
        "            collection to upload data to.\n",
        "        data_list: a list of documents to insert, each being a Python dict.\n",
        "        embedding_string_creator (Callable[[Dict[str, Any]], str]): A function to create\n",
        "            the string for which vector embeddings will be generated.\n",
        "    \"\"\"\n",
        "    # Add a $vectorize field to each piece of data.\n",
        "    documents = [\n",
        "        {\n",
        "            **data,\n",
        "            \"$vectorize\": embedding_string_creator(data),\n",
        "        }\n",
        "        for data in data_list\n",
        "    ]\n",
        "\n",
        "    # Upload the data.\n",
        "    inserted = collection.insert_many(documents)\n",
        "    print(f\"Inserted {len(inserted.inserted_ids)} items.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4RIR6XjGB9xn"
      },
      "source": [
        "## Insert data to your database"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1F-Mh4XbCANv",
        "outputId": "83924fd1-3cc2-4451-a604-c36cd46f5f7f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Connected to database my_database\n",
            "Created collection default_keyspace.quickstart_collection\n",
            "Inserted 100 items.\n"
          ]
        }
      ],
      "source": [
        "database = connect_to_database()\n",
        "\n",
        "collection = create_collection(database, \"quickstart_collection\")\n",
        "\n",
        "upload_json_data(\n",
        "    collection,\n",
        "    json_data,\n",
        "    lambda data: (\n",
        "        f\"summary: {data['summary']} | \"\n",
        "        f\"genres: {', '.join(data['genres'])}\"\n",
        "    ),\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "36TOQGb_DwRA"
      },
      "source": [
        "## Find data in your database"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZZuNqwNkD0jP",
        "outputId": "734d59df-63f2-43ad-d3df-e5443b03270e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Connected to database my_database\n",
            "\n",
            "Finding books with rating greater than 4.7...\n",
            "Against Light of Eternal Night is rated 4.8\n",
            "Under Storms of Lost Souls is rated 5\n",
            "Hidden Darkness that Changed Everything is rated 5\n",
            "\n",
            "Using vector search to find a single scary novel...\n",
            "Under Ghosts in the Universe is a scary novel\n",
            "\n",
            "Using filters and vector search to find 3 books with more than 400 pages that are set in the arctic, returning just the title and author...\n",
            "{'_id': '291652a1-480e-4424-9652-a1480e742468', 'title': 'Through Operas of Lost Souls', 'author': 'Tyler Fitzgerald'}\n",
            "{'_id': 'c369f26e-eed9-4d1d-a9f2-6eeed9cd1d4e', 'title': 'In Stars of Eternal Night', 'author': 'Chris Byrd'}\n",
            "{'_id': '38d16ce8-dde3-4d53-916c-e8dde34d5353', 'title': 'The Flames in the Dark', 'author': 'Jason Choi'}\n"
          ]
        }
      ],
      "source": [
        "database = connect_to_database()\n",
        "\n",
        "collection = database.get_collection(\"quickstart_collection\")\n",
        "\n",
        "# Find documents that match a filter\n",
        "print(\"\\nFinding books with rating greater than 4.7...\")\n",
        "\n",
        "rating_cursor = collection.find({\"rating\": {\"$gt\": 4.7}})\n",
        "\n",
        "for document in rating_cursor:\n",
        "    print(f\"{document['title']} is rated {document['rating']}\")\n",
        "\n",
        "# Perform a vector search to find the closest match to a search string\n",
        "print(\"\\nUsing vector search to find a single scary novel...\")\n",
        "\n",
        "single_vector_match = collection.find_one(sort={\"$vectorize\": \"A scary novel\"})\n",
        "\n",
        "print(f\"{single_vector_match['title']} is a scary novel\")\n",
        "\n",
        "# Combine a filter, vector search, and projection to find the 3 books with\n",
        "# more than 400 pages that are the closest matches to a search string,\n",
        "# and just return the title and author\n",
        "print(\"\\nUsing filters and vector search to find 3 books with more than 400 pages that are set in the arctic, returning just the title and author...\")\n",
        "\n",
        "vector_cursor = collection.find(\n",
        "    {\"numberOfPages\": {\"$gt\": 400}},\n",
        "    sort={\"$vectorize\": \"A book set in the arctic\"},\n",
        "    limit=3,\n",
        "    projection={\"title\": True, \"author\": True},\n",
        ")\n",
        "\n",
        "for document in vector_cursor:\n",
        "    print(document)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [
        "YWcZi8qRuZ86"
      ],
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
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    "language_info": {
      "codemirror_mode": {
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      "file_extension": ".py",
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      "pygments_lexer": "ipython3",
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