literary_analysis_chatbot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project 3: Multimodal AI Chatbot for Wuthering Heights Literary Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Data Preprocessing\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Chapter_ID  Paragraph_ID  \\\n",
      "0           1             1   \n",
      "1           1             2   \n",
      "2           1             3   \n",
      "3           1             4   \n",
      "4           1             5   \n",
      "\n",
      "                                                Text  \\\n",
      "0  1801 I have just returned from a visit to my l...   \n",
      "1                          “Mr. Heathcliff?” I said.   \n",
      "2                              A nod was the answer.   \n",
      "3  “Mr. Lockwood, your new tenant, sir. I do myse...   \n",
      "4  “Thrushcross Grange is my own, sir,” he interr...   \n",
      "\n",
      "                                    Literary_Devices  \\\n",
      "0  Imagery (desolation, solitary setting); Irony ...   \n",
      "1                                None specific here.   \n",
      "2                                None specific here.   \n",
      "3  Irony (Lockwood’s formality vs. Heathcliff’s g...   \n",
      "4  Irony (Heathcliff’s resistance to politeness);...   \n",
      "\n",
      "                                              Themes  \\\n",
      "0  Isolation and Loneliness; Existentialism and F...   \n",
      "1                                None specific here.   \n",
      "2                                None specific here.   \n",
      "3                         Social Class and Injustice   \n",
      "4     Social Class and Injustice; Revenge and Hatred   \n",
      "\n",
      "                                           Symbolism  \\\n",
      "0  Rooms (foreshadows atmosphere); The Moors (iso...   \n",
      "1                                None specific here.   \n",
      "2                                None specific here.   \n",
      "3                                None specific here.   \n",
      "4                      Rooms (ownership and control)   \n",
      "\n",
      "                         Historical_Cultural_Context        Mood  \\\n",
      "0  Reflects the isolation typical of rural 19th-c...  Foreboding   \n",
      "1                                None specific here.  Foreboding   \n",
      "2                                None specific here.  Foreboding   \n",
      "3  Illustrates the rigid class distinctions of th...      Uneasy   \n",
      "4  Reflects societal focus on property and owners...       Tense   \n",
      "\n",
      "                 Tone                             Psychological_Analysis  ...  \\\n",
      "0  Detached, sardonic  Lockwood’s Detachment: Lockwood’s need for iso...  ...   \n",
      "1            Detached  Reserved Curiosity: Lockwood’s polite inquiry ...  ...   \n",
      "2            Detached  Guarded Personality: Heathcliff’s silence and ...  ...   \n",
      "3  Detached, sardonic  Class Consciousness: Lockwood’s formal introdu...  ...   \n",
      "4           Defensive  Power and Control: Heathcliff’s firm claim on ...  ...   \n",
      "\n",
      "               Intertextual_References_and_Allusions  \\\n",
      "0  Biblical Allusion: 'Misanthropist’s Heaven' su...   \n",
      "1                                None specific here.   \n",
      "2                                None specific here.   \n",
      "3                                None specific here.   \n",
      "4                                None specific here.   \n",
      "\n",
      "                         Social_and_Economic_Context  \\\n",
      "0  Reflects social isolation of rural estates and...   \n",
      "1                                None specific here.   \n",
      "2                                None specific here.   \n",
      "3  Reflects 19th-century social expectations, whe...   \n",
      "4  Reflects Victorian England's focus on land as ...   \n",
      "\n",
      "                       Language_and_Diction_Analysis  \\\n",
      "0  Archaic Vocabulary ('misanthropist', 'Heaven' ...   \n",
      "1  Formal address reflects Lockwood’s social clas...   \n",
      "2  The terseness reflects Northern stoicism, a tr...   \n",
      "3  Polished diction and formality show Lockwood’s...   \n",
      "4  Heathcliff’s informal, abrupt language contras...   \n",
      "\n",
      "                                  Symbolic_Geography  \\\n",
      "0  The Moors: Represent emotional and physical is...   \n",
      "1                                None specific here.   \n",
      "2                                None specific here.   \n",
      "3                                None specific here.   \n",
      "4  Rooms as Power: Control over property symboliz...   \n",
      "\n",
      "                           Literary_Theories_Applied  \\\n",
      "0  Existential Lens: Lockwood’s identification wi...   \n",
      "1                                None specific here.   \n",
      "2  Post-Colonial Lens: Heathcliff’s silence may h...   \n",
      "3  Marxist Lens: Lockwood’s tone reflects his awa...   \n",
      "4  Marxist Lens: Heathcliff’s ownership of Thrush...   \n",
      "\n",
      "             Character_Development_and_Relationships  \\\n",
      "0  Initial Curiosity: Lockwood’s admiration and a...   \n",
      "1  Introduction of Heathcliff: Lockwood’s brief q...   \n",
      "2  Initial Power Dynamics: Heathcliff’s reserved ...   \n",
      "3  Initial Social Barriers: Lockwood’s formality ...   \n",
      "4  Conflict Established: Heathcliff’s tension wit...   \n",
      "\n",
      "                      Narrative_Structure_and_Pacing  \\\n",
      "0  Slow, Descriptive Start: The slow pacing intro...   \n",
      "1  Pacing: The brevity creates tension, allowing ...   \n",
      "2  Brief Moment: A quick narrative moment, giving...   \n",
      "3  Slow Pacing: Extended introduction builds tens...   \n",
      "4  Clipped Pacing: Heathcliff’s terse response br...   \n",
      "\n",
      "                Thematic_Connections_Across_Chapters  \\\n",
      "0  Isolation: This theme introduced in Chapter 1 ...   \n",
      "1                                None specific here.   \n",
      "2                                None specific here.   \n",
      "3  Social Class as a Theme: Sets the tone for cla...   \n",
      "4  Ownership and Power: Heathcliff’s assertion of...   \n",
      "\n",
      "                Philosophical_and_Ethical_Dimensions  \\\n",
      "0  Existential Isolation: Lockwood’s acceptance o...   \n",
      "1                                None specific here.   \n",
      "2  Isolation of the Self: Heathcliff’s silence re...   \n",
      "3                                None specific here.   \n",
      "4  Power Dynamics of Ownership: Heathcliff’s owne...   \n",
      "\n",
      "     Comparative_Literature_and_Historical_Reception  \n",
      "0  Wuthering Heights compared to Frankenstein, wh...  \n",
      "1                                None specific here.  \n",
      "2  Heathcliff’s silence mirrors Mr. Rochester’s g...  \n",
      "3                                None specific here.  \n",
      "4  Heathcliff’s struggle for control over propert...  \n",
      "\n",
      "[5 rows x 21 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Load the Excel file\n",
    "df = pd.read_excel(\"Wuthering_Heights_Chapter1_Complete_Analysis 1.xlsx\")\n",
    "\n",
    "# Optional: replace dashes with underscores in column names for easier programmatic access\n",
    "df.columns = [col.replace(\" \", \"_\").replace(\"-\", \"_\") for col in df.columns]\n",
    "\n",
    "# Check the first few rows of your data to confirm the structure\n",
    "print(df.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data successfully converted to JSON.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd \n",
    "import json\n",
    "import re\n",
    "\n",
    "# Load your data\n",
    "data = pd.read_excel(\"Wuthering_Heights_Chapter1_Complete_Analysis 1.xlsx\")\n",
    "\n",
    "# Function to clean text of special characters\n",
    "def clean_text(text):\n",
    "    if pd.isnull(text):\n",
    "        return \"\"\n",
    "    # Replace curly quotes with straight quotes\n",
    "    text = text.replace(\"‘\", \"'\").replace(\"’\", \"'\").replace(\"“\", '\"').replace(\"”\", '\"')\n",
    "    # Replace em dash with a hyphen\n",
    "    text = text.replace(\"—\", \"-\")\n",
    "    # Replace Unicode apostrophes and quotes with standard ones\n",
    "    text = text.replace(\"\\u2018\", \"'\").replace(\"\\u2019\", \"'\")  # curly single quotes to straight\n",
    "    text = text.replace(\"\\u201c\", '\"').replace(\"\\u201d\", '\"')  # curly double quotes to straight\n",
    "    text = text.replace(\"\\u2013\", \"-\").replace(\"\\u2014\", \"-\")  # en dash and em dash to hyphen\n",
    "    text = text.replace(\"\\u2026\", \"...\")  # ellipsis\n",
    "    # Remove any other non-ASCII characters that may cause issues\n",
    "    text = re.sub(r'[^\\x00-\\x7F]+', ' ', text)\n",
    "    return text\n",
    "\n",
    "# Apply the cleaning function to all relevant columns\n",
    "text_columns = [\"Text\", \"Literary Devices\", \"Themes\", \"Symbolism\", \n",
    "                \"Historical Cultural Context\", \"Mood\", \"Tone\", \"Psychological Analysis\",\n",
    "                \"Narrative Techniques\", \"Intertextual References and Allusions\", \n",
    "                \"Social and Economic Context\", \"Language and Diction Analysis\", \n",
    "                \"Symbolic Geography\", \"Literary Theories Applied\", \n",
    "                \"Character Development and Relationships\", \"Narrative Structure and Pacing\", \n",
    "                \"Thematic Connections Across Chapters\", \"Philosophical and Ethical Dimensions\",\n",
    "                \"Comparative Literature and Historical Reception\"]\n",
    "\n",
    "# Apply the cleaning function to each column in text_columns\n",
    "for col in text_columns:\n",
    "    data[col] = data[col].apply(clean_text)\n",
    "\n",
    "# Convert the cleaned DataFrame to a list of dictionaries (for JSON)\n",
    "data_records = data.to_dict(orient=\"records\")\n",
    "\n",
    "# Save to JSON for inspection (optional)\n",
    "with open(\"cleaned_data2.json\", \"w\") as f:\n",
    "    json.dump(data_records, f, indent=4)\n",
    "\n",
    "print(\"Data successfully converted to JSON.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Embedding data loaded from: cleaned_data2.json\n",
      "Sample record from data:\n",
      "{'Chapter ID': 1, 'Paragraph ID': 1, 'Text': \"1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist's Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Literary Devices': \"Imagery (desolation, solitary setting); Irony (admiration for Heathcliff despite unease); Metaphor ('misanthropist's Heaven')\", 'Themes': 'Isolation and Loneliness; Existentialism and Fatalism; Identity and Selfhood', 'Symbolism': 'Rooms (foreshadows atmosphere); The Moors (isolation)', 'Historical Cultural Context': 'Reflects the isolation typical of rural 19th-century England, where countryside communities were often cut off from urban centers, mirroring the stoic, secluded lifestyle of the characters.', 'Mood': 'Foreboding', 'Tone': 'Detached, sardonic', 'Psychological Analysis': \"Lockwood's Detachment: Lockwood's need for isolation reflects his own disconnection from society, showing a self-imposed barrier to intimacy and community.\", 'Narrative Techniques': \"Frame Narrative: Lockwood serves as an outer narrator, setting up the story's layered narrative and providing a detached, external perspective.\", 'Intertextual References and Allusions': \"Biblical Allusion: 'Misanthropist's Heaven' subtly references Eden, implying a paradise twisted by solitude and bitterness.\", 'Social and Economic Context': 'Reflects social isolation of rural estates and limited interactions beyond the community, common for the time.', 'Language and Diction Analysis': \"Archaic Vocabulary ('misanthropist', 'Heaven' in a metaphorical sense) and formal, educated tone show Lockwood's higher social class and detached character.\", 'Symbolic Geography': \"The Moors: Represent emotional and physical isolation, mirroring Lockwood's solitude.\", 'Literary Theories Applied': \"Existential Lens: Lockwood's identification with Heathcliff as a 'misanthropist' highlights existential ideas about isolation and self-imposed exile.\", 'Character Development and Relationships': \"Initial Curiosity: Lockwood's admiration and attraction toward Heathcliff establish an initial connection but hint at future tension.\", 'Narrative Structure and Pacing': 'Slow, Descriptive Start: The slow pacing introduces an ominous setting, creating suspense and establishing the Gothic tone.', 'Thematic Connections Across Chapters': \"Isolation: This theme introduced in Chapter 1 is prevalent throughout the book, marking each character's isolation and loneliness.\", 'Philosophical and Ethical Dimensions': \"Existential Isolation: Lockwood's acceptance of isolation suggests an underlying philosophical resignation about human relationships.\", 'Comparative Literature and Historical Reception': \"Wuthering Heights compared to Frankenstein, where the isolated environment reflects and intensifies the protagonist's solitude. Originally criticized for harsh, unromantic portrayal of nature, later admired for Gothic ambiance.\"}\n"
     ]
    }
   ],
   "source": [
    "import json \n",
    "# check correct file uploaded for embedding\n",
    "# Load the JSON data\n",
    "json_file_path = \"cleaned_data2.json\"\n",
    "with open(json_file_path, \"r\") as f:\n",
    "    data = json.load(f)\n",
    "\n",
    "# Print a sample of the loaded data for verification\n",
    "print(f\"Embedding data loaded from: {json_file_path}\")\n",
    "print(\"Sample record from data:\")\n",
    "print(data[0])  # Print the first record"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Split Text Column for Embedding and Store Metadata for Context\n",
    "We need to embed the Text column only. For meaningful responses, the metadata columns will be used to provide additional context for the embeddings. Using LangChain's text splitter to break long paragraphs into smaller chunks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total chunks created: 31\n"
     ]
    }
   ],
   "source": [
    "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
    "\n",
    "# Initialize the text splitter for optimal token size (adjust if needed)\n",
    "text_splitter = RecursiveCharacterTextSplitter(\n",
    "    chunk_size=800,   # Set based on model’s token limit\n",
    "    chunk_overlap=100\n",
    ")\n",
    "\n",
    "# Split the text in each row if necessary\n",
    "data_with_chunks = []\n",
    "for index, row in df.iterrows():\n",
    "    chunks = text_splitter.split_text(row[\"Text\"])  # Split the \"Text\" column into manageable chunks\n",
    "    for chunk in chunks:\n",
    "        data_with_chunks.append({\n",
    "            \"Chapter_ID\": row[\"Chapter_ID\"],\n",
    "            \"Paragraph_ID\": row[\"Paragraph_ID\"],\n",
    "            \"Text\": chunk,\n",
    "            **{col: row[col] for col in df.columns if col != \"Text\"}  # Include other columns as metadata\n",
    "        })\n",
    "\n",
    "print(f\"Total chunks created: {len(data_with_chunks)}\")\n",
    "\n",
    "# Now, data_with_chunks contains a list of dictionaries, where each dictionary includes a chunk of text along with all the associated metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Initialise and Upload Embeddings to Pinecone\n",
    "Now that we have the text chunks and their metadata, we'll use OpenAI's text-embedding-ada-002 model to embed each chunk. The embeddings, along with the metadata, will be stored in a Pinecone index for fast retrieval.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Embeddings generated for each chunk.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from getpass import getpass\n",
    "from langchain.embeddings.openai import OpenAIEmbeddings\n",
    "\n",
    "# Set up API keys\n",
    "OPENAI_API_KEY = os.getenv(\"OPENAI_API_KEY\") or getpass(\"Enter your OpenAI API key: \")\n",
    "PINECONE_API_KEY = os.getenv(\"PINECONE_API_KEY\") or getpass(\"Enter your Pinecone API key: \")\n",
    "\n",
    "# Initialize OpenAI Embeddings\n",
    "embed = OpenAIEmbeddings(\n",
    "    model=\"text-embedding-ada-002\",\n",
    "    openai_api_key=OPENAI_API_KEY\n",
    ")\n",
    "\n",
    "# Embed each chunk\n",
    "chunk_embeddings = embed.embed_documents(chunks)\n",
    "print(\"Embeddings generated for each chunk.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample 1:\n",
      "Text: 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\n",
      "Metadata: {'Chapter_ID': 1, 'Paragraph_ID': 1, 'Text': '1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.', 'Literary_Devices': \"Imagery (desolation, solitary setting); Irony (admiration for Heathcliff despite unease); Metaphor ('misanthropist’s Heaven')\", 'Themes': 'Isolation and Loneliness; Existentialism and Fatalism; Identity and Selfhood', 'Symbolism': 'Rooms (foreshadows atmosphere); The Moors (isolation)', 'Historical_Cultural_Context': 'Reflects the isolation typical of rural 19th-century England, where countryside communities were often cut off from urban centers, mirroring the stoic, secluded lifestyle of the characters.', 'Mood': 'Foreboding', 'Tone': 'Detached, sardonic', 'Psychological_Analysis': 'Lockwood’s Detachment: Lockwood’s need for isolation reflects his own disconnection from society, showing a self-imposed barrier to intimacy and community.', 'Narrative_Techniques': 'Frame Narrative: Lockwood serves as an outer narrator, setting up the story’s layered narrative and providing a detached, external perspective.', 'Intertextual_References_and_Allusions': \"Biblical Allusion: 'Misanthropist’s Heaven' subtly references Eden, implying a paradise twisted by solitude and bitterness.\", 'Social_and_Economic_Context': 'Reflects social isolation of rural estates and limited interactions beyond the community, common for the time.', 'Language_and_Diction_Analysis': \"Archaic Vocabulary ('misanthropist', 'Heaven' in a metaphorical sense) and formal, educated tone show Lockwood's higher social class and detached character.\", 'Symbolic_Geography': 'The Moors: Represent emotional and physical isolation, mirroring Lockwood’s solitude.', 'Literary_Theories_Applied': \"Existential Lens: Lockwood’s identification with Heathcliff as a 'misanthropist' highlights existential ideas about isolation and self-imposed exile.\", 'Character_Development_and_Relationships': 'Initial Curiosity: Lockwood’s admiration and attraction toward Heathcliff establish an initial connection but hint at future tension.', 'Narrative_Structure_and_Pacing': 'Slow, Descriptive Start: The slow pacing introduces an ominous setting, creating suspense and establishing the Gothic tone.', 'Thematic_Connections_Across_Chapters': 'Isolation: This theme introduced in Chapter 1 is prevalent throughout the book, marking each character’s isolation and loneliness.', 'Philosophical_and_Ethical_Dimensions': 'Existential Isolation: Lockwood’s acceptance of isolation suggests an underlying philosophical resignation about human relationships.', 'Comparative_Literature_and_Historical_Reception': 'Wuthering Heights compared to Frankenstein, where the isolated environment reflects and intensifies the protagonist’s solitude. Originally criticized for harsh, unromantic portrayal of nature, later admired for Gothic ambiance.'}\n",
      "Sample 2:\n",
      "Text: “Mr. Heathcliff?” I said.\n",
      "Metadata: {'Chapter_ID': 1, 'Paragraph_ID': 2, 'Text': '“Mr. Heathcliff?” I said.', 'Literary_Devices': 'None specific here.', 'Themes': 'None specific here.', 'Symbolism': 'None specific here.', 'Historical_Cultural_Context': 'None specific here.', 'Mood': 'Foreboding', 'Tone': 'Detached', 'Psychological_Analysis': 'Reserved Curiosity: Lockwood’s polite inquiry reflects his hesitancy and wariness toward the unfamiliar.', 'Narrative_Techniques': 'None specific here.', 'Intertextual_References_and_Allusions': 'None specific here.', 'Social_and_Economic_Context': 'None specific here.', 'Language_and_Diction_Analysis': 'Formal address reflects Lockwood’s social class and polite demeanor.', 'Symbolic_Geography': 'None specific here.', 'Literary_Theories_Applied': 'None specific here.', 'Character_Development_and_Relationships': 'Introduction of Heathcliff: Lockwood’s brief question hints at his guarded approach to this mysterious figure.', 'Narrative_Structure_and_Pacing': 'Pacing: The brevity creates tension, allowing Heathcliff’s response to carry weight.', 'Thematic_Connections_Across_Chapters': 'None specific here.', 'Philosophical_and_Ethical_Dimensions': 'None specific here.', 'Comparative_Literature_and_Historical_Reception': 'None specific here.'}\n",
      "Sample 3:\n",
      "Text: A nod was the answer.\n",
      "Metadata: {'Chapter_ID': 1, 'Paragraph_ID': 3, 'Text': 'A nod was the answer.', 'Literary_Devices': 'None specific here.', 'Themes': 'None specific here.', 'Symbolism': 'None specific here.', 'Historical_Cultural_Context': 'None specific here.', 'Mood': 'Foreboding', 'Tone': 'Detached', 'Psychological_Analysis': 'Guarded Personality: Heathcliff’s silence and minimal response hint at a reserved, emotionally impenetrable nature.', 'Narrative_Techniques': 'Minimalist Dialogue: Sets Heathcliff as a figure of few words, heightening his mystery and establishing his guarded nature.', 'Intertextual_References_and_Allusions': 'None specific here.', 'Social_and_Economic_Context': 'None specific here.', 'Language_and_Diction_Analysis': 'The terseness reflects Northern stoicism, a trait linked to the isolated life of the Yorkshire moors.', 'Symbolic_Geography': 'None specific here.', 'Literary_Theories_Applied': 'Post-Colonial Lens: Heathcliff’s silence may hint at his status as an outsider, socially marginalized.', 'Character_Development_and_Relationships': 'Initial Power Dynamics: Heathcliff’s reserved nature contrasts with Lockwood’s verbosity, marking an imbalance in their rapport.', 'Narrative_Structure_and_Pacing': 'Brief Moment: A quick narrative moment, giving Heathcliff’s silence impact.', 'Thematic_Connections_Across_Chapters': 'None specific here.', 'Philosophical_and_Ethical_Dimensions': 'Isolation of the Self: Heathcliff’s silence reflects existential isolation and self-reliance.', 'Comparative_Literature_and_Historical_Reception': 'Heathcliff’s silence mirrors Mr. Rochester’s guarded demeanor in Jane Eyre, contributing to Gothic isolation themes.'}\n",
      "Sample 4:\n",
      "Text: “Mr. Lockwood, your new tenant, sir. I do myself the honour of calling as soon as possible after my arrival, to express the hope that I have not inconvenienced you by my perseverance in soliciting the occupation of Thrushcross Grange: I heard yesterday you had had some thoughts ”\n",
      "Metadata: {'Chapter_ID': 1, 'Paragraph_ID': 4, 'Text': '“Mr. Lockwood, your new tenant, sir. I do myself the honour of calling as soon as possible after my arrival, to express the hope that I have not inconvenienced you by my perseverance in soliciting the occupation of Thrushcross Grange: I heard yesterday you had had some thoughts ”', 'Literary_Devices': \"Irony (Lockwood’s formality vs. Heathcliff’s gruff response); Alliteration ('tenant, sir')\", 'Themes': 'Social Class and Injustice', 'Symbolism': 'None specific here.', 'Historical_Cultural_Context': 'Illustrates the rigid class distinctions of the time, with Lockwood’s formal speech contrasting with Heathcliff’s brusque attitude, hinting at class tensions.', 'Mood': 'Uneasy', 'Tone': 'Detached, sardonic', 'Psychological_Analysis': 'Class Consciousness: Lockwood’s formal introduction reveals his need to establish his own social standing.', 'Narrative_Techniques': 'Indirect Characterization: Lockwood’s formality emphasizes his discomfort and his need to fit into social norms.', 'Intertextual_References_and_Allusions': 'None specific here.', 'Social_and_Economic_Context': 'Reflects 19th-century social expectations, where tenants paid formal respects to landlords.', 'Language_and_Diction_Analysis': 'Polished diction and formality show Lockwood’s higher social class and expectation of mutual respect.', 'Symbolic_Geography': 'None specific here.', 'Literary_Theories_Applied': 'Marxist Lens: Lockwood’s tone reflects his awareness of class boundaries, highlighting a social hierarchy.', 'Character_Development_and_Relationships': 'Initial Social Barriers: Lockwood’s formality contrasts with Heathcliff’s bluntness, suggesting differing social expectations.', 'Narrative_Structure_and_Pacing': 'Slow Pacing: Extended introduction builds tension, with Lockwood’s verbosity highlighting Heathcliff’s terse replies.', 'Thematic_Connections_Across_Chapters': 'Social Class as a Theme: Sets the tone for class-based friction seen throughout the novel.', 'Philosophical_and_Ethical_Dimensions': 'None specific here.', 'Comparative_Literature_and_Historical_Reception': 'None specific here.'}\n",
      "Sample 5:\n",
      "Text: “Thrushcross Grange is my own, sir,” he interrupted, wincing. “I should not allow any one to inconvenience me, if I could hinder it walk in!”\n",
      "Metadata: {'Chapter_ID': 1, 'Paragraph_ID': 5, 'Text': '“Thrushcross Grange is my own, sir,” he interrupted, wincing. “I should not allow any one to inconvenience me, if I could hinder it walk in!”', 'Literary_Devices': 'Irony (Heathcliff’s resistance to politeness); Metaphor (ownership as control over solitude)', 'Themes': 'Social Class and Injustice; Revenge and Hatred', 'Symbolism': 'Rooms (ownership and control)', 'Historical_Cultural_Context': 'Reflects societal focus on property and ownership as symbols of power, with Heathcliff asserting control over Thrushcross Grange.', 'Mood': 'Tense', 'Tone': 'Defensive', 'Psychological_Analysis': 'Power and Control: Heathcliff’s firm claim on Thrushcross Grange underscores his need for dominance over space.', 'Narrative_Techniques': 'Direct Speech: Interrupts Lockwood’s formality, emphasizing power dynamics and Heathcliff’s disinterest in politeness.', 'Intertextual_References_and_Allusions': 'None specific here.', 'Social_and_Economic_Context': \"Reflects Victorian England's focus on land as a status symbol and marker of power.\", 'Language_and_Diction_Analysis': 'Heathcliff’s informal, abrupt language contrasts with Lockwood’s polished tone, reflecting a clash of class and social values.', 'Symbolic_Geography': 'Rooms as Power: Control over property symbolizes Heathcliff’s acquired status and authority.', 'Literary_Theories_Applied': 'Marxist Lens: Heathcliff’s ownership of Thrushcross Grange indicates his rise from poverty to ownership, challenging class norms.', 'Character_Development_and_Relationships': 'Conflict Established: Heathcliff’s tension with Lockwood reveals a guarded, defensive character, with hints of hostility.', 'Narrative_Structure_and_Pacing': 'Clipped Pacing: Heathcliff’s terse response breaks Lockwood’s rhythm, creating subtle conflict.', 'Thematic_Connections_Across_Chapters': 'Ownership and Power: Heathcliff’s assertion of ownership introduces a power struggle theme central to his character arc.', 'Philosophical_and_Ethical_Dimensions': 'Power Dynamics of Ownership: Heathcliff’s ownership of the estate represents a rise in social status, challenging class expectations.', 'Comparative_Literature_and_Historical_Reception': 'Heathcliff’s struggle for control over property echoes themes in Great Expectations, where class mobility is achieved through wealth and status.'}\n"
     ]
    }
   ],
   "source": [
    "# Print a sample of data_with_chunks to verify content before upserting\n",
    "for i, record in enumerate(data_with_chunks[:5]):  # Check the first 5 entries\n",
    "    print(f\"Sample {i+1}:\")\n",
    "    print(f\"Text: {record.get('Text')}\")\n",
    "    print(f\"Metadata: {record}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Initialise and Upload Embeddings to Pinecone\n",
    "Store these embeddings in a Pinecone vector database for efficient retrieval."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uploaded embeddings to Pinecone.\n"
     ]
    }
   ],
   "source": [
    "# Initialize and Connect to Pinecone\n",
    "from pinecone import Pinecone, ServerlessSpec\n",
    "import time\n",
    "\n",
    "spec = ServerlessSpec(\n",
    "    cloud=\"aws\", region=\"us-east-1\"\n",
    ")\n",
    "\n",
    "# Connect to Pinecone\n",
    "pc = Pinecone(\n",
    "    api_key = os.getenv(\"PINECONE_API_KEY\") or getpass(\"Enter your Pinecone API key: \"),\n",
    "    environment=\"us-east-1\"  \n",
    ")\n",
    "\n",
    "\n",
    "index_name = \"wuthering-heights-analysis\"\n",
    "existing_indexes = [\n",
    "    index_info[\"name\"] for index_info in pc.list_indexes()\n",
    "]\n",
    "\n",
    "# check if index already exists (it shouldn't if this is first time)\n",
    "if index_name not in existing_indexes:\n",
    "    # if does not exist, create index\n",
    "    pc.create_index(\n",
    "        index_name,\n",
    "        dimension=1536,  # dimensionality of ada 002\n",
    "        metric='cosine',\n",
    "        spec=spec\n",
    "    )\n",
    "    # wait for index to be initialized\n",
    "    while not pc.describe_index(index_name).status['ready']:\n",
    "        time.sleep(1)\n",
    "\n",
    "# connect to index\n",
    "index = pc.Index(index_name)\n",
    "time.sleep(1)\n",
    "# view index stats\n",
    "index.describe_index_stats()\n",
    "\n",
    "# Embed and upsert data to Pinecone with \"Text\" included in metadata\n",
    "for i, record in enumerate(data_with_chunks):\n",
    "    text_embedding = embed.embed_documents([record[\"Text\"]])[0]  # Embed the chunk\n",
    "    metadata = {key: str(value) for key, value in record.items()}  # Include all fields, including \"Text\"\n",
    "    index.upsert([(f\"chunk-{i}\", text_embedding, metadata)])\n",
    "\n",
    "\n",
    "print(\"Uploaded embeddings to Pinecone.\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully connected to Pinecone index: wuthering-heights-analysis\n",
      "Index stats: {'dimension': 1536,\n",
      " 'index_fullness': 0.0,\n",
      " 'namespaces': {'': {'vector_count': 31}},\n",
      " 'total_vector_count': 31}\n"
     ]
    }
   ],
   "source": [
    "# Connect to the index\n",
    "index = pc.Index(index_name)\n",
    "print(f\"Successfully connected to Pinecone index: {index_name}\")\n",
    "\n",
    "# Optional: Check index stats\n",
    "stats = index.describe_index_stats()\n",
    "print(f\"Index stats: {stats}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of embeddings in the index: 31\n"
     ]
    }
   ],
   "source": [
    "# Test to Confirm number of items in the index\n",
    "stats = index.describe_index_stats()\n",
    "print(f\"Total number of embeddings in the index: {stats['namespaces']['']['vector_count']}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.  Implement Retrieval-Augmented Generation (RAG)\n",
    "Now that we have the data in Pinecone, implement a retrieval function to fetch the most relevant paragraphs (or chunks) along with their metadata. This will allow the model to use the metadata as context when generating responses.///////Explanation\n",
    "filter_metadata Function:\n",
    "\n",
    "This function receives each match and the question, returning only the relevant metadata fields based on keywords in the question.\n",
    "Essential fields like Chapter_ID and Paragraph_ID are always included.\n",
    "Selective Metadata in retrieve_docs:\n",
    "\n",
    "For each match, we call filter_metadata to get relevant metadata fields dynamically.\n",
    "The Text column (paragraph text) is always included as part of the context, while the metadata is filtered.\n",
    "Testing Output:\n",
    "\n",
    "When testing, you’ll see only the Text, Chapter_ID, Paragraph_ID, and any additional fields (e.g., Symbolic_Geography) included as needed based on the question content.\n",
    "This approach will dynamically adjust the metadata included in each retrieval result, keeping the output focused and relevant to the question."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Retrieve relevant document chunks based on a question\n",
    "def retrieve_docs(question):\n",
    "    # Embed the question\n",
    "    question_embedding = embed.embed_query(question)\n",
    "    \n",
    "    # Query Pinecone\n",
    "    results = index.query(\n",
    "        vector=question_embedding,\n",
    "        top_k=5,  # Adjust as needed\n",
    "        include_metadata=True\n",
    "    )\n",
    "    \n",
    "    # Extract text and selectively filtered metadata from results\n",
    "    context = []\n",
    "    for match in results[\"matches\"]:\n",
    "        # Debugging: print metadata keys to inspect available fields\n",
    "        print(f\"Available metadata keys for this match: {match['metadata'].keys()}\")\n",
    "        \n",
    "        # Always include the text of the match with \"From 'Wuthering Heights':\" prefix\n",
    "        text_data = {\n",
    "            \"Text\": f\"From 'Wuthering Heights': {match['metadata'].get('Text')}\",  # Prepend book title here\n",
    "            \"Chapter_ID\": match[\"metadata\"].get(\"Chapter_ID\"),\n",
    "            \"Paragraph_ID\": match[\"metadata\"].get(\"Paragraph_ID\"),\n",
    "            # Include other metadata fields as needed\n",
    "        }\n",
    "        \n",
    "        # Optionally filter other metadata based on the question\n",
    "        #filtered_metadata = filter_metadata(match, question)  # Assuming filter_metadata is defined to be context-sensitive\n",
    "        #text_data.update(filtered_metadata)\n",
    "        \n",
    "        # Append the combined text and metadata to the context list\n",
    "        context.append(text_data)\n",
    "    \n",
    "    return context\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 6: Define RAG and Initialize LangChain Agent with Metadata\n",
    "To ensure that the retrieved metadata (such as Chapter_ID and Paragraph_ID) is included in the response, use a structured prompt with LangChain to integrate the metadata contextually."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\s83me\\AppData\\Local\\Temp\\ipykernel_23360\\2243063187.py:7: LangChainDeprecationWarning: Please see the migration guide at: https://python.langchain.com/docs/versions/migrating_memory/\n",
      "  memory = ConversationBufferMemory(memory_key=\"chat_history\", input_key=\"input\")\n",
      "C:\\Users\\s83me\\AppData\\Local\\Temp\\ipykernel_23360\\2243063187.py:41: LangChainDeprecationWarning: The class `ChatOpenAI` was deprecated in LangChain 0.0.10 and will be removed in 1.0. An updated version of the class exists in the :class:`~langchain-openai package and should be used instead. To use it run `pip install -U :class:`~langchain-openai` and import as `from :class:`~langchain_openai import ChatOpenAI``.\n",
      "  llm = ChatOpenAI(model=\"gpt-4\", openai_api_key=OPENAI_API_KEY)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Agent initialized with enhanced prompt and retrieval.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\s83me\\AppData\\Local\\Temp\\ipykernel_23360\\2243063187.py:47: LangChainDeprecationWarning: The function `initialize_agent` was deprecated in LangChain 0.1.0 and will be removed in 1.0. Use :meth:`~Use new agent constructor methods like create_react_agent, create_json_agent, create_structured_chat_agent, etc.` instead.\n",
      "  agent = initialize_agent(\n"
     ]
    }
   ],
   "source": [
    "from langchain.prompts.chat import ChatPromptTemplate, SystemMessagePromptTemplate, HumanMessagePromptTemplate\n",
    "from langchain.chat_models import ChatOpenAI\n",
    "from langchain.memory import ConversationBufferMemory\n",
    "from langchain.agents import initialize_agent, Tool\n",
    "\n",
    "# Initialize memory for chat history\n",
    "memory = ConversationBufferMemory(memory_key=\"chat_history\", input_key=\"input\")\n",
    "\n",
    "# Define metadata columns for the context to help the model understand available fields\n",
    "context_columns = \", \".join([\n",
    "    \"Themes\", \"Symbolism\", \"Historical Cultural Context\", \"Mood\", \"Tone\", \n",
    "    \"Psychological Analysis\", \"Narrative Techniques\", \"Intertextual References and Allusions\", \n",
    "    \"Social and Economic Context\", \"Language and Diction Analysis\", \"Symbolic Geography\", \n",
    "    \"Literary Theories Applied\", \"Character Development and Relationships\", \n",
    "    \"Narrative Structure and Pacing\", \"Thematic Connections Across Chapters\", \n",
    "    \"Philosophical and Ethical Dimensions\", \"Comparative Literature and Historical Reception\"\n",
    "])\n",
    "\n",
    "\n",
    "\n",
    "# Define a prompt template that incorporates metadata for contextual answers\n",
    "prompt_template = ChatPromptTemplate.from_messages([\n",
    "    SystemMessagePromptTemplate.from_template(\n",
    "        \"You are a literary expert and scholar in Gothic literature specializing in the book 'Wuthering Heights' by Emily Brontë. \"\n",
    "        \"All questions are about 'Wuthering Heights', and you should provide detailed answers based on the text of this book. \"\n",
    "        \"Use specific text excerpts, literary devices, and analytical insights from the novel, \"\n",
    "        \"and include any relevant context such as chapter and paragraph details, symbolic geography, or cultural references. \"\n",
    "        \"Do not mention repeatedly the columns you are using to retrieve the data.\"\n",
    "        \"Do not mention the columns you are using to retrieve the data. Do not mention the subheadings in the columns, instead use the information to summarize the subheadings.\"\n",
    "        \"Focus on synthesizing the metadata for a rich analysis rather than merely listing it. \"\n",
    "        \"Refer to these metadata fields when relevant: {context_columns}.\"\n",
    "    ),\n",
    "    HumanMessagePromptTemplate.from_template(\n",
    "        \"{context}\\n\\n\"\n",
    "        \"User's Question: {question}\\n\"\n",
    "        \"Your Answer:\"\n",
    "    )\n",
    "])\n",
    "\n",
    "# Initialize the OpenAI chat model\n",
    "llm = ChatOpenAI(model=\"gpt-4\", openai_api_key=OPENAI_API_KEY)\n",
    "\n",
    "# Define a document retrieval tool for the agent\n",
    "tools = [Tool(name=\"retrieve_docs\", func=retrieve_docs, description=\"Retrieves relevant text chunks and metadata.\")]\n",
    "\n",
    "# Initialize the LangChain agent with the updated prompt template and memory\n",
    "agent = initialize_agent(\n",
    "    tools=tools, \n",
    "    llm=llm, \n",
    "    agent=\"zero-shot-react-description\", \n",
    "    memory=memory, \n",
    "    verbose=True,\n",
    "    prompt=prompt_template\n",
    ")\n",
    "\n",
    "print(\"Agent initialized with enhanced prompt and retrieval.\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test the Agent with Full Pipeline\n",
    "Finally, test the entire pipeline with an example question to verify that the agent retrieves the relevant text and metadata and incorporates this information in its response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\s83me\\AppData\\Local\\Temp\\ipykernel_4408\\1411961795.py:13: LangChainDeprecationWarning: The method `Chain.__call__` was deprecated in langchain 0.1.0 and will be removed in 1.0. Use :meth:`~invoke` instead.\n",
      "  response = agent({\"input\": sample_question, \"context\": formatted_context})\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mTo answer this question, I need to retrieve and analyze information from various sources: the main text of Wuthering Heights Chapter 1, and the 'Mood', 'Tone', 'Themes', and 'Historical Context' columns. \n",
      "Action: retrieve_docs\n",
      "Action Input: [\"Wuthering Heights Chapter 1\", \"Wuthering Heights Mood\", \"Wuthering Heights Tone\", \"Wuthering Heights Themes\", \"Wuthering Heights Historical Context\"]\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mNow that I have the relevant text from Wuthering Heights Chapter 1, I need to analyze the role of women as depicted in the chapter. The third paragraph retrieved seems to mention a woman, a \"lusty dame\", who appears to be in a position of authority or control in the kitchen, using her frying pan and her tongue to quiet a tempest in the hearth. This suggests that women, or at least this woman, hold some sort of power in the household. Now I need to retrieve and analyze the information about the 'Mood', 'Tone', 'Themes', and 'Historical Context' of Wuthering Heights to see if they provide any further insights into the role of women.\n",
      "Action: retrieve_docs\n",
      "Action Input: [\"Wuthering Heights Mood\", \"Wuthering Heights Tone\", \"Wuthering Heights Themes\", \"Wuthering Heights Historical Context\"]\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mIt seems that there is a mistake in retrieving the documents as the same paragraphs from the 'Wuthering Heights' text were returned. To make sure we're getting the correct information, we should try to retrieve the documents again, but this time specifying that we want information about the mood, tone, themes, and historical context of the book.\n",
      "Action: retrieve_docs\n",
      "Action Input: [\"Mood of Wuthering Heights\", \"Tone of Wuthering Heights\", \"Themes in Wuthering Heights\", \"Historical Context of Wuthering Heights\"]\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mIt seems there's an issue with the retrieval process as I'm still getting the same text from the novel rather than information about its mood, tone, themes, and historical context. However, given the information from the text that I do have, I can try to provide a comprehensive analysis. Given the setting in the early 1800s and the mention of the \"lusty dame\", it can be inferred that women held significant roles within the household, often managing the domestic sphere. The woman's decisiveness and authority in quelling the tempest in the hearth may reflect women's resilience and strength in a largely patriarchal society. The mood and tone of the novel, though not explicitly provided, seem dark and tumultuous, reflecting the struggles and hardships the characters face, including the women. Themes of class, power, and gender roles are suggested.\n",
      "Final Answer: In Chapter 1 of Wuthering Heights, women's roles seem largely confined to the domestic sphere, but they also exhibit significant authority and resilience within this realm. The \"lusty dame\" manages to quiet a tempest in the hearth, suggesting that women, despite their societal constraints, could exercise power and control. The mood and tone of the novel are dark and tumultuous, reflecting the struggles and hardships the characters, including women, face in this context. Themes of class, power, and gender roles are suggested, which further illuminate the complex dynamics women navigated in this period.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Generated Response: In Chapter 1 of Wuthering Heights, women's roles seem largely confined to the domestic sphere, but they also exhibit significant authority and resilience within this realm. The \"lusty dame\" manages to quiet a tempest in the hearth, suggesting that women, despite their societal constraints, could exercise power and control. The mood and tone of the novel are dark and tumultuous, reflecting the struggles and hardships the characters, including women, face in this context. Themes of class, power, and gender roles are suggested, which further illuminate the complex dynamics women navigated in this period.\n"
     ]
    }
   ],
   "source": [
    "# Define a sample question\n",
    "sample_question = (\n",
    "    \"In Chapter 1 of Wuthering Heights, analyze the role of women \"\n",
    "    \"Please integrate information from the main text, along with any relevant insights from the 'Mood', 'Tone', 'Themes', \"\n",
    "    \"and 'Historical Context' columns to provide a comprehensive analysis.\"\n",
    ")\n",
    "# Retrieve context and generate a response from the agent\n",
    "context_chunks = retrieve_docs(sample_question)\n",
    "formatted_context = \"\\n\\n\".join([\n",
    "    f\"Chapter {chunk['Chapter_ID']}, Paragraph {chunk['Paragraph_ID']}: {chunk['Text']}\" for chunk in context_chunks\n",
    "])\n",
    "\n",
    "response = agent({\"input\": sample_question, \"context\": formatted_context})\n",
    "\n",
    "# Print the response to verify if it includes metadata\n",
    "print(\"Generated Response:\", response[\"output\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mTo answer this question, I need to retrieve information about Heathcliff's portrayal in Chapter 1 of Wuthering Heights from the main text. I also need additional information from the 'Mood', 'Tone', 'Themes', and 'Historical Context' columns to provide a comprehensive analysis. I should avoid repeating the column names and subheadings in my response.\n",
      "Action: retrieve_docs\n",
      "Action Input: In Chapter 1 of Wuthering Heights, how is Heathcliff portrayed?\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': “Mr. Heathcliff?” I said.\", 'Chapter_ID': '1', 'Paragraph_ID': '2'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mThe text provides a description of Heathcliff's physical appearance and demeanor. He is described as having a dark-skinned gypsy-like appearance, and his manners and dress are those of a gentleman. He is also portrayed as a misanthrope, preferring solitude and having a suspicious and possibly hostile demeanor. His home, Wuthering Heights, is described as exposed to harsh weather, which could be a reflection of his own character. Now I need to retrieve information from the 'Mood', 'Tone', 'Themes', and 'Historical Context' columns for a more comprehensive analysis.\n",
      "Action: retrieve_docs\n",
      "Action Input: Mood, Tone, Themes, and Historical Context in Wuthering Heights\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mThe retrieved text further supports the portrayal of Heathcliff as a solitary and perhaps harsh character, reflecting the tumultuous weather and stark surroundings of Wuthering Heights. The tone and mood of the text are somber and dramatic, echoing Heathcliff's intense and brooding character. The theme of isolation is prominent, emphasizing Heathcliff's solitary and misanthropic nature. The historical context suggests that Heathcliff's dark-skinned appearance and gypsy-like aspect would have made him an outsider in the society of the time, contributing to his solitary and outsider status. Now, I can integrate this information into a comprehensive analysis of Heathcliff's portrayal in Chapter 1 of Wuthering Heights.\n",
      "Final Answer: In Chapter 1 of Wuthering Heights, Heathcliff is portrayed as a solitary, misanthropic figure with a dark-skinned, gypsy-like appearance, yet his dress and manners suggest those of a gentleman. His character reflects the tumultuous weather and stark surroundings of Wuthering Heights, suggesting a harsh and brooding nature. The somber and dramatic tone and mood of the text echo his intense character. Themes of isolation and outsider status are prominent, highlighting his solitary nature and the fact that his appearance would have made him an outsider in the society of the time. His suspicious and possibly hostile demeanor further emphasizes his outsider status, suggesting a man at odds with his surroundings and society.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Generated Response: In Chapter 1 of Wuthering Heights, Heathcliff is portrayed as a solitary, misanthropic figure with a dark-skinned, gypsy-like appearance, yet his dress and manners suggest those of a gentleman. His character reflects the tumultuous weather and stark surroundings of Wuthering Heights, suggesting a harsh and brooding nature. The somber and dramatic tone and mood of the text echo his intense character. Themes of isolation and outsider status are prominent, highlighting his solitary nature and the fact that his appearance would have made him an outsider in the society of the time. His suspicious and possibly hostile demeanor further emphasizes his outsider status, suggesting a man at odds with his surroundings and society.\n"
     ]
    }
   ],
   "source": [
    "sample_question = (\n",
    "    \"In Chapter 1 of Wuthering Heights, how is Heathcliff portrayed? \"\n",
    "    \"Please integrate information from the main text, along with any relevant insights from the 'Mood', 'Tone', 'Themes', \"\n",
    "    \"and 'Historical Context' columns to provide a comprehensive analysis.\"\n",
    "    \"Do not mention repeatedly the columns you are using to retrieve the data.\"\n",
    "    \"Do not mention the columns you are using to retrieve the data. Do not mention the subheadings in the columns, instead use the information to summarize the subheadings.\"\n",
    ")\n",
    "\n",
    "# Retrieve context chunks and format for input\n",
    "context_chunks = retrieve_docs(sample_question)\n",
    "formatted_context = \"\\n\\n\".join([\n",
    "    f\"Chapter {chunk['Chapter_ID']}, Paragraph {chunk['Paragraph_ID']}: {chunk['Text']}\"\n",
    "    for chunk in context_chunks\n",
    "])\n",
    "\n",
    "# Ask the question and print the response\n",
    "response = agent({\"input\": sample_question, \"context\": formatted_context})\n",
    "print(\"Generated Response:\", response[\"output\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mTo answer this question, I need to find the relevant passages from the book \"Wuthering Heights\" and any relevant metadata that can provide insights into the symbolic meaning of the dogs in Chapter 1.\n",
      "Action: retrieve_docs\n",
      "Action Input: In Chapter 1 of Wuthering Heights, what do the dogs symbolise?\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': “You’d better let the dog alone,” growled Mr. Heathcliff in unison, checking fiercer demonstrations with a punch of his foot. “She’s not accustomed to be spoiled—not kept for a pet.” Then, striding to a side door, he shouted again, “Joseph!”\", 'Chapter_ID': '1', 'Paragraph_ID': '17'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mBased on the observed text, the dogs in Chapter 1 of Wuthering Heights seem to be associated with the character of Mr. Heathcliff and the tempestuous atmosphere of his home. They appear to symbolize the wild, unspoiled, and rough nature of the house and its inhabitants. Also, their \"worrying and yelping\" could reflect the tumultuous state of affairs at Wuthering Heights. However, to confirm this interpretation, I should look for more evidence in the text or any relevant insights from the metadata.\n",
      "Action: retrieve_docs\n",
      "Action Input: symbolism of dogs in Wuthering Heights\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': “You’d better let the dog alone,” growled Mr. Heathcliff in unison, checking fiercer demonstrations with a punch of his foot. “She’s not accustomed to be spoiled—not kept for a pet.” Then, striding to a side door, he shouted again, “Joseph!”\", 'Chapter_ID': '1', 'Paragraph_ID': '17'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mThe same excerpts have been returned. They again emphasize the connection between the dogs, Mr. Heathcliff, and the tumultuous atmosphere of Wuthering Heights. The description of the dogs as \"not accustomed to be spoiled—not kept for a pet\" seems to echo Mr. Heathcliff's own untamed character. In addition, the dogs are again associated with a stormy scene, which aligns with the symbolic interpretation of the dogs representing the wild and stormy nature of Wuthering Heights. There doesn't appear to be additional information in the metadata that could add to this interpretation.\n",
      "Final Answer: In Chapter 1 of Wuthering Heights, the dogs symbolise the wild, untamed, and tumultuous nature of Wuthering Heights and its inhabitants, particularly Mr. Heathcliff. They are not kept as pets but live in their natural, unspoiled state, echoing the raw and stormy atmosphere of the house. The dogs' worrying and yelping during a tempestuous scene further highlights this symbolic connection.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Generated Response: In Chapter 1 of Wuthering Heights, the dogs symbolise the wild, untamed, and tumultuous nature of Wuthering Heights and its inhabitants, particularly Mr. Heathcliff. They are not kept as pets but live in their natural, unspoiled state, echoing the raw and stormy atmosphere of the house. The dogs' worrying and yelping during a tempestuous scene further highlights this symbolic connection.\n"
     ]
    }
   ],
   "source": [
    "# Define a sample question\n",
    "sample_question = (\n",
    "    \"In Chapter 1 of Wuthering Heights, what do the dogs symbolise? \"\n",
    "    \"Please integrate information from the main text, along with any relevant insights from the metadate columns to provide a comprehensive analysis.\"\n",
    "    \"Please do not mention which columns you are using to retrieve the data, or the subheadings in the columns. Only use the information to summarize the subheadings.\"\n",
    ")\n",
    "# Retrieve context and generate a response from the agent\n",
    "context_chunks = retrieve_docs(sample_question)\n",
    "formatted_context = \"\\n\\n\".join([\n",
    "    f\"Chapter {chunk['Chapter_ID']}, Paragraph {chunk['Paragraph_ID']}: {chunk['Text']}\" for chunk in context_chunks\n",
    "])\n",
    "\n",
    "response = agent({\"input\": sample_question, \"context\": formatted_context})\n",
    "\n",
    "# Print the response to verify if it includes metadata\n",
    "print(\"Generated Response:\", response[\"output\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to find the specific parts of Wuthering Heights chapter 1 that focus on the significance of nature and landscape. I should also check other columns for metadata.\n",
      "Action: retrieve_docs\n",
      "Action Input: In Chapter 1 of Wuthering Heights, what is the importance of nature and the landscape\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mThe text chunks retrieved describe the setting of Wuthering Heights and the character of Heathcliff. The descriptions of the landscape and weather conditions seem to reflect the tumultuous nature of the characters and their relationships. The harsh and isolated nature of the setting might symbolize the isolation and harshness of Heathcliff's character. The house itself is described as strong and defensive, reflecting the characteristics of its inhabitants. The mention of the solitary nature of the setting and its removal from society might signify the characters' detachment from societal norms. There's no metadata in the other columns that I can see which would affect my interpretation.\n",
      "Final Answer: In Chapter 1 of Wuthering Heights, the importance of nature and the landscape is to symbolize and mirror the characters and their relationships. The tumultuous weather conditions, harsh and isolated location of Wuthering Heights reflect the tumultuous nature, isolation and harshness of the characters, specifically Heathcliff. The house itself is described as strong and defensive, mirroring the characteristics of its inhabitants. Additionally, the solitary nature of the setting, removed from society, signifies the characters' detachment from societal norms.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Generated Response: In Chapter 1 of Wuthering Heights, the importance of nature and the landscape is to symbolize and mirror the characters and their relationships. The tumultuous weather conditions, harsh and isolated location of Wuthering Heights reflect the tumultuous nature, isolation and harshness of the characters, specifically Heathcliff. The house itself is described as strong and defensive, mirroring the characteristics of its inhabitants. Additionally, the solitary nature of the setting, removed from society, signifies the characters' detachment from societal norms.\n"
     ]
    }
   ],
   "source": [
    "# Define a sample question\n",
    "sample_question = (\n",
    "    \"In Chapter 1 of Wuthering Heights, what is the importance of nature and the landscape and why? \"\n",
    "    \"Check other columns for metadata before answering \"\n",
    ")\n",
    "# Retrieve context and generate a response from the agent\n",
    "context_chunks = retrieve_docs(sample_question)\n",
    "formatted_context = \"\\n\\n\".join([\n",
    "    f\"Chapter {chunk['Chapter_ID']}, Paragraph {chunk['Paragraph_ID']}: {chunk['Text']}\" for chunk in context_chunks\n",
    "])\n",
    "\n",
    "response = agent({\"input\": sample_question, \"context\": formatted_context})\n",
    "\n",
    "# Print the response to verify if it includes metadata\n",
    "print(\"Generated Response:\", response[\"output\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 7. Set Up Gradio for the User Interface\n",
    "This Gradio setup allows users to ask questions via text or voice, retrieves relevant context from Pinecone, and generates a response through the LangChain agent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\s83me\\Anaconda3\\Lib\\site-packages\\whisper\\__init__.py:150: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  checkpoint = torch.load(fp, map_location=device)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Running on local URL:  http://127.0.0.1:7861\n",
      "\n",
      "To create a public link, set `share=True` in `launch()`.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"http://127.0.0.1:7861/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Text input received in Gradio: in Wuthering Heights, Chapter 1, please explain the role of women\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\s83me\\AppData\\Local\\Temp\\ipykernel_23360\\759198666.py:85: LangChainDeprecationWarning: The method `Chain.__call__` was deprecated in langchain 0.1.0 and will be removed in 1.0. Use :meth:`~invoke` instead.\n",
      "  response = agent({\"input\": question, \"context\": formatted_context})\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mI should find the text of Wuthering Heights Chapter 1 and then analyze the roles of women in that chapter.\n",
      "Action: retrieve_docs\n",
      "Action Input: Wuthering Heights Chapter 1\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mFrom the text snippets I retrieved, there seems to be only one woman mentioned in Chapter 1 of Wuthering Heights, who is described as a 'lusty dame' with 'tucked-up gown, bare arms, and fire-flushed cheeks'. She appears to play a domestic role, as she is seen 'flourishing a frying-pan'. This suggests that in Chapter 1, women's roles are confined to the domestic sphere.\n",
      "Final Answer: In chapter 1 of Wuthering Heights, the role of women appears to be primarily domestic, as evidenced by the singular female character introduced in this chapter. This character is depicted as managing the household duties and maintaining order, as indicated by her use of a frying pan to subdue a chaotic situation.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Memory content after response: {'chat_history': 'Human: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In chapter 1 of Wuthering Heights, the role of women appears to be primarily domestic, as evidenced by the singular female character introduced in this chapter. This character is depicted as managing the household duties and maintaining order, as indicated by her use of a frying pan to subdue a chaotic situation.'}\n",
      "Text input received in Gradio: in Wuthering Heights, Chapter 1, please explain the importance of symbolism\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mTo answer this question, I need to find documents that discuss the symbolism in Chapter 1 of Wuthering Heights.\n",
      "Action: retrieve_docs\n",
      "Action Input: Symbolism in Wuthering Heights Chapter 1\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mThe documents retrieved discuss different aspects of the setting and characters in Chapter 1 of Wuthering Heights. For instance, the first text speaks of the dwelling of Mr. Heathcliff, Wuthering Heights, describing it as being exposed to tumultuous weather. This could symbolize the turbulent emotional atmosphere within the house. The second text talks about the family sitting-room, and the lack of a clear division of spaces might symbolize the lack of boundaries in relationships within the house. The third text describes the chaotic scene in the kitchen, which could symbolize the chaotic relationships among the characters. The fourth text provides a description of Mr. Heathcliff, and his contrast to his surroundings could symbolize his alienation and the contrast between his inner self and the way he presents himself to the world. The final text describes the narrator's impression of Mr. Heathcliff and the isolated location, which could symbolize the loneliness and isolation of the characters.\n",
      "Final Answer: In Chapter 1 of Wuthering Heights, symbolism is used to represent the characters' emotional states and their relationships. The stormy weather at Wuthering Heights symbolizes the tumultuous emotional atmosphere within the house. The lack of clear division between the kitchen and the family sitting-room symbolizes the lack of boundaries in relationships within the house. The chaos in the kitchen represents the chaotic relationships among the characters. Mr. Heathcliff's contrast to his surroundings symbolizes his alienation and the contrast between his inner self and the way he presents himself to the world. The isolated location symbolizes the characters' loneliness and isolation.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Memory content after response: {'chat_history': \"Human: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In chapter 1 of Wuthering Heights, the role of women appears to be primarily domestic, as evidenced by the singular female character introduced in this chapter. This character is depicted as managing the household duties and maintaining order, as indicated by her use of a frying pan to subdue a chaotic situation.\\nHuman: in Wuthering Heights, Chapter 1, please explain the importance of symbolism\\nAI: In Chapter 1 of Wuthering Heights, symbolism is used to represent the characters' emotional states and their relationships. The stormy weather at Wuthering Heights symbolizes the tumultuous emotional atmosphere within the house. The lack of clear division between the kitchen and the family sitting-room symbolizes the lack of boundaries in relationships within the house. The chaos in the kitchen represents the chaotic relationships among the characters. Mr. Heathcliff's contrast to his surroundings symbolizes his alienation and the contrast between his inner self and the way he presents himself to the world. The isolated location symbolizes the characters' loneliness and isolation.\"}\n",
      "Text input received in Gradio: in Wuthering Heights, Chapter 1, please the role of women\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mTo answer this question, I need to find the text of Wuthering Heights, Chapter 1, and analyze it for information about the role of women.\n",
      "Action: retrieve_docs\n",
      "Action Input: Wuthering Heights Chapter 1\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mThe only mention of a woman in the first chapter of Wuthering Heights is of a \"lusty dame\" who is described as having \"tucked-up gown, bare arms, and fire-flushed cheeks\", who \"rushed into the midst of us flourishing a frying-pan\". This woman seems to be in charge of the kitchen and is capable of calming a chaotic situation. It suggests that women in this context might be seen as keepers of the domestic sphere, responsible for maintaining order.\n",
      "Final Answer: In Chapter 1 of Wuthering Heights, women are represented by a character who is in charge of the kitchen and is able to restore order to a chaotic situation, suggesting that women might be viewed as the keepers of the domestic sphere.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Memory content after response: {'chat_history': \"Human: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In chapter 1 of Wuthering Heights, the role of women appears to be primarily domestic, as evidenced by the singular female character introduced in this chapter. This character is depicted as managing the household duties and maintaining order, as indicated by her use of a frying pan to subdue a chaotic situation.\\nHuman: in Wuthering Heights, Chapter 1, please explain the importance of symbolism\\nAI: In Chapter 1 of Wuthering Heights, symbolism is used to represent the characters' emotional states and their relationships. The stormy weather at Wuthering Heights symbolizes the tumultuous emotional atmosphere within the house. The lack of clear division between the kitchen and the family sitting-room symbolizes the lack of boundaries in relationships within the house. The chaos in the kitchen represents the chaotic relationships among the characters. Mr. Heathcliff's contrast to his surroundings symbolizes his alienation and the contrast between his inner self and the way he presents himself to the world. The isolated location symbolizes the characters' loneliness and isolation.\\nHuman: in Wuthering Heights, Chapter 1, please the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are represented by a character who is in charge of the kitchen and is able to restore order to a chaotic situation, suggesting that women might be viewed as the keepers of the domestic sphere.\"}\n",
      "Text input received in Gradio: in Wuthering Heights, Chapter 1, please explain the role of women\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to find information about the role of women in Chapter 1 of Wuthering Heights.\n",
      "Action: retrieve_docs\n",
      "Action Input: Wuthering Heights Chapter 1 role of women\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mThe information provided describes a woman as an inhabitant of the kitchen who is capable of controlling a chaotic situation with her assertiveness. This suggests that women in this chapter seem to be associated with the domestic sphere but are also depicted as strong and capable.\n",
      "Final Answer: In Chapter 1 of Wuthering Heights, women are depicted as strong and capable figures within the domestic sphere. An example is the woman who manages to calm a chaotic situation in the kitchen using her assertiveness, both with her words and actions.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Memory content after response: {'chat_history': \"Human: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In chapter 1 of Wuthering Heights, the role of women appears to be primarily domestic, as evidenced by the singular female character introduced in this chapter. This character is depicted as managing the household duties and maintaining order, as indicated by her use of a frying pan to subdue a chaotic situation.\\nHuman: in Wuthering Heights, Chapter 1, please explain the importance of symbolism\\nAI: In Chapter 1 of Wuthering Heights, symbolism is used to represent the characters' emotional states and their relationships. The stormy weather at Wuthering Heights symbolizes the tumultuous emotional atmosphere within the house. The lack of clear division between the kitchen and the family sitting-room symbolizes the lack of boundaries in relationships within the house. The chaos in the kitchen represents the chaotic relationships among the characters. Mr. Heathcliff's contrast to his surroundings symbolizes his alienation and the contrast between his inner self and the way he presents himself to the world. The isolated location symbolizes the characters' loneliness and isolation.\\nHuman: in Wuthering Heights, Chapter 1, please the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are represented by a character who is in charge of the kitchen and is able to restore order to a chaotic situation, suggesting that women might be viewed as the keepers of the domestic sphere.\\nHuman: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are depicted as strong and capable figures within the domestic sphere. An example is the woman who manages to calm a chaotic situation in the kitchen using her assertiveness, both with her words and actions.\"}\n",
      "Text input received in Gradio: in wuthering height, chapter one what is the role of women?\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to find information about the role of women in chapter one of Wuthering Heights.\n",
      "Action: retrieve_docs\n",
      "Action Input: Role of women in Wuthering Heights chapter one\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}, {'Text': \"From 'Wuthering Heights': “You’d better let the dog alone,” growled Mr. Heathcliff in unison, checking fiercer demonstrations with a punch of his foot. “She’s not accustomed to be spoiled—not kept for a pet.” Then, striding to a side door, he shouted again, “Joseph!”\", 'Chapter_ID': '1', 'Paragraph_ID': '17'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mFrom the retrieved documents, one woman is mentioned in chapter one of Wuthering Heights. She is described as a \"lusty dame\" who managed to calm a chaotic situation in the kitchen with her strong presence and use of her tongue. She seems to take on a role of authority and control within the household.\n",
      "Final Answer: In chapter one of Wuthering Heights, the role of women is represented by a strong, assertive female character who is able to command respect and restore order in a chaotic situation.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Memory content after response: {'chat_history': \"Human: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In chapter 1 of Wuthering Heights, the role of women appears to be primarily domestic, as evidenced by the singular female character introduced in this chapter. This character is depicted as managing the household duties and maintaining order, as indicated by her use of a frying pan to subdue a chaotic situation.\\nHuman: in Wuthering Heights, Chapter 1, please explain the importance of symbolism\\nAI: In Chapter 1 of Wuthering Heights, symbolism is used to represent the characters' emotional states and their relationships. The stormy weather at Wuthering Heights symbolizes the tumultuous emotional atmosphere within the house. The lack of clear division between the kitchen and the family sitting-room symbolizes the lack of boundaries in relationships within the house. The chaos in the kitchen represents the chaotic relationships among the characters. Mr. Heathcliff's contrast to his surroundings symbolizes his alienation and the contrast between his inner self and the way he presents himself to the world. The isolated location symbolizes the characters' loneliness and isolation.\\nHuman: in Wuthering Heights, Chapter 1, please the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are represented by a character who is in charge of the kitchen and is able to restore order to a chaotic situation, suggesting that women might be viewed as the keepers of the domestic sphere.\\nHuman: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are depicted as strong and capable figures within the domestic sphere. An example is the woman who manages to calm a chaotic situation in the kitchen using her assertiveness, both with her words and actions.\\nHuman: in wuthering height, chapter one what is the role of women?\\nAI: In chapter one of Wuthering Heights, the role of women is represented by a strong, assertive female character who is able to command respect and restore order in a chaotic situation.\"}\n",
      "Text input received in Gradio: in wuthering height, chapter 1 please summarise\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mTo answer this question, I need to find a summary of chapter 1 of Wuthering Heights.\n",
      "Action: retrieve_docs\n",
      "Action Input: Wuthering Heights Chapter 1 summary\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}, {'Text': \"From 'Wuthering Heights': The apartment and furniture would have been nothing extraordinary as belonging to a homely, northern farmer, with a stubborn countenance, and stalwart limbs set out to advantage in knee-breeches and gaiters. Such an individual seated in his arm-chair, his mug of ale frothing on the round table before him, is to be seen in any circuit of five or six miles among these hills, if you go at the right time after dinner. But Mr. Heathcliff forms a singular contrast to his abode and style of living. He is a dark-skinned gipsy in aspect, in dress and manners a gentleman: that is, as much a gentleman as many a country squire:\", 'Chapter_ID': '1', 'Paragraph_ID': '13'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mThe summary of Chapter 1 of Wuthering Heights includes the introduction of Mr. Heathcliff's dwelling, Wuthering Heights, which is described as a strong and sturdy house exposed to chaotic weather. The protagonist has just returned from a visit to Mr. Heathcliff, his solitary neighbour, who he describes as a suitable companion for a life of desolation. The house's interior, like a typical farmer's house, contrasts with Mr. Heathcliff, who is described as a dark-skinned gipsy but a gentleman in dress and manners. There is also a scene where a woman with a frying pan manages to quell a tempest within the house.\n",
      "Final Answer: Chapter 1 of Wuthering Heights introduces the reader to the novel's setting, Wuthering Heights, a sturdy house in a desolate location, known for its tumultuous weather. The protagonist visits his solitary neighbour, Mr. Heathcliff, who is described as a dark-skinned gipsy in appearance, but a gentleman in manners. The chapter also includes a scene where a tempest in the house is quelled by a woman wielding a frying pan.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Memory content after response: {'chat_history': \"Human: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In chapter 1 of Wuthering Heights, the role of women appears to be primarily domestic, as evidenced by the singular female character introduced in this chapter. This character is depicted as managing the household duties and maintaining order, as indicated by her use of a frying pan to subdue a chaotic situation.\\nHuman: in Wuthering Heights, Chapter 1, please explain the importance of symbolism\\nAI: In Chapter 1 of Wuthering Heights, symbolism is used to represent the characters' emotional states and their relationships. The stormy weather at Wuthering Heights symbolizes the tumultuous emotional atmosphere within the house. The lack of clear division between the kitchen and the family sitting-room symbolizes the lack of boundaries in relationships within the house. The chaos in the kitchen represents the chaotic relationships among the characters. Mr. Heathcliff's contrast to his surroundings symbolizes his alienation and the contrast between his inner self and the way he presents himself to the world. The isolated location symbolizes the characters' loneliness and isolation.\\nHuman: in Wuthering Heights, Chapter 1, please the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are represented by a character who is in charge of the kitchen and is able to restore order to a chaotic situation, suggesting that women might be viewed as the keepers of the domestic sphere.\\nHuman: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are depicted as strong and capable figures within the domestic sphere. An example is the woman who manages to calm a chaotic situation in the kitchen using her assertiveness, both with her words and actions.\\nHuman: in wuthering height, chapter one what is the role of women?\\nAI: In chapter one of Wuthering Heights, the role of women is represented by a strong, assertive female character who is able to command respect and restore order in a chaotic situation.\\nHuman: in wuthering height, chapter 1 please summarise\\nAI: Chapter 1 of Wuthering Heights introduces the reader to the novel's setting, Wuthering Heights, a sturdy house in a desolate location, known for its tumultuous weather. The protagonist visits his solitary neighbour, Mr. Heathcliff, who is described as a dark-skinned gipsy in appearance, but a gentleman in manners. The chapter also includes a scene where a tempest in the house is quelled by a woman wielding a frying pan.\"}\n",
      "Text input received in Gradio: in wuthering heights, chapter 1, what is the role of women?\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to find the relevant text from Wuthering Heights, Chapter 1 to understand the role of women in that specific context.\n",
      "Action: retrieve_docs\n",
      "Action Input: {\"book\": \"Wuthering Heights\", \"chapter\": 1}\u001b[0mAvailable metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "Available metadata keys for this match: dict_keys(['Chapter_ID', 'Character_Development_and_Relationships', 'Comparative_Literature_and_Historical_Reception', 'Historical_Cultural_Context', 'Intertextual_References_and_Allusions', 'Language_and_Diction_Analysis', 'Literary_Devices', 'Literary_Theories_Applied', 'Mood', 'Narrative_Structure_and_Pacing', 'Narrative_Techniques', 'Paragraph_ID', 'Philosophical_and_Ethical_Dimensions', 'Psychological_Analysis', 'Social_and_Economic_Context', 'Symbolic_Geography', 'Symbolism', 'Text', 'Thematic_Connections_Across_Chapters', 'Themes', 'Tone'])\n",
      "\n",
      "Observation: \u001b[36;1m\u001b[1;3m[{'Text': \"From 'Wuthering Heights': Wuthering Heights is the name of Mr. Heathcliff’s dwelling. “Wuthering” being a significant provincial adjective, descriptive of the atmospheric tumult to which its station is exposed in stormy weather. Pure, bracing ventilation they must have up there at all times, indeed: one may guess the power of the north wind, blowing over the edge, by the excessive slant of a few stunted firs at the end of the house; and by a range of gaunt thorns all stretching their limbs one way, as if craving alms of the sun. Happily, the architect had foresight to build it strong: the narrow windows are deeply set in the wall, and the corners defended with large jutting stones.\", 'Chapter_ID': '1', 'Paragraph_ID': '10'}, {'Text': \"From 'Wuthering Heights': One step brought us into the family sitting-room, without any introductory lobby or passage: they call it here “the house” pre-eminently. It includes kitchen and parlour, generally; but I believe at Wuthering Heights the kitchen is forced to retreat altogether into another quarter: at least I distinguished a chatter of tongues, and a clatter of culinary utensils, deep within; and I observed no signs of roasting, boiling, or baking, about the huge fireplace; nor any glitter of copper saucepans and tin cullenders on the walls. One end, indeed, reflected splendidly both light and heat from ranks of immense pewter dishes, interspersed with silver jugs and tankards, towering row after row, on a vast oak dresser, to the very roof. The latter had never been under-drawn: its entire anatomy lay\", 'Chapter_ID': '1', 'Paragraph_ID': '12'}, {'Text': \"From 'Wuthering Heights': Mr. Heathcliff and his man climbed the cellar steps with vexatious phlegm: I don’t think they moved one second faster than usual, though the hearth was an absolute tempest of worrying and yelping. Happily, an inhabitant of the kitchen made more dispatch; a lusty dame, with tucked-up gown, bare arms, and fire-flushed cheeks, rushed into the midst of us flourishing a frying-pan: and used that weapon, and her tongue, to such purpose, that the storm subsided magically, and she only remained, heaving like a sea after a high wind, when her master entered on the scene.\", 'Chapter_ID': '1', 'Paragraph_ID': '19'}, {'Text': \"From 'Wuthering Heights': 1801 I have just returned from a visit to my landlord the solitary neighbour that I shall be troubled with. This is certainly a beautiful country! In all England, I do not believe that I could have fixed on a situation so completely removed from the stir of society. A perfect misanthropist’s Heaven and Mr. Heathcliff and I are such a suitable pair to divide the desolation between us. A capital fellow! He little imagined how my heart warmed towards him when I beheld his black eyes withdraw so suspiciously under their brows, as I rode up, and when his fingers sheltered themselves, with a jealous resolution, still further in his waistcoat, as I announced my name.\", 'Chapter_ID': '1', 'Paragraph_ID': '1'}, {'Text': \"From 'Wuthering Heights': “Mr. Heathcliff?” I said.\", 'Chapter_ID': '1', 'Paragraph_ID': '2'}]\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3mBased on the retrieved text, there is only one mention of a woman in Chapter 1 of Wuthering Heights. This woman seems to be a domestic worker who intervenes in a chaotic scene in the kitchen.\n",
      "Final Answer: In Chapter 1 of Wuthering Heights, the role of women is depicted through a female domestic worker who manages the kitchen and intervenes in a chaotic scene. There is no other mention of women in this chapter.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "Memory content after response: {'chat_history': \"Human: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In chapter 1 of Wuthering Heights, the role of women appears to be primarily domestic, as evidenced by the singular female character introduced in this chapter. This character is depicted as managing the household duties and maintaining order, as indicated by her use of a frying pan to subdue a chaotic situation.\\nHuman: in Wuthering Heights, Chapter 1, please explain the importance of symbolism\\nAI: In Chapter 1 of Wuthering Heights, symbolism is used to represent the characters' emotional states and their relationships. The stormy weather at Wuthering Heights symbolizes the tumultuous emotional atmosphere within the house. The lack of clear division between the kitchen and the family sitting-room symbolizes the lack of boundaries in relationships within the house. The chaos in the kitchen represents the chaotic relationships among the characters. Mr. Heathcliff's contrast to his surroundings symbolizes his alienation and the contrast between his inner self and the way he presents himself to the world. The isolated location symbolizes the characters' loneliness and isolation.\\nHuman: in Wuthering Heights, Chapter 1, please the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are represented by a character who is in charge of the kitchen and is able to restore order to a chaotic situation, suggesting that women might be viewed as the keepers of the domestic sphere.\\nHuman: in Wuthering Heights, Chapter 1, please explain the role of women\\nAI: In Chapter 1 of Wuthering Heights, women are depicted as strong and capable figures within the domestic sphere. An example is the woman who manages to calm a chaotic situation in the kitchen using her assertiveness, both with her words and actions.\\nHuman: in wuthering height, chapter one what is the role of women?\\nAI: In chapter one of Wuthering Heights, the role of women is represented by a strong, assertive female character who is able to command respect and restore order in a chaotic situation.\\nHuman: in wuthering height, chapter 1 please summarise\\nAI: Chapter 1 of Wuthering Heights introduces the reader to the novel's setting, Wuthering Heights, a sturdy house in a desolate location, known for its tumultuous weather. The protagonist visits his solitary neighbour, Mr. Heathcliff, who is described as a dark-skinned gipsy in appearance, but a gentleman in manners. The chapter also includes a scene where a tempest in the house is quelled by a woman wielding a frying pan.\\nHuman: in wuthering heights, chapter 1, what is the role of women?\\nAI: In Chapter 1 of Wuthering Heights, the role of women is depicted through a female domestic worker who manages the kitchen and intervenes in a chaotic scene. There is no other mention of women in this chapter.\"}\n"
     ]
    }
   ],
   "source": [
    "import gradio as gr\n",
    "import whisper\n",
    "import os\n",
    "from pydub import AudioSegment\n",
    "from langchain.memory import ConversationBufferMemory\n",
    "from langchain.chat_models import ChatOpenAI\n",
    "from langchain.agents import initialize_agent, Tool\n",
    "\n",
    "# Initialize memory for follow-up questions\n",
    "memory = ConversationBufferMemory(memory_key=\"chat_history\", input_key=\"input\")\n",
    "\n",
    "# Load the Whisper model for speech recognition\n",
    "asr_model = whisper.load_model(\"base\")\n",
    "\n",
    "# Function to transcribe audio input\n",
    "def transcribe_audio(audio):\n",
    "    print(\"Audio path received:\", audio)  # Debugging output\n",
    "    \n",
    "    # Check if the file exists\n",
    "    if not os.path.exists(audio):\n",
    "        print(\"Error: Audio file does not exist at the provided path.\")\n",
    "        return \"Audio file not found.\"\n",
    "    \n",
    "    # Convert audio to WAV format with 16000 Hz\n",
    "    audio_wav_path = \"voice.wav\"\n",
    "    sound = AudioSegment.from_file(audio)\n",
    "    sound = sound.set_frame_rate(16000).set_channels(1)  # Ensure 16000 Hz and mono\n",
    "    sound.export(audio_wav_path, format=\"wav\")\n",
    "    \n",
    "    # Transcribe the converted audio file\n",
    "    try:\n",
    "        transcription = asr_model.transcribe(audio_wav_path)[\"text\"]\n",
    "        print(\"Transcription result:\", transcription)  # Debugging output\n",
    "        return transcription\n",
    "    except Exception as e:\n",
    "        print(\"Error during transcription:\", e)\n",
    "        return \"Error in transcription.\"\n",
    "\n",
    "# Function to generate haunting audio output using \"mainvoice.mp3\" as a base\n",
    "def generate_haunting_audio(output_path=\"response_audio.wav\"):\n",
    "    # Load the base audio file \"mainvoice.mp3\"\n",
    "    base_audio_path = \"mainvoice.mp3\"  # Use your existing mainvoice.mp3\n",
    "    if not os.path.exists(base_audio_path):\n",
    "        print(\"Error: Base audio file mainvoice.mp3 not found.\")\n",
    "        return None\n",
    "\n",
    "    # Load the audio and apply modifications\n",
    "    sound = AudioSegment.from_file(base_audio_path, format=\"mp3\")\n",
    "    \n",
    "    # Apply pitch adjustment and speed up for haunting effect\n",
    "    haunting_sound = sound._spawn(sound.raw_data, overrides={\n",
    "        \"frame_rate\": int(sound.frame_rate * 0.8)  # Lower pitch\n",
    "    }).set_frame_rate(int(sound.frame_rate * 1.1))  # Slight speed increase\n",
    "    \n",
    "    # Increase volume\n",
    "    haunting_sound = haunting_sound + 8\n",
    "    \n",
    "    # Export the haunting sound to the specified output path\n",
    "    haunting_sound.export(output_path, format=\"wav\")\n",
    "    return output_path\n",
    "\n",
    "# Updated ask_agent function to handle both text and audio input, with explicit memory updating and debugging\n",
    "def ask_agent(question=None, audio=None, memory=None):\n",
    "    if audio:\n",
    "        question = transcribe_audio(audio)\n",
    "        if question.startswith(\"Error\"):\n",
    "            return question, None  # Return error message if transcription fails\n",
    "    \n",
    "    # Ensure there's a question to process\n",
    "    if not question:\n",
    "        return \"No question provided. Please enter a question or provide a valid audio input.\", None\n",
    "    \n",
    "    # Retrieve context chunks based on the question\n",
    "    context_chunks = retrieve_docs(question)\n",
    "    formatted_context = \"\\n\\n\".join([\n",
    "        f\"Chapter {chunk['Chapter_ID']}, Paragraph {chunk['Paragraph_ID']}: {chunk['Text']}\"\n",
    "        for chunk in context_chunks\n",
    "    ])\n",
    "\n",
    "    # Load chat history from memory and add it to the prompt\n",
    "    chat_history = memory.load_memory_variables({}).get(\"chat_history\", \"\")\n",
    "    prompt = f\"{chat_history}\\n\\nUser: {question}\\nAI:\"\n",
    "    \n",
    "    # Generate response from agent\n",
    "    response = agent({\"input\": question, \"context\": formatted_context})\n",
    "    answer = response[\"output\"]\n",
    "    follow_up_prompt = \"\\n\\nIs there anything else you'd like to ask about *Wuthering Heights*?\"\n",
    "\n",
    "    # Update memory with the new question and answer\n",
    "    if memory:\n",
    "        memory.chat_memory.add_user_message(question)\n",
    "        memory.chat_memory.add_ai_message(answer)\n",
    "    \n",
    "    # Debugging: Print the updated memory to verify\n",
    "    print(\"Memory content after response:\", memory.load_memory_variables({}))\n",
    "    \n",
    "    # Generate haunting audio response\n",
    "    audio_path = generate_haunting_audio()\n",
    "    return answer + follow_up_prompt, audio_path\n",
    "\n",
    "# Function to save conversation history to a file\n",
    "def save_conversation(memory):\n",
    "    chat_history = memory.load_memory_variables({}).get(\"chat_history\", \"\")\n",
    "    with open(\"conversation_history.txt\", \"w\") as file:\n",
    "        if isinstance(chat_history, str):\n",
    "            file.write(chat_history + \"\\n\")\n",
    "        elif isinstance(chat_history, list):\n",
    "            for turn in chat_history:\n",
    "                file.write(f\"User: {turn['input']}\\n\")\n",
    "                file.write(f\"Bot: {turn['output']}\\n\\n\")\n",
    "    return \"conversation_history.txt\"\n",
    "\n",
    "# Updated Gradio handler functions to ensure inputs are correctly passed and audio output is handled\n",
    "def handle_text_input(question):\n",
    "    print(\"Text input received in Gradio:\", question)  # Debugging output\n",
    "    return ask_agent(question=question, memory=memory)\n",
    "\n",
    "def handle_audio_input(audio):\n",
    "    print(\"Audio input received in Gradio:\", audio)  # Debugging output\n",
    "    return ask_agent(audio=audio, memory=memory)\n",
    "\n",
    "# Gradio Interface with CSS Customization\n",
    "with gr.Blocks(css=r\"\"\"\n",
    "    /* Full-page background settings */\n",
    "    .gradio-container {\n",
    "        background-image: url('https://i.postimg.cc/qM88XSTr/Scary-Gothic-Landscape.jpg');\n",
    "        background-size: cover;\n",
    "        background-attachment: fixed;\n",
    "        color: #F8F8FF;\n",
    "        text-align: center;\n",
    "        font-family: 'UnifrakturCook', 'Georgia', serif; /* Gothic font for the entire page */\n",
    "    }\n",
    "\n",
    "    /* Main heading styling */\n",
    "    .main-heading {\n",
    "        font-size: 3.5em; /* Larger font size */\n",
    "        font-family: 'UnifrakturCook', 'Georgia', serif;\n",
    "        color: #F8F8FF;\n",
    "        text-shadow: 3px 3px 5px #000000; /* Strong shadow for a spooky effect */\n",
    "        margin-top: 20px;\n",
    "    }\n",
    "\n",
    "    /* Subheading styling */\n",
    "    .subheading {\n",
    "        font-size: 3.2em; /* Larger subheading */\n",
    "        font-family: 'UnifrakturMaguntia', 'Georgia', serif;\n",
    "        color: #F8F8FF;\n",
    "        text-shadow: 2px 2px 4px #000000;\n",
    "        margin-bottom: 20px;\n",
    "        font-style: italic;\n",
    "    }\n",
    "\n",
    "    /* Prompt text */\n",
    "    .prompt-text {\n",
    "        color: #F8F8FF;\n",
    "        font-family: 'Georgia', serif;\n",
    "        font-size: 1.2em;\n",
    "        margin-top: 10px;\n",
    "        margin-bottom: 20px;\n",
    "    }\n",
    "\n",
    "    /* Input and output text boxes */\n",
    "    .gradio-input, .gradio-output {\n",
    "        background-color: rgba(50, 50, 50, 0.5); /* Semi-transparent for background visibility */\n",
    "        color: #F8F8FF; /* Black text for readability */\n",
    "        border: 2px solid #8B0000;\n",
    "        border-radius: 8px;\n",
    "        padding: 10px;\n",
    "        font-size: 1.1em;\n",
    "        font-family: 'Georgia', serif;\n",
    "    }\n",
    "\n",
    "    /* Smaller button styling */\n",
    "    .gradio-button {\n",
    "        background-color: #4B0082;\n",
    "        color: #F8F8FF;\n",
    "        border-radius: 6px;\n",
    "        border: 1px solid #8B0000;\n",
    "        padding: 6px 12px;\n",
    "        font-size: 0.9em;\n",
    "        font-weight: bold;\n",
    "    }\n",
    "\n",
    "    /* Customizing the audio input section */\n",
    "    .gradio-audio {\n",
    "        max-width: 70%; /* Restrict width for audio input */\n",
    "        margin: auto; /* Center align */\n",
    "    }\n",
    "\"\"\") as demo:\n",
    "    # Main Heading\n",
    "    gr.Markdown(\"### Wuthering Heights Book Literary Analysis\", elem_classes=\"main-heading\")\n",
    "    \n",
    "    # Subheading\n",
    "    gr.Markdown(\"### Graveyard of Echoes\", elem_classes=\"subheading\")\n",
    "    gr.Markdown(\"Engage in literary discourse that resonates beyond time. Debate interpretations, explore academic critiques, and unearth new understandings from the silent voices of those who haunt gothic literature. Links to the graveyard will guide you to archival discussions, past enquiries, and analyses left by others who sought meaning in the shadows.\", elem_classes=\"prompt-text\")\n",
    "    \n",
    "    gr.Markdown(\"Ask a question about the book, and get an answer based on public reviews.\", elem_classes=\"prompt-text\")\n",
    "    \n",
    "    # Define input and output components with custom classes\n",
    "    text_input = gr.Textbox(label=\"Enter your question about Wuthering Heights\", elem_classes=\"gradio-input\")\n",
    "    audio_input = gr.Audio(type=\"filepath\", label=\"Or record your question\")  # Set max-width in CSS for smaller input\n",
    "    text_output = gr.Textbox(label=\"Answer\", elem_classes=\"gradio-output\")\n",
    "    audio_output = gr.Audio(label=\"Haunting Voice Answer\", type=\"filepath\")\n",
    "\n",
    "    # Link input components to the updated handler functions\n",
    "    text_input.submit(handle_text_input, inputs=text_input, outputs=[text_output, audio_output])\n",
    "    audio_input.change(handle_audio_input, inputs=audio_input, outputs=[text_output, audio_output])\n",
    "\n",
    "    # Save conversation button and file download\n",
    "    save_button = gr.Button(\"Save Conversation\")\n",
    "    download_link = gr.File(label=\"Download Conversation\")\n",
    "\n",
    "    # Link save button to saving conversation\n",
    "\n",
    "\n",
    "    # Link save button to saving conversation\n",
    "    def save_conversation_callback():\n",
    "        print(\"Saving conversation...\")  # Debugging output\n",
    "        print(\"Memory content at save:\", memory.load_memory_variables({}))  # Check memory content\n",
    "        conversation_path = save_conversation(memory) \n",
    "        return conversation_path\n",
    "    \n",
    "    # Trigger conversation saving\n",
    "    save_button.click(save_conversation_callback, outputs=download_link)\n",
    "\n",
    "# Launch the Gradio app\n",
    "demo.launch()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Summary\n",
    "Loaded Excel Data: Loaded the Excel file with 22 columns.\n",
    "Converted to JSON: Saved the data as JSON for storage.\n",
    "Split Text and Metadata: Split the Text column into chunks and attached metadata.\n",
    "Embedded Data: Used OpenAI embeddings for the Text column and stored them in Pinecone.\n",
    "Implemented Retrieval: Retrieved relevant paragraphs using metadata to provide context.\n",
    "LangChain Agent Setup: Created a LangChain agent that retrieves text and metadata for answer generation.\n",
    "Tested Pipeline: Ensured that responses included references to Chapter_ID and Paragraph_ID.\n",
    "This setup provides a flexible foundation for querying and analyzing Wuthering Heights with all the required metadata."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linted Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Project 3: Multimodal AI Chatbot for Wuthering Heights Literary Analysis\n",
    "\n",
    "# 1. Data Preprocessing\n",
    "\n",
    "import pandas as pd\n",
    "import json\n",
    "import re\n",
    "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
    "\n",
    "# Load the Excel file\n",
    "df = pd.read_excel(\"Wuthering_Heights_Chapter1_Complete_Analysis_1.xlsx\")\n",
    "\n",
    "# Replace dashes and spaces in column names with underscores\n",
    "df.columns = [col.replace(\" \", \"_\").replace(\"-\", \"_\") for col in df.columns]\n",
    "\n",
    "# Display the first few rows for verification\n",
    "print(df.head())\n",
    "\n",
    "# Define a function to clean text by replacing special characters\n",
    "def clean_text(text):\n",
    "    if pd.isnull(text):\n",
    "        return \"\"\n",
    "    text = text.replace(\"‘\", \"'\").replace(\"’\", \"'\").replace(\"“\", '\"').replace(\"”\", '\"')\n",
    "    text = text.replace(\"—\", \"-\").replace(\"\\u2018\", \"'\").replace(\"\\u2019\", \"'\")\n",
    "    text = text.replace(\"\\u201c\", '\"').replace(\"\\u201d\", '\"')\n",
    "    text = text.replace(\"\\u2013\", \"-\").replace(\"\\u2014\", \"-\")\n",
    "    text = text.replace(\"\\u2026\", \"...\")\n",
    "    return re.sub(r'[^\\x00-\\x7F]+', ' ', text)\n",
    "\n",
    "# Columns to clean\n",
    "text_columns = [\n",
    "    \"Text\", \"Literary_Devices\", \"Themes\", \"Symbolism\", \n",
    "    \"Historical_Cultural_Context\", \"Mood\", \"Tone\", \"Psychological_Analysis\",\n",
    "    \"Narrative_Techniques\", \"Intertextual_References_and_Allusions\", \n",
    "    \"Social_and_Economic_Context\", \"Language_and_Diction_Analysis\", \n",
    "    \"Symbolic_Geography\", \"Literary_Theories_Applied\", \n",
    "    \"Character_Development_and_Relationships\", \"Narrative_Structure_and_Pacing\", \n",
    "    \"Thematic_Connections_Across_Chapters\", \"Philosophical_and_Ethical_Dimensions\",\n",
    "    \"Comparative_Literature_and_Historical_Reception\"\n",
    "]\n",
    "\n",
    "# Clean the text in each specified column\n",
    "for col in text_columns:\n",
    "    df[col] = df[col].apply(clean_text)\n",
    "\n",
    "# Convert the cleaned data to JSON format\n",
    "data_records = df.to_dict(orient=\"records\")\n",
    "\n",
    "# Save to JSON\n",
    "with open(\"cleaned_data.json\", \"w\") as f:\n",
    "    json.dump(data_records, f, indent=4)\n",
    "\n",
    "print(\"Data successfully converted to JSON.\")\n",
    "\n",
    "# Load and verify the JSON data\n",
    "json_file_path = \"cleaned_data.json\"\n",
    "with open(json_file_path, \"r\") as f:\n",
    "    data = json.load(f)\n",
    "\n",
    "print(f\"Embedding data loaded from: {json_file_path}\")\n",
    "print(\"Sample record from data:\")\n",
    "print(data[0])\n",
    "\n",
    "# 2. Split Text Column for Embedding and Store Metadata for Context\n",
    "\n",
    "# Initialize the text splitter\n",
    "text_splitter = RecursiveCharacterTextSplitter(\n",
    "    chunk_size=800,  # Adjust based on model’s token limit\n",
    "    chunk_overlap=100\n",
    ")\n",
    "\n",
    "# Split the text into chunks and store associated metadata\n",
    "data_with_chunks = []\n",
    "for _, row in df.iterrows():\n",
    "    chunks = text_splitter.split_text(row[\"Text\"])\n",
    "    for chunk in chunks:\n",
    "        data_with_chunks.append({\n",
    "            \"Chapter_ID\": row[\"Chapter_ID\"],\n",
    "            \"Paragraph_ID\": row[\"Paragraph_ID\"],\n",
    "            \"Text\": chunk,\n",
    "            **{col: row[col] for col in df.columns if col != \"Text\"}\n",
    "        })\n",
    "\n",
    "print(f\"Total chunks created: {len(data_with_chunks)}\")\n",
    "\n",
    "# 3. Initialize and Upload Embeddings to Pinecone\n",
    "\n",
    "import os\n",
    "from getpass import getpass\n",
    "from langchain.embeddings.openai import OpenAIEmbeddings\n",
    "\n",
    "# Setup API keys\n",
    "OPENAI_API_KEY = os.getenv(\"OPENAI_API_KEY\") or getpass(\"Enter your OpenAI API key: \")\n",
    "PINECONE_API_KEY = os.getenv(\"PINECONE_API_KEY\") or getpass(\"Enter your Pinecone API key: \")\n",
    "\n",
    "# Initialize OpenAI Embeddings\n",
    "embed = OpenAIEmbeddings(model=\"text-embedding-ada-002\", openai_api_key=OPENAI_API_KEY)\n",
    "\n",
    "# Generate embeddings for each text chunk\n",
    "chunk_embeddings = embed.embed_documents([record[\"Text\"] for record in data_with_chunks])\n",
    "print(\"Embeddings generated for each chunk.\")\n",
    "\n",
    "# Connect to Pinecone and upsert embeddings\n",
    "\n",
    "from pinecone import Pinecone, ServerlessSpec\n",
    "import time\n",
    "\n",
    "# Configure Pinecone\n",
    "spec = ServerlessSpec(cloud=\"aws\", region=\"us-east-1\")\n",
    "pc = Pinecone(api_key=PINECONE_API_KEY, environment=\"us-east-1\")\n",
    "\n",
    "index_name = \"wuthering-heights-analysis\"\n",
    "existing_indexes = [index_info[\"name\"] for index_info in pc.list_indexes()]\n",
    "\n",
    "# Create index if it does not exist\n",
    "if index_name not in existing_indexes:\n",
    "    pc.create_index(index_name, dimension=1536, metric=\"cosine\", spec=spec)\n",
    "    while not pc.describe_index(index_name).status[\"ready\"]:\n",
    "        time.sleep(1)\n",
    "\n",
    "index = pc.Index(index_name)\n",
    "\n",
    "# Upsert embeddings with metadata\n",
    "for i, record in enumerate(data_with_chunks):\n",
    "    metadata = {key: str(value) for key, value in record.items()}\n",
    "    index.upsert([(f\"chunk-{i}\", chunk_embeddings[i], metadata)])\n",
    "\n",
    "print(\"Uploaded embeddings to Pinecone.\")\n",
    "\n",
    "# 4. Retrieval Test Using a Sample Query\n",
    "\n",
    "def retrieve_docs(question):\n",
    "    question_embedding = embed.embed_query(question)\n",
    "    results = index.query(\n",
    "        vector=question_embedding,\n",
    "        top_k=5,\n",
    "        include_metadata=True\n",
    "    )\n",
    "\n",
    "    context = []\n",
    "    for match in results[\"matches\"]:\n",
    "        text_data = {\n",
    "            \"Text\": f\"From 'Wuthering Heights': {match['metadata'].get('Text')}\",\n",
    "            \"Chapter_ID\": match[\"metadata\"].get(\"Chapter_ID\"),\n",
    "            \"Paragraph_ID\": match[\"metadata\"].get(\"Paragraph_ID\"),\n",
    "        }\n",
    "        context.append(text_data)\n",
    "    \n",
    "    return context\n",
    "\n",
    "# 5. Implement Retrieval-Augmented Generation (RAG)\n",
    "\n",
    "from langchain.prompts.chat import ChatPromptTemplate, SystemMessagePromptTemplate, HumanMessagePromptTemplate\n",
    "from langchain.chat_models import ChatOpenAI\n",
    "from langchain.memory import ConversationBufferMemory\n",
    "from langchain.agents import initialize_agent, Tool\n",
    "\n",
    "memory = ConversationBufferMemory(memory_key=\"chat_history\", input_key=\"input\")\n",
    "\n",
    "# Define a prompt template\n",
    "context_columns = \", \".join([\n",
    "    \"Themes\", \"Symbolism\", \"Historical Cultural Context\", \"Mood\", \"Tone\", \n",
    "    \"Psychological Analysis\", \"Narrative Techniques\", \"Intertextual References and Allusions\", \n",
    "    \"Social and Economic Context\", \"Language and Diction Analysis\", \"Symbolic Geography\", \n",
    "    \"Literary Theories Applied\", \"Character Development and Relationships\", \n",
    "    \"Narrative Structure and Pacing\", \"Thematic Connections Across Chapters\", \n",
    "    \"Philosophical and Ethical Dimensions\", \"Comparative Literature and Historical Reception\"\n",
    "])\n",
    "\n",
    "prompt_template = ChatPromptTemplate.from_messages([\n",
    "    SystemMessagePromptTemplate.from_template(\n",
    "        \"You are a literary expert in Gothic literature specializing in 'Wuthering Heights'. \"\n",
    "        \"Provide detailed answers based on text, literary devices, and insights. \"\n",
    "        \"Include metadata like chapter and paragraph details when relevant. \"\n",
    "        \"Use these metadata fields: {context_columns}.\"\n",
    "    ),\n",
    "    HumanMessagePromptTemplate.from_template(\"{context}\\n\\nUser's Question: {question}\\nYour Answer:\")\n",
    "])\n",
    "\n",
    "# Initialize OpenAI chat model and LangChain agent\n",
    "llm = ChatOpenAI(model=\"gpt-4\", openai_api_key=OPENAI_API_KEY)\n",
    "tools = [Tool(name=\"retrieve_docs\", func=retrieve_docs, description=\"Retrieves relevant text chunks and metadata.\")]\n",
    "\n",
    "agent = initialize_agent(\n",
    "    tools=tools, \n",
    "    llm=llm, \n",
    "    agent=\"zero-shot-react-description\", \n",
    "    memory=memory, \n",
    "    verbose=True,\n",
    "    prompt=prompt_template\n",
    ")\n",
    "\n",
    "print(\"Agent initialized.\")\n",
    "\n",
    "# Sample question and test\n",
    "sample_question = \"In Chapter 1 of Wuthering Heights, analyze the role of women and include 'Mood' and 'Historical Context'.\"\n",
    "context_chunks = retrieve_docs(sample_question)\n",
    "formatted_context = \"\\n\\n\".join([f\"Chapter {chunk['Chapter_ID']}, Paragraph {chunk['Paragraph_ID']}: {chunk['Text']}\" for chunk in context_chunks])\n",
    "\n",
    "response = agent({\"input\": sample_question, \"context\": formatted_context})\n",
    "print(\"Generated Response:\", response[\"output\"])\n",
    "\n",
    "# 6. Set Up Gradio for the User Interface\n",
    "import gradio as gr\n",
    "import whisper\n",
    "from pydub import AudioSegment\n",
    "\n",
    "# Load Whisper model\n",
    "asr_model = whisper.load_model(\"base\")\n",
    "\n",
    "# Function to transcribe audio\n",
    "def transcribe_audio(audio):\n",
    "    if not os.path.exists(audio):\n",
    "        return \"Audio file not found.\"\n",
    "    sound = AudioSegment.from_file(audio)\n",
    "    sound = sound.set_frame_rate(16000).set_channels(1)\n",
    "    audio_wav_path = \"voice.wav\"\n",
    "    sound.export(audio_wav_path, format=\"wav\")\n",
    "    return asr_model.transcribe(audio_wav_path)[\"text\"]\n",
    "\n",
    "# Gradio Interface Setup\n",
    "with gr.Blocks() as demo:\n",
    "    text_input = gr.Textbox(label=\"Ask a question about Wuthering Heights.\")\n",
    "    audio_input = gr.Audio(type=\"filepath\", label=\"Or record your question\")\n",
    "    text_output = gr.Textbox(label=\"Answer\")\n",
    "    audio_output = gr.Audio(label=\"Haunting Voice Answer\", type=\"filepath\")\n",
    "\n",
    "    text_input.submit(lambda q: agent({\"input\": q, \"context\": formatted_context}), text_input, [text_output, audio_output])\n",
    "\n",
    "demo.launch()\n"
   ]
  }
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