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Uploading main project files and vector db

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+vdb/chroma.sqlite3 filter=lfs diff=lfs merge=lfs -text

HomeMatch.py

@@ -0,0 +1,234 @@
+"""
+HomeMatch.py - Real Estate Recommendation System
+
+This application helps users find their ideal home based on their preferences.
+It uses AI to match buyer preferences with available real estate listings
+stored in a vector database, providing personalized recommendations.
+"""
+
+# Import necessary libraries
+import gradio as gr                          # For creating the web interface
+#import pandas as pd                         # (Commented out) For data manipulation
+from dotenv import load_dotenv               # For loading environment variables (like API keys)
+#from langchain_community.document_loaders import CSVLoader  # (Commented out) For loading CSV data
+from langchain_openai.chat_models import ChatOpenAI          # For accessing OpenAI's chat models
+from langchain_openai.embeddings import OpenAIEmbeddings     # For creating text embeddings with OpenAI
+from langchain_chroma.vectorstores import Chroma             # For vector database operations
+from langchain.chains import RetrievalQA                     # For creating retrieval-based QA chains
+from langchain.prompts import PromptTemplate                 # For creating structured prompts
+
+# Constants for vector database configuration:
+VDB_PATH = 'vdb'                  # Directory where the vector database is stored
+VDB_NAME = 'real_estate_listings' # Name of the collection in the vector database
+
+# Load environment variables from .env file (contains API keys):
+load_dotenv()
+
+# Initialize OpenAI Models:
+# Create embeddings model for converting text to vector representations
+embeddings = OpenAIEmbeddings()
+# Initialize the chat model with specific parameters:
+chat_llm = ChatOpenAI(temperature=0.0,      # 0.0 for deterministic, factual responses
+                      model="gpt-4.1",      # Using GPT-4.1 for high-quality responses
+                      max_tokens=2000,      # Limit response length
+                      max_retries=1)        # Number of retry attempts if API call fails
+
+# Load the Chroma vector database:
+# This database contains vector representations of real estate listings
+db = Chroma(persist_directory=VDB_PATH,           # Path to the stored database
+            embedding_function=embeddings,        # Function to create embeddings
+            collection_name=VDB_NAME)             # Name of the collection to use
+
+# Set up the vector database as a retriever:
+# MMR (Maximum Marginal Relevance) search balances relevance with diversity in results
+vdb = db.as_retriever(search_type="mmr", 
+                     search_kwargs={'k': 5,        # Return 5 documents
+                                   'fetch_k': 15,   # Consider top 15 documents
+                                   'lambda_mult': 0.5})  # Balance between relevance and diversity
+
+def prompt_to_retriever(nhood: str, prefs: str, size: str, cost: str) -> str:
+    """
+    Creates a formatted prompt for the vector database retriever.
+
+    This function takes user inputs about their preferences and formats them
+    into a structured query that will be used to search the vector database
+    for relevant real estate listings.
+
+    Args:
+        nhood (str): User's description of their ideal neighborhood
+        prefs (str): User's general preferences for a house
+        size (str): User's preferred house size
+        cost (str): User's budget constraints
+
+    Returns:
+        str: A formatted prompt string ready to be used for vector database retrieval
+    """
+    # Create a template with placeholders for user inputs
+    template = \
+    """
+    Description of the ideal neighborhood: {var0}
+    Description of buyer's preferences: {var1}
+    House size preference: {var2}
+    Budget: {var3}
+    """
+    # Create a prompt template object from the template string
+    prompt_template = PromptTemplate.from_template(template)
+
+    # Fill in the template with the user's inputs
+    res = prompt_template.format(var0=nhood,
+                                var1=prefs,
+                                var2=size,
+                                var3=cost
+                                )
+    return res
+
+def prompt_to_llm(nhood: str, prefs: str, size: str, cost: str, context) -> str:
+    """
+    Creates a formatted prompt for the language model with user preferences and retrieved listings.
+
+    This function takes user inputs and the retrieved real estate listings context,
+    and formats them into a structured prompt for the language model. The prompt
+    includes instructions for the AI on how to format its response and what information
+    to include in the recommendations.
+
+    Args:
+        nhood (str): User's description of their ideal neighborhood
+        prefs (str): User's general preferences for a house
+        size (str): User's preferred house size
+        cost (str): User's budget constraints
+        context (list): List of document objects containing retrieved real estate listings
+
+    Returns:
+        str: A formatted prompt string ready to be sent to the language model
+    """
+    # Create the base template with instructions for the AI and placeholders for user inputs
+    template = \
+    """
+    You are a helpful real estate recommendation engine that helps buyers find their ideal home based on their preferences.
+    According only to the context provided you must answer their query.
+
+    -- Buyer's preferences:
+    The user has the following preferences:
+        > Description of the ideal neighborhood: {var0}
+        > Description of buyer's preferences: {var1}
+        > House size preference: {var2}
+        > Budget: {var3}
+
+    -- Output format rules:
+    > Based on the preferences above and the provided content, recommend a house/houses that meets the buyer's needs.
+    > Provide your recommendations strictly in markdown bullet points.
+    > Always augment the description of real estate listings (context).
+    > The augmentation should personalize the listing without changing factual information.
+    > First, provide a summarisation of houses provided in the context (in bullet points). Second provide the final recommendation (recommended house).
+    > The final recommendation's descriptions in markdown bullets should be unique, appealing, and tailored to the buyer's preferences.
+
+    -- Provided Real Estate Listings Context:
+    """
+    # Append each retrieved document to the template
+    for idx, doc in enumerate(context):
+        template += \
+            f"""Document {idx}:
+            {doc.page_content}
+            ---"""
+
+    # Create a prompt template object from the template string
+    prompt_template = PromptTemplate.from_template(template)
+
+    # Fill in the template with the user's inputs
+    res = prompt_template.format(var0=nhood,
+                                var1=prefs,
+                                var2=size,
+                                var3=cost)
+    return res
+
+def process_input(neighborhood, preferences, house_size, house_cost):
+    """
+    Main processing function that handles the complete recommendation workflow.
+
+    This function orchestrates the entire recommendation process:
+    1. Creates a retrieval query from user inputs
+    2. Retrieves relevant real estate listings from the vector database
+    3. Creates a prompt for the language model with user preferences and retrieved listings
+    4. Generates personalized recommendations using the language model
+
+    Args:
+        neighborhood (str): User's description of their ideal neighborhood
+        preferences (str): User's general preferences for a house
+        house_size (str): User's preferred house size
+        house_cost (str): User's budget constraints
+
+    Returns:
+        str: Formatted recommendations from the language model
+    """
+    # Step 1 & 2: Retrieve relevant documents based on user's preferences
+    # Create a query for the vector database using the user's inputs
+    retrieval_query = prompt_to_retriever(neighborhood, preferences, house_size, house_cost)
+    # Use the query to retrieve relevant real estate listings from the vector database
+    docs = vdb.invoke(input=retrieval_query)
+
+    # Step 3: Create the final prompt for input to the language model
+    # Combine user preferences with retrieved listings in a structured prompt
+    query = prompt_to_llm(neighborhood, preferences, house_size, house_cost, docs)
+
+    # Step 4: Generate the final answer using the language model
+    # Send the prompt to the OpenAI model and get personalized recommendations
+    llm_output = chat_llm.invoke(input=query)
+
+    # Return the text content of the language model's response
+    return llm_output.content
+
+# Create Gradio web interface for user interaction
+# Gradio provides an easy way to create web interfaces for machine learning models
+with gr.Blocks() as demo:
+    # Add a title to the interface
+    gr.Markdown("# HomeMatch: Real Estate Recommendation System")
+
+    # Create a two-column layout
+    with gr.Row():
+        # Left column for user inputs
+        with gr.Column():
+            # Input field for neighborhood preferences
+            neighborhood = gr.Textbox(
+                label="Neighborhood",
+                placeholder="What is the ideal neighborhood that you would like to live in?",
+                lines=3  # Height of the text box
+            )
+            # Input field for general house preferences
+            preferences = gr.Textbox(
+                label="Preferences",
+                placeholder="What are your personal house preferences? Tell me whatever you imagine your house to be like.",
+                lines=3
+            )
+            # Input field for house size preferences
+            house_size = gr.Textbox(
+                label="House Size",
+                placeholder="What is the size of your ideal house?",
+                lines=2
+            )
+            # Input field for budget constraints
+            house_cost = gr.Textbox(
+                label="Budget",
+                placeholder="What is the house cost you can afford? Is there any limit range for your budget?",
+                lines=2
+            )
+            # Submit button to trigger the recommendation process
+            submit_btn = gr.Button("Submit")
+
+        # Right column for displaying results
+        with gr.Column():
+            # Output area for displaying recommendations in markdown format
+            output = gr.Markdown()
+
+    # Connect the submit button to the process_input function
+    # When clicked, it will pass all input values to the function and display the result in the output area
+    submit_btn.click(
+        fn=process_input,  # Function to call when button is clicked
+        inputs=[neighborhood, preferences, house_size, house_cost],  # Input fields to pass to the function
+        outputs=output  # Where to display the function's output
+    )
+
+# Main entry point of the application
+if __name__ == "__main__":
+    # Launch the Gradio web interface
+    # This will start a local web server and open the interface in a browser
+    demo.launch()

data/real_estate_listings.json

@@ -0,0 +1,402 @@
+{
+    "House1": {
+        "Neighborhood": "Riverside Heights",
+        "Price": 320000,
+        "Bedrooms": 4,
+        "House Size": 210,
+        "Description": "Spacious 4-bedroom family home with a modern kitchen, open-plan living area, and a sun-drenched patio overlooking a private garden. The master suite features a walk-in closet and en-suite bathroom. Perfect for entertaining guests or relaxing with family.",
+        "Neighborhood Description": "Riverside Heights is known for its scenic river views, tree-lined streets, and family-friendly parks. Residents enjoy weekend farmers' markets and easy access to top-rated schools and local cafes."
+    },
+    "House2": {
+        "Neighborhood": "Old Town",
+        "Price": 185000,
+        "Bedrooms": 2,
+        "House Size": 95,
+        "Description": "Charming 2-bedroom townhouse with exposed brick walls and original hardwood floors. The updated kitchen opens to a cozy living room, and the private courtyard is ideal for morning coffee.",
+        "Neighborhood Description": "Old Town boasts historic architecture, cobblestone streets, and a vibrant arts scene. Walk to boutique shops, art galleries, and trendy restaurants in this lively neighborhood."
+    },
+    "House3": {
+        "Neighborhood": "Sunnydale",
+        "Price": 270000,
+        "Bedrooms": 3,
+        "House Size": 140,
+        "Description": "Modern 3-bedroom home featuring an open-concept layout, large windows, and a sleek kitchen with stainless steel appliances. The backyard is perfect for summer barbecues.",
+        "Neighborhood Description": "Sunnydale is a peaceful suburb with excellent schools, playgrounds, and a community pool. Residents enjoy quiet streets and friendly neighbors."
+    },
+    "House4": {
+        "Neighborhood": "City Center",
+        "Price": 450000,
+        "Bedrooms": 2,
+        "House Size": 110,
+        "Description": "Luxury 2-bedroom apartment in the heart of the city. Floor-to-ceiling windows offer panoramic skyline views. Includes access to a gym, rooftop terrace, and 24-hour concierge.",
+        "Neighborhood Description": "City Center is bustling with energy, offering world-class dining, shopping, and entertainment. Everything you need is just steps away."
+    },
+    "House5": {
+        "Neighborhood": "Maple Grove",
+        "Price": 210000,
+        "Bedrooms": 3,
+        "House Size": 125,
+        "Description": "Cozy 3-bedroom bungalow with a spacious living room, updated kitchen, and a large backyard with mature maple trees. Perfect for families or first-time buyers.",
+        "Neighborhood Description": "Maple Grove is a quiet, family-oriented neighborhood with excellent schools, parks, and walking trails. Enjoy the annual Maple Festival each autumn."
+    },
+    "House6": {
+        "Neighborhood": "Harbor View",
+        "Price": 390000,
+        "Bedrooms": 4,
+        "House Size": 200,
+        "Description": "Elegant 4-bedroom home with stunning harbor views. Features include a gourmet kitchen, formal dining room, and a large deck overlooking the water.",
+        "Neighborhood Description": "Harbor View offers a relaxed coastal lifestyle with marinas, seafood restaurants, and scenic walking paths along the waterfront."
+    },
+    "House7": {
+        "Neighborhood": "Willow Park",
+        "Price": 160000,
+        "Bedrooms": 2,
+        "House Size": 90,
+        "Description": "Bright and airy 2-bedroom apartment with a balcony overlooking Willow Park. Open-plan living and dining area, modern bathroom, and secure parking.",
+        "Neighborhood Description": "Willow Park is a green oasis in the city, featuring expansive parks, playgrounds, and a popular weekend market."
+    },
+    "House8": {
+        "Neighborhood": "Lakeside Estates",
+        "Price": 500000,
+        "Bedrooms": 5,
+        "House Size": 260,
+        "Description": "Stunning 5-bedroom villa with private lake access, a heated pool, and a chef\u2019s kitchen. The master suite includes a spa-like bathroom and balcony with lake views.",
+        "Neighborhood Description": "Lakeside Estates is an exclusive gated community with private docks, tennis courts, and a clubhouse. Enjoy peaceful walks around the lake."
+    },
+    "House9": {
+        "Neighborhood": "Elm Street",
+        "Price": 130000,
+        "Bedrooms": 2,
+        "House Size": 80,
+        "Description": "Affordable 2-bedroom starter home with a renovated kitchen, cozy living room, and fenced backyard. Ideal for young couples or small families.",
+        "Neighborhood Description": "Elm Street is a friendly neighborhood with local shops, schools, and easy access to public transport."
+    },
+    "House10": {
+        "Neighborhood": "Sunset Hills",
+        "Price": 350000,
+        "Bedrooms": 4,
+        "House Size": 190,
+        "Description": "Beautiful 4-bedroom home with a spacious open-plan living area, modern kitchen, and a large terrace perfect for watching sunsets.",
+        "Neighborhood Description": "Sunset Hills is known for its rolling hills, panoramic views, and tranquil atmosphere. Residents enjoy hiking trails and community events."
+    },
+    "House11": {
+        "Neighborhood": "Cedar Ridge",
+        "Price": 220000,
+        "Bedrooms": 3,
+        "House Size": 130,
+        "Description": "Well-maintained 3-bedroom home with a large backyard, updated bathrooms, and a finished basement. Move-in ready and close to schools.",
+        "Neighborhood Description": "Cedar Ridge is a suburban neighborhood with tree-lined streets, parks, and a strong sense of community."
+    },
+    "House12": {
+        "Neighborhood": "Downtown",
+        "Price": 410000,
+        "Bedrooms": 2,
+        "House Size": 105,
+        "Description": "Sleek 2-bedroom loft with high ceilings, exposed beams, and a private balcony. Includes underground parking and access to a fitness center.",
+        "Neighborhood Description": "Downtown is the city\u2019s cultural hub, offering theaters, museums, and a vibrant nightlife."
+    },
+    "House13": {
+        "Neighborhood": "Rosewood",
+        "Price": 175000,
+        "Bedrooms": 2,
+        "House Size": 100,
+        "Description": "Charming 2-bedroom cottage with a rose garden, updated kitchen, and cozy fireplace. Perfect for those seeking a peaceful retreat.",
+        "Neighborhood Description": "Rosewood is a picturesque neighborhood with quiet streets, beautiful gardens, and a welcoming community."
+    },
+    "House14": {
+        "Neighborhood": "Parkside",
+        "Price": 260000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Modern 3-bedroom townhouse with an open-plan kitchen, private patio, and garage. Walking distance to the park and local shops.",
+        "Neighborhood Description": "Parkside is a lively area with green spaces, playgrounds, and a variety of cafes and restaurants."
+    },
+    "House15": {
+        "Neighborhood": "Hillcrest",
+        "Price": 340000,
+        "Bedrooms": 4,
+        "House Size": 180,
+        "Description": "Spacious 4-bedroom home with a large living room, formal dining area, and a backyard with a playset. Ideal for growing families.",
+        "Neighborhood Description": "Hillcrest is a sought-after neighborhood with excellent schools, sports facilities, and beautiful views."
+    },
+    "House16": {
+        "Neighborhood": "Seaside Village",
+        "Price": 295000,
+        "Bedrooms": 3,
+        "House Size": 135,
+        "Description": "Charming 3-bedroom cottage just steps from the beach. Features a sunroom, updated kitchen, and a private garden.",
+        "Neighborhood Description": "Seaside Village offers a relaxed coastal lifestyle with sandy beaches, seafood restaurants, and a friendly community."
+    },
+    "House17": {
+        "Neighborhood": "Forest Glen",
+        "Price": 230000,
+        "Bedrooms": 3,
+        "House Size": 140,
+        "Description": "Lovely 3-bedroom home surrounded by mature trees. Includes a spacious deck, modern kitchen, and a finished basement.",
+        "Neighborhood Description": "Forest Glen is a tranquil neighborhood with walking trails, parks, and abundant wildlife."
+    },
+    "House18": {
+        "Neighborhood": "Liberty Square",
+        "Price": 195000,
+        "Bedrooms": 2,
+        "House Size": 95,
+        "Description": "Bright 2-bedroom apartment with a balcony overlooking the square. Open-plan living and dining area, modern kitchen, and secure entry.",
+        "Neighborhood Description": "Liberty Square is a vibrant urban area with shops, cafes, and regular community events."
+    },
+    "House19": {
+        "Neighborhood": "Oakwood",
+        "Price": 250000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Charming 3-bedroom home with hardwood floors, a renovated kitchen, and a large backyard with oak trees.",
+        "Neighborhood Description": "Oakwood is a family-friendly neighborhood with parks, schools, and a strong sense of community."
+    },
+    "House20": {
+        "Neighborhood": "Mountain View",
+        "Price": 370000,
+        "Bedrooms": 4,
+        "House Size": 200,
+        "Description": "Spacious 4-bedroom home with panoramic mountain views, a modern kitchen, and a large terrace.",
+        "Neighborhood Description": "Mountain View offers stunning scenery, hiking trails, and a peaceful atmosphere."
+    },
+    "House21": {
+        "Neighborhood": "Brookside",
+        "Price": 210000,
+        "Bedrooms": 3,
+        "House Size": 115,
+        "Description": "Cozy 3-bedroom home with a brook running through the backyard. Features a renovated kitchen and a sunroom.",
+        "Neighborhood Description": "Brookside is a quiet neighborhood with natural beauty, walking paths, and friendly neighbors."
+    },
+    "House22": {
+        "Neighborhood": "Vineyard Hills",
+        "Price": 480000,
+        "Bedrooms": 5,
+        "House Size": 250,
+        "Description": "Elegant 5-bedroom estate surrounded by vineyards. Includes a gourmet kitchen, wine cellar, and a large patio.",
+        "Neighborhood Description": "Vineyard Hills is an upscale area known for its wineries, rolling hills, and luxurious homes."
+    },
+    "House23": {
+        "Neighborhood": "Birchwood",
+        "Price": 200000,
+        "Bedrooms": 3,
+        "House Size": 110,
+        "Description": "Charming 3-bedroom home with birchwood floors, updated kitchen, and a fenced backyard.",
+        "Neighborhood Description": "Birchwood is a peaceful neighborhood with tree-lined streets and a close-knit community."
+    },
+    "House24": {
+        "Neighborhood": "Harbor Point",
+        "Price": 360000,
+        "Bedrooms": 4,
+        "House Size": 185,
+        "Description": "Modern 4-bedroom home with harbor views, a chef\u2019s kitchen, and a large deck.",
+        "Neighborhood Description": "Harbor Point offers waterfront living, marinas, and seafood restaurants."
+    },
+    "House25": {
+        "Neighborhood": "Garden District",
+        "Price": 275000,
+        "Bedrooms": 3,
+        "House Size": 130,
+        "Description": "Beautiful 3-bedroom home with a lush garden, updated kitchen, and sunroom.",
+        "Neighborhood Description": "Garden District is known for its beautiful gardens, tree-lined streets, and historic homes."
+    },
+    "House26": {
+        "Neighborhood": "Stonebridge",
+        "Price": 225000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Well-kept 3-bedroom home with a stone fireplace, modern kitchen, and a large backyard.",
+        "Neighborhood Description": "Stonebridge is a family-friendly neighborhood with parks, schools, and community events."
+    },
+    "House27": {
+        "Neighborhood": "Lakeview",
+        "Price": 310000,
+        "Bedrooms": 4,
+        "House Size": 170,
+        "Description": "Spacious 4-bedroom home with lake views, a modern kitchen, and a large deck.",
+        "Neighborhood Description": "Lakeview offers scenic lake views, walking trails, and a peaceful atmosphere."
+    },
+    "House28": {
+        "Neighborhood": "Pinecrest",
+        "Price": 190000,
+        "Bedrooms": 2,
+        "House Size": 100,
+        "Description": "Cozy 2-bedroom home with pine floors, updated kitchen, and a private backyard.",
+        "Neighborhood Description": "Pinecrest is a quiet neighborhood with pine forests, parks, and friendly neighbors."
+    },
+    "House29": {
+        "Neighborhood": "West End",
+        "Price": 240000,
+        "Bedrooms": 3,
+        "House Size": 115,
+        "Description": "Modern 3-bedroom townhouse with an open-plan kitchen, private patio, and garage.",
+        "Neighborhood Description": "West End is a lively area with shops, restaurants, and easy access to public transport."
+    },
+    "House30": {
+        "Neighborhood": "Silver Springs",
+        "Price": 330000,
+        "Bedrooms": 4,
+        "House Size": 180,
+        "Description": "Spacious 4-bedroom home with a modern kitchen, large living room, and a backyard with a pool.",
+        "Neighborhood Description": "Silver Springs is a family-friendly neighborhood with parks, schools, and a community pool."
+    },
+    "House31": {
+        "Neighborhood": "Eastwood",
+        "Price": 210000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Charming 3-bedroom home with hardwood floors, updated kitchen, and a large backyard.",
+        "Neighborhood Description": "Eastwood is a quiet neighborhood with tree-lined streets and a close-knit community."
+    },
+    "House32": {
+        "Neighborhood": "Northgate",
+        "Price": 260000,
+        "Bedrooms": 3,
+        "House Size": 130,
+        "Description": "Modern 3-bedroom townhouse with an open-plan kitchen, private patio, and garage.",
+        "Neighborhood Description": "Northgate is a lively area with shops, restaurants, and easy access to public transport."
+    },
+    "House33": {
+        "Neighborhood": "Southside",
+        "Price": 180000,
+        "Bedrooms": 2,
+        "House Size": 95,
+        "Description": "Affordable 2-bedroom starter home with a renovated kitchen, cozy living room, and fenced backyard.",
+        "Neighborhood Description": "Southside is a friendly neighborhood with local shops, schools, and easy access to public transport."
+    },
+    "House34": {
+        "Neighborhood": "Highland Park",
+        "Price": 350000,
+        "Bedrooms": 4,
+        "House Size": 190,
+        "Description": "Beautiful 4-bedroom home with a spacious open-plan living area, modern kitchen, and a large terrace.",
+        "Neighborhood Description": "Highland Park is known for its rolling hills, panoramic views, and tranquil atmosphere."
+    },
+    "House35": {
+        "Neighborhood": "Meadowbrook",
+        "Price": 220000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Cozy 3-bedroom home with a brook running through the backyard. Features a renovated kitchen and a sunroom.",
+        "Neighborhood Description": "Meadowbrook is a quiet neighborhood with natural beauty, walking paths, and friendly neighbors."
+    },
+    "House36": {
+        "Neighborhood": "Aspen Grove",
+        "Price": 240000,
+        "Bedrooms": 3,
+        "House Size": 125,
+        "Description": "Charming 3-bedroom home with aspen wood floors, updated kitchen, and a fenced backyard.",
+        "Neighborhood Description": "Aspen Grove is a peaceful neighborhood with tree-lined streets and a close-knit community."
+    },
+    "House37": {
+        "Neighborhood": "Coral Bay",
+        "Price": 420000,
+        "Bedrooms": 4,
+        "House Size": 210,
+        "Description": "Elegant 4-bedroom home with stunning bay views. Features include a gourmet kitchen, formal dining room, and a large deck overlooking the water.",
+        "Neighborhood Description": "Coral Bay offers a relaxed coastal lifestyle with marinas, seafood restaurants, and scenic walking paths along the waterfront."
+    },
+    "House38": {
+        "Neighborhood": "Cherry Lane",
+        "Price": 200000,
+        "Bedrooms": 3,
+        "House Size": 110,
+        "Description": "Charming 3-bedroom home with cherry wood floors, updated kitchen, and a fenced backyard.",
+        "Neighborhood Description": "Cherry Lane is a peaceful neighborhood with tree-lined streets and a close-knit community."
+    },
+    "House39": {
+        "Neighborhood": "Golden Fields",
+        "Price": 280000,
+        "Bedrooms": 3,
+        "House Size": 140,
+        "Description": "Modern 3-bedroom home with an open-concept layout, large windows, and a sleek kitchen with stainless steel appliances.",
+        "Neighborhood Description": "Golden Fields is a peaceful suburb with excellent schools, playgrounds, and a community pool."
+    },
+    "House40": {
+        "Neighborhood": "Riverbend",
+        "Price": 310000,
+        "Bedrooms": 4,
+        "House Size": 170,
+        "Description": "Spacious 4-bedroom home with river views, a modern kitchen, and a large deck.",
+        "Neighborhood Description": "Riverbend offers scenic river views, walking trails, and a peaceful atmosphere."
+    },
+    "House41": {
+        "Neighborhood": "Magnolia Place",
+        "Price": 230000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Charming 3-bedroom home with magnolia trees, updated kitchen, and a large backyard.",
+        "Neighborhood Description": "Magnolia Place is a family-friendly neighborhood with parks, schools, and a strong sense of community."
+    },
+    "House42": {
+        "Neighborhood": "Cloverfield",
+        "Price": 210000,
+        "Bedrooms": 3,
+        "House Size": 115,
+        "Description": "Cozy 3-bedroom home with a clover-filled backyard, renovated kitchen, and sunroom.",
+        "Neighborhood Description": "Cloverfield is a quiet neighborhood with natural beauty, walking paths, and friendly neighbors."
+    },
+    "House43": {
+        "Neighborhood": "Blueberry Hill",
+        "Price": 250000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Charming 3-bedroom home with blueberry bushes, updated kitchen, and a large backyard.",
+        "Neighborhood Description": "Blueberry Hill is a peaceful neighborhood with tree-lined streets and a close-knit community."
+    },
+    "House44": {
+        "Neighborhood": "Redwood Estates",
+        "Price": 470000,
+        "Bedrooms": 5,
+        "House Size": 240,
+        "Description": "Elegant 5-bedroom estate surrounded by redwood trees. Includes a gourmet kitchen, wine cellar, and a large patio.",
+        "Neighborhood Description": "Redwood Estates is an upscale area known for its towering trees, rolling hills, and luxurious homes."
+    },
+    "House45": {
+        "Neighborhood": "Sunflower Meadows",
+        "Price": 260000,
+        "Bedrooms": 3,
+        "House Size": 130,
+        "Description": "Beautiful 3-bedroom home with a sunflower garden, updated kitchen, and sunroom.",
+        "Neighborhood Description": "Sunflower Meadows is known for its beautiful gardens, tree-lined streets, and historic homes."
+    },
+    "House46": {
+        "Neighborhood": "Pebble Creek",
+        "Price": 220000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Well-kept 3-bedroom home with a pebble creek running through the backyard, modern kitchen, and a large backyard.",
+        "Neighborhood Description": "Pebble Creek is a family-friendly neighborhood with parks, schools, and community events."
+    },
+    "House47": {
+        "Neighborhood": "Orchard Park",
+        "Price": 280000,
+        "Bedrooms": 3,
+        "House Size": 140,
+        "Description": "Modern 3-bedroom home with an open-concept layout, large windows, and a sleek kitchen with stainless steel appliances.",
+        "Neighborhood Description": "Orchard Park is a peaceful suburb with excellent schools, playgrounds, and a community pool."
+    },
+    "House48": {
+        "Neighborhood": "Crystal Lake",
+        "Price": 350000,
+        "Bedrooms": 4,
+        "House Size": 190,
+        "Description": "Beautiful 4-bedroom home with lake views, a modern kitchen, and a large terrace.",
+        "Neighborhood Description": "Crystal Lake offers scenic lake views, walking trails, and a peaceful atmosphere."
+    },
+    "House49": {
+        "Neighborhood": "Lavender Fields",
+        "Price": 230000,
+        "Bedrooms": 3,
+        "House Size": 120,
+        "Description": "Charming 3-bedroom home with lavender gardens, updated kitchen, and a large backyard.",
+        "Neighborhood Description": "Lavender Fields is a family-friendly neighborhood with parks, schools, and a strong sense of community."
+    },
+    "House50": {
+        "Neighborhood": "Willow Creek",
+        "Price": 210000,
+        "Bedrooms": 3,
+        "House Size": 115,
+        "Description": "Cozy 3-bedroom home with a willow tree in the backyard, renovated kitchen, and sunroom.",
+        "Neighborhood Description": "Willow Creek is a quiet neighborhood with natural beauty, walking paths, and friendly neighbors."
+    }
+}

data/real_estate_listings_formatted.csv

@@ -0,0 +1,401 @@
+text
+"Neighborhood: Riverside Heights
+Price: 320000 euro
+Bedrooms: 4
+House Size: 210 square meters
+
+Description: Spacious 4-bedroom family home with a modern kitchen, open-plan living area, and a sun-drenched patio overlooking a private garden. The master suite features a walk-in closet and en-suite bathroom. Perfect for entertaining guests or relaxing with family.
+
+Neighborhood Description: Riverside Heights is known for its scenic river views, tree-lined streets, and family-friendly parks. Residents enjoy weekend farmers' markets and easy access to top-rated schools and local cafes."
+"Neighborhood: Old Town
+Price: 185000 euro
+Bedrooms: 2
+House Size: 95 square meters
+
+Description: Charming 2-bedroom townhouse with exposed brick walls and original hardwood floors. The updated kitchen opens to a cozy living room, and the private courtyard is ideal for morning coffee.
+
+Neighborhood Description: Old Town boasts historic architecture, cobblestone streets, and a vibrant arts scene. Walk to boutique shops, art galleries, and trendy restaurants in this lively neighborhood."
+"Neighborhood: Sunnydale
+Price: 270000 euro
+Bedrooms: 3
+House Size: 140 square meters
+
+Description: Modern 3-bedroom home featuring an open-concept layout, large windows, and a sleek kitchen with stainless steel appliances. The backyard is perfect for summer barbecues.
+
+Neighborhood Description: Sunnydale is a peaceful suburb with excellent schools, playgrounds, and a community pool. Residents enjoy quiet streets and friendly neighbors."
+"Neighborhood: City Center
+Price: 450000 euro
+Bedrooms: 2
+House Size: 110 square meters
+
+Description: Luxury 2-bedroom apartment in the heart of the city. Floor-to-ceiling windows offer panoramic skyline views. Includes access to a gym, rooftop terrace, and 24-hour concierge.
+
+Neighborhood Description: City Center is bustling with energy, offering world-class dining, shopping, and entertainment. Everything you need is just steps away."
+"Neighborhood: Maple Grove
+Price: 210000 euro
+Bedrooms: 3
+House Size: 125 square meters
+
+Description: Cozy 3-bedroom bungalow with a spacious living room, updated kitchen, and a large backyard with mature maple trees. Perfect for families or first-time buyers.
+
+Neighborhood Description: Maple Grove is a quiet, family-oriented neighborhood with excellent schools, parks, and walking trails. Enjoy the annual Maple Festival each autumn."
+"Neighborhood: Harbor View
+Price: 390000 euro
+Bedrooms: 4
+House Size: 200 square meters
+
+Description: Elegant 4-bedroom home with stunning harbor views. Features include a gourmet kitchen, formal dining room, and a large deck overlooking the water.
+
+Neighborhood Description: Harbor View offers a relaxed coastal lifestyle with marinas, seafood restaurants, and scenic walking paths along the waterfront."
+"Neighborhood: Willow Park
+Price: 160000 euro
+Bedrooms: 2
+House Size: 90 square meters
+
+Description: Bright and airy 2-bedroom apartment with a balcony overlooking Willow Park. Open-plan living and dining area, modern bathroom, and secure parking.
+
+Neighborhood Description: Willow Park is a green oasis in the city, featuring expansive parks, playgrounds, and a popular weekend market."
+"Neighborhood: Lakeside Estates
+Price: 500000 euro
+Bedrooms: 5
+House Size: 260 square meters
+
+Description: Stunning 5-bedroom villa with private lake access, a heated pool, and a chef’s kitchen. The master suite includes a spa-like bathroom and balcony with lake views.
+
+Neighborhood Description: Lakeside Estates is an exclusive gated community with private docks, tennis courts, and a clubhouse. Enjoy peaceful walks around the lake."
+"Neighborhood: Elm Street
+Price: 130000 euro
+Bedrooms: 2
+House Size: 80 square meters
+
+Description: Affordable 2-bedroom starter home with a renovated kitchen, cozy living room, and fenced backyard. Ideal for young couples or small families.
+
+Neighborhood Description: Elm Street is a friendly neighborhood with local shops, schools, and easy access to public transport."
+"Neighborhood: Sunset Hills
+Price: 350000 euro
+Bedrooms: 4
+House Size: 190 square meters
+
+Description: Beautiful 4-bedroom home with a spacious open-plan living area, modern kitchen, and a large terrace perfect for watching sunsets.
+
+Neighborhood Description: Sunset Hills is known for its rolling hills, panoramic views, and tranquil atmosphere. Residents enjoy hiking trails and community events."
+"Neighborhood: Cedar Ridge
+Price: 220000 euro
+Bedrooms: 3
+House Size: 130 square meters
+
+Description: Well-maintained 3-bedroom home with a large backyard, updated bathrooms, and a finished basement. Move-in ready and close to schools.
+
+Neighborhood Description: Cedar Ridge is a suburban neighborhood with tree-lined streets, parks, and a strong sense of community."
+"Neighborhood: Downtown
+Price: 410000 euro
+Bedrooms: 2
+House Size: 105 square meters
+
+Description: Sleek 2-bedroom loft with high ceilings, exposed beams, and a private balcony. Includes underground parking and access to a fitness center.
+
+Neighborhood Description: Downtown is the city’s cultural hub, offering theaters, museums, and a vibrant nightlife."
+"Neighborhood: Rosewood
+Price: 175000 euro
+Bedrooms: 2
+House Size: 100 square meters
+
+Description: Charming 2-bedroom cottage with a rose garden, updated kitchen, and cozy fireplace. Perfect for those seeking a peaceful retreat.
+
+Neighborhood Description: Rosewood is a picturesque neighborhood with quiet streets, beautiful gardens, and a welcoming community."
+"Neighborhood: Parkside
+Price: 260000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Modern 3-bedroom townhouse with an open-plan kitchen, private patio, and garage. Walking distance to the park and local shops.
+
+Neighborhood Description: Parkside is a lively area with green spaces, playgrounds, and a variety of cafes and restaurants."
+"Neighborhood: Hillcrest
+Price: 340000 euro
+Bedrooms: 4
+House Size: 180 square meters
+
+Description: Spacious 4-bedroom home with a large living room, formal dining area, and a backyard with a playset. Ideal for growing families.
+
+Neighborhood Description: Hillcrest is a sought-after neighborhood with excellent schools, sports facilities, and beautiful views."
+"Neighborhood: Seaside Village
+Price: 295000 euro
+Bedrooms: 3
+House Size: 135 square meters
+
+Description: Charming 3-bedroom cottage just steps from the beach. Features a sunroom, updated kitchen, and a private garden.
+
+Neighborhood Description: Seaside Village offers a relaxed coastal lifestyle with sandy beaches, seafood restaurants, and a friendly community."
+"Neighborhood: Forest Glen
+Price: 230000 euro
+Bedrooms: 3
+House Size: 140 square meters
+
+Description: Lovely 3-bedroom home surrounded by mature trees. Includes a spacious deck, modern kitchen, and a finished basement.
+
+Neighborhood Description: Forest Glen is a tranquil neighborhood with walking trails, parks, and abundant wildlife."
+"Neighborhood: Liberty Square
+Price: 195000 euro
+Bedrooms: 2
+House Size: 95 square meters
+
+Description: Bright 2-bedroom apartment with a balcony overlooking the square. Open-plan living and dining area, modern kitchen, and secure entry.
+
+Neighborhood Description: Liberty Square is a vibrant urban area with shops, cafes, and regular community events."
+"Neighborhood: Oakwood
+Price: 250000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Charming 3-bedroom home with hardwood floors, a renovated kitchen, and a large backyard with oak trees.
+
+Neighborhood Description: Oakwood is a family-friendly neighborhood with parks, schools, and a strong sense of community."
+"Neighborhood: Mountain View
+Price: 370000 euro
+Bedrooms: 4
+House Size: 200 square meters
+
+Description: Spacious 4-bedroom home with panoramic mountain views, a modern kitchen, and a large terrace.
+
+Neighborhood Description: Mountain View offers stunning scenery, hiking trails, and a peaceful atmosphere."
+"Neighborhood: Brookside
+Price: 210000 euro
+Bedrooms: 3
+House Size: 115 square meters
+
+Description: Cozy 3-bedroom home with a brook running through the backyard. Features a renovated kitchen and a sunroom.
+
+Neighborhood Description: Brookside is a quiet neighborhood with natural beauty, walking paths, and friendly neighbors."
+"Neighborhood: Vineyard Hills
+Price: 480000 euro
+Bedrooms: 5
+House Size: 250 square meters
+
+Description: Elegant 5-bedroom estate surrounded by vineyards. Includes a gourmet kitchen, wine cellar, and a large patio.
+
+Neighborhood Description: Vineyard Hills is an upscale area known for its wineries, rolling hills, and luxurious homes."
+"Neighborhood: Birchwood
+Price: 200000 euro
+Bedrooms: 3
+House Size: 110 square meters
+
+Description: Charming 3-bedroom home with birchwood floors, updated kitchen, and a fenced backyard.
+
+Neighborhood Description: Birchwood is a peaceful neighborhood with tree-lined streets and a close-knit community."
+"Neighborhood: Harbor Point
+Price: 360000 euro
+Bedrooms: 4
+House Size: 185 square meters
+
+Description: Modern 4-bedroom home with harbor views, a chef’s kitchen, and a large deck.
+
+Neighborhood Description: Harbor Point offers waterfront living, marinas, and seafood restaurants."
+"Neighborhood: Garden District
+Price: 275000 euro
+Bedrooms: 3
+House Size: 130 square meters
+
+Description: Beautiful 3-bedroom home with a lush garden, updated kitchen, and sunroom.
+
+Neighborhood Description: Garden District is known for its beautiful gardens, tree-lined streets, and historic homes."
+"Neighborhood: Stonebridge
+Price: 225000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Well-kept 3-bedroom home with a stone fireplace, modern kitchen, and a large backyard.
+
+Neighborhood Description: Stonebridge is a family-friendly neighborhood with parks, schools, and community events."
+"Neighborhood: Lakeview
+Price: 310000 euro
+Bedrooms: 4
+House Size: 170 square meters
+
+Description: Spacious 4-bedroom home with lake views, a modern kitchen, and a large deck.
+
+Neighborhood Description: Lakeview offers scenic lake views, walking trails, and a peaceful atmosphere."
+"Neighborhood: Pinecrest
+Price: 190000 euro
+Bedrooms: 2
+House Size: 100 square meters
+
+Description: Cozy 2-bedroom home with pine floors, updated kitchen, and a private backyard.
+
+Neighborhood Description: Pinecrest is a quiet neighborhood with pine forests, parks, and friendly neighbors."
+"Neighborhood: West End
+Price: 240000 euro
+Bedrooms: 3
+House Size: 115 square meters
+
+Description: Modern 3-bedroom townhouse with an open-plan kitchen, private patio, and garage.
+
+Neighborhood Description: West End is a lively area with shops, restaurants, and easy access to public transport."
+"Neighborhood: Silver Springs
+Price: 330000 euro
+Bedrooms: 4
+House Size: 180 square meters
+
+Description: Spacious 4-bedroom home with a modern kitchen, large living room, and a backyard with a pool.
+
+Neighborhood Description: Silver Springs is a family-friendly neighborhood with parks, schools, and a community pool."
+"Neighborhood: Eastwood
+Price: 210000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Charming 3-bedroom home with hardwood floors, updated kitchen, and a large backyard.
+
+Neighborhood Description: Eastwood is a quiet neighborhood with tree-lined streets and a close-knit community."
+"Neighborhood: Northgate
+Price: 260000 euro
+Bedrooms: 3
+House Size: 130 square meters
+
+Description: Modern 3-bedroom townhouse with an open-plan kitchen, private patio, and garage.
+
+Neighborhood Description: Northgate is a lively area with shops, restaurants, and easy access to public transport."
+"Neighborhood: Southside
+Price: 180000 euro
+Bedrooms: 2
+House Size: 95 square meters
+
+Description: Affordable 2-bedroom starter home with a renovated kitchen, cozy living room, and fenced backyard.
+
+Neighborhood Description: Southside is a friendly neighborhood with local shops, schools, and easy access to public transport."
+"Neighborhood: Highland Park
+Price: 350000 euro
+Bedrooms: 4
+House Size: 190 square meters
+
+Description: Beautiful 4-bedroom home with a spacious open-plan living area, modern kitchen, and a large terrace.
+
+Neighborhood Description: Highland Park is known for its rolling hills, panoramic views, and tranquil atmosphere."
+"Neighborhood: Meadowbrook
+Price: 220000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Cozy 3-bedroom home with a brook running through the backyard. Features a renovated kitchen and a sunroom.
+
+Neighborhood Description: Meadowbrook is a quiet neighborhood with natural beauty, walking paths, and friendly neighbors."
+"Neighborhood: Aspen Grove
+Price: 240000 euro
+Bedrooms: 3
+House Size: 125 square meters
+
+Description: Charming 3-bedroom home with aspen wood floors, updated kitchen, and a fenced backyard.
+
+Neighborhood Description: Aspen Grove is a peaceful neighborhood with tree-lined streets and a close-knit community."
+"Neighborhood: Coral Bay
+Price: 420000 euro
+Bedrooms: 4
+House Size: 210 square meters
+
+Description: Elegant 4-bedroom home with stunning bay views. Features include a gourmet kitchen, formal dining room, and a large deck overlooking the water.
+
+Neighborhood Description: Coral Bay offers a relaxed coastal lifestyle with marinas, seafood restaurants, and scenic walking paths along the waterfront."
+"Neighborhood: Cherry Lane
+Price: 200000 euro
+Bedrooms: 3
+House Size: 110 square meters
+
+Description: Charming 3-bedroom home with cherry wood floors, updated kitchen, and a fenced backyard.
+
+Neighborhood Description: Cherry Lane is a peaceful neighborhood with tree-lined streets and a close-knit community."
+"Neighborhood: Golden Fields
+Price: 280000 euro
+Bedrooms: 3
+House Size: 140 square meters
+
+Description: Modern 3-bedroom home with an open-concept layout, large windows, and a sleek kitchen with stainless steel appliances.
+
+Neighborhood Description: Golden Fields is a peaceful suburb with excellent schools, playgrounds, and a community pool."
+"Neighborhood: Riverbend
+Price: 310000 euro
+Bedrooms: 4
+House Size: 170 square meters
+
+Description: Spacious 4-bedroom home with river views, a modern kitchen, and a large deck.
+
+Neighborhood Description: Riverbend offers scenic river views, walking trails, and a peaceful atmosphere."
+"Neighborhood: Magnolia Place
+Price: 230000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Charming 3-bedroom home with magnolia trees, updated kitchen, and a large backyard.
+
+Neighborhood Description: Magnolia Place is a family-friendly neighborhood with parks, schools, and a strong sense of community."
+"Neighborhood: Cloverfield
+Price: 210000 euro
+Bedrooms: 3
+House Size: 115 square meters
+
+Description: Cozy 3-bedroom home with a clover-filled backyard, renovated kitchen, and sunroom.
+
+Neighborhood Description: Cloverfield is a quiet neighborhood with natural beauty, walking paths, and friendly neighbors."
+"Neighborhood: Blueberry Hill
+Price: 250000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Charming 3-bedroom home with blueberry bushes, updated kitchen, and a large backyard.
+
+Neighborhood Description: Blueberry Hill is a peaceful neighborhood with tree-lined streets and a close-knit community."
+"Neighborhood: Redwood Estates
+Price: 470000 euro
+Bedrooms: 5
+House Size: 240 square meters
+
+Description: Elegant 5-bedroom estate surrounded by redwood trees. Includes a gourmet kitchen, wine cellar, and a large patio.
+
+Neighborhood Description: Redwood Estates is an upscale area known for its towering trees, rolling hills, and luxurious homes."
+"Neighborhood: Sunflower Meadows
+Price: 260000 euro
+Bedrooms: 3
+House Size: 130 square meters
+
+Description: Beautiful 3-bedroom home with a sunflower garden, updated kitchen, and sunroom.
+
+Neighborhood Description: Sunflower Meadows is known for its beautiful gardens, tree-lined streets, and historic homes."
+"Neighborhood: Pebble Creek
+Price: 220000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Well-kept 3-bedroom home with a pebble creek running through the backyard, modern kitchen, and a large backyard.
+
+Neighborhood Description: Pebble Creek is a family-friendly neighborhood with parks, schools, and community events."
+"Neighborhood: Orchard Park
+Price: 280000 euro
+Bedrooms: 3
+House Size: 140 square meters
+
+Description: Modern 3-bedroom home with an open-concept layout, large windows, and a sleek kitchen with stainless steel appliances.
+
+Neighborhood Description: Orchard Park is a peaceful suburb with excellent schools, playgrounds, and a community pool."
+"Neighborhood: Crystal Lake
+Price: 350000 euro
+Bedrooms: 4
+House Size: 190 square meters
+
+Description: Beautiful 4-bedroom home with lake views, a modern kitchen, and a large terrace.
+
+Neighborhood Description: Crystal Lake offers scenic lake views, walking trails, and a peaceful atmosphere."
+"Neighborhood: Lavender Fields
+Price: 230000 euro
+Bedrooms: 3
+House Size: 120 square meters
+
+Description: Charming 3-bedroom home with lavender gardens, updated kitchen, and a large backyard.
+
+Neighborhood Description: Lavender Fields is a family-friendly neighborhood with parks, schools, and a strong sense of community."
+"Neighborhood: Willow Creek
+Price: 210000 euro
+Bedrooms: 3
+House Size: 115 square meters
+
+Description: Cozy 3-bedroom home with a willow tree in the backyard, renovated kitchen, and sunroom.
+
+Neighborhood Description: Willow Creek is a quiet neighborhood with natural beauty, walking paths, and friendly neighbors."

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