README.md

metadata

title: Danish Villa Assistant
emoji: 🏡
colorFrom: blue
colorTo: green
sdk: streamlit
sdk_version: 1.45.1
app_file: src/app.py
pinned: false
short_description: AI-powered Danish real estate analysis
tags:
  - real-estate
  - ai
  - streamlit
  - nocodb
  - together-ai
  - property-analysis

🏡 Danish Villa Assistant

An AI-powered real estate analysis app that helps explore Danish villa properties with intelligent insights. Built with Streamlit, NocoDB, and Together AI for a digital innovation course.

Features

• Property Database: Browse Danish villa listings with detailed information
• Smart Filtering: Filter properties by price, rooms, city, and energy rating
• AI Analysis: Ask natural language questions about the property market
• Real-time Data: Connected to NocoDB for live property data
• Multiple AI Models: Choose from various Together AI models including Gemma

Tech Stack

• Frontend: Streamlit
• Database: NocoDB (no-code database)
• AI/LLM: Together AI (multiple model options)
• Deployment: Hugging Face Spaces

Setup Instructions

1. Clone and Install Dependencies

pip install -r requirements.txt

2. Configure API Keys

You need to set up three secrets in your Hugging Face Spaces:

1. TOGETHER_API_KEY - Get from Together AI
2. NOCODB_API_TOKEN - Your NocoDB API token
3. NOCODB_ENDPOINT_PATH - Your NocoDB table endpoint path (e.g., /api/v2/tables/TABLE_ID/records)

3. Run Locally

streamlit run src/app.py

Deployment on Hugging Face Spaces

1. Create a new Space on Hugging Face Spaces
2. Choose "Streamlit" as the SDK
3. Upload all files (src/app.py, requirements.txt, README.md)
4. Go to Settings → Repository secrets
5. Add your three secret keys:
   • TOGETHER_API_KEY
   • NOCODB_API_TOKEN
   • NOCODB_ENDPOINT_PATH

Usage

1. Filter Properties: Use the sidebar to filter by price, rooms, location, and energy rating
2. Browse Listings: View detailed property information in the main panel
3. Ask AI Questions: Use the AI assistant to get insights about the market
4. Test Models: Use the debug section to test different AI models

Example Questions for AI

• "What's the average price range?"
• "Tell me about energy ratings in the data"
• "Which areas have the most expensive properties?"
• "How many properties are available in each city?"
• "What's the price per square meter trend?"

Course Context

This app demonstrates key concepts in digital innovation:

• No-code Database: Using NocoDB for rapid data management
• AI Integration: Leveraging LLMs for natural language insights
• Cloud Deployment: Hosting on Hugging Face Spaces
• Modern Web Apps: Building with Streamlit for rapid prototyping

License

Built for educational purposes as part of a digital innovation course.

Support

For issues with:

• Together AI: Check Together AI docs
• NocoDB: Check NocoDB docs
• Streamlit: Check Streamlit docs
• Hugging Face Spaces: Check HF Spaces docs