Spaces:
Build error
Build error
File size: 3,269 Bytes
54478f6 883b00b 54478f6 883b00b 54478f6 883b00b 54478f6 883b00b 54478f6 883b00b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 | ---
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
```bash
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](https://api.together.xyz/)
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
```bash
streamlit run src/app.py
```
## Deployment on Hugging Face Spaces
1. Create a new Space on [Hugging Face Spaces](https://huggingface.co/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](https://docs.together.ai/)
- **NocoDB**: Check [NocoDB docs](https://docs.nocodb.com/)
- **Streamlit**: Check [Streamlit docs](https://docs.streamlit.io/)
- **Hugging Face Spaces**: Check [HF Spaces docs](https://huggingface.co/docs/hub/spaces) |