|
| 1 | +# AI Property Rental Assistant |
| 2 | + |
| 3 | +A Python tool that scrapes UK property rental listings and uses OpenAI's GPT-4o-mini to provide personalized property recommendations based on your requirements. |
| 4 | + |
| 5 | +## What It Does |
| 6 | + |
| 7 | +- Scrapes property listings from OnTheMarket.com |
| 8 | +- Uses AI to analyze properties against your specific needs |
| 9 | +- Provides smart recommendations with reasons why properties match |
| 10 | +- Works for any UK location (currently configured for Durham) |
| 11 | + |
| 12 | +## Quick Start |
| 13 | + |
| 14 | +### Prerequisites |
| 15 | +- Python 3.7+ |
| 16 | +- OpenAI API key ([Get one here](https://platform.openai.com/api-keys)) |
| 17 | + |
| 18 | +### Installation |
| 19 | + |
| 20 | +1. **Install required packages:** |
| 21 | + ```bash |
| 22 | + pip install requests beautifulsoup4 openai python-dotenv ipython |
| 23 | + ``` |
| 24 | + |
| 25 | +2. **Set up your API key:** |
| 26 | + |
| 27 | + Create a `.env` file in the same directory as your script: |
| 28 | + ``` |
| 29 | + OPENAI_API_KEY=your_openai_api_key_here |
| 30 | + ``` |
| 31 | + |
| 32 | +3. **Run the script:** |
| 33 | + ```bash |
| 34 | + python your_script_name.py |
| 35 | + ``` |
| 36 | + |
| 37 | +## How to Use |
| 38 | + |
| 39 | +### Basic Usage |
| 40 | + |
| 41 | +The script is pre-configured to search for student housing in Durham. Just run it and you'll get AI-powered recommendations! |
| 42 | + |
| 43 | +### Customizing Your Search |
| 44 | + |
| 45 | +**Change the location:** |
| 46 | +```python |
| 47 | +website_url = "https://www.onthemarket.com/to-rent/property/manchester/" |
| 48 | +``` |
| 49 | + |
| 50 | +**Update your requirements:** |
| 51 | +```python |
| 52 | +user_needs = "I'm a young professional looking for a 1-bedroom flat in Manchester under £1,000/month" |
| 53 | +``` |
| 54 | + |
| 55 | +### Example Requirements You Can Use: |
| 56 | +- `"Student looking for shared accommodation under £600/month"` |
| 57 | +- `"Family needing 3-bedroom house with garden under £1,500/month"` |
| 58 | +- `"Professional couple wanting modern 2-bed apartment near city center"` |
| 59 | + |
| 60 | +## Configuration |
| 61 | + |
| 62 | +### Supported Cities |
| 63 | +Replace `durham` in the URL with any UK city: |
| 64 | +- `london` - London properties |
| 65 | +- `manchester` - Manchester properties |
| 66 | +- `birmingham` - Birmingham properties |
| 67 | +- `leeds` - Leeds properties |
| 68 | +- `bristol` - Bristol properties |
| 69 | + |
| 70 | +### AI Behavior |
| 71 | +The system prompt is configured for UK rentals but you can modify it in the `system_prompt` variable to: |
| 72 | +- Focus on specific property types |
| 73 | +- Emphasize certain features (parking, garden, etc.) |
| 74 | +- Target different tenant types (students, families, professionals) |
| 75 | + |
| 76 | +## Example Output |
| 77 | + |
| 78 | +``` |
| 79 | +Website Title: Properties to rent in Durham - OnTheMarket |
| 80 | +Content Length: 15847 characters |
| 81 | +
|
| 82 | +================================================== |
| 83 | +RENTAL RECOMMENDATIONS: |
| 84 | +================================================== |
| 85 | +
|
| 86 | +# Property Recommendations for Durham |
| 87 | +
|
| 88 | +Based on your requirements for a 2-bedroom student property under £2,000/month, here are my top recommendations: |
| 89 | +
|
| 90 | +## 1. **Student House on North Road** - £1,600/month |
| 91 | +- **Bedrooms:** 2 |
| 92 | +- **Perfect because:** Well within budget, popular student area |
| 93 | +- **Features:** Close to university, furnished, bills included |
| 94 | +
|
| 95 | +## 2. **Modern Apartment City Centre** - £1,400/month |
| 96 | +- **Bedrooms:** 2 |
| 97 | +- **Perfect because:** Great location, modern amenities |
| 98 | +- **Features:** Parking space, balcony, near shops |
| 99 | +``` |
| 100 | + |
| 101 | +## Requirements |
| 102 | + |
| 103 | +Create a `requirements.txt` file: |
| 104 | +``` |
| 105 | +requests>=2.28.0 |
| 106 | +beautifulsoup4>=4.11.0 |
| 107 | +openai>=1.0.0 |
| 108 | +python-dotenv>=0.19.0 |
| 109 | +ipython>=8.0.0 |
| 110 | +``` |
| 111 | + |
| 112 | +Install with: `pip install -r requirements.txt` |
| 113 | + |
| 114 | +## Important Notes |
| 115 | + |
| 116 | +### API Costs |
| 117 | +- Uses GPT-4o-mini model (very affordable - ~$0.001 per request) |
| 118 | +- Monitor usage at: https://platform.openai.com/usage |
| 119 | + |
| 120 | +### Rate Limits |
| 121 | +- Free OpenAI accounts: 3 requests per minute |
| 122 | +- The script makes 1 request per run |
| 123 | + |
| 124 | +## How It Works |
| 125 | + |
| 126 | +1. **Web Scraping:** Downloads the property listing page |
| 127 | +2. **Text Extraction:** Cleans HTML and extracts property information |
| 128 | +3. **AI Analysis:** Sends your requirements + property data to GPT-4 |
| 129 | +4. **Smart Recommendations:** AI filters and ranks properties with explanations |
| 130 | + |
| 131 | +## Troubleshooting |
| 132 | + |
| 133 | +**"No API key found"** |
| 134 | +- Make sure `.env` file exists in the same folder as your script |
| 135 | +- Check the API key has no extra spaces |
| 136 | +- Verify it starts with `sk-proj-` |
| 137 | + |
| 138 | +**"Error fetching website"** |
| 139 | +- Check your internet connection |
| 140 | +- Try a different city URL |
| 141 | +- Some websites may temporarily block requests |
| 142 | + |
| 143 | +**No good recommendations** |
| 144 | +- Try adjusting your budget or requirements |
| 145 | +- Check if the website loaded properly (look at content length) |
| 146 | +- Try a different city with more properties |
| 147 | + |
| 148 | +## Possible Improvements |
| 149 | + |
| 150 | +- Make it interactive (ask for user input) |
| 151 | +- Support multiple property websites |
| 152 | +- Add price tracking over time |
| 153 | +- Include property images in analysis |
| 154 | +- Create a simple web interface |
| 155 | + |
| 156 | +## Disclaimer |
| 157 | + |
| 158 | +This tool is for educational purposes. Always verify property information directly with landlords or estate agents. Respect website terms of service. |
| 159 | + |
| 160 | +--- |
| 161 | + |
| 162 | +**Need help?** Check that your `.env` file is set up correctly and you have an active internet connection. The script will tell you if there are any issues with your API key! |
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