https://github.com/humayun-raza-030/restaurant-recommendation-system
https://github.com/humayun-raza-030/restaurant-recommendation-system
Last synced: 3 months ago
JSON representation
- Host: GitHub
- URL: https://github.com/humayun-raza-030/restaurant-recommendation-system
- Owner: humayun-raza-030
- Created: 2025-01-30T12:56:48.000Z (5 months ago)
- Default Branch: main
- Last Pushed: 2025-01-30T13:03:33.000Z (5 months ago)
- Last Synced: 2025-01-30T13:33:35.070Z (5 months ago)
- Language: Jupyter Notebook
- Size: 0 Bytes
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Restaurant-Recommendation-System
## 📌 Project Overview
This project is a **Restaurant Recommendation System** that helps users find restaurants in Lahore based on their location, customer reviews, and ratings. The system scrapes restaurant data from Google Maps, analyzes user reviews for sentiment, and provides a visualization dashboard using **Tableau**.
## 🚀 Features
- **Web Scraping with Selenium:** Extracts restaurant data (Location, Rating, Reviews) from Google Maps.
- **Random Store ID Assignment:** Each restaurant is assigned a unique Store ID.
- **Location-Based Filtering:** Detects user location and finds the closest town.
- **Sentiment Analysis:** Uses **NLTK's SentimentIntensityAnalyzer** to classify reviews as Positive, Neutral, or Negative.
- **Interactive Map:** Displays restaurants on a map using **Folium**.
- **Tableau Dashboard:** Provides visual insights into restaurant performance.
## 🛠️ Technologies Used
- **Python** (Pandas, Selenium, Geopy, NLTK, Folium, Streamlit)
- **Tableau** (Dashboard for restaurant analysis)
- **Jupyter Notebook** (Data processing and analysis)
## 📂 Project Structure
```
📦 Restaurant-Recommendation-System
│── 📂 data # Dataset and scraped data
│── 📂 notebooks # Jupyter notebooks for data processing
│── 📂 streamlit_app # Streamlit-based web app
│── 📜 README.md # Project Documentation
```
## 📊 Tableau Dashboard
The **Tableau Dashboard** includes:
- **Sentiment Distribution** (Pie Chart)
- **Top Restaurants by Ratings** (Bar Chart)
- **Restaurant Locations** (Geospatial Visualization)
## 🔧 How to Run the Project
1. **Clone the repository**
```bash
git clone https://github.com/humayun-raza-030/restaurant-recommendation-system.git
cd restaurant-recommendation
```
2. **Install dependencies**
```bash
pip install -r requirements.txt
```
3. **Run the Streamlit App**
```bash
streamlit run main.py
```
## 📌 Future Improvements
- **Expand to More Cities**
- **Use Machine Learning for Better Recommendations**
- **Improve Scraping Efficiency**
## 🤝 Contributing
Feel free to submit issues and pull requests to improve the project.
## 📜 License
This project is licensed under the **MIT License**.
---
📌 **Author:** Humayun Raza\
📌 **GitHub Repo:** [https://github.com/humayun-raza-030/Restaurant-Recommendation-System](https://github.com/humayun-raza-030/Restaurant-Recommendation-System)\
📌 **Contact:** [[email protected]](mailto\:[email protected])