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Collection of upcoming Web Scraping & Automation projects.

Airbnb NYC Price / Review / Score Analysis

This project scrapes Airbnb listings, cleans the data, calculates a price-performance score and outputs a ranked list of the best stays.

Features

  • Automated data scraping (Selenium + BeautifulSoup)
  • Data cleanup & normalization (Pandas)
  • Price-per-night calculation
  • Score formula → (rating * review_count) / price_per_night
  • Final ranked & customer-ready output table

Output Example

Title Location Price/Night Rating Reviews Score
Midtown Cozy Room Manhattan, NY 3100 4.93 280 0.45

Run

bash python airbnb_scrapper.py python airbnb_scrapper_clean.py

🎥 Demo Video

Airbnb Scraper How its work???
Video: https://www.youtube.com/watch?v=P-SZv98t6fY

About

python web-scraping selenium beautifulsoup pandas data-analysis airbnb automation

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