### Real Estate Web Scraping & Exploratory Data Analysis
Developed an end-to-end data project focused on collecting and analyzing real estate listings in Egypt.
• Built a Web Scraping workflow using Selenium and BeautifulSoup to collect real estate listing data from a property marketplace.
• Extracted and structured information including prices, property types, number of bedrooms and bathrooms, area, ownership status, and location.
• Performed Data Cleaning and Preprocessing to handle missing values, duplicates, and inconsistent data.
• Conducted Exploratory Data Analysis (EDA) to identify patterns and relationships between property characteristics and prices.
• Created visualizations to analyze price distributions, property types, areas, and other important features.
**Technologies:** Python, Selenium, BeautifulSoup, Pandas, Matplotlib, Seaborn.