Immoweb Data Analysis and Cleaning Project

Overview

This project involves data analysis and cleaning of real estate listings scraped from Immoweb, a popular property listing website in Belgium. The goal is to derive insights regarding property prices, surface areas, and other relevant features across different municipalities in Belgium, with a focus on both Flanders and Wallonia.

Highlights from the Analysis

• Outlier Detection: Identified and plotted outliers in property prices and surface areas.
• Municipality Price Analysis:
  • Determined the most and least expensive municipalities in Belgium, Flanders, and Wallonia based on average price, median price, and price per square meter.
• Property Distribution: Visualized the distribution of properties according to their surface area using histograms.
• Variable Importance: Evaluated and ranked the importance of various features influencing property prices.

Getting Started

1. Clone the repository:

   git clone https://github.com/yourusername/immoweb-data-analysis.git

2. Navigate to the project directory:

   cd immoweb-data-analysis

3. Install the required packages:

   pip install -r requirements.txt

4. Run the analysis scripts in the src/ directory or explore the Jupyter notebook in notebooks/.