Dataset Overview: Germany Cars Market (2011–2021)

This dataset contains detailed listings of 46,405 vehicles from Germany, scraped from AutoScout24, one of Europe’s largest online car marketplaces. It spans 2011 to 2021, offering a decade-long view of the German automotive resale market.

🔧 Features Each row represents a car listing and includes:

make, model: Brand and model name

fuel, gear: Fuel type and transmission (manual/automatic)

offerType: Listing type (used, new, pre-registered)

year: Registration year

mileage: Kilometers driven

hp: Horsepower

price: Sale price in euros

📈 Analytical Potential Enables trend analysis across time, fuel types, and brands

Supports price modeling, correlation studies, and market segmentation

Ideal for exploring consumer behavior, sustainability shifts, and resale dynamics

🧠 Business Relevance Reflects real-world pricing and demand patterns

Useful for dealerships, pricing strategy, and forecasting

Highlights shifts toward electric and hybrid vehicles in the German market