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UAE Used Car Price Prediction Data
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About
Detailed used car listings are provided for the UAE market, featuring over 10,000 records detailing vehicle features, current pricing, and specific condition notes. The data is designed specifically to support machine learning, artificial intelligence, and advanced data analysis projects. It offers deep, real-world insights into regional market trends and realistic price variations essential for accurate valuation modelling.
Columns
- Make: The primary brand of the car (e.g., Toyota, BMW). Most listings are Mercedes-Benz (15%).
- Model: The specific vehicle model name under the brand (e.g., Corolla, C-Class).
- Year: The manufacturing year of the vehicle, which is a key factor in determining value. The range spans from 2005 to 2024.
- Price: The selling price of the car, denominated in UAE dirhams (AED), reflecting current market conditions.
- Mileage: The total distance driven, measured in kilometers. Higher mileage is generally associated with lower resale value.
- Body Type: The style of the vehicle (e.g., SUV, Sedan, Convertible). SUV is the most frequent type (46%).
- Cylinders: The number of engine cylinders (e.g., 4, 6, 8). Note that a small number of records (1%) are missing this detail.
- Transmission: The type of gear system used (e.g., Automatic, Manual). Automatic transmission accounts for 96% of the listings.
- Fuel Type: The type of fuel the car uses (e.g., Gasoline, Diesel). Gasoline dominates, making up 97% of the records.
- Color: The exterior color of the vehicle. White and Black are the most common colors.
- Location: The city within the UAE where the car is available, with Dubai being the location for 80% of the listings.
- Description: A detailed textual entry describing the car's features (e.g., leather seats, Bluetooth) and current condition, including any damage reports.
Distribution
The dataset contains over 10,000 used car records. The data is provided in a tabular format, typically a CSV file (approximately 1.89 MB).
Usage
This data product is ideal for several advanced applications:
- Developing high-accuracy car price prediction models using Machine Learning techniques.
- Conducting detailed car market trends analysis specific to the UAE region.
- Training AI models for automated valuation and auction pricing.
- Estimating and forecasting car resale values based on feature sets.
Coverage
The data collection focuses exclusively on the used car market within the UAE. The vehicle manufacturing years range from 2005 to 2024. Listings are primarily drawn from key metropolitan areas, with a heavy concentration in Dubai and Sharjah.
License
CC BY-SA 4.0
Who Can Use It
- Data Scientists: For building robust regression models to predict dependent variables (price) based on multiple automotive attributes.
- Machine Learning Engineers: For developing and testing AI systems focused on automotive valuation and market benchmarking.
- Automotive Industry Analysts: For studying regional buying behaviours, popular vehicle configurations, and pricing fluctuations in the Middle East.
- Researchers: Individuals studying the economic impact of vehicle specifications (like mileage and cylinder count) on market value.
Dataset Name Suggestions
- UAE Used Car Price Prediction Data
- 10K+ UAE Vehicle Listings & Features
- Middle East Automotive Market Dynamics
Attributes
Original Data Source: UAE Used Car Price Prediction Data
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