North American Used Car Sales Data
Retail & Consumer Behavior
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About
This dataset provides a historical collection of used car auction sales prices, meticulously scraped from various internet sources. It offers a detailed record of vehicle transactions, providing valuable insights into the secondary automotive market. The data was collected in 2015 and will not receive any further updates.
Columns
- year: The manufacturing year of the vehicle, ranging from 1982 to 2015. Over 550,000 records are valid for this column.
- make: The brand or manufacturer of the car. The most common makes are Ford and Chevrolet. This column has 96 unique values.
- model: The specific model of the car, such as Altima or F-150. There are 973 unique models recorded.
- trim: Details about the vehicle's trim level, with common examples being Base and SE. This column has 1976 unique values.
- body: The body style of the car, including popular types like Sedan and SUV. There are 87 unique body styles.
- transmission: The type of transmission, predominantly automatic (85%). There are 4 unique transmission types.
- vin: The Vehicle Identification Number, a unique identifier for each car, with approximately 550,000 unique values.
- state: The US state where the car was sold, with Florida (FL) and California (CA) being frequently represented. There are 64 unique states.
- condition: A numerical rating of the car's condition, typically ranging from 1 to 5, with a mean of 3.42.
- odometer: The recorded mileage of the car at the time of sale, varying significantly from 1 to 1,000,000, with a mean of 68,300.
- color: The exterior colour of the car, with black (20%) and white (19%) being common. There are 46 unique colours.
- interior: The interior colour of the car, commonly black (44%) or grey (32%). There are 17 unique interior colours.
- seller: The name of the seller or auction house, such as Nissan-Infiniti LT and Ford Motor Credit Company, LLC. There are over 14,300 unique sellers.
- mmr: Market Mean Retail, a calculated market value for the vehicle, ranging from 25 to 182,000, with a mean of 13,800.
- sellingprice: The final price at which the car was sold at auction, ranging from 1 to 230,000, with a mean of 13,600.
- saledate: The date and time of the car's auction sale, with over 3,700 unique sale dates recorded.
Distribution
The dataset is provided in a CSV (Comma Separated Values) format and has a file size of 89.09 MB. It contains 16 distinct columns and consists of approximately 559,000 records, offering a substantial volume of historical auction data.
Usage
This dataset is well-suited for various analytical purposes. Potential applications include:
- Analysing historical pricing trends in the used car market over time and by location.
- Developing predictive models for used car values based on various vehicle attributes like year, make, model, mileage, and condition.
- Conducting market research to identify popular car makes, models, body types, and colours in the secondary market.
- Evaluating the impact of factors like mileage, condition, and transmission type on selling prices.
- (Please note: Specific use cases for this dataset were not explicitly provided in the source materials, these are derived examples based on the dataset's content.)
Coverage
The data spans vehicle manufacturing years from 1982 to 2015, offering a broad historical perspective. The sales records cover various US states, with a strong representation from Florida (FL) and California (CA). The dataset does not explicitly mention demographic scope. It contains sales data collected up to 2015 and will not be updated further.
License
CC0: Public Domain
Who Can Use It
This dataset would be particularly valuable for:
- Data Scientists and Analysts working on machine learning models for pricing, demand forecasting, and market analysis in the automotive sector.
- Automotive Industry Professionals (e.g., dealers, manufacturers, financial services) seeking insights into auction market dynamics, competitive pricing, and vehicle depreciation.
- Researchers studying economic trends, consumer behaviour, or regional market differences in used vehicle sales.
- (Please note: Intended users and their specific use cases were not explicitly provided in the source materials, these are derived examples based on the dataset's nature.)
Dataset Name Suggestions
- Used Car Auction Sales History
- Historical Automotive Auction Prices
- North American Used Car Sales Data
- Vehicle Auction Price Records (1982-2015)
- Secondary Car Market Prices
Attributes
Original Data Source: North American Used Car Sales Data