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OLX Pakistan Used Vehicle Prices
Retail & Consumer Behavior
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About
Used Cars Dataset details featuring selling prices and attributes of vehicles listed for sale on the OLX platform. This collection provides real-world data specifically focused on the used automobile market within Pakistan. The dataset is suitable for detailed statistical analysis, allowing users to generate in-depth reports and conduct complex market evaluations.
Brief Description
This collection captures featuring details of over 9,000 used cars available for sale, having been scraped from the OLX website. The dataset pertains primarily to vehicles used in Pakistan and contains genuine data without any placeholder or dummy entries. It includes details from 11 major car manufacturing companies, such as Suzuki, Toyota, and Honda, as well as specific company model information (e.g., Bolan, Alto, Wagon R, Swift).
Columns
The dataset contains 18 distinct attributes detailing each vehicle listing:
- Ad ID: A unique identity assigned to the listing.
- Car Name: The name of the car as supplied by the seller.
- Make: The manufacturing company (e.g., Suzuki, Honda).
- Model: Specific model details for the manufacturing company (e.g., City IVTEC, Alto).
- Year: The year the car was originally bought in new condition. The range spans from 1989 up to 2024.
- KM's driven: The total distance the car has covered to date.
- Price: The requested selling price for the vehicle.
- Fuel: The type of fuel the car uses, predominantly Petrol (98%) or CNG (2%).
- Registration city: The city where the car is officially registered (Lahore and Karachi are the most frequently recorded cities).
- Car documents: Indicates if the car documents are original or duplicated.
- Assembly: Shows if the vehicle was purchased locally in Pakistan or imported from another country.
- Transmission: Specifies whether the gearbox is automatic or manual.
- Condition: Indicates that all cars included in the dataset are in a used state.
- Seller Location: The specific geographical location of the seller.
- Description: Important information about the car highlighted by the seller.
- Car Features: A list of available facilities, such as Air Conditioning or AM/FM Radio.
- Images URL's: Links to the car images posted by the seller.
- Car Profile: A link to the original car page on OLX, which ensures the authenticity of the data.
Distribution
The data is structured as tabular data and is provided in a CSV file named
OLX_cars_dataset00.csv. The file size is 10.92 MB and contains data for 18 columns. The dataset has over 9,000 rows, with 9,179 valid entries across many key fields.Usage
The data is ideally applied to developing powerful machine learning models:
- Building Regression models, using the Price attribute as a target variable for predicting used car valuation.
- Creating Recommendation systems to suggest similar or relevant vehicles to users.
- Performing Data Analysis to generate detailed reports on market trends, popular models, and price distributions within the Pakistani used car sector.
Coverage
The geographical scope focuses on Pakistan, drawing on real listing data from various cities, with high concentrations in Lahore and Karachi. The time range of the recorded vehicle years spans from 1989 to 2024. The dataset is confined exclusively to used vehicles. Data includes vehicles designated as local (purchased in Pakistan) and imported vehicles.
License
CC0: Public Domain
Who Can Use It
- Data Scientists: For training predictive models, especially linear regression, to forecast vehicle prices accurately.
- Market Researchers: For studying regional consumption patterns, manufacturer popularity, and price elasticities within the Pakistani automobile market.
- Technology Developers: For integrating features like vehicle valuation or recommendation into platforms or applications.
Dataset Name Suggestions
- OLX Pakistan Used Vehicle Prices
- Pakistani Used Car Listing Attributes
- Automobile Pricing Data 1989-2024
Attributes
Original Data Source: OLX Pakistan Used Vehicle Prices
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