India Second-Hand Bike Market Data
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About
Pricing information for used motorcycles sold within the Indian market. This asset provides historical transaction context, ideal for modelling asset depreciation and market valuation trends. The collection comprises roughly 8,000 records scraped from a primary online portal dedicated to second-hand bike sales in India.
Columns
The dataset contains eight key variables essential for price prediction:
- model_name: The full product name of the bike model, which often incorporates details such as the model year or engine specifics.
- model_year: The specific year the motorcycle was manufactured.
- kms_driven: The total distance, measured in kilometres, the motorcycle has been operated.
- owner: Indicates the ownership history (e.g., first owner, second owner).
- location: The geographic location of the seller.
- mileage: The average fuel efficiency of the bike, expressed in kilometres per litre (kmpl).
- power: The engine power, measured in Brake Horsepower (BHP). BHP reflects the rate at which engine torque is delivered to the wheels, influencing speed potential and load pulling capacity.
- price: The selling price in Indian Rupees; this is the primary target variable for predictive models.
Distribution
The information is generally structured in a flat file format, such as CSV. It consists of 8 columns and holds approximately 7,857 valid records detailing the attributes of used motorcycles. This volume is sufficient for preliminary analysis and developing machine learning prototypes.
Usage
This data is excellent for academics, analysts, and data science practitioners looking to develop robust machine learning models, specifically utilizing techniques like Linear Regression, to accurately forecast the selling price of used vehicles. It is also highly suitable for practising data cleaning and preprocessing techniques on real-world marketplace data.
Coverage
The geographic scope is focused exclusively on the used vehicle market across India. The time range for the motorcycle models listed is extensive, spanning from those built in 1950 up to 2021. Location details include various Indian cities, with areas like Delhi and Mumbai featuring prominently among the sellers.
License
CC0: Public Domain
Who Can Use It
The dataset is appropriate for users across the skill spectrum, from beginner to intermediate. Intended users include market researchers seeking to understand price dynamics, students practising regression analysis, and product managers requiring insights into regional motorcycle market trends.
Dataset Name Suggestions
- Used Indian Motorcycle Prices
- India Second-Hand Bike Market Data
- Indian Used Motorbike Valuation Data
- Indian Two-Wheeler Resale Pricing
Attributes
Original Data Source: India Second-Hand Bike Market Data
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