Car Models with Engine Specifications and Carbon Dioxide Emissions

An open dataset from OpenML contains information on various car models and their factory parameters. The feature set includes model, make, vehicle type, engine size, transmission, and fuel consumption, with carbon dioxide emissions as the target variable. The dataset is published under a CC0 1.0 license.

Use Cases

• Predicting carbon dioxide emissions based on engine size and fuel consumption.
• Analyzing the relationship between vehicle type, transmission, and emissions.
• Building regression models to understand the impact of factory parameters on a car's environmental footprint.

Strengths

• Includes a target variable for carbon dioxide emissions, enabling supervised learning tasks.
• Features multiple vehicle attributes like model, make, and engine size for multi-variate analysis.

Limitations

• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.
• Last update date is unknown; freshness unverified.

Provenance

Source

OpenML

Collection Method

Likely compiled from manufacturer specifications or regulatory testing.