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metadata
license: apache-2.0
task_categories:
  - tabular-classification
  - tabular-regression
language:
  - en
tags:
  - scikit-learn
pretty_name: auto-mpg

Auto Miles per Gallon (MPG) Dataset

Following description was taken from UCI machine learning repository. Source: This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University. The dataset was used in the 1983 American Statistical Association Exposition.

Data Set Information:

This dataset is a slightly modified version of the dataset provided in the StatLib library. In line with the use by Ross Quinlan (1993) in predicting the attribute "mpg", 8 of the original instances were removed because they had unknown values for the "mpg" attribute. The original dataset is available in the file "auto-mpg.data-original".

"The data concerns city-cycle fuel consumption in miles per gallon, to be predicted in terms of 3 multivalued discrete and 5 continuous attributes." (Quinlan, 1993)

Attribute Information:

  • mpg: continuous
  • cylinders: multi-valued discrete
  • displacement: continuous
  • horsepower: continuous
  • weight: continuous
  • acceleration: continuous
  • model year: multi-valued discrete
  • origin: multi-valued discrete
  • car name: string (unique for each instance)