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Insects

Insects dataset.

This dataset has different variants, which are:

  • abrupt_balanced

  • abrupt_imbalanced

  • gradual_balanced

  • gradual_imbalanced

  • incremental-abrupt_balanced

  • incremental-abrupt_imbalanced

  • incremental-reoccurring_balanced

  • incremental-reoccurring_imbalanced

  • incremental_balanced

  • incremental_imbalanced

  • out-of-control

The number of samples and the difficulty change from one variant to another. The number of classes is always the same (6), except for the last variant (24).

Parameters

  • variant

    Default → abrupt_balanced

    Indicates which variant of the dataset to load.

Attributes

  • desc

    Return the description from the docstring.

  • is_downloaded

    Indicate whether or the data has been correctly downloaded.

  • path

Methods

download
take

Iterate over the k samples.

Parameters

  • k — 'int'

  1. USP DS repository ↩

  2. Souza, V., Reis, D.M.D., Maletzke, A.G. and Batista, G.E., 2020. Challenges in Benchmarking Stream Learning Algorithms with Real-world Data. arXiv preprint arXiv:2005.00113. ↩