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concept drift datasets edited to work with scikit-multiflow directly

concept-drift-datasets-scikit-multiflow's Introduction

concept-drift-datasets-scikit-multiflow

Concept drift datasets edited to work with Scikit-multiflow directly.

Real:

Dataset # Features # Classes # Samples
LUdata 31 2 1.901
Airlines 7 2 539.383
Chessweka 8 2 503
Covtype 54 7 581.012
Elec 6 2 45.312
Outdoor Stream 21 40 4.000
Phishing 46 2 11.055
Poker 10 10 829.201
Rialto 27 10 82.250
Spam 499 2 6.213
Weather 8 2 18.159

Artifical:

Dataset # Features # Classes # Samples
InterchangingRBF 2 15 200.000
MixedDrift 2 15 600.000
MovingRBF 10 5 200.000
Moving Squares 2 4 200.000
Rotating Hyperplane 10 2 200.000
SEA Big 3 2 100.000
Sea Stream 3 2 40.000
Transient Chessboard 2 8 200.000

Datasets are taken from:
https://sites.google.com/site/zliobaite/resources-1
https://archive.ics.uci.edu/ml/datasets.php
https://github.com/gditzler/ConceptDriftResources
https://github.com/tegjyotsingh/ConceptDriftInduction
https://github.com/vlosing/driftDatasets
http://www.liaad.up.pt/kdus/products/datasets-for-concept-drift

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