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Dataset Drift and Customised Bins

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@emeli-dral emeli-dral released this 06 Sep 15:53

Added the following options to configure data drift report:

  • 'drift_conf_level' confidence level for the individual features (default value = 0.95)
  • 'drift_features_share' - share of the drifted features to detect dataset drift (default value = 0.5)
  • 'xbins' - the custom bins to plot in the datadrift table
  • 'nbinsx' - the custom number of bins to plot in the datadrift table

If share of the features drifted at the 'drift_conf_level' confidence level is higher than the 'drift_features_share' threshold, than Dataset drift will be detected. Otherwise Dataset drift will not be detected.