Aggregated metrics visualization
Breaking Changes:
#601
Since this version, the following metrics will render aggregated plots instead of raw data plots:
- ColumnDriftMetric
- DataDriftTable
- ColumnValuePlot
- TextDescriptorsDriftMetric
- ColumnSummaryMetric
- RegressionPredictedVsActualScatter
- RegressionPredictedVsActualPlot
- RegressionErrorPlot
- RegressionAbsPercentageErrorPlot
- RegressionErrorNormality
- RegressionTopErrorMetric
- ClassificationClassSeparationPlot
- ClassificationQualityByFeatureTable
- RegressionErrorBiasTable
- TargetByFeaturesTable
To return raw data plots use render option :
- On a metric level:
report = Report(
metrics=[
RegressionPredictedVsActualScatter(options={"render": {"raw_data": True}}),
])
- On a report level:
report = Report(
metrics=[
RegressionQualityMetric(),
RegressionPredictedVsActualScatter(),
],
options={"render": {"raw_data": True}}
)
Fixes:
#593