evidently.metrics

Available metrics for Reports and Tests. All metrics is grouped into modules. For specific group see module documentation.
Subpackages
​evidently.metrics.classification_performance package​
​Submodules​
​base_classification_metric module​
​ThresholdClassificationMetric​
​ThresholdClassificationMetric.get_target_prediction_data()​
​ThresholdClassificationMetric.k​
​ThresholdClassificationMetric.probas_threshold​
​class_balance_metric module​
​ClassificationClassBalance​
​ClassificationClassBalance.calculate()​
​ClassificationClassBalanceRenderer​
​ClassificationClassBalanceRenderer.color_options​
​ClassificationClassBalanceRenderer.render_html()​
​ClassificationClassBalanceRenderer.render_json()​
​ClassificationClassBalanceResult​
​ClassificationClassBalanceResult.plot_data​
​class_separation_metric module​
​ClassificationClassSeparationPlot​
​ClassificationClassSeparationPlot.calculate()​
​ClassificationClassSeparationPlotRenderer​
​ClassificationClassSeparationPlotRenderer.color_options​
​ClassificationClassSeparationPlotRenderer.render_html()​
​ClassificationClassSeparationPlotRenderer.render_json()​
​ClassificationClassSeparationPlotResults​
​ClassificationClassSeparationPlotResults.current_plot​
​ClassificationClassSeparationPlotResults.reference_plot​
​ClassificationClassSeparationPlotResults.target_name​
​classification_dummy_metric module​
​ClassificationDummyMetric​
​ClassificationDummyMetric.calculate()​
​ClassificationDummyMetric.correction_for_threshold()​
​ClassificationDummyMetric.quality_metric​
​ClassificationDummyMetricRenderer​
​ClassificationDummyMetricRenderer.color_options​
​ClassificationDummyMetricRenderer.render_html()​
​ClassificationDummyMetricRenderer.render_json()​
​ClassificationDummyMetricResults​
​ClassificationDummyMetricResults.by_reference_dummy​
​ClassificationDummyMetricResults.dummy​
​ClassificationDummyMetricResults.metrics_matrix​
​ClassificationDummyMetricResults.model_quality​
​classification_quality_metric module​
​ClassificationQualityMetric​
​ClassificationQualityMetric.calculate()​
​ClassificationQualityMetric.confusion_matrix_metric​
​ClassificationQualityMetricRenderer​
​ClassificationQualityMetricRenderer.color_options​
​ClassificationQualityMetricRenderer.render_html()​
​ClassificationQualityMetricRenderer.render_json()​
​ClassificationQualityMetricResult​
​ClassificationQualityMetricResult.current​
​ClassificationQualityMetricResult.reference​
​ClassificationQualityMetricResult.target_name​
​confusion_matrix_metric module​
​ClassificationConfusionMatrix​
​ClassificationConfusionMatrix.calculate()​
​ClassificationConfusionMatrix.k​
​ClassificationConfusionMatrix.probas_threshold​
​ClassificationConfusionMatrixRenderer​
​ClassificationConfusionMatrixRenderer.color_options​
​ClassificationConfusionMatrixRenderer.render_html()​
​ClassificationConfusionMatrixRenderer.render_json()​
​ClassificationConfusionMatrixResult​
​ClassificationConfusionMatrixResult.current_matrix​
​ClassificationConfusionMatrixResult.reference_matrix​
​pr_curve_metric module​
​ClassificationPRCurve​
​ClassificationPRCurve.calculate()​
​ClassificationPRCurve.calculate_metrics()​
​ClassificationPRCurveRenderer​
​ClassificationPRCurveRenderer.color_options​
​ClassificationPRCurveRenderer.render_html()​
​ClassificationPRCurveRenderer.render_json()​
​ClassificationPRCurveResults​
​ClassificationPRCurveResults.current_pr_curve​
​ClassificationPRCurveResults.reference_pr_curve​
​pr_table_metric module​
​ClassificationPRTable​
​ClassificationPRTable.calculate()​
​ClassificationPRTable.calculate_metrics()​
​ClassificationPRTableRenderer​
​ClassificationPRTableRenderer.color_options​
​ClassificationPRTableRenderer.render_html()​
​ClassificationPRTableRenderer.render_json()​
​ClassificationPRTableResults​
​ClassificationPRTableResults.current_pr_table​
​ClassificationPRTableResults.reference_pr_table​
​probability_distribution_metric module​
​ClassificationProbDistribution​
​ClassificationProbDistribution.calculate()​
​ClassificationProbDistribution.get_distribution()​
​ClassificationProbDistributionRenderer​
​ClassificationProbDistributionRenderer.color_options​
​ClassificationProbDistributionRenderer.render_html()​
​ClassificationProbDistributionRenderer.render_json()​
​ClassificationProbDistributionResults​
​ClassificationProbDistributionResults.current_distribution​
​ClassificationProbDistributionResults.reference_distribution​
​quality_by_class_metric module​
​ClassificationQualityByClass​
​ClassificationQualityByClass.calculate()​
​ClassificationQualityByClass.k​
​ClassificationQualityByClass.probas_threshold​
​ClassificationQualityByClassRenderer​
​ClassificationQualityByClassRenderer.color_options​
​ClassificationQualityByClassRenderer.render_html()​
​ClassificationQualityByClassRenderer.render_json()​
​ClassificationQualityByClassResult​
​ClassificationQualityByClassResult.columns​
​ClassificationQualityByClassResult.current_metrics​
​ClassificationQualityByClassResult.current_roc_aucs​
​ClassificationQualityByClassResult.reference_metrics​
​ClassificationQualityByClassResult.reference_roc_aucs​
​quality_by_feature_table module​
​ClassificationQualityByFeatureTable​
​ClassificationQualityByFeatureTable.calculate()​
​ClassificationQualityByFeatureTable.columns​
​ClassificationQualityByFeatureTableRenderer​
​ClassificationQualityByFeatureTableRenderer.color_options​
​ClassificationQualityByFeatureTableRenderer.render_html()​
​ClassificationQualityByFeatureTableRenderer.render_json()​
​ClassificationQualityByFeatureTableResults​
​ClassificationQualityByFeatureTableResults.columns​
​ClassificationQualityByFeatureTableResults.curr_predictions​
​ClassificationQualityByFeatureTableResults.current_plot_data​
​ClassificationQualityByFeatureTableResults.ref_predictions​
​ClassificationQualityByFeatureTableResults.reference_plot_data​
​ClassificationQualityByFeatureTableResults.target_name​
​roc_curve_metric module​
​ClassificationRocCurve​
​ClassificationRocCurve.calculate()​
​ClassificationRocCurve.calculate_metrics()​
​ClassificationRocCurveRenderer​
​ClassificationRocCurveRenderer.color_options​
​ClassificationRocCurveRenderer.render_html()​
​ClassificationRocCurveRenderer.render_json()​
​ClassificationRocCurveResults​
​ClassificationRocCurveResults.current_roc_curve​
​ClassificationRocCurveResults.reference_roc_curve​
​evidently.metrics.data_drift package​
​Submodules​
​column_drift_metric module​
​ColumnDriftMetric​
​ColumnDriftMetric.calculate()​
​ColumnDriftMetric.column_name​
​ColumnDriftMetric.get_parameters()​
​ColumnDriftMetric.stattest​
​ColumnDriftMetric.stattest_threshold​
​ColumnDriftMetricRenderer​
​ColumnDriftMetricRenderer.color_options​
​ColumnDriftMetricRenderer.render_html()​
​ColumnDriftMetricRenderer.render_json()​
​ColumnDriftMetricResults​
​ColumnDriftMetricResults.column_name​
​ColumnDriftMetricResults.column_type​
​ColumnDriftMetricResults.current_distribution​
​ColumnDriftMetricResults.current_scatter​
​ColumnDriftMetricResults.drift_detected​
​ColumnDriftMetricResults.drift_score​
​ColumnDriftMetricResults.plot_shape​
​ColumnDriftMetricResults.reference_distribution​
​ColumnDriftMetricResults.stattest_name​
​ColumnDriftMetricResults.stattest_threshold​
​ColumnDriftMetricResults.x_name​
​column_value_plot module​
​ColumnValuePlot​
​ColumnValuePlot.calculate()​
​ColumnValuePlot.column_name​
​ColumnValuePlotRenderer​
​ColumnValuePlotRenderer.color_options​
​ColumnValuePlotRenderer.render_html()​
​ColumnValuePlotRenderer.render_json()​
​ColumnValuePlotResults​
​ColumnValuePlotResults.column_name​
​ColumnValuePlotResults.current_scatter​
​ColumnValuePlotResults.datetime_column_name​
​ColumnValuePlotResults.reference_scatter​
​data_drift_table module​
​DataDriftTable​
​DataDriftTable.calculate()​
​DataDriftTable.columns​
​DataDriftTable.get_parameters()​
​DataDriftTable.options​
​DataDriftTableRenderer​
​DataDriftTableRenderer.color_options​
​DataDriftTableRenderer.render_html()​
​DataDriftTableRenderer.render_json()​
​DataDriftTableResults​
​DataDriftTableResults.dataset_columns​
​DataDriftTableResults.dataset_drift​
​DataDriftTableResults.drift_by_columns​
​DataDriftTableResults.number_of_columns​
​DataDriftTableResults.number_of_drifted_columns​
​DataDriftTableResults.share_of_drifted_columns​
​dataset_drift_metric module​
​DataDriftMetricsRenderer​
​DataDriftMetricsRenderer.color_options​
​DataDriftMetricsRenderer.render_html()​
​DataDriftMetricsRenderer.render_json()​
​DatasetDriftMetric​
​DatasetDriftMetric.calculate()​
​DatasetDriftMetric.columns​
​DatasetDriftMetric.drift_share​
​DatasetDriftMetric.get_parameters()​
​DatasetDriftMetric.options​
​DatasetDriftMetricResults​
​DatasetDriftMetricResults.dataset_drift​
​DatasetDriftMetricResults.drift_share​
​DatasetDriftMetricResults.number_of_columns​
​DatasetDriftMetricResults.number_of_drifted_columns​
​DatasetDriftMetricResults.share_of_drifted_columns​
​target_by_features_table module​
​TargetByFeaturesTable​
​TargetByFeaturesTable.calculate()​
​TargetByFeaturesTable.columns​
​TargetByFeaturesTableRenderer​
​TargetByFeaturesTableRenderer.color_options​
​TargetByFeaturesTableRenderer.render_html()​
​TargetByFeaturesTableRenderer.render_json()​
​TargetByFeaturesTableResults​
​TargetByFeaturesTableResults.columns​
​TargetByFeaturesTableResults.curr_predictions​
​TargetByFeaturesTableResults.current_plot_data​
​TargetByFeaturesTableResults.ref_predictions​
​TargetByFeaturesTableResults.reference_plot_data​
​TargetByFeaturesTableResults.target_name​
​TargetByFeaturesTableResults.task​
​evidently.metrics.data_integrity package​
​Submodules​
​column_missing_values_metric module​
​ColumnMissingValues​
​ColumnMissingValues.different_missing_values​
​ColumnMissingValues.number_of_different_missing_values​
​ColumnMissingValues.number_of_missing_values​
​ColumnMissingValues.number_of_rows​
​ColumnMissingValues.share_of_missing_values​
​ColumnMissingValuesMetric​
​ColumnMissingValuesMetric.DEFAULT_MISSING_VALUES​
​ColumnMissingValuesMetric.calculate()​
​ColumnMissingValuesMetric.column_name​
​ColumnMissingValuesMetric.missing_values​
​ColumnMissingValuesMetricRenderer​
​ColumnMissingValuesMetricRenderer.color_options​
​ColumnMissingValuesMetricRenderer.render_html()​
​ColumnMissingValuesMetricRenderer.render_json()​
​ColumnMissingValuesMetricResult​
​ColumnMissingValuesMetricResult.column_name​
​ColumnMissingValuesMetricResult.current​
​ColumnMissingValuesMetricResult.reference​
​column_regexp_metric module​
​ColumnRegExpMetric​
​ColumnRegExpMetric.calculate()​
​ColumnRegExpMetric.column_name​
​ColumnRegExpMetric.reg_exp​
​ColumnRegExpMetric.top​
​ColumnRegExpMetricRenderer​
​ColumnRegExpMetricRenderer.color_options​
​ColumnRegExpMetricRenderer.render_html()​
​ColumnRegExpMetricRenderer.render_json()​
​DataIntegrityValueByRegexpMetricResult​
​DataIntegrityValueByRegexpMetricResult.column_name​
​DataIntegrityValueByRegexpMetricResult.current​
​DataIntegrityValueByRegexpMetricResult.reference​
​DataIntegrityValueByRegexpMetricResult.reg_exp​
​DataIntegrityValueByRegexpMetricResult.top​
​DataIntegrityValueByRegexpStat​
​DataIntegrityValueByRegexpStat.number_of_matched​
​DataIntegrityValueByRegexpStat.number_of_not_matched​
​DataIntegrityValueByRegexpStat.number_of_rows​
​DataIntegrityValueByRegexpStat.table_of_matched​
​DataIntegrityValueByRegexpStat.table_of_not_matched​
​column_summary_metric module​
​CategoricalCharacteristics​
​CategoricalCharacteristics.count​
​CategoricalCharacteristics.missing​
​CategoricalCharacteristics.missing_percentage​
​CategoricalCharacteristics.most_common​
​CategoricalCharacteristics.most_common_percentage​
​CategoricalCharacteristics.new_in_current_values_count​
​CategoricalCharacteristics.number_of_rows​
​CategoricalCharacteristics.unique​
​CategoricalCharacteristics.unique_percentage​
​CategoricalCharacteristics.unused_in_current_values_count​
​ColumnSummary​
​ColumnSummary.column_name​
​ColumnSummary.column_type​
​ColumnSummary.current_characteristics​
​ColumnSummary.plot_data​
​ColumnSummary.reference_characteristics​
​ColumnSummaryMetric​
​ColumnSummaryMetric.calculate()​
​ColumnSummaryMetric.map_data()​
​ColumnSummaryMetricRenderer​
​ColumnSummaryMetricRenderer.color_options​
​ColumnSummaryMetricRenderer.render_html()​
​ColumnSummaryMetricRenderer.render_json()​
​DataByTarget​
​DataByTarget.data_for_plots​
​DataByTarget.target_name​
​DataByTarget.target_type​
​DataInTime​
​DataInTime.data_for_plots​
​DataInTime.datetime_name​
​DataInTime.freq​
​DataQualityPlot​
​DataQualityPlot.bins_for_hist​
​DataQualityPlot.counts_of_values​
​DataQualityPlot.data_by_target​
​DataQualityPlot.data_in_time​
​DatetimeCharacteristics​
​DatetimeCharacteristics.count​
​DatetimeCharacteristics.first​
​DatetimeCharacteristics.last​
​DatetimeCharacteristics.missing​
​DatetimeCharacteristics.missing_percentage​
​DatetimeCharacteristics.most_common​
​DatetimeCharacteristics.most_common_percentage​
​DatetimeCharacteristics.number_of_rows​
​DatetimeCharacteristics.unique​
​DatetimeCharacteristics.unique_percentage​
​NumericCharacteristics​
​NumericCharacteristics.count​
​NumericCharacteristics.infinite_count​
​NumericCharacteristics.infinite_percentage​
​NumericCharacteristics.max​
​NumericCharacteristics.mean​
​NumericCharacteristics.min​
​NumericCharacteristics.missing​
​NumericCharacteristics.missing_percentage​
​NumericCharacteristics.most_common​
​NumericCharacteristics.most_common_percentage​
​NumericCharacteristics.number_of_rows​
​NumericCharacteristics.p25​
​NumericCharacteristics.p50​
​NumericCharacteristics.p75​
​NumericCharacteristics.std​
​NumericCharacteristics.unique​
​NumericCharacteristics.unique_percentage​
​dataset_missing_values_metric module​
​DatasetMissingValues​
​DatasetMissingValues.columns_with_missing_values​
​DatasetMissingValues.different_missing_values​
​DatasetMissingValues.different_missing_values_by_column​
​DatasetMissingValues.number_of_columns​
​DatasetMissingValues.number_of_columns_with_missing_values​
​DatasetMissingValues.number_of_different_missing_values​
​DatasetMissingValues.number_of_different_missing_values_by_column​
​DatasetMissingValues.number_of_missing_values​
​DatasetMissingValues.number_of_missing_values_by_column​
​DatasetMissingValues.number_of_rows​
​DatasetMissingValues.number_of_rows_with_missing_values​
​DatasetMissingValues.share_of_columns_with_missing_values​
​DatasetMissingValues.share_of_missing_values​
​DatasetMissingValues.share_of_missing_values_by_column​
​DatasetMissingValues.share_of_rows_with_missing_values​
​DatasetMissingValuesMetric​
​DatasetMissingValuesMetric.DEFAULT_MISSING_VALUES​