# 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](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.classification_performance)
  * [Submodules](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#submodules)
  * [base\_classification\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.base_classification_metric)
    * [`ThresholdClassificationMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.base_classification_metric.ThresholdClassificationMetric)
      * [`ThresholdClassificationMetric.get_target_prediction_data()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.base_classification_metric.ThresholdClassificationMetric.get_target_prediction_data)
      * [`ThresholdClassificationMetric.k`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.base_classification_metric.ThresholdClassificationMetric.k)
      * [`ThresholdClassificationMetric.probas_threshold`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.base_classification_metric.ThresholdClassificationMetric.probas_threshold)
  * [class\_balance\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.class_balance_metric)
    * [`ClassificationClassBalance`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_balance_metric.ClassificationClassBalance)
      * [`ClassificationClassBalance.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_balance_metric.ClassificationClassBalance.calculate)
    * [`ClassificationClassBalanceRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_balance_metric.ClassificationClassBalanceRenderer)
      * [`ClassificationClassBalanceRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_balance_metric.ClassificationClassBalanceRenderer.color_options)
      * [`ClassificationClassBalanceRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_balance_metric.ClassificationClassBalanceRenderer.render_html)
      * [`ClassificationClassBalanceRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_balance_metric.ClassificationClassBalanceRenderer.render_json)
    * [`ClassificationClassBalanceResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_balance_metric.ClassificationClassBalanceResult)
      * [`ClassificationClassBalanceResult.plot_data`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_balance_metric.ClassificationClassBalanceResult.plot_data)
  * [class\_separation\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.class_separation_metric)
    * [`ClassificationClassSeparationPlot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlot)
      * [`ClassificationClassSeparationPlot.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlot.calculate)
    * [`ClassificationClassSeparationPlotRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlotRenderer)
      * [`ClassificationClassSeparationPlotRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlotRenderer.color_options)
      * [`ClassificationClassSeparationPlotRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlotRenderer.render_html)
      * [`ClassificationClassSeparationPlotRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlotRenderer.render_json)
    * [`ClassificationClassSeparationPlotResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlotResults)
      * [`ClassificationClassSeparationPlotResults.current_plot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlotResults.current_plot)
      * [`ClassificationClassSeparationPlotResults.reference_plot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlotResults.reference_plot)
      * [`ClassificationClassSeparationPlotResults.target_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.class_separation_metric.ClassificationClassSeparationPlotResults.target_name)
  * [classification\_dummy\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.classification_dummy_metric)
    * [`ClassificationDummyMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetric)
      * [`ClassificationDummyMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetric.calculate)
      * [`ClassificationDummyMetric.correction_for_threshold()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetric.correction_for_threshold)
      * [`ClassificationDummyMetric.quality_metric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetric.quality_metric)
    * [`ClassificationDummyMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricRenderer)
      * [`ClassificationDummyMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricRenderer.color_options)
      * [`ClassificationDummyMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricRenderer.render_html)
      * [`ClassificationDummyMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricRenderer.render_json)
    * [`ClassificationDummyMetricResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricResults)
      * [`ClassificationDummyMetricResults.by_reference_dummy`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricResults.by_reference_dummy)
      * [`ClassificationDummyMetricResults.dummy`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricResults.dummy)
      * [`ClassificationDummyMetricResults.metrics_matrix`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricResults.metrics_matrix)
      * [`ClassificationDummyMetricResults.model_quality`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_dummy_metric.ClassificationDummyMetricResults.model_quality)
  * [classification\_quality\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.classification_quality_metric)
    * [`ClassificationQualityMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetric)
      * [`ClassificationQualityMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetric.calculate)
      * [`ClassificationQualityMetric.confusion_matrix_metric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetric.confusion_matrix_metric)
    * [`ClassificationQualityMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetricRenderer)
      * [`ClassificationQualityMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetricRenderer.color_options)
      * [`ClassificationQualityMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetricRenderer.render_html)
      * [`ClassificationQualityMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetricRenderer.render_json)
    * [`ClassificationQualityMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetricResult)
      * [`ClassificationQualityMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetricResult.current)
      * [`ClassificationQualityMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetricResult.reference)
      * [`ClassificationQualityMetricResult.target_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.classification_quality_metric.ClassificationQualityMetricResult.target_name)
  * [confusion\_matrix\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.confusion_matrix_metric)
    * [`ClassificationConfusionMatrix`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrix)
      * [`ClassificationConfusionMatrix.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrix.calculate)
      * [`ClassificationConfusionMatrix.k`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrix.k)
      * [`ClassificationConfusionMatrix.probas_threshold`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrix.probas_threshold)
    * [`ClassificationConfusionMatrixRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrixRenderer)
      * [`ClassificationConfusionMatrixRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrixRenderer.color_options)
      * [`ClassificationConfusionMatrixRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrixRenderer.render_html)
      * [`ClassificationConfusionMatrixRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrixRenderer.render_json)
    * [`ClassificationConfusionMatrixResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrixResult)
      * [`ClassificationConfusionMatrixResult.current_matrix`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrixResult.current_matrix)
      * [`ClassificationConfusionMatrixResult.reference_matrix`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.confusion_matrix_metric.ClassificationConfusionMatrixResult.reference_matrix)
  * [pr\_curve\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.pr_curve_metric)
    * [`ClassificationPRCurve`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurve)
      * [`ClassificationPRCurve.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurve.calculate)
      * [`ClassificationPRCurve.calculate_metrics()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurve.calculate_metrics)
    * [`ClassificationPRCurveRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurveRenderer)
      * [`ClassificationPRCurveRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurveRenderer.color_options)
      * [`ClassificationPRCurveRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurveRenderer.render_html)
      * [`ClassificationPRCurveRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurveRenderer.render_json)
    * [`ClassificationPRCurveResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurveResults)
      * [`ClassificationPRCurveResults.current_pr_curve`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurveResults.current_pr_curve)
      * [`ClassificationPRCurveResults.reference_pr_curve`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_curve_metric.ClassificationPRCurveResults.reference_pr_curve)
  * [pr\_table\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.pr_table_metric)
    * [`ClassificationPRTable`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTable)
      * [`ClassificationPRTable.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTable.calculate)
      * [`ClassificationPRTable.calculate_metrics()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTable.calculate_metrics)
    * [`ClassificationPRTableRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTableRenderer)
      * [`ClassificationPRTableRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTableRenderer.color_options)
      * [`ClassificationPRTableRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTableRenderer.render_html)
      * [`ClassificationPRTableRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTableRenderer.render_json)
    * [`ClassificationPRTableResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTableResults)
      * [`ClassificationPRTableResults.current_pr_table`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTableResults.current_pr_table)
      * [`ClassificationPRTableResults.reference_pr_table`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.pr_table_metric.ClassificationPRTableResults.reference_pr_table)
  * [probability\_distribution\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.probability_distribution_metric)
    * [`ClassificationProbDistribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistribution)
      * [`ClassificationProbDistribution.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistribution.calculate)
      * [`ClassificationProbDistribution.get_distribution()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistribution.get_distribution)
    * [`ClassificationProbDistributionRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistributionRenderer)
      * [`ClassificationProbDistributionRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistributionRenderer.color_options)
      * [`ClassificationProbDistributionRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistributionRenderer.render_html)
      * [`ClassificationProbDistributionRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistributionRenderer.render_json)
    * [`ClassificationProbDistributionResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistributionResults)
      * [`ClassificationProbDistributionResults.current_distribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistributionResults.current_distribution)
      * [`ClassificationProbDistributionResults.reference_distribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.probability_distribution_metric.ClassificationProbDistributionResults.reference_distribution)
  * [quality\_by\_class\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.quality_by_class_metric)
    * [`ClassificationQualityByClass`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClass)
      * [`ClassificationQualityByClass.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClass.calculate)
      * [`ClassificationQualityByClass.k`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClass.k)
      * [`ClassificationQualityByClass.probas_threshold`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClass.probas_threshold)
    * [`ClassificationQualityByClassRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassRenderer)
      * [`ClassificationQualityByClassRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassRenderer.color_options)
      * [`ClassificationQualityByClassRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassRenderer.render_html)
      * [`ClassificationQualityByClassRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassRenderer.render_json)
    * [`ClassificationQualityByClassResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassResult)
      * [`ClassificationQualityByClassResult.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassResult.columns)
      * [`ClassificationQualityByClassResult.current_metrics`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassResult.current_metrics)
      * [`ClassificationQualityByClassResult.current_roc_aucs`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassResult.current_roc_aucs)
      * [`ClassificationQualityByClassResult.reference_metrics`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassResult.reference_metrics)
      * [`ClassificationQualityByClassResult.reference_roc_aucs`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_class_metric.ClassificationQualityByClassResult.reference_roc_aucs)
  * [quality\_by\_feature\_table module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.quality_by_feature_table)
    * [`ClassificationQualityByFeatureTable`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTable)
      * [`ClassificationQualityByFeatureTable.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTable.calculate)
      * [`ClassificationQualityByFeatureTable.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTable.columns)
    * [`ClassificationQualityByFeatureTableRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableRenderer)
      * [`ClassificationQualityByFeatureTableRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableRenderer.color_options)
      * [`ClassificationQualityByFeatureTableRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableRenderer.render_html)
      * [`ClassificationQualityByFeatureTableRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableRenderer.render_json)
    * [`ClassificationQualityByFeatureTableResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableResults)
      * [`ClassificationQualityByFeatureTableResults.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableResults.columns)
      * [`ClassificationQualityByFeatureTableResults.curr_predictions`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableResults.curr_predictions)
      * [`ClassificationQualityByFeatureTableResults.current_plot_data`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableResults.current_plot_data)
      * [`ClassificationQualityByFeatureTableResults.ref_predictions`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableResults.ref_predictions)
      * [`ClassificationQualityByFeatureTableResults.reference_plot_data`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableResults.reference_plot_data)
      * [`ClassificationQualityByFeatureTableResults.target_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.quality_by_feature_table.ClassificationQualityByFeatureTableResults.target_name)
  * [roc\_curve\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#module-evidently.metrics.classification_performance.roc_curve_metric)
    * [`ClassificationRocCurve`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurve)
      * [`ClassificationRocCurve.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurve.calculate)
      * [`ClassificationRocCurve.calculate_metrics()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurve.calculate_metrics)
    * [`ClassificationRocCurveRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurveRenderer)
      * [`ClassificationRocCurveRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurveRenderer.color_options)
      * [`ClassificationRocCurveRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurveRenderer.render_html)
      * [`ClassificationRocCurveRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurveRenderer.render_json)
    * [`ClassificationRocCurveResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurveResults)
      * [`ClassificationRocCurveResults.current_roc_curve`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurveResults.current_roc_curve)
      * [`ClassificationRocCurveResults.reference_roc_curve`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.classification_performance#evidently.metrics.classification_performance.roc_curve_metric.ClassificationRocCurveResults.reference_roc_curve)
* [evidently.metrics.data\_drift package](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.data_drift)
  * [Submodules](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#submodules)
  * [column\_drift\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#module-evidently.metrics.data_drift.column_drift_metric)
    * [`ColumnDriftMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetric)
      * [`ColumnDriftMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetric.calculate)
      * [`ColumnDriftMetric.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetric.column_name)
      * [`ColumnDriftMetric.get_parameters()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetric.get_parameters)
      * [`ColumnDriftMetric.stattest`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetric.stattest)
      * [`ColumnDriftMetric.stattest_threshold`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetric.stattest_threshold)
    * [`ColumnDriftMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricRenderer)
      * [`ColumnDriftMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricRenderer.color_options)
      * [`ColumnDriftMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricRenderer.render_html)
      * [`ColumnDriftMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricRenderer.render_json)
    * [`ColumnDriftMetricResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults)
      * [`ColumnDriftMetricResults.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.column_name)
      * [`ColumnDriftMetricResults.column_type`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.column_type)
      * [`ColumnDriftMetricResults.current_distribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.current_distribution)
      * [`ColumnDriftMetricResults.current_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.current_scatter)
      * [`ColumnDriftMetricResults.drift_detected`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.drift_detected)
      * [`ColumnDriftMetricResults.drift_score`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.drift_score)
      * [`ColumnDriftMetricResults.plot_shape`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.plot_shape)
      * [`ColumnDriftMetricResults.reference_distribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.reference_distribution)
      * [`ColumnDriftMetricResults.stattest_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.stattest_name)
      * [`ColumnDriftMetricResults.stattest_threshold`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.stattest_threshold)
      * [`ColumnDriftMetricResults.x_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_drift_metric.ColumnDriftMetricResults.x_name)
  * [column\_value\_plot module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#module-evidently.metrics.data_drift.column_value_plot)
    * [`ColumnValuePlot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlot)
      * [`ColumnValuePlot.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlot.calculate)
      * [`ColumnValuePlot.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlot.column_name)
    * [`ColumnValuePlotRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotRenderer)
      * [`ColumnValuePlotRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotRenderer.color_options)
      * [`ColumnValuePlotRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotRenderer.render_html)
      * [`ColumnValuePlotRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotRenderer.render_json)
    * [`ColumnValuePlotResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotResults)
      * [`ColumnValuePlotResults.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotResults.column_name)
      * [`ColumnValuePlotResults.current_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotResults.current_scatter)
      * [`ColumnValuePlotResults.datetime_column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotResults.datetime_column_name)
      * [`ColumnValuePlotResults.reference_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.column_value_plot.ColumnValuePlotResults.reference_scatter)
  * [data\_drift\_table module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#module-evidently.metrics.data_drift.data_drift_table)
    * [`DataDriftTable`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTable)
      * [`DataDriftTable.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTable.calculate)
      * [`DataDriftTable.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTable.columns)
      * [`DataDriftTable.get_parameters()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTable.get_parameters)
      * [`DataDriftTable.options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTable.options)
    * [`DataDriftTableRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableRenderer)
      * [`DataDriftTableRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableRenderer.color_options)
      * [`DataDriftTableRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableRenderer.render_html)
      * [`DataDriftTableRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableRenderer.render_json)
    * [`DataDriftTableResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableResults)
      * [`DataDriftTableResults.dataset_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableResults.dataset_columns)
      * [`DataDriftTableResults.dataset_drift`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableResults.dataset_drift)
      * [`DataDriftTableResults.drift_by_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableResults.drift_by_columns)
      * [`DataDriftTableResults.number_of_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableResults.number_of_columns)
      * [`DataDriftTableResults.number_of_drifted_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableResults.number_of_drifted_columns)
      * [`DataDriftTableResults.share_of_drifted_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.data_drift_table.DataDriftTableResults.share_of_drifted_columns)
  * [dataset\_drift\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#module-evidently.metrics.data_drift.dataset_drift_metric)
    * [`DataDriftMetricsRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DataDriftMetricsRenderer)
      * [`DataDriftMetricsRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DataDriftMetricsRenderer.color_options)
      * [`DataDriftMetricsRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DataDriftMetricsRenderer.render_html)
      * [`DataDriftMetricsRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DataDriftMetricsRenderer.render_json)
    * [`DatasetDriftMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetric)
      * [`DatasetDriftMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetric.calculate)
      * [`DatasetDriftMetric.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetric.columns)
      * [`DatasetDriftMetric.drift_share`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetric.drift_share)
      * [`DatasetDriftMetric.get_parameters()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetric.get_parameters)
      * [`DatasetDriftMetric.options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetric.options)
    * [`DatasetDriftMetricResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetricResults)
      * [`DatasetDriftMetricResults.dataset_drift`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetricResults.dataset_drift)
      * [`DatasetDriftMetricResults.drift_share`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetricResults.drift_share)
      * [`DatasetDriftMetricResults.number_of_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetricResults.number_of_columns)
      * [`DatasetDriftMetricResults.number_of_drifted_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetricResults.number_of_drifted_columns)
      * [`DatasetDriftMetricResults.share_of_drifted_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.dataset_drift_metric.DatasetDriftMetricResults.share_of_drifted_columns)
  * [target\_by\_features\_table module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#module-evidently.metrics.data_drift.target_by_features_table)
    * [`TargetByFeaturesTable`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTable)
      * [`TargetByFeaturesTable.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTable.calculate)
      * [`TargetByFeaturesTable.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTable.columns)
    * [`TargetByFeaturesTableRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableRenderer)
      * [`TargetByFeaturesTableRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableRenderer.color_options)
      * [`TargetByFeaturesTableRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableRenderer.render_html)
      * [`TargetByFeaturesTableRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableRenderer.render_json)
    * [`TargetByFeaturesTableResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableResults)
      * [`TargetByFeaturesTableResults.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableResults.columns)
      * [`TargetByFeaturesTableResults.curr_predictions`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableResults.curr_predictions)
      * [`TargetByFeaturesTableResults.current_plot_data`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableResults.current_plot_data)
      * [`TargetByFeaturesTableResults.ref_predictions`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableResults.ref_predictions)
      * [`TargetByFeaturesTableResults.reference_plot_data`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableResults.reference_plot_data)
      * [`TargetByFeaturesTableResults.target_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableResults.target_name)
      * [`TargetByFeaturesTableResults.task`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_drift#evidently.metrics.data_drift.target_by_features_table.TargetByFeaturesTableResults.task)
* [evidently.metrics.data\_integrity package](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.data_integrity)
  * [Submodules](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#submodules)
  * [column\_missing\_values\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#module-evidently.metrics.data_integrity.column_missing_values_metric)
    * [`ColumnMissingValues`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValues)
      * [`ColumnMissingValues.different_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValues.different_missing_values)
      * [`ColumnMissingValues.number_of_different_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValues.number_of_different_missing_values)
      * [`ColumnMissingValues.number_of_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValues.number_of_missing_values)
      * [`ColumnMissingValues.number_of_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValues.number_of_rows)
      * [`ColumnMissingValues.share_of_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValues.share_of_missing_values)
    * [`ColumnMissingValuesMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetric)
      * [`ColumnMissingValuesMetric.DEFAULT_MISSING_VALUES`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetric.DEFAULT_MISSING_VALUES)
      * [`ColumnMissingValuesMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetric.calculate)
      * [`ColumnMissingValuesMetric.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetric.column_name)
      * [`ColumnMissingValuesMetric.missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetric.missing_values)
    * [`ColumnMissingValuesMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetricRenderer)
      * [`ColumnMissingValuesMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetricRenderer.color_options)
      * [`ColumnMissingValuesMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetricRenderer.render_html)
      * [`ColumnMissingValuesMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetricRenderer.render_json)
    * [`ColumnMissingValuesMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetricResult)
      * [`ColumnMissingValuesMetricResult.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetricResult.column_name)
      * [`ColumnMissingValuesMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetricResult.current)
      * [`ColumnMissingValuesMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_missing_values_metric.ColumnMissingValuesMetricResult.reference)
  * [column\_regexp\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#module-evidently.metrics.data_integrity.column_regexp_metric)
    * [`ColumnRegExpMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetric)
      * [`ColumnRegExpMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetric.calculate)
      * [`ColumnRegExpMetric.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetric.column_name)
      * [`ColumnRegExpMetric.reg_exp`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetric.reg_exp)
      * [`ColumnRegExpMetric.top`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetric.top)
    * [`ColumnRegExpMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetricRenderer)
      * [`ColumnRegExpMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetricRenderer.color_options)
      * [`ColumnRegExpMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetricRenderer.render_html)
      * [`ColumnRegExpMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.ColumnRegExpMetricRenderer.render_json)
    * [`DataIntegrityValueByRegexpMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpMetricResult)
      * [`DataIntegrityValueByRegexpMetricResult.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpMetricResult.column_name)
      * [`DataIntegrityValueByRegexpMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpMetricResult.current)
      * [`DataIntegrityValueByRegexpMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpMetricResult.reference)
      * [`DataIntegrityValueByRegexpMetricResult.reg_exp`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpMetricResult.reg_exp)
      * [`DataIntegrityValueByRegexpMetricResult.top`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpMetricResult.top)
    * [`DataIntegrityValueByRegexpStat`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpStat)
      * [`DataIntegrityValueByRegexpStat.number_of_matched`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpStat.number_of_matched)
      * [`DataIntegrityValueByRegexpStat.number_of_not_matched`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpStat.number_of_not_matched)
      * [`DataIntegrityValueByRegexpStat.number_of_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpStat.number_of_rows)
      * [`DataIntegrityValueByRegexpStat.table_of_matched`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpStat.table_of_matched)
      * [`DataIntegrityValueByRegexpStat.table_of_not_matched`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_regexp_metric.DataIntegrityValueByRegexpStat.table_of_not_matched)
  * [column\_summary\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#module-evidently.metrics.data_integrity.column_summary_metric)
    * [`CategoricalCharacteristics`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics)
      * [`CategoricalCharacteristics.count`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.count)
      * [`CategoricalCharacteristics.missing`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.missing)
      * [`CategoricalCharacteristics.missing_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.missing_percentage)
      * [`CategoricalCharacteristics.most_common`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.most_common)
      * [`CategoricalCharacteristics.most_common_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.most_common_percentage)
      * [`CategoricalCharacteristics.new_in_current_values_count`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.new_in_current_values_count)
      * [`CategoricalCharacteristics.number_of_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.number_of_rows)
      * [`CategoricalCharacteristics.unique`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.unique)
      * [`CategoricalCharacteristics.unique_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.unique_percentage)
      * [`CategoricalCharacteristics.unused_in_current_values_count`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.CategoricalCharacteristics.unused_in_current_values_count)
    * [`ColumnSummary`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummary)
      * [`ColumnSummary.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummary.column_name)
      * [`ColumnSummary.column_type`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummary.column_type)
      * [`ColumnSummary.current_characteristics`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummary.current_characteristics)
      * [`ColumnSummary.plot_data`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummary.plot_data)
      * [`ColumnSummary.reference_characteristics`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummary.reference_characteristics)
    * [`ColumnSummaryMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummaryMetric)
      * [`ColumnSummaryMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummaryMetric.calculate)
      * [`ColumnSummaryMetric.map_data()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummaryMetric.map_data)
    * [`ColumnSummaryMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummaryMetricRenderer)
      * [`ColumnSummaryMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummaryMetricRenderer.color_options)
      * [`ColumnSummaryMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummaryMetricRenderer.render_html)
      * [`ColumnSummaryMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.ColumnSummaryMetricRenderer.render_json)
    * [`DataByTarget`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataByTarget)
      * [`DataByTarget.data_for_plots`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataByTarget.data_for_plots)
      * [`DataByTarget.target_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataByTarget.target_name)
      * [`DataByTarget.target_type`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataByTarget.target_type)
    * [`DataInTime`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataInTime)
      * [`DataInTime.data_for_plots`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataInTime.data_for_plots)
      * [`DataInTime.datetime_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataInTime.datetime_name)
      * [`DataInTime.freq`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataInTime.freq)
    * [`DataQualityPlot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataQualityPlot)
      * [`DataQualityPlot.bins_for_hist`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataQualityPlot.bins_for_hist)
      * [`DataQualityPlot.counts_of_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataQualityPlot.counts_of_values)
      * [`DataQualityPlot.data_by_target`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataQualityPlot.data_by_target)
      * [`DataQualityPlot.data_in_time`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DataQualityPlot.data_in_time)
    * [`DatetimeCharacteristics`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics)
      * [`DatetimeCharacteristics.count`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.count)
      * [`DatetimeCharacteristics.first`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.first)
      * [`DatetimeCharacteristics.last`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.last)
      * [`DatetimeCharacteristics.missing`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.missing)
      * [`DatetimeCharacteristics.missing_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.missing_percentage)
      * [`DatetimeCharacteristics.most_common`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.most_common)
      * [`DatetimeCharacteristics.most_common_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.most_common_percentage)
      * [`DatetimeCharacteristics.number_of_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.number_of_rows)
      * [`DatetimeCharacteristics.unique`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.unique)
      * [`DatetimeCharacteristics.unique_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.DatetimeCharacteristics.unique_percentage)
    * [`NumericCharacteristics`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics)
      * [`NumericCharacteristics.count`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.count)
      * [`NumericCharacteristics.infinite_count`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.infinite_count)
      * [`NumericCharacteristics.infinite_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.infinite_percentage)
      * [`NumericCharacteristics.max`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.max)
      * [`NumericCharacteristics.mean`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.mean)
      * [`NumericCharacteristics.min`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.min)
      * [`NumericCharacteristics.missing`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.missing)
      * [`NumericCharacteristics.missing_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.missing_percentage)
      * [`NumericCharacteristics.most_common`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.most_common)
      * [`NumericCharacteristics.most_common_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.most_common_percentage)
      * [`NumericCharacteristics.number_of_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.number_of_rows)
      * [`NumericCharacteristics.p25`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.p25)
      * [`NumericCharacteristics.p50`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.p50)
      * [`NumericCharacteristics.p75`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.p75)
      * [`NumericCharacteristics.std`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.std)
      * [`NumericCharacteristics.unique`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.unique)
      * [`NumericCharacteristics.unique_percentage`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.column_summary_metric.NumericCharacteristics.unique_percentage)
  * [dataset\_missing\_values\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#module-evidently.metrics.data_integrity.dataset_missing_values_metric)
    * [`DatasetMissingValues`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues)
      * [`DatasetMissingValues.columns_with_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.columns_with_missing_values)
      * [`DatasetMissingValues.different_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.different_missing_values)
      * [`DatasetMissingValues.different_missing_values_by_column`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.different_missing_values_by_column)
      * [`DatasetMissingValues.number_of_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.number_of_columns)
      * [`DatasetMissingValues.number_of_columns_with_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.number_of_columns_with_missing_values)
      * [`DatasetMissingValues.number_of_different_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.number_of_different_missing_values)
      * [`DatasetMissingValues.number_of_different_missing_values_by_column`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.number_of_different_missing_values_by_column)
      * [`DatasetMissingValues.number_of_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.number_of_missing_values)
      * [`DatasetMissingValues.number_of_missing_values_by_column`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.number_of_missing_values_by_column)
      * [`DatasetMissingValues.number_of_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.number_of_rows)
      * [`DatasetMissingValues.number_of_rows_with_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.number_of_rows_with_missing_values)
      * [`DatasetMissingValues.share_of_columns_with_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.share_of_columns_with_missing_values)
      * [`DatasetMissingValues.share_of_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.share_of_missing_values)
      * [`DatasetMissingValues.share_of_missing_values_by_column`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.share_of_missing_values_by_column)
      * [`DatasetMissingValues.share_of_rows_with_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValues.share_of_rows_with_missing_values)
    * [`DatasetMissingValuesMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetric)
      * [`DatasetMissingValuesMetric.DEFAULT_MISSING_VALUES`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetric.DEFAULT_MISSING_VALUES)
      * [`DatasetMissingValuesMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetric.calculate)
      * [`DatasetMissingValuesMetric.missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetric.missing_values)
    * [`DatasetMissingValuesMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetricRenderer)
      * [`DatasetMissingValuesMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetricRenderer.color_options)
      * [`DatasetMissingValuesMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetricRenderer.render_html)
      * [`DatasetMissingValuesMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetricRenderer.render_json)
    * [`DatasetMissingValuesMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetricResult)
      * [`DatasetMissingValuesMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetricResult.current)
      * [`DatasetMissingValuesMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_missing_values_metric.DatasetMissingValuesMetricResult.reference)
  * [dataset\_summary\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#module-evidently.metrics.data_integrity.dataset_summary_metric)
    * [`DatasetSummary`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary)
      * [`DatasetSummary.columns_type`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.columns_type)
      * [`DatasetSummary.date_column`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.date_column)
      * [`DatasetSummary.id_column`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.id_column)
      * [`DatasetSummary.nans_by_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.nans_by_columns)
      * [`DatasetSummary.number_of_almost_constant_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_almost_constant_columns)
      * [`DatasetSummary.number_of_almost_duplicated_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_almost_duplicated_columns)
      * [`DatasetSummary.number_of_categorical_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_categorical_columns)
      * [`DatasetSummary.number_of_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_columns)
      * [`DatasetSummary.number_of_constant_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_constant_columns)
      * [`DatasetSummary.number_of_datetime_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_datetime_columns)
      * [`DatasetSummary.number_of_duplicated_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_duplicated_columns)
      * [`DatasetSummary.number_of_duplicated_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_duplicated_rows)
      * [`DatasetSummary.number_of_empty_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_empty_columns)
      * [`DatasetSummary.number_of_empty_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_empty_rows)
      * [`DatasetSummary.number_of_missing_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_missing_values)
      * [`DatasetSummary.number_of_numeric_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_numeric_columns)
      * [`DatasetSummary.number_of_rows`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_of_rows)
      * [`DatasetSummary.number_uniques_by_columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.number_uniques_by_columns)
      * [`DatasetSummary.prediction`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.prediction)
      * [`DatasetSummary.target`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummary.target)
    * [`DatasetSummaryMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetric)
      * [`DatasetSummaryMetric.almost_constant_threshold`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetric.almost_constant_threshold)
      * [`DatasetSummaryMetric.almost_duplicated_threshold`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetric.almost_duplicated_threshold)
      * [`DatasetSummaryMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetric.calculate)
    * [`DatasetSummaryMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetricRenderer)
      * [`DatasetSummaryMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetricRenderer.color_options)
      * [`DatasetSummaryMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetricRenderer.render_html)
      * [`DatasetSummaryMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetricRenderer.render_json)
    * [`DatasetSummaryMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetricResult)
      * [`DatasetSummaryMetricResult.almost_duplicated_threshold`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetricResult.almost_duplicated_threshold)
      * [`DatasetSummaryMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetricResult.current)
      * [`DatasetSummaryMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_integrity#evidently.metrics.data_integrity.dataset_summary_metric.DatasetSummaryMetricResult.reference)
* [evidently.metrics.data\_quality package](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.data_quality)
  * [Submodules](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#submodules)
  * [column\_correlations\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#module-evidently.metrics.data_quality.column_correlations_metric)
    * [`ColumnCorrelationsMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetric)
      * [`ColumnCorrelationsMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetric.calculate)
      * [`ColumnCorrelationsMetric.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetric.column_name)
    * [`ColumnCorrelationsMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetricRenderer)
      * [`ColumnCorrelationsMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetricRenderer.color_options)
      * [`ColumnCorrelationsMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetricRenderer.render_html)
      * [`ColumnCorrelationsMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetricRenderer.render_json)
    * [`ColumnCorrelationsMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetricResult)
      * [`ColumnCorrelationsMetricResult.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetricResult.column_name)
      * [`ColumnCorrelationsMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetricResult.current)
      * [`ColumnCorrelationsMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_correlations_metric.ColumnCorrelationsMetricResult.reference)
  * [column\_distribution\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#module-evidently.metrics.data_quality.column_distribution_metric)
    * [`ColumnDistributionMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetric)
      * [`ColumnDistributionMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetric.calculate)
      * [`ColumnDistributionMetric.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetric.column_name)
    * [`ColumnDistributionMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetricRenderer)
      * [`ColumnDistributionMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetricRenderer.color_options)
      * [`ColumnDistributionMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetricRenderer.render_html)
      * [`ColumnDistributionMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetricRenderer.render_json)
    * [`ColumnDistributionMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetricResult)
      * [`ColumnDistributionMetricResult.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetricResult.column_name)
      * [`ColumnDistributionMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetricResult.current)
      * [`ColumnDistributionMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_distribution_metric.ColumnDistributionMetricResult.reference)
  * [column\_quantile\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#module-evidently.metrics.data_quality.column_quantile_metric)
    * [`ColumnQuantileMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetric)
      * [`ColumnQuantileMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetric.calculate)
      * [`ColumnQuantileMetric.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetric.column_name)
      * [`ColumnQuantileMetric.quantile`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetric.quantile)
    * [`ColumnQuantileMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricRenderer)
      * [`ColumnQuantileMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricRenderer.color_options)
      * [`ColumnQuantileMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricRenderer.render_html)
      * [`ColumnQuantileMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricRenderer.render_json)
    * [`ColumnQuantileMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricResult)
      * [`ColumnQuantileMetricResult.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricResult.column_name)
      * [`ColumnQuantileMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricResult.current)
      * [`ColumnQuantileMetricResult.current_distribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricResult.current_distribution)
      * [`ColumnQuantileMetricResult.quantile`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricResult.quantile)
      * [`ColumnQuantileMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricResult.reference)
      * [`ColumnQuantileMetricResult.reference_distribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_quantile_metric.ColumnQuantileMetricResult.reference_distribution)
  * [column\_value\_list\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#module-evidently.metrics.data_quality.column_value_list_metric)
    * [`ColumnValueListMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetric)
      * [`ColumnValueListMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetric.calculate)
      * [`ColumnValueListMetric.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetric.column_name)
      * [`ColumnValueListMetric.values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetric.values)
    * [`ColumnValueListMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricRenderer)
      * [`ColumnValueListMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricRenderer.color_options)
      * [`ColumnValueListMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricRenderer.render_html)
      * [`ColumnValueListMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricRenderer.render_json)
    * [`ColumnValueListMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricResult)
      * [`ColumnValueListMetricResult.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricResult.column_name)
      * [`ColumnValueListMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricResult.current)
      * [`ColumnValueListMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricResult.reference)
      * [`ColumnValueListMetricResult.values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ColumnValueListMetricResult.values)
    * [`ValueListStat`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ValueListStat)
      * [`ValueListStat.number_in_list`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ValueListStat.number_in_list)
      * [`ValueListStat.number_not_in_list`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ValueListStat.number_not_in_list)
      * [`ValueListStat.rows_count`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ValueListStat.rows_count)
      * [`ValueListStat.share_in_list`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ValueListStat.share_in_list)
      * [`ValueListStat.share_not_in_list`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ValueListStat.share_not_in_list)
      * [`ValueListStat.values_in_list`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ValueListStat.values_in_list)
      * [`ValueListStat.values_not_in_list`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_list_metric.ValueListStat.values_not_in_list)
  * [column\_value\_range\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#module-evidently.metrics.data_quality.column_value_range_metric)
    * [`ColumnValueRangeMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetric)
      * [`ColumnValueRangeMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetric.calculate)
      * [`ColumnValueRangeMetric.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetric.column_name)
      * [`ColumnValueRangeMetric.left`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetric.left)
      * [`ColumnValueRangeMetric.right`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetric.right)
    * [`ColumnValueRangeMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricRenderer)
      * [`ColumnValueRangeMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricRenderer.color_options)
      * [`ColumnValueRangeMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricRenderer.render_html)
      * [`ColumnValueRangeMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricRenderer.render_json)
    * [`ColumnValueRangeMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricResult)
      * [`ColumnValueRangeMetricResult.column_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricResult.column_name)
      * [`ColumnValueRangeMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricResult.current)
      * [`ColumnValueRangeMetricResult.current_distribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricResult.current_distribution)
      * [`ColumnValueRangeMetricResult.left`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricResult.left)
      * [`ColumnValueRangeMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricResult.reference)
      * [`ColumnValueRangeMetricResult.reference_distribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricResult.reference_distribution)
      * [`ColumnValueRangeMetricResult.right`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ColumnValueRangeMetricResult.right)
    * [`ValuesInRangeStat`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ValuesInRangeStat)
      * [`ValuesInRangeStat.number_in_range`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ValuesInRangeStat.number_in_range)
      * [`ValuesInRangeStat.number_not_in_range`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ValuesInRangeStat.number_not_in_range)
      * [`ValuesInRangeStat.number_of_values`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ValuesInRangeStat.number_of_values)
      * [`ValuesInRangeStat.share_in_range`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ValuesInRangeStat.share_in_range)
      * [`ValuesInRangeStat.share_not_in_range`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.column_value_range_metric.ValuesInRangeStat.share_not_in_range)
  * [dataset\_correlations\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#module-evidently.metrics.data_quality.dataset_correlations_metric)
    * [`CorrelationStats`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.CorrelationStats)
      * [`CorrelationStats.abs_max_correlation`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.CorrelationStats.abs_max_correlation)
      * [`CorrelationStats.abs_max_features_correlation`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.CorrelationStats.abs_max_features_correlation)
      * [`CorrelationStats.abs_max_prediction_features_correlation`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.CorrelationStats.abs_max_prediction_features_correlation)
      * [`CorrelationStats.abs_max_target_features_correlation`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.CorrelationStats.abs_max_target_features_correlation)
      * [`CorrelationStats.target_prediction_correlation`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.CorrelationStats.target_prediction_correlation)
    * [`DataQualityCorrelationMetricsRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DataQualityCorrelationMetricsRenderer)
      * [`DataQualityCorrelationMetricsRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DataQualityCorrelationMetricsRenderer.color_options)
      * [`DataQualityCorrelationMetricsRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DataQualityCorrelationMetricsRenderer.render_html)
      * [`DataQualityCorrelationMetricsRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DataQualityCorrelationMetricsRenderer.render_json)
    * [`DatasetCorrelation`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DatasetCorrelation)
      * [`DatasetCorrelation.correlation`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DatasetCorrelation.correlation)
      * [`DatasetCorrelation.stats`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DatasetCorrelation.stats)
    * [`DatasetCorrelationsMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DatasetCorrelationsMetric)
      * [`DatasetCorrelationsMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DatasetCorrelationsMetric.calculate)
    * [`DatasetCorrelationsMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DatasetCorrelationsMetricResult)
      * [`DatasetCorrelationsMetricResult.current`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DatasetCorrelationsMetricResult.current)
      * [`DatasetCorrelationsMetricResult.reference`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.dataset_correlations_metric.DatasetCorrelationsMetricResult.reference)
  * [stability\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#module-evidently.metrics.data_quality.stability_metric)
    * [`DataQualityStabilityMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetric)
      * [`DataQualityStabilityMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetric.calculate)
    * [`DataQualityStabilityMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetricRenderer)
      * [`DataQualityStabilityMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetricRenderer.color_options)
      * [`DataQualityStabilityMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetricRenderer.render_html)
      * [`DataQualityStabilityMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetricRenderer.render_json)
    * [`DataQualityStabilityMetricResult`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetricResult)
      * [`DataQualityStabilityMetricResult.number_not_stable_prediction`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetricResult.number_not_stable_prediction)
      * [`DataQualityStabilityMetricResult.number_not_stable_target`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.data_quality#evidently.metrics.data_quality.stability_metric.DataQualityStabilityMetricResult.number_not_stable_target)
* [evidently.metrics.regression\_performance package](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.regression_performance)
  * [Submodules](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#submodules)
  * [abs\_perc\_error\_in\_time module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.abs_perc_error_in_time)
    * [`RegressionAbsPercentageErrorPlot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlot)
      * [`RegressionAbsPercentageErrorPlot.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlot.calculate)
    * [`RegressionAbsPercentageErrorPlotRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlotRenderer)
      * [`RegressionAbsPercentageErrorPlotRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlotRenderer.color_options)
      * [`RegressionAbsPercentageErrorPlotRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlotRenderer.render_html)
      * [`RegressionAbsPercentageErrorPlotRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlotRenderer.render_json)
    * [`RegressionAbsPercentageErrorPlotResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlotResults)
      * [`RegressionAbsPercentageErrorPlotResults.current_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlotResults.current_scatter)
      * [`RegressionAbsPercentageErrorPlotResults.reference_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlotResults.reference_scatter)
      * [`RegressionAbsPercentageErrorPlotResults.x_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.abs_perc_error_in_time.RegressionAbsPercentageErrorPlotResults.x_name)
  * [error\_bias\_table module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.error_bias_table)
    * [`RegressionErrorBiasTable`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTable)
      * [`RegressionErrorBiasTable.TOP_ERROR_DEFAULT`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTable.TOP_ERROR_DEFAULT)
      * [`RegressionErrorBiasTable.TOP_ERROR_MAX`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTable.TOP_ERROR_MAX)
      * [`RegressionErrorBiasTable.TOP_ERROR_MIN`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTable.TOP_ERROR_MIN)
      * [`RegressionErrorBiasTable.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTable.calculate)
      * [`RegressionErrorBiasTable.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTable.columns)
      * [`RegressionErrorBiasTable.top_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTable.top_error)
    * [`RegressionErrorBiasTableRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableRenderer)
      * [`RegressionErrorBiasTableRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableRenderer.color_options)
      * [`RegressionErrorBiasTableRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableRenderer.render_html)
      * [`RegressionErrorBiasTableRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableRenderer.render_json)
    * [`RegressionErrorBiasTableResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults)
      * [`RegressionErrorBiasTableResults.cat_feature_names`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.cat_feature_names)
      * [`RegressionErrorBiasTableResults.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.columns)
      * [`RegressionErrorBiasTableResults.current_plot_data`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.current_plot_data)
      * [`RegressionErrorBiasTableResults.error_bias`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.error_bias)
      * [`RegressionErrorBiasTableResults.num_feature_names`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.num_feature_names)
      * [`RegressionErrorBiasTableResults.prediction_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.prediction_name)
      * [`RegressionErrorBiasTableResults.reference_plot_data`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.reference_plot_data)
      * [`RegressionErrorBiasTableResults.target_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.target_name)
      * [`RegressionErrorBiasTableResults.top_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_bias_table.RegressionErrorBiasTableResults.top_error)
  * [error\_distribution module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.error_distribution)
    * [`RegressionErrorDistribution`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistribution)
      * [`RegressionErrorDistribution.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistribution.calculate)
    * [`RegressionErrorDistributionRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistributionRenderer)
      * [`RegressionErrorDistributionRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistributionRenderer.color_options)
      * [`RegressionErrorDistributionRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistributionRenderer.render_html)
      * [`RegressionErrorDistributionRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistributionRenderer.render_json)
    * [`RegressionErrorDistributionResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistributionResults)
      * [`RegressionErrorDistributionResults.current_bins`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistributionResults.current_bins)
      * [`RegressionErrorDistributionResults.reference_bins`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_distribution.RegressionErrorDistributionResults.reference_bins)
  * [error\_in\_time module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.error_in_time)
    * [`RegressionErrorPlot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlot)
      * [`RegressionErrorPlot.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlot.calculate)
    * [`RegressionErrorPlotRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlotRenderer)
      * [`RegressionErrorPlotRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlotRenderer.color_options)
      * [`RegressionErrorPlotRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlotRenderer.render_html)
      * [`RegressionErrorPlotRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlotRenderer.render_json)
    * [`RegressionErrorPlotResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlotResults)
      * [`RegressionErrorPlotResults.current_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlotResults.current_scatter)
      * [`RegressionErrorPlotResults.reference_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlotResults.reference_scatter)
      * [`RegressionErrorPlotResults.x_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_in_time.RegressionErrorPlotResults.x_name)
  * [error\_normality module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.error_normality)
    * [`RegressionErrorNormality`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormality)
      * [`RegressionErrorNormality.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormality.calculate)
    * [`RegressionErrorNormalityRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormalityRenderer)
      * [`RegressionErrorNormalityRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormalityRenderer.color_options)
      * [`RegressionErrorNormalityRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormalityRenderer.render_html)
      * [`RegressionErrorNormalityRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormalityRenderer.render_json)
    * [`RegressionErrorNormalityResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormalityResults)
      * [`RegressionErrorNormalityResults.current_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormalityResults.current_error)
      * [`RegressionErrorNormalityResults.reference_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.error_normality.RegressionErrorNormalityResults.reference_error)
  * [predicted\_and\_actual\_in\_time module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.predicted_and_actual_in_time)
    * [`RegressionPredictedVsActualPlot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlot)
      * [`RegressionPredictedVsActualPlot.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlot.calculate)
    * [`RegressionPredictedVsActualPlotRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlotRenderer)
      * [`RegressionPredictedVsActualPlotRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlotRenderer.color_options)
      * [`RegressionPredictedVsActualPlotRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlotRenderer.render_html)
      * [`RegressionPredictedVsActualPlotRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlotRenderer.render_json)
    * [`RegressionPredictedVsActualPlotResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlotResults)
      * [`RegressionPredictedVsActualPlotResults.current_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlotResults.current_scatter)
      * [`RegressionPredictedVsActualPlotResults.reference_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlotResults.reference_scatter)
      * [`RegressionPredictedVsActualPlotResults.x_name`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_and_actual_in_time.RegressionPredictedVsActualPlotResults.x_name)
  * [predicted\_vs\_actual module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.predicted_vs_actual)
    * [`RegressionPredictedVsActualScatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatter)
      * [`RegressionPredictedVsActualScatter.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatter.calculate)
    * [`RegressionPredictedVsActualScatterRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatterRenderer)
      * [`RegressionPredictedVsActualScatterRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatterRenderer.color_options)
      * [`RegressionPredictedVsActualScatterRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatterRenderer.render_html)
      * [`RegressionPredictedVsActualScatterRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatterRenderer.render_json)
    * [`RegressionPredictedVsActualScatterResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatterResults)
      * [`RegressionPredictedVsActualScatterResults.current_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatterResults.current_scatter)
      * [`RegressionPredictedVsActualScatterResults.reference_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.predicted_vs_actual.RegressionPredictedVsActualScatterResults.reference_scatter)
  * [regression\_dummy\_metric module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.regression_dummy_metric)
    * [`RegressionDummyMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetric)
      * [`RegressionDummyMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetric.calculate)
      * [`RegressionDummyMetric.quality_metric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetric.quality_metric)
    * [`RegressionDummyMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricRenderer)
      * [`RegressionDummyMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricRenderer.color_options)
      * [`RegressionDummyMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricRenderer.render_html)
      * [`RegressionDummyMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricRenderer.render_json)
    * [`RegressionDummyMetricResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults)
      * [`RegressionDummyMetricResults.abs_error_max`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.abs_error_max)
      * [`RegressionDummyMetricResults.abs_error_max_by_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.abs_error_max_by_ref)
      * [`RegressionDummyMetricResults.abs_error_max_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.abs_error_max_default)
      * [`RegressionDummyMetricResults.mean_abs_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.mean_abs_error)
      * [`RegressionDummyMetricResults.mean_abs_error_by_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.mean_abs_error_by_ref)
      * [`RegressionDummyMetricResults.mean_abs_error_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.mean_abs_error_default)
      * [`RegressionDummyMetricResults.mean_abs_perc_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.mean_abs_perc_error)
      * [`RegressionDummyMetricResults.mean_abs_perc_error_by_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.mean_abs_perc_error_by_ref)
      * [`RegressionDummyMetricResults.mean_abs_perc_error_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.mean_abs_perc_error_default)
      * [`RegressionDummyMetricResults.rmse`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.rmse)
      * [`RegressionDummyMetricResults.rmse_by_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.rmse_by_ref)
      * [`RegressionDummyMetricResults.rmse_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_dummy_metric.RegressionDummyMetricResults.rmse_default)
  * [regression\_performance\_metrics module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.regression_performance_metrics)
    * [`RegressionPerformanceMetrics`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetrics)
      * [`RegressionPerformanceMetrics.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetrics.calculate)
      * [`RegressionPerformanceMetrics.get_parameters()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetrics.get_parameters)
    * [`RegressionPerformanceMetricsRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsRenderer)
      * [`RegressionPerformanceMetricsRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsRenderer.color_options)
      * [`RegressionPerformanceMetricsRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsRenderer.render_html)
      * [`RegressionPerformanceMetricsRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsRenderer.render_json)
    * [`RegressionPerformanceMetricsResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults)
      * [`RegressionPerformanceMetricsResults.abs_error_max`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.abs_error_max)
      * [`RegressionPerformanceMetricsResults.abs_error_max_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.abs_error_max_default)
      * [`RegressionPerformanceMetricsResults.abs_error_max_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.abs_error_max_ref)
      * [`RegressionPerformanceMetricsResults.abs_error_std`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.abs_error_std)
      * [`RegressionPerformanceMetricsResults.abs_perc_error_std`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.abs_perc_error_std)
      * [`RegressionPerformanceMetricsResults.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.columns)
      * [`RegressionPerformanceMetricsResults.error_bias`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.error_bias)
      * [`RegressionPerformanceMetricsResults.error_normality`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.error_normality)
      * [`RegressionPerformanceMetricsResults.error_std`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.error_std)
      * [`RegressionPerformanceMetricsResults.hist_for_plot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.hist_for_plot)
      * [`RegressionPerformanceMetricsResults.me_default_sigma`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.me_default_sigma)
      * [`RegressionPerformanceMetricsResults.me_hist_for_plot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.me_hist_for_plot)
      * [`RegressionPerformanceMetricsResults.mean_abs_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.mean_abs_error)
      * [`RegressionPerformanceMetricsResults.mean_abs_error_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.mean_abs_error_default)
      * [`RegressionPerformanceMetricsResults.mean_abs_error_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.mean_abs_error_ref)
      * [`RegressionPerformanceMetricsResults.mean_abs_perc_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.mean_abs_perc_error)
      * [`RegressionPerformanceMetricsResults.mean_abs_perc_error_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.mean_abs_perc_error_default)
      * [`RegressionPerformanceMetricsResults.mean_abs_perc_error_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.mean_abs_perc_error_ref)
      * [`RegressionPerformanceMetricsResults.mean_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.mean_error)
      * [`RegressionPerformanceMetricsResults.mean_error_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.mean_error_ref)
      * [`RegressionPerformanceMetricsResults.r2_score`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.r2_score)
      * [`RegressionPerformanceMetricsResults.r2_score_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.r2_score_ref)
      * [`RegressionPerformanceMetricsResults.rmse`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.rmse)
      * [`RegressionPerformanceMetricsResults.rmse_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.rmse_default)
      * [`RegressionPerformanceMetricsResults.rmse_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.rmse_ref)
      * [`RegressionPerformanceMetricsResults.underperformance`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.underperformance)
      * [`RegressionPerformanceMetricsResults.underperformance_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.underperformance_ref)
      * [`RegressionPerformanceMetricsResults.vals_for_plots`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_performance_metrics.RegressionPerformanceMetricsResults.vals_for_plots)
  * [regression\_quality module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.regression_quality)
    * [`RegressionQualityMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetric)
      * [`RegressionQualityMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetric.calculate)
    * [`RegressionQualityMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricRenderer)
      * [`RegressionQualityMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricRenderer.color_options)
      * [`RegressionQualityMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricRenderer.render_html)
      * [`RegressionQualityMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricRenderer.render_json)
    * [`RegressionQualityMetricResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults)
      * [`RegressionQualityMetricResults.abs_error_max`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.abs_error_max)
      * [`RegressionQualityMetricResults.abs_error_max_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.abs_error_max_default)
      * [`RegressionQualityMetricResults.abs_error_max_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.abs_error_max_ref)
      * [`RegressionQualityMetricResults.abs_error_std`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.abs_error_std)
      * [`RegressionQualityMetricResults.abs_error_std_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.abs_error_std_ref)
      * [`RegressionQualityMetricResults.abs_perc_error_std`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.abs_perc_error_std)
      * [`RegressionQualityMetricResults.abs_perc_error_std_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.abs_perc_error_std_ref)
      * [`RegressionQualityMetricResults.columns`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.columns)
      * [`RegressionQualityMetricResults.error_bias`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.error_bias)
      * [`RegressionQualityMetricResults.error_normality`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.error_normality)
      * [`RegressionQualityMetricResults.error_std`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.error_std)
      * [`RegressionQualityMetricResults.error_std_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.error_std_ref)
      * [`RegressionQualityMetricResults.hist_for_plot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.hist_for_plot)
      * [`RegressionQualityMetricResults.me_default_sigma`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.me_default_sigma)
      * [`RegressionQualityMetricResults.me_hist_for_plot`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.me_hist_for_plot)
      * [`RegressionQualityMetricResults.mean_abs_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.mean_abs_error)
      * [`RegressionQualityMetricResults.mean_abs_error_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.mean_abs_error_default)
      * [`RegressionQualityMetricResults.mean_abs_error_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.mean_abs_error_ref)
      * [`RegressionQualityMetricResults.mean_abs_perc_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.mean_abs_perc_error)
      * [`RegressionQualityMetricResults.mean_abs_perc_error_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.mean_abs_perc_error_default)
      * [`RegressionQualityMetricResults.mean_abs_perc_error_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.mean_abs_perc_error_ref)
      * [`RegressionQualityMetricResults.mean_error`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.mean_error)
      * [`RegressionQualityMetricResults.mean_error_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.mean_error_ref)
      * [`RegressionQualityMetricResults.r2_score`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.r2_score)
      * [`RegressionQualityMetricResults.r2_score_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.r2_score_ref)
      * [`RegressionQualityMetricResults.rmse`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.rmse)
      * [`RegressionQualityMetricResults.rmse_default`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.rmse_default)
      * [`RegressionQualityMetricResults.rmse_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.rmse_ref)
      * [`RegressionQualityMetricResults.underperformance`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.underperformance)
      * [`RegressionQualityMetricResults.underperformance_ref`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.underperformance_ref)
      * [`RegressionQualityMetricResults.vals_for_plots`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.regression_quality.RegressionQualityMetricResults.vals_for_plots)
  * [top\_error module](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#module-evidently.metrics.regression_performance.top_error)
    * [`RegressionTopErrorMetric`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetric)
      * [`RegressionTopErrorMetric.calculate()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetric.calculate)
    * [`RegressionTopErrorMetricRenderer`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricRenderer)
      * [`RegressionTopErrorMetricRenderer.color_options`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricRenderer.color_options)
      * [`RegressionTopErrorMetricRenderer.render_html()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricRenderer.render_html)
      * [`RegressionTopErrorMetricRenderer.render_json()`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricRenderer.render_json)
    * [`RegressionTopErrorMetricResults`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricResults)
      * [`RegressionTopErrorMetricResults.curr_mean_err_per_group`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricResults.curr_mean_err_per_group)
      * [`RegressionTopErrorMetricResults.curr_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricResults.curr_scatter)
      * [`RegressionTopErrorMetricResults.ref_mean_err_per_group`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricResults.ref_mean_err_per_group)
      * [`RegressionTopErrorMetricResults.ref_scatter`](https://francesco.gitbook.io/docs.evidentlyai.com/reference/api-reference/evidently.metrics.regression_performance#evidently.metrics.regression_performance.top_error.RegressionTopErrorMetricResults.ref_scatter)

## Submodules

## base\_metric module <a href="#module-evidently.metrics.base_metric" id="module-evidently.metrics.base_metric"></a>

### class ErrorResult(exception: BaseException)

Bases: `object`

#### Attributes:

&#x20;    **exception : BaseException**

### class InputData(reference\_data: Optional\[pandas.core.frame.DataFrame], current\_data: pandas.core.frame.DataFrame, column\_mapping: [ColumnMapping](https://francesco.gitbook.io/docs.evidentlyai.com/reference/evidently.pipeline#evidently.pipeline.column_mapping.ColumnMapping), data\_definition: [DataDefinition](https://francesco.gitbook.io/docs.evidentlyai.com/reference/evidently.utils#evidently.utils.data_preprocessing.DataDefinition))

Bases: `object`

#### Attributes:

&#x20;    **column\_mapping :** [**ColumnMapping**](https://francesco.gitbook.io/docs.evidentlyai.com/reference/evidently.pipeline#evidently.pipeline.column_mapping.ColumnMapping)

&#x20;    **current\_data : DataFrame**

&#x20;    **data\_definition :** [**DataDefinition**](https://francesco.gitbook.io/docs.evidentlyai.com/reference/evidently.utils#evidently.utils.data_preprocessing.DataDefinition)

&#x20;    **reference\_data : Optional\[DataFrame]**

### class Metric()

Bases: `Generic`\[`TResult`]

#### Attributes:

&#x20;    **context = None**

#### Methods:

&#x20;    **abstract calculate(data: InputData)**

&#x20;    **get\_id()**

&#x20;    **get\_parameters()**

&#x20;    **get\_result()**

&#x20;    **set\_context(context)**

### generate\_column\_metrics(metric\_class: Type\[Metric], columns: Optional\[Union\[str, list]] = None, parameters: Optional\[Dict] = None, skip\_id\_column: bool = False)

Function for generating metrics for columns

## utils module <a href="#module-evidently.metrics.utils" id="module-evidently.metrics.utils"></a>

### apply\_func\_to\_binned\_data(df\_for\_bins, func, target\_column, preds\_column, is\_ref\_data=False)

### make\_target\_bins\_for\_reg\_plots(curr: DataFrame, target\_column, preds\_column, ref: Optional\[DataFrame] = None)