Evidently

**Breaking Changes:**
Metrics Rename:
ClassificationQuality -> ClassificationQualityMetric
ProbabilityDistribution -> ClassificationProbDistribution

Tests Rename:
TestHighlyCorrelatedFeatures -> TestHighlyCorrelatedColumns
TestFeatureValueMin -> TestColumnValueMin
TestFeatureValueMax -> TestColumnValueMax
TestFeatureValueMean -> TestColumnValueMean
TestFeatureValueMedian -> TestColumnValueMedian
TestFeatureValueStd -> TestColumnValueStd
TestNumberOfDriftedFeatures -> TestNumberOfDriftedColumns
TestShareOfDriftedFeatures -> TestShareOfDriftedColumns
TestFeatureValueDrift -> TestColumnValueDrift

**Updates:**
400
373

**Fixes:**
371
421
419
418
417
416
415

Breaking Changes:
All Test Presets were renamed.
TestPreset suffix was added to original names:
- NoTargetPerformance -> NoTargetPerformanceTestPreset
- DataQuality -> DataQualityTestPreset
- DataStability -> DataStabilityTestPreset
- DataDrift -> DataDriftTestPreset
- Regression -> RegressionTestPreset
- MulticlassClassification -> MulticlassClassificationTestPreset
- BinaryClassificationTopK -> BinaryClassificationTopKTestPreset
- BinaryClassification -> BinaryClassificationTestPreset

Updates:
**Added DataDrift metrics:**
- DatasetDriftMetric
- DataDriftTable
- ColumnValuePlot
- TargetByFeaturesTable

**Added DataQuality metrics:**
- ColumnDistributionMetric
- ColumnQuantileMetric
- ColumnCorrelationsMetric
- ColumnValueListMetric
- ColumnValueRangeMetric
- DatasetCorrelationsMetric

**Added DataIntegrity metrics:**
- ColumnSummaryMetric
- ColumnMissingValuesMetric
- DatasetSummaryMetric
- DatasetMissingValuesMetric

**Added Classification metrics:**
- ClassificationQuality
- ClassificationClassBalance
- ClassificationConfusionMatrix
- ClassificationQualityByClass
- ClassificationClassSeparationPlot
- ProbabilityDistribution
- ClassificationRocCurve
- ClassificationPRCurve
- ClassificationPRTable
- ClassificationQualityByFeatureTable

**Added Regression metrics:**
- RegressionQualityMetric
- RegressionPredictedVsActualScatter
- RegressionPredictedVsActualPlot
- RegressionErrorPlot
- RegressionAbsPercentageErrorPlot
- RegressionErrorDistribution
- RegressionErrorNormality
- RegressionTopErrorMetric
- RegressionErrorBiasTable

**Added MetricPresets:**
- DataDriftPreset
- DataQualityPreset
- RegressionPreset
- ClassificationPreset

**Added New Statistical Tests**
- Anderson-Darling test for numerical features
- Cramer Von Mises test for numerical features
- Hellinger distance test for numerical and categorical features
- Mann-Whitney U-rank test for numerical features
- Cressie-Read power divergence test for categorical features

**Fixes:**
334
353
361
367

**Updates:**
- Replaced BaseWidgetInfo with helpers: https://github.com/evidentlyai/evidently/pull/326
- Added metrics generator for column-based metrics: https://github.com/evidentlyai/evidently/pull/323
- Added black and isort: https://github.com/evidentlyai/evidently/pull/322

**Fixes:**
- https://github.com/evidentlyai/evidently/pull/340
- https://github.com/evidentlyai/evidently/pull/341
- https://github.com/evidentlyai/evidently/pull/336

**Updates:**
- Introduced Report - an object, that unites Dashboard and Profile functionality
- Introduced MetricPreset - an object, that replaces Tab and ProfileSection
- Implemented following MetricPresets: DataDrift, DataQuality (limited content), CatTargetDrift, NumTargetDrift, RegressionPerformance, ClassificationPerformance

**Fixes:**
- 312

**Updates:**
- Implemented function generate_column_tests() to generate similar tests for many columns automatically

Dataset Null-related tests
- Implemented TestNumberOfNulls to replace TestNumberOfNANs and TestNumberOfNullValues
- Implemented TestShareOfNulls
- Implemented TestShareOfColumnsWithNulls
- Implemented TestShareOfRowsWithNulls
- Implemented TestNumberOfDifferentNulls

Column Null-related tests
- Implemented TestColumnNumberOfNulls to replace TestColumnNumberOfNullValues
- Implemented TestColumnShareOfNulls to replace TestColumnNANShare

**Fixes:**
- Fixed metric duplication to reduce an amount of calculations while building TestSuites (basically, now same metrics from the one test suite are not recalculated multiple times)
- Implemented NAN filtering for all dashboards in way, that each column is filtered separately

Updates:
- added TPR, TNR, FPR, FNR Tests for Binary Classification Model Performance
- Renamed status "No Group" to "Dataset-level tests" in TestSuites filtering menu

Fixes:
- 207
- 265
- 256
- fixed unit tests for different versions of python and pandas