Support for Tests Criticality

Updates:
#720
#727
#728
#729
#730

Fixes:
#721
#723

Support for both percentages and absolute values ​​in histograms

Updates:
#711
#714

Fixes:
#681
#692
#695
#696
#698
#704
#707
#712
#713

UI Service

Updates:
#631
#634
#633
#668
#672
#677
#684
#687
#690

Fixes:
#641
#651
#665

Breaking Changes:
#644

Text Comment and Text Descriptors

Updates:
#619
#622
#628
#629

Experimental:
#600

Breaking Changes:
Renamed parameter lemmatisize -> lemmatize in TriggerWordsPresence text descriptor

Fixes:
#607
#611
#613
#615
#618
#617
#623
#624
#625
#626
#630

Aggregated metrics visualization

Breaking Changes:
#601
Since this version, the following metrics will render aggregated plots instead of raw data plots:

• ColumnDriftMetric
• DataDriftTable
• ColumnValuePlot
• TextDescriptorsDriftMetric
• ColumnSummaryMetric
• RegressionPredictedVsActualScatter
• RegressionPredictedVsActualPlot
• RegressionErrorPlot
• RegressionAbsPercentageErrorPlot
• RegressionErrorNormality
• RegressionTopErrorMetric
• ClassificationClassSeparationPlot
• ClassificationQualityByFeatureTable
• RegressionErrorBiasTable
• TargetByFeaturesTable

To return raw data plots use render option :

• On a metric level:

report = Report(
	metrics=[
	RegressionPredictedVsActualScatter(options={"render": {"raw_data": True}}),
])

• On a report level:

report = Report(
    metrics=[
      RegressionQualityMetric(),
      RegressionPredictedVsActualScatter(),
    ],
    options={"render": {"raw_data": True}}
  )

Updates:
#588
#589
#597

Fixes:
#593

Support for Text Descriptors in Column Tests and Embedding Drift Test

Breaking Changes:
#585
Drift detection method
text_content_drift was renamed to perc_text_content_drift
This happened because an additional text data drift detection method was added: abs_text_content_drift. This drift detection technique works more efficiently with large datasets.

Updates:
#562
#564
#566
#567
#569
#570
#587

Fixes:
#568
#572
#573
#574
#575
#579
#580
#582
#583
#586

Dashboards API is no longer supported! JSON output customisation & Embeddings Drift Metric

Breaking Changes:
Old API is no longer supported! There are no more Dashboards, Model Profiles, Tabs, and Profile Sections!
#550

Updates:
JSON output customisation:
#543
#545
#548

Text descriptors support in column metrics and tests:
#542
#546
#553
#557

Embeddings Drift Metric
#558

Fixes:
#560

New Examples:
How to customize JSON output for Reports and TestSuites?
How to calculate drift for embeddings?
How to apply column metrics for text descriptors?

Fix for reports json generation

Fixes:
#536
#537
#541

MetricResult structuring (to be used for JSON adjustment later)

Updates:
#517
#533

Streamlit Integration Example:
#531

Fixes:
#523
#528
#529
#532
#534
#535

Text Descriptors Customisation for Text-specific Metrics and Preset

Updates:

1. Added text descriptor TriggerWordsPresence
2. Added an option to specify which text descriptors should be used in the following metrics:

• TextDescriptorsDriftMetric
• TextDescriptorsDistribution
• TextDescriptorsCorrelationMetric

3. Added an option to specify which text descriptors should be used in the TextOverviewPreset

Fixes:
#512
#519
#520
#521
#522