Evidently

**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

**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
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587

**Fixes:**
568
572
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579
580
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586

**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?](https://github.com/evidentlyai/evidently/blob/main/examples/how_to_questions/how_to_customize_json_output.ipynb)
[How to calculate drift for embeddings?](https://github.com/evidentlyai/evidently/blob/main/examples/how_to_questions/how_to_calculate_embeddings_drift.ipynb)
[How to apply column metrics for text descriptors?](https://github.com/evidentlyai/evidently/blob/main/examples/how_to_questions/how_to_apply_table_metrics_and_tests_to_text_descriptors.ipynb)

**Fixes:**
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541

**Updates:**
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533

**Streamlit Integration Example:**
531

**Fixes:**
523
528
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535

**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
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522