Evidently

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Updates:
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Fixes:
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Breaking Changes:
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**Updates:**
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**Experimental:**
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**Breaking Changes:**
Renamed parameter lemmatisize -> lemmatize in TriggerWordsPresence text descriptor

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**Breaking Changes:**
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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:**
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**Fixes:**
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**Breaking Changes:**
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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.

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**Breaking Changes:**
Old API is no longer supported! There are no more Dashboards, Model Profiles, Tabs, and Profile Sections!
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**Updates:**
JSON output customisation:
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Text descriptors support in column metrics and tests:
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Embeddings Drift Metric
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**Fixes:**
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**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)