# Evidently Documentation 

## latest

- [What is Evidently?](https://docs-old.evidentlyai.com/readme.md)
- [Get Started](https://docs-old.evidentlyai.com/get-started.md)
- [Evidently Cloud](https://docs-old.evidentlyai.com/get-started/quickstart-cloud.md): Get started with Evidently Cloud.
- [Quickstart - LLM tracing](https://docs-old.evidentlyai.com/get-started/quickstart-cloud/cloud_quickstart_tracing.md): LLM tracing "Hello world."
- [Quickstart - LLM evaluations](https://docs-old.evidentlyai.com/get-started/quickstart-cloud/cloud_quickstart_llm.md): LLM evaluation "Hello world."
- [Quickstart - Data and ML checks](https://docs-old.evidentlyai.com/get-started/quickstart-cloud/cloud_quickstart_tabular.md): ML Monitoring “Hello world.” From data to dashboard in a couple of minutes.
- [Quickstart - No-code evaluations](https://docs-old.evidentlyai.com/get-started/quickstart-cloud/cloud_quickstart_nocode.md)
- [Evidently OSS](https://docs-old.evidentlyai.com/get-started/hello-world.md): Get started with Evidently OSS.
- [OSS Quickstart - LLM evals](https://docs-old.evidentlyai.com/get-started/hello-world/oss_quickstart_llm.md): Run your first LLM evaluation using Evidently open-source.
- [OSS Quickstart - Data and ML monitoring](https://docs-old.evidentlyai.com/get-started/hello-world/oss_quickstart_tabular.md): Run your first evaluation using Evidently open-source, for tabular data.
- [Presets](https://docs-old.evidentlyai.com/presets.md)
- [All Presets](https://docs-old.evidentlyai.com/presets/all-presets.md): An overview of the evaluations you can do with Evidently.
- [Data Drift](https://docs-old.evidentlyai.com/presets/data-drift.md)
- [Data Quality](https://docs-old.evidentlyai.com/presets/data-quality.md)
- [Target Drift](https://docs-old.evidentlyai.com/presets/target-drift.md)
- [Regression Performance](https://docs-old.evidentlyai.com/presets/reg-performance.md)
- [Classification Performance](https://docs-old.evidentlyai.com/presets/class-performance.md)
- [NoTargetPerformance](https://docs-old.evidentlyai.com/presets/no-target-performance.md)
- [Text Evals](https://docs-old.evidentlyai.com/presets/text-overview.md)
- [Recommender System](https://docs-old.evidentlyai.com/presets/recsys.md)
- [Tutorials and Examples](https://docs-old.evidentlyai.com/tutorials-and-examples.md)
- [All Tutorials](https://docs-old.evidentlyai.com/tutorials-and-examples/examples.md): Code examples and tutorials.
- [Tutorial - Tracing](https://docs-old.evidentlyai.com/tutorials-and-examples/tutorial_tracing.md): How to capture LLM inputs and outputs and view them in Evidently Cloud.
- [Tutorial - Reports and Tests](https://docs-old.evidentlyai.com/tutorials-and-examples/tutorial_reports_tests.md)
- [Tutorial - Data & ML Monitoring](https://docs-old.evidentlyai.com/tutorials-and-examples/tutorial-cloud.md): Get started with Evidently Cloud. Run checks and customize a Dashboard in 15 minutes.
- [Tutorial - LLM Evaluation](https://docs-old.evidentlyai.com/tutorials-and-examples/tutorial-llm.md): Evaluate and test your LLM use case in 15 minutes.
- [Self-host ML Monitoring](https://docs-old.evidentlyai.com/tutorials-and-examples/tutorial-monitoring.md)
- [LLM as a judge](https://docs-old.evidentlyai.com/tutorials-and-examples/cookbook_llm_judge.md): How to create and evaluate an LLM judge.
- [LLM Regression Testing](https://docs-old.evidentlyai.com/tutorials-and-examples/cookbook_llm_regression_testing.md): How to run regression testing for LLM outputs.
- [Installation](https://docs-old.evidentlyai.com/setup/install-evidently.md): How to install the open-source Python library.
- [Evidently Cloud](https://docs-old.evidentlyai.com/setup/cloud_account.md): How to set up Evidently Cloud account.
- [Self-hosting](https://docs-old.evidentlyai.com/setup/self_hosting.md): How to self-host the open-source Evidently UI service.
- [Projects](https://docs-old.evidentlyai.com/user-guide/projects.md)
- [Projects overview](https://docs-old.evidentlyai.com/user-guide/projects/projects_overview.md): Introduction to Projects in Evidently Platform.
- [Manage Projects](https://docs-old.evidentlyai.com/user-guide/projects/add_project.md): Set up a Project for your evaluation or monitoring use case.
- [Tracing](https://docs-old.evidentlyai.com/user-guide/tracing.md)
- [Tracing overview](https://docs-old.evidentlyai.com/user-guide/tracing/tracing_overview.md): Introduction to tracing.
- [Set up tracing](https://docs-old.evidentlyai.com/user-guide/tracing/set_up_tracing.md): Set up LLM tracing with tracely.
- [Input data](https://docs-old.evidentlyai.com/user-guide/input-data.md)
- [Input data overview](https://docs-old.evidentlyai.com/user-guide/input-data/data-requirements.md): How to prepare the data to run Evidently Reports or Test Suites.
- [Column mapping](https://docs-old.evidentlyai.com/user-guide/input-data/column-mapping.md): How to use column mapping in Evidently.
- [Data for Classification](https://docs-old.evidentlyai.com/user-guide/input-data/classification_data.md): How to define the data schema for classification.
- [Data for Recommendations](https://docs-old.evidentlyai.com/user-guide/input-data/recsys_data.md): How to define the data schema for ranking and recommendations.
- [Load data to pandas](https://docs-old.evidentlyai.com/user-guide/input-data/load-data-to-pandas.md)
- [Tests and Reports](https://docs-old.evidentlyai.com/user-guide/tests-and-reports.md)
- [Reports and Tests Overview](https://docs-old.evidentlyai.com/user-guide/tests-and-reports/introduction.md): Introduction to Reports and Test Suites.
- [Get a Report](https://docs-old.evidentlyai.com/user-guide/tests-and-reports/get-reports.md): How to generate Reports using Evidently Python library.
- [Run a Test Suite](https://docs-old.evidentlyai.com/user-guide/tests-and-reports/run-tests.md): How to run Test Suites using Evidently Python library.
- [Evaluate Text Data](https://docs-old.evidentlyai.com/user-guide/tests-and-reports/text-descriptors.md): How to run evaluations for text data with Descriptors.
- [Output formats](https://docs-old.evidentlyai.com/user-guide/tests-and-reports/output_formats.md): How to export the results of evaluations.
- [Generate multiple Tests or Metrics](https://docs-old.evidentlyai.com/user-guide/tests-and-reports/test-metric-generator.md)
- [Run Evidently on Spark](https://docs-old.evidentlyai.com/user-guide/tests-and-reports/spark.md): How to run calculations on Spark.
- [Evaluations](https://docs-old.evidentlyai.com/user-guide/evaluations.md)
- [Evaluations overview](https://docs-old.evidentlyai.com/user-guide/evaluations/evals_overview.md): How to run evaluation workflows in Evidently Platform.
- [Generate snapshots](https://docs-old.evidentlyai.com/user-guide/evaluations/snapshots.md): How to run evals in Python and upload to Evidently Platform.
- [Run no code evals](https://docs-old.evidentlyai.com/user-guide/evaluations/no_code_evals.md): How to evaluate your data in a no-code interface.
- [Monitoring](https://docs-old.evidentlyai.com/user-guide/monitoring.md)
- [Monitoring overview](https://docs-old.evidentlyai.com/user-guide/monitoring/monitoring_overview.md): How to set up online evaluations and monitoring.
- [Batch monitoring](https://docs-old.evidentlyai.com/user-guide/monitoring/batch_monitoring.md): How to run batch monitoring workflows.
- [Collector service](https://docs-old.evidentlyai.com/user-guide/monitoring/collector_service.md): How to send data in near real-time using the Collector service.
- [Scheduled evaluations](https://docs-old.evidentlyai.com/user-guide/monitoring/scheduled_evals.md)
- [Send alerts](https://docs-old.evidentlyai.com/user-guide/monitoring/alerting.md): Get notifications in Slack or email.
- [Dashboard](https://docs-old.evidentlyai.com/user-guide/dashboard.md)
- [Dashboard overview](https://docs-old.evidentlyai.com/user-guide/dashboard/dashboard_overview.md): Introduction to Dashboards.
- [Pre-built Tabs](https://docs-old.evidentlyai.com/user-guide/dashboard/add_dashboard_tabs.md): Get a pre-built monitoring Dashboard using templates.
- [Panel types](https://docs-old.evidentlyai.com/user-guide/dashboard/design_dashboard.md): Overview of the available monitoring Panel types.
- [Adding Panels](https://docs-old.evidentlyai.com/user-guide/dashboard/design_dashboard_api.md): Design your Dashboard with custom Panels.
- [Datasets](https://docs-old.evidentlyai.com/user-guide/datasets.md)
- [Datasets overview](https://docs-old.evidentlyai.com/user-guide/datasets/datasets_overview.md): Introduction to Datasets in Evidently Platform.
- [Work with Datasets](https://docs-old.evidentlyai.com/user-guide/datasets/datasets_api.md): Working with Datasets on Evidently Platform.
- [Customization](https://docs-old.evidentlyai.com/user-guide/customization.md)
- [Data drift parameters](https://docs-old.evidentlyai.com/user-guide/customization/options-for-statistical-tests.md): How to set custom data drift conditions and thresholds for tabular and text data.
- [Embeddings drift parameters](https://docs-old.evidentlyai.com/user-guide/customization/embeddings-drift-parameters.md): How to customize data drift detection for embeddings.
- [Feature importance in data drift](https://docs-old.evidentlyai.com/user-guide/customization/feature-importance.md): How to show feature importance in Data Drift evaluations.
- [Text evals with LLM-as-judge](https://docs-old.evidentlyai.com/user-guide/customization/llm_as_a_judge.md): How to use external LLMs to score text data.
- [Text evals with HuggingFace](https://docs-old.evidentlyai.com/user-guide/customization/huggingface_descriptor.md): How to use models available on HuggingFace as text Descriptors.
- [Add a custom text descriptor](https://docs-old.evidentlyai.com/user-guide/customization/add-custom-descriptor.md): How to add custom text descriptors.
- [Add a custom drift method](https://docs-old.evidentlyai.com/user-guide/customization/add-custom-drift-method.md): How to implement a new drift detection method.
- [Add a custom Metric or Test](https://docs-old.evidentlyai.com/user-guide/customization/add-custom-metric-or-test.md)
- [Customize JSON output](https://docs-old.evidentlyai.com/user-guide/customization/json-dict-output.md): How to modify what is included in the Evidently JSON or Python dictionary output.
- [Show raw data in Reports](https://docs-old.evidentlyai.com/user-guide/customization/report-data-aggregation.md): How to change data aggregation in plots.
- [Add text comments to Reports](https://docs-old.evidentlyai.com/user-guide/customization/text-comments.md): How to add a widget with custom text.
- [Change color schema](https://docs-old.evidentlyai.com/user-guide/customization/options-for-color-schema.md): You can modify the colors in the Reports and Tests.
- [How-to guides](https://docs-old.evidentlyai.com/user-guide/how-to-guides.md): How-to guides.
- [All tests](https://docs-old.evidentlyai.com/reference/all-tests.md): List of all Tests and Test Presets available in Evidently.
- [All metrics](https://docs-old.evidentlyai.com/reference/all-metrics.md): List of Metrics, Descriptors and Metric Presets available in Evidently.
- [Ranking metrics](https://docs-old.evidentlyai.com/reference/all-metrics/ranking-metrics.md): Open-source metrics for ranking and recommendations.
- [Data drift algorithm](https://docs-old.evidentlyai.com/reference/data-drift-algorithm.md)
- [API Reference](https://docs-old.evidentlyai.com/reference/api-reference.md)
- [evidently.calculations](https://docs-old.evidentlyai.com/reference/api-reference/evidently.calculations.md)
- [evidently.calculations.stattests](https://docs-old.evidentlyai.com/reference/api-reference/evidently.calculations/evidently.calculations.stattests.md)
- [evidently.metrics](https://docs-old.evidentlyai.com/reference/api-reference/evidently.metrics.md)
- [evidently.metrics.classification\_performance](https://docs-old.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.classification_performance.md)
- [evidently.metrics.data\_drift](https://docs-old.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.data_drift.md)
- [evidently.metrics.data\_integrity](https://docs-old.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.data_integrity.md)
- [evidently.metrics.data\_quality](https://docs-old.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.data_quality.md)
- [evidently.metrics.regression\_performance](https://docs-old.evidentlyai.com/reference/api-reference/evidently.metrics/evidently.metrics.regression_performance.md)
- [evidently.metric\_preset](https://docs-old.evidentlyai.com/reference/api-reference/evidently.metric_preset.md)
- [evidently.options](https://docs-old.evidentlyai.com/reference/api-reference/evidently.options.md)
- [evidently.pipeline](https://docs-old.evidentlyai.com/reference/api-reference/evidently.pipeline.md)
- [evidently.renderers](https://docs-old.evidentlyai.com/reference/api-reference/evidently.renderers.md)
- [evidently.report](https://docs-old.evidentlyai.com/reference/api-reference/evidently.report.md)
- [evidently.suite](https://docs-old.evidentlyai.com/reference/api-reference/evidently.suite.md)
- [evidently.test\_preset](https://docs-old.evidentlyai.com/reference/api-reference/evidently.test_preset.md)
- [evidently.test\_suite](https://docs-old.evidentlyai.com/reference/api-reference/evidently.test_suite.md)
- [evidently.tests](https://docs-old.evidentlyai.com/reference/api-reference/evidently.tests.md)
- [evidently.utils](https://docs-old.evidentlyai.com/reference/api-reference/evidently.utils.md)
- [Integrations](https://docs-old.evidentlyai.com/integrations/integrations.md)
- [Evidently integrations](https://docs-old.evidentlyai.com/integrations/integrations/evidently-integrations.md): Overview of the available Evidently integrations.
- [Notebook environments](https://docs-old.evidentlyai.com/integrations/integrations/notebook-environments.md): Using Evidently in Colab and other notebook environments.
- [Evidently and Airflow](https://docs-old.evidentlyai.com/integrations/integrations/evidently-and-airflow.md): Run model evaluation or data drift analysis as a part of Airflow DAG.
- [Evidently and MLflow](https://docs-old.evidentlyai.com/integrations/integrations/evidently-and-mlflow.md): Log Evidently metrics in the MLflow UI.
- [Evidently and DVCLive](https://docs-old.evidentlyai.com/integrations/integrations/evidently-and-dvclive.md): Log Evidently metrics with DVC via DVCLive.
- [Evidently and Metaflow](https://docs-old.evidentlyai.com/integrations/integrations/evidently-and-metaflow.md): Run model evaluation or data drift analysis as Metaflow Flow and save the Evidently metrics in S3, visualizing it with the optional Metaflow UI.
- [Migration](https://docs-old.evidentlyai.com/support/migration.md): How to migrate to the new Evidently API.
- [Contact](https://docs-old.evidentlyai.com/support/contact.md)
- [F.A.Q.](https://docs-old.evidentlyai.com/support/f.a.q..md)
- [Telemetry](https://docs-old.evidentlyai.com/support/telemetry.md)
- [Changelog](https://docs-old.evidentlyai.com/support/changelog.md)

## v0.1.57

- [What is Evidently?](https://docs-old.evidentlyai.com/v0.1.57/readme.md)
- [Installation](https://docs-old.evidentlyai.com/v0.1.57/install-evidently.md)
- [Get Started Tutorial](https://docs-old.evidentlyai.com/v0.1.57/tutorial.md)
- [Reports](https://docs-old.evidentlyai.com/v0.1.57/reports.md): What each report contains and how and when to use them.
- [Data Drift](https://docs-old.evidentlyai.com/v0.1.57/reports/data-drift.md)
- [Data Quality](https://docs-old.evidentlyai.com/v0.1.57/reports/data-quality.md)
- [Numerical Target Drift](https://docs-old.evidentlyai.com/v0.1.57/reports/num-target-drift.md)
- [Categorical Target Drift](https://docs-old.evidentlyai.com/v0.1.57/reports/categorical-target-drift.md)
- [Regression Performance](https://docs-old.evidentlyai.com/v0.1.57/reports/reg-performance.md)
- [Classification Performance](https://docs-old.evidentlyai.com/v0.1.57/reports/classification-performance.md)
- [Probabilistic Classification Performance](https://docs-old.evidentlyai.com/v0.1.57/reports/probabilistic-classification-performance.md)
- [Tests](https://docs-old.evidentlyai.com/v0.1.57/tests.md)
- [Examples](https://docs-old.evidentlyai.com/v0.1.57/examples.md): Sample notebooks and tutorials
- [Integrations](https://docs-old.evidentlyai.com/v0.1.57/integrations.md): How to integrate Evidently with other tools in the ML pipeline.
- [Evidently and Grafana](https://docs-old.evidentlyai.com/v0.1.57/integrations/evidently-and-grafana.md): Create live dashboards for ML monitoring.
- [Evidently and Airflow](https://docs-old.evidentlyai.com/v0.1.57/integrations/evidently-and-airflow.md): Run model evaluation or data drift analysis as a part of Airflow DAG.
- [Evidently and MLflow](https://docs-old.evidentlyai.com/v0.1.57/integrations/evidently-and-mlflow.md): Log Evidently metrics in the MLflow UI.
- [Dashboards](https://docs-old.evidentlyai.com/v0.1.57/features/dashboards.md): How to generate visual reports on data and model performance.
- [Input data](https://docs-old.evidentlyai.com/v0.1.57/features/dashboards/input_data.md): How to prepare the data.
- [Column mapping](https://docs-old.evidentlyai.com/v0.1.57/features/dashboards/column_mapping.md): How to use column\_mapping in Evidently.
- [Generate dashboards](https://docs-old.evidentlyai.com/v0.1.57/features/dashboards/generate_dashboards.md): How to generate dashboards in Evidently.
- [CLI](https://docs-old.evidentlyai.com/v0.1.57/features/dashboards/cli.md): How to use Evidently from the Terminal.
- [Colab and other environments](https://docs-old.evidentlyai.com/v0.1.57/features/dashboards/notebook_environments.md): How to use Evidently in different notebook environments.
- [Profiling](https://docs-old.evidentlyai.com/v0.1.57/features/profiling.md): How to profile ML models and data.
- [Input data](https://docs-old.evidentlyai.com/v0.1.57/features/profiling/input_data.md)
- [Column mapping](https://docs-old.evidentlyai.com/v0.1.57/features/profiling/column_mapping.md)
- [Generate profiles](https://docs-old.evidentlyai.com/v0.1.57/features/profiling/generate_profiles.md): How to generate JSON profiles in Evidently.
- [CLI](https://docs-old.evidentlyai.com/v0.1.57/features/profiling/cli.md)
- [Monitoring](https://docs-old.evidentlyai.com/v0.1.57/features/monitoring.md): How to collect data and model metrics from an ML service.
- [Customization](https://docs-old.evidentlyai.com/v0.1.57/user-guide/customization.md): How to change and modify the pre-built Evidently reports.
- [Select Widgets](https://docs-old.evidentlyai.com/v0.1.57/user-guide/customization/select-widgets-to-display.md): You can decide which components to include in the Dashboards or HTML Reports.
- [Custom Widgets and Tabs](https://docs-old.evidentlyai.com/v0.1.57/user-guide/customization/add-a-custom-widget-or-tab.md): You can create a new Widget and/or a new Tab.
- [Options for Data / Target drift](https://docs-old.evidentlyai.com/v0.1.57/user-guide/customization/options-for-data-target-drift.md): You can modify certain options when calculating the Data and Target drift.
- [Options for Quality Metrics](https://docs-old.evidentlyai.com/v0.1.57/user-guide/customization/options-for-quality-metrics.md)
- [Options for Statistical Tests](https://docs-old.evidentlyai.com/v0.1.57/user-guide/customization/options-for-statistical-tests.md): You can modify the statistical tests used to calculate Data and Target Drift.
- [Options for Color Schema](https://docs-old.evidentlyai.com/v0.1.57/user-guide/customization/options-for-color-schema.md): You can modify the colors in the Evidently Dashboards.
- [Recipes](https://docs-old.evidentlyai.com/v0.1.57/user-guide/recipes.md): How-to examples.
- [Contact](https://docs-old.evidentlyai.com/v0.1.57/support/contact.md)
- [F.A.Q.](https://docs-old.evidentlyai.com/v0.1.57/support/f.a.q..md)
- [Telemetry](https://docs-old.evidentlyai.com/v0.1.57/support/telemetry.md)
- [Changelog](https://docs-old.evidentlyai.com/v0.1.57/support/changelog.md)