How-to guides

How-to guides.

These example notebooks and how-to guides show how to solve specific tasks. You can also browse on GitHub.

TopicQuestionGuide or example

Input data

How to load data from different sources to pandas.Dataframes?

Input data

How to use column mapping?

Test and Reports

How to generate multiple Tests or Metrics quickly? (Test and Metric Generators).

Test and Reports

How to calculate drift in embeddings?

Test and Reports

How to run evaluations on raw text data? (Tests, Metrics and Presets that work with Text).

Test and Reports

How to use text descriptors in text-specific Metrics?

Test and Reports

How to use text descriptors in tabular Metrics and Tests?

Test and Reports

How to calculate metrics for ranking and recommender systems?

Test and Reports

How to import text data, convert to embeddings and detect drift?

Test and Reports

How to set Test criticality as "warning"?

Test and Reports

How to save and load Test Suites and Reports as JSON "snapshots"?

Test and Reports

How to export Report results to a dataframe?

Test and Reports

How to run calculations on Spark?

Customization

How to assign a particular method for Data Drift detection?

Customization

How to define a custom list of Missing Values?

Customization

How to add a custom Metric or Test from scratch)?

Customization

How to add a custom Metric as a Python function?

Visual render

How to add text comments to the Reports?

Visual render

How to specify a color scheme in Reports and Test Suites?

Visual render

How to get non-aggregated visuals in Reports?

Outputs

How to customize JSON output?

Outputs

How to get Report or Test Suite output in csv?

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