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How-to guides

How-to guides.
These example notebooks and how-to guides show how to solve specific tasks.
Topic
Question
Guide 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?