Column values match

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Definition

The column values match test checks if, for a given column, the values are the same between the current dataset and the reference dataset.

• In development projects, the training set is used as the reference and the validation set as the current dataset.
• In monitoring projects, the reference dataset is uploaded by the user and the production data is the current dataset.

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Taxonomy

• Category: Consistency.
• Task types: LLM, tabular classification, tabular regression, text classification.
• Availability: development.

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Why it matters

• The column values match test can help verifying that key attributes or features in your dataset remain consistent over time or across different datasets.

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Test configuration examples

If you are writing a tests.json, here are a few valid configurations for the character length test: