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Distinct Values

Ensure a column contains only distinct values or matches expected uniqueness.

Validator Overview

The Distinct Values validator works similar to the Volume validator configured for the Unique Count or Unique Percentage metrics. For more information, see Volume validators.

You can configure volume validators to monitor the following metrics:

Metric OptionsDescription
Unique CountValidates the number of unique rows.
Unique PercentageValidates the percentage of unique rows.

Field selection

For the distinct value metrics, you have to specify one or several fields. Specifying several fields means field values are concatenated before being counted, which is, for example, useful when validating uniqueness of composite keys.

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Note

Validio includes NULL values in the counts, unless you apply a NULL filter to remove them.

Metric Configuration Parameters

Parameters

Description

Options

Metric

Select the metric to calculate.

Unique count
Unique percentage

Field

Select a source field to use for the calculation.

List of available fields with numeric data types.

Filter

(Optional) Use filters to specify which records to include in the calculation.

List of existing filters or create a new filter.

Window

Use windows to define the time-range over which the data is aggregated.

List of existing windows or create a new window.

Segmentation

Use segmentation to break the data into separate groups for analysis.

List of existing segmentations, Unsegmented (default), or create a new segmentation.

Initialize using historic data

Start the validator with historical data to prime the anomaly detection algorithms.