Relative volume
Compare the difference in row count between two sources.
Validator overview
The relative volume Validator calculates the time difference on two fields for each record:
- Count ratio: Calculates the ratio between the
number of rows in the source
and thenumber of rows in the reference source
. - Percentage ratio: Calculates the ratio between the
percentage of rows in the source
and thepercentage of rows in the reference source
that pass a given Filter criteria
.
Configuration
Step | Required | Parameters | Options |
---|---|---|---|
Validator type | ✅ | Relative volume | - |
Config | ✅ | Metric | Count Ratio Percentage Ratio |
Config | Backfill | Initialize with backfill (checkbox) | |
Source config | ✅ | Field | No field (use record) (default) Or List of source fields |
Source config | ✅ | Segmentation | 1. Select a configured Segmentation Or 2. Unsegmented (default) |
Source config | ✅ | Window | Select a configured Window |
Source config | Filter | No filter (default) Enum Null (*1) String Threshold filter | |
Reference source config | ✅ | Source | Select a Source to use as reference source |
Reference source config | ✅ | Field | No field (use record) (default) Or List of reference source fields |
Reference source config | ✅ | Window | Select a configured Window |
Reference source config | ✅ | Window offset | Select how many Windows you want to offset by |
Reference source config | ✅ | Number of windows | Select the number of Windows to include |
Reference source config | Filter | No filter (default) Boolean Enum Null (*1) String Threshold Filter | |
Threshold | ✅ | Threshold type | Fixed threshold Dynamic threshold |
Threshold | ✅(*2) | Operator | Less than Less than or equal Equal Not equal Greater than Greater than or equal |
Threshold | ✅(*2) | Value | Numeric value to validate threshold on |
Threshold | ✅(*3) | Sensitivity | Enter a numeric value |
Threshold | ✅(*3) | Decision bounds type | Upper Lower Upper and lower (default) |
*1 Only applicable for
nullable columns
.*2 Only applicable for
Fixed thresholds
.*3 Only applicable for
Dynamic thresholds
.
Configuration details
Reference source
For information on how you configure the reference source, refer to reference source.
Sensitivity
Higher sensitivity means that the accepted range of values is narrower, which identifies more anomalies. Conversely, lower sensitivity values imply a wider range of accepted values, which identifies fewer anomalies.
Updated over 1 year ago