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Numeric

Numerical aggregate statistics including max, min, mean, and standard deviation.

Configuration

StepRequiredConfigurationOptions
Validator typeNumeric-
ConfigMetricMean
Maximum
Minimum
Standard deviation
Sum
ConfigBackfillInitialize with backfill (checkbox)
Source configFieldList of source fields with numeric data types
Source configSegmentation1. Select a segmentation

Or

2. Unsegmented (default)
Source configWindowSelect a window
Source configFilterNo filter (default)
Boolean
Enum
Null (*1)
String
Threshold filter
ThresholdThreshold typeFixed threshold
Dynamic threshold
Threshold✅(*2)OperatorLess than
Less than or equal
Equal
Not equal
Greater than
Greater than or equal
Threshold✅(*3)ValueSpecify numeric value to validate threshold on
Threshold✅(*4)SensitivityEnter a numeric value
Threshold✅(*4)Decision bounds typeUpper
Lower
Upper and lower (default)

*1 Only applicable for nullable columns

*2 Only applicable for Fixed thresholds

*3 Only applicable for Fixed thresholds

*4 Only applicable for Dynamic thresholds

Configuration details

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.