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Numeric

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

Configuration

Step

Required

Configuration

Options

Validator type

โœ…

Numeric

Config

โœ…

Metric

Mean
Maximum
Minimum
Standard deviation
Sum

Config

Backfill

Initialize with backfill (checkbox)

Source config

โœ…

Field

List of source fields with numeric data types

Source config

โœ…

Segmentation

  1. Select a segmentation

Or

  1. Unsegmented (default)

Source config

โœ…

Window

Select a window

Source config

Filter

No filter (default)
Boolean
Enum
Null (*1)
String
Threshold filter

Threshold

โœ…

Threshold type

Fixed threshold
Dynamic threshold

Threshold

โœ…(*2)

Operator

Less than
Less than or equal
Equal
Not equal
Greater than
Greater than or equal

Threshold

โœ…(*3)

Value

Specify numeric value to validate threshold on

Threshold

โœ…(*4)

Sensitivity

Enter a numeric value

Threshold

โœ…(*4)

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 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.