Numeric

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

Configuration

Step

Required

Configuration

Options

Validator type

✅

Numeric

Config

✅

Metric

Mean
Maximum
Minimum
Standard deviation
Sum

Config

Backfill

Initialize with backfill (checkbox)

Source config

✅

Field

List of source fields with numeric data types

Source config

✅

Segmentation

  1. Select a segmentation

Or

  1. Unsegmented (default)

Source config

✅

Window

Select a window

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

✅(*3)

Value

Specify numeric value to validate threshold on

Threshold

✅(*4)

Sensitivity

Enter a numeric value

Threshold

✅(*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.