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where Metrics Operator

You can use the where operator to filter out either entire time series, or individual data points within a time series.

Syntax​

where [VALUE BOOLEAN EXPRESSION | REDUCER BOOLEAN EXPRESSION]

Where:

  • VALUE BOOLEAN EXPRESSION is a value expression that operates on individual data points of a time series. For example, _value > 3.
  • REDUCER BOOLEAN EXPRESSION evaluates the value returned from applying an aggregation function to a given time series. For example, avg > 5. The supported reducer functions are: avg, min, max, sum, count, pct(n), latest.

To filter by a value condition over a time window, use the extended syntax:

where [VALUE BOOLEAN EXPRESSION] [all | atleast n] [first | any | last] [duration]

Where:

  • all | atleast n. Use all to require every data point within the duration to meet the condition, or atleast n to specify a minimum count.
  • first | any | last. The part of the time range the duration applies to: the start, any part, or the end.
  • duration. Length of time in minutes (m), hours (h), or days (d). For example, 5m, 6h, or 1d.
note

All three of the extended parameters above are required when using the time window form.

Examples​

Filtering data points​

This query filters out data points that are less than or equal to 5.

metric=CPU_Idle | where _value > 5

This query filters out data points that are less than or equal to the minimum value minus 5.

metric=CPU_Idle | where _value > min - 5

Filtering time series​

This query returns the time series where the average value of its data points is greater than 3.

metric=CPU_Idle | where avg > 3

This query only returns the time series that have only values greater than 3 for any consecutive 5 minutes of the time range.

metric=CPU_Idle | where _value > 3 all any 5m

This query only returns the time series that have at least three data points with values greater than 3 for any consecutive 5 minutes of the time range.

metric=CPU_Idle | where _value > 3 atleast 3 any 5m
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