Variance (unbiased) (uvar)

[ 1 Description ] [ 2 How does it work in the search window? ] [ 3 How does it work in LINQ? ]

Description

This operation calculates the unbiased variance of the values found in a specified column for each grouping occurrence. If you want to exclude null values, you can use the Non-null variance (unbiased) (nnuvar) operation and if you want to calculate the biased variant, you can use the Variance (biased) (var) operation.

How does it work in the search window?

Before being able to perform this operation, you have to group your data. Be aware that the columns used as arguments for the grouping operation will not be available to select as arguments for the aggregation operation.

After grouping the data, select Aggregation in the search window toolbar, then select the Variance (unbiased) operation. You need to specify one argument:

Argument	Data type

Argument	Data type
Unbiased variance of ^mandatory	integer, float

The data type of the aggregated values is float.

Example

In the siem.logtrust.web.activity table, we want to calculate the unbiased variance of the values found in the responseLength column during each 5-minute period. Before aggregating the data, the table must be grouped in 5-minute intervals. Then we will perform the aggregation using the Variance (unbiased) operation.

The arguments needed for the Variance (unbiased) operation are:

Unbiased variance of → responseLength column

Click Aggregate function and you will see the following result:

How does it work in LINQ?

Group your data using the following structure:

group every server period by column1, column2...
every client period

Then, use select... as... to add the new column that will show the aggregated values. This is the syntax for the Variance (unbiased) operation:

uvar(numeric_column)

See Build a query using LINQ to learn more about grouping and aggregating your data using the LINQ language.

Example

You can copy the following LINQ script and try the example above on the siem.logtrust.web.activity table:

from siem.logtrust.web.activity
  group every 5m
  every 5m
  select uvar(responseLength) as responseLength_uvar