Splunk Search

Normalizing (feature scaling) a datapoint

bgourlie
New Member

I have a search and I would like to normalize a data point so that I can use it effectively in conjunction with other data points to determine performance impact. In particular, I have a search that is essentially a stats count as hits ... by requestUri I need to know min(hits) and max(hits) in order to determine the normalized value, which I imagine would require preprocessing. Is this possible? See https://en.wikipedia.org/wiki/Feature_scaling if you're wondering what I'm trying to accomplish.

Tags (1)
0 Karma
1 Solution

woodcock
Esteemed Legend

Many times this is desirable because of too-broad a span of datapoint values to see on a chart. If this is your motivation, have you tried changing your Y-Axis to "log" scale? If you have to do it, you can pre-process using eventstats like this:

... | stats count as hits ... BY requestUri | eventstats min(hits) AS minHits max(hits) AS maxHits | eval hitsPrime=(hits-minHits)/(maxHits-minHits)

View solution in original post

woodcock
Esteemed Legend

Many times this is desirable because of too-broad a span of datapoint values to see on a chart. If this is your motivation, have you tried changing your Y-Axis to "log" scale? If you have to do it, you can pre-process using eventstats like this:

... | stats count as hits ... BY requestUri | eventstats min(hits) AS minHits max(hits) AS maxHits | eval hitsPrime=(hits-minHits)/(maxHits-minHits)

bgourlie
New Member

This is exactly what I needed. Thank you!

0 Karma
Got questions? Get answers!

Join the Splunk Community Slack to learn, troubleshoot, and make connections with fellow Splunk practitioners in real time!

Meet up IRL or virtually!

Join Splunk User Groups to connect and learn in-person by region or remotely by topic or industry.

Get Updates on the Splunk Community!

Meet Splunk Observability Studio: AI-Assisted OpenTelemetry Instrumentation Without ...

Instrumentation is usually the last step or even an afterthought when building out a project. The feature ...

Federated Search for Cisco Security and Analytics Logging (SAL) is now GA on Splunk ...

Federated Search for Cisco  Security Analytics and Logging (SAL) is now generally available as part of the ...

Your Path to AgenticOps: AI Experiences for Every Splunk Practitioner

Your Path to AgenticOps: AI Experiences for Every Splunk Practitioner   Join us for a demo-driven look at how ...