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!

Deep Dive: Accelerate threat investigation with Splunk’s AI Assistant in Security

AI is one of the biggest topics in the market today, and for security teams, its value goes far beyond the ...

Announcing Modern Navigation: A New Era of Splunk User Experience

We are excited to introduce the Modern Navigation feature in the Splunk Platform, available to both cloud and ...

Detection Engineering Office Hours: Real-World Troubleshooting & Q&A

[REGISTER HERE] This thread is for the Community Office Hours session on Detection Engineering Office Hours: ...