I have a table of data that is clustered via KMeans, I am trying to filter down to only display the other items in a particular cluster, but since the cluster number is done on the fly, this is proving to be difficult.
index=blah | stats count by something, device | fit PCA k=2 h_fields | fit KMeans k=10 PC_* | table cluster PC_* device h_fields
This will give the info I am looking for, but I only want to filter to view the other items in a single cluster, I know what device ahead of time, but I don't know the cluster number to look for until after the table renders. Basically want to only find other data in the same cluster.
I've been trying to do something like " | search [ search device="myDevice" | return 1 cluster=cluster] " but that does not seem to work....
Try something like this after your kmeans...
| eventstats count(eval(device="myDevice")) as theclusterIwant by CLUSTERNUMBER
| where theclusterIwant>=1
@oclumbertruck, if you want to pick first or last of Cluster Number from your base search and pass the same to your subsequent search you can use map
command. Following is an example:
index=_internal sourcetype=splunkd log_level!="INFO"
| stats count by component log_level
| kmeans k=2
| search log_level="WARN"
| tail 1
| table CLUSTERNUM
| map search="search index=_internal sourcetype=splunkd log_level!=\"INFO\"
| stats count by component log_level
| kmeans k=5
| search CLUSTERNUM=$CLUSTERNUM$"
PS: It uses Splunk's _internal index and does not use fit <model>
commands (as somehow it is not working on my machine). However, to provide an example I have used kmeans command directly on two fields as present in Splunk's _internal
index. Please change the query as per your need.
Notice that double quotes
inside map
command needs to be escaped with backslash
. Refer to map command Splunk documentation: https://docs.splunk.com/Documentation/Splunk/latest/SearchReference/Map
Try something like this after your kmeans...
| eventstats count(eval(device="myDevice")) as theclusterIwant by CLUSTERNUMBER
| where theclusterIwant>=1
This worked great for what I need. I started down this path, but didn't quite get there, thanks for the help!