Splunk Search

Help with deduping similar values

tomapatan
Contributor

Hi Everyone,

I have a field called "User" that contains similar values and I was wondering how to remove or merge similar values?

For example: "Tony W" and "Anthony W" (both values of the same field) should be merged together.

I was looking at the fuzzy search and jellyfish apps on SplunkBase, but couldn't find a solution to the problem.

My search query:

(index="abc" Name=*) OR (index="xyz" department=* displayName=*)
| eval User=if(isnull(Name), upper(displayName), upper(Name))
| stats values(department) as department by User

Labels (1)
0 Karma
1 Solution

yuanliu
SplunkTrust
SplunkTrust

Unless you want to delve into the language processing wonderland, your best bet is to create a lookup and do it yourself.  Something like

shortenedspelled
tonyantony
nicknicolas
nicknikola
nicknocole
samsamuel
samsamantha
billwilliam
willwilliam

Let's call this table nicknames.  Then,

 

(index="abc" Name=*) OR (index="xyz" department=* displayName=*)
| eval User=if(isnull(Name), lower(displayName), lower(Name)) ``` lower or upper depends on lookup table design ```
| eval User = split(User, "\s+")
| eval firstName = mvindex(User, 0), lastName = mvindex(User, -1), middleInit = if(mvcount(User) > 2, mvindex(User, 1, -2), null())
| lookup nicknames shortened AS firstName output spelled
| lookup nicknames spelled AS firstName output shortened
| lookup nicknames spelled output shortened AS shortened2 ``` handle bill and will ```
| eval firstName = mvdedup(mvappend(firstName, spelled, shortened, shortened2))
| eval firstName = upper(mvjoin(mvsort(firstName), "/")) ``` upper wouldn't be needed if lookup table is in upper ```
| stats values(department) as department values(User) by firstName middleInit lastName ``` values(User) retains original data ```

 

Note that I chose to list a bunch of nicknames with ambiguity.  The only sensible way to handle them is to admit the uncertainty and retain data.

View solution in original post

Tags (1)
0 Karma

yuanliu
SplunkTrust
SplunkTrust

Unless you want to delve into the language processing wonderland, your best bet is to create a lookup and do it yourself.  Something like

shortenedspelled
tonyantony
nicknicolas
nicknikola
nicknocole
samsamuel
samsamantha
billwilliam
willwilliam

Let's call this table nicknames.  Then,

 

(index="abc" Name=*) OR (index="xyz" department=* displayName=*)
| eval User=if(isnull(Name), lower(displayName), lower(Name)) ``` lower or upper depends on lookup table design ```
| eval User = split(User, "\s+")
| eval firstName = mvindex(User, 0), lastName = mvindex(User, -1), middleInit = if(mvcount(User) > 2, mvindex(User, 1, -2), null())
| lookup nicknames shortened AS firstName output spelled
| lookup nicknames spelled AS firstName output shortened
| lookup nicknames spelled output shortened AS shortened2 ``` handle bill and will ```
| eval firstName = mvdedup(mvappend(firstName, spelled, shortened, shortened2))
| eval firstName = upper(mvjoin(mvsort(firstName), "/")) ``` upper wouldn't be needed if lookup table is in upper ```
| stats values(department) as department values(User) by firstName middleInit lastName ``` values(User) retains original data ```

 

Note that I chose to list a bunch of nicknames with ambiguity.  The only sensible way to handle them is to admit the uncertainty and retain data.

Tags (1)
0 Karma

tomapatan
Contributor

Hi yuanliu,

Appreciate the response, exactly what I needed.

Tags (1)
0 Karma
Career Survey
First 500 qualified respondents will receive a $20 gift card! Tell us about your professional Splunk journey.

Can’t make it to .conf25? Join us online!

Get Updates on the Splunk Community!

Community Content Calendar, September edition

Welcome to another insightful post from our Community Content Calendar! We're thrilled to continue bringing ...

Splunkbase Unveils New App Listing Management Public Preview

Splunkbase Unveils New App Listing Management Public PreviewWe're thrilled to announce the public preview of ...

Leveraging Automated Threat Analysis Across the Splunk Ecosystem

Are you leveraging automation to its fullest potential in your threat detection strategy?Our upcoming Security ...