Suppose I am dealing with financial data related to two retail companies 
"W" and "T" and each of them has a set of departments.

*"W":*

   - Apparel
   - *Electronics*
   - Sports

*"T":*

   - Clothes
   - *Electronics*
   - Sports & Recreation

As you see, some departments from different companies may have the same 
name.

I have modeled the companies and the departments as instances of 
Organizations and OrganizationalUnits and their relations similar to the 
W3C Organization Ontology (the specific ontology choice probably doesn't 
matter here).

Now I have the following financial data to import into EDG:
[image: Annotation 2020-08-11 105105.png]
I am using the "pattern-based" import strategy and trying to match the 
company and department entities based on their label. The challenge I am 
facing is that some department names are ambiguous (e.g. "Electronics") and 
EDG would, understandably, get it wrong sometimes.

I am asking the community what is the best practice to solve this problem. 
Thank you!



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