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How to xlookup/indexmatch columns with imperfect data?

Please help me. I have 2 columns with names from 2 different data sources and I’m trying to reconcile them.

Ones “first last” and the other is “Last, First”

The problem is that the data is not uniform and I have no control over it. There are a bunch of duplicates, misspellings, etc. One column might say “M&S” and the other “Projected M&S”

How do I use xlookup/indexmatch to reconcile these? I tried making a concatenation key but again the data is not uniform.

Is there another function or workaround I’m not thinking about?

submitted by /u/fouroza
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Tagged with

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#indexmatch
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#duplicates
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#concatenation
#first last
#Last, First
#Excel
#workaround
#function
#data uniformity
#key field
#M&S
#Projected
#data cleaning
#string matching