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Home/ Questions/Q 8737965
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Editorial Team
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Editorial Team
Asked: June 13, 20262026-06-13T10:38:20+00:00 2026-06-13T10:38:20+00:00

I have 2 databases in excel. In database A, I have the names of

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I have 2 databases in excel. In database A, I have the names of various companies, cities, and charities. Database B is the same. However Database B is filled out by the customer. As such, I get a lot of random mistakes and/or variations on the legal name.

What is the best way to match the names?

Here are some sample differences:

  1. City of ABC might show up as Corporation of the City of ABC
  2. ABC Corporation might just up as ABCcorporation (They forgot a space)
  3. University of ABC may be abbreviated as Univ of ABC
  4. Canadian Tire might show up as Canadian Tire Store #503
  5. Canadian Tire might be spelt wrong like Canadia Tire
  6. ABC Corp might show up as ABC Inc

Is there a good solution to this? I know this question is a bit of a long shot, but if I can do this I will have saved people in my company like thousands of hours each year…

Any advice will be greatly appreciated

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  1. Editorial Team
    Editorial Team
    2026-06-13T10:38:21+00:00Added an answer on June 13, 2026 at 10:38 am

    This is a very complex problem. Look up “master data management” and “dedup”. This wikipedia article is a good starting point.

    The problem is best solved in small chunks. My recommendation is to read up a little and implement a tool that lists potential duplicates and some easy way to merge them. The keyword here is potential; you don’t want to do wrong merges and false positives are very likely and very harmful.

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