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Did you know our DQ Analyser for Windows (32 or 64bit) can help you to gain valuable insights into your data, and the application is free to use.

Visit https://www.ataccama.com/download/dq-analyzer

 

Some of the features include;

  • Duplicate count
  • Pattern & mask analysis
  • Business rule analysis
  • Numeric statistics
  • Ability to drill down into the data on a per record basis
  • Foreign key analysis
  • Dependency analysis
  • Primary key analysis

 

Concerned about duplicate values in your datasets?

Frequency Analysis can tell us that we have a value ‘SYSTEM MIGRATION’ in the customer name column 4551 times. It is clear that these customer names were not transferred into the current system correct - supposedly during previous migration activity.

One of my personal favorites for the identification of duplicate records is Group Frequency analysis.

Here we can see the same value of 4551 as a group size, with a group count of 1. We can interpret the group analysis as there is 1 value that appears 4551 times.

Or using another example, there are 73 values which appear 3 times. (total of 219 records).

We can also see that there are 130464 values which appear only 1 time.

 

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