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foreign data catalog and I can see that this customer table in my snowflake environment isnamp;#39;t as high quality as we would like it to be so what if we want to take the next step in cleaning up this data set to correct this Iamp;#39;m going to launch into the Suites data quality service that I can access down here all right so from here Iamp;#39;m giving a sample of the data set in Snowflake and the key here is that this data didnamp;#39;t have to get moved out of snowflake weamp;#39;re just taking a sample that gives us more information about what the data looks like and whatamp;#39;s the effort that we might need to go through to clean up the data set so as I select on the columns I can also get additional profile characteristics around the data sample the distribution and other statistics about the data set the suite also uses artificial intelligence to group The Columns into entities so in this case I see that I have a location entity and if I scroll down the data set I