Power BI Practice Intro ROUND #3 I GROUPING similar TEXT ITEMS and REMOVING TYPOS in Power BI

In this third Power BI Practice Round the challenge is grouping similar text fields together and removing typos, correcting for lower vs upper case, so that you have just one name for each single item. You are free to choose any approach, whether it is Power Query, DAX or any other method you can think of.

Requirements:
Key Visuals:
Match the information from the location mapping table to the wine review data set.
Create a map visualisation with:
country and province as a hierarchy on the location field
have the number of wineries determine the size of the bubbles
apply conditional formatting based on the average points field
Create a matrix visualisation with:
average points on values
country, province, winery, and wine as a hierarchy on rows

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