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ADDCOLUMNS is a table function that iterates over a table, creating new columns by providing names and expressions. Expressions are evaluated in the row context, requiring the use of CALCULATE for filter context. Examples show how ADDCOLUMNS iterates over calendar years, evaluating expressions in the row context to extract specific column values like the calendar year.