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NOT IN (SELECT ...) and NOT EXISTS (SELECT .. WHERE correlation..) are "Anti Semi Joins". That is, recognised set based operations
WHERE NOT (MyColumn = 1) is a filter that requires all rows to be looked at
For more info, see:
Craig Freedman's "Introduction to Joins"
Wikipedia "Relational a...