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Add Identity Column to an Existing Table - SQL server 2008

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I have a table T_ACTIVITY_ERRORS which has fields ACTIVITY_NUMBER,ERROR_ID, ERROR_COMMENTS etc and the number of records in the table are close to 20,000. I want to add a new column ACTIVITY_ERROR_ID ( identity field) to the table. Please let me know how can i accomplish this.

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