During 2020, we discovered that an accounting error had been made related to the Company not properly classifying certain cost of revenue expenses, which were incorrectly included in selling, general, and administrative expenses.  It was determined that the error was not material to the 2019 consolidated financial statements.  As such, we computed the appropriate amounts related to 2019 and recorded such in the accompanying consolidated financial statements.  See below for a summary of the corrections made for this error: