so first of all I will clean the data and I will try to you know I will try to manage that what are the what can be the information that is missing and yeah I will pause the analysis and flag the invalid department like which department information is missing and I will remove or correct its data so yeah and after that then I will revalidate the database and update any visuals or reports to maintain accuracy so that you know it won't it won't count as a mistake so yeah this is what I will do in this particular situation and the scenario
