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Usually, database is available and accessible by authorized users. However, there are abnormal situations resulting in database unavailability. Since irregularity may be related to the notion of outliers, in this paper it is checked if outlier detection may be helpful in finding out abnormality in database usage and so improving the process of database availability analysis.