The modified CSV type of the collected event log was filtered by Disco Fluxicon in such a way to be more useful for knowledge discovery and useful insights. Therefore, by using the Disco Fluxicon, we configured the initial CSV event log by removing and neglecting the unnencessary (i.e., redundant) columns and fiels. In this study, the “Patient’s ID Number” column was chosen and selected as the “Case ID”, the “Name of the Disease” column was selcted and chosen as the “Activity” type of the event log, the “Physician’s Name” column was selected and chosen as the “Originator”, whereas the “Date and Time of the Treatment” column was chosen and selected as the “Timestamp” of the event log, and finally any other column containing additional information about the attributes details were selected and chosen as the “Other” type of the data.