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Event logs are essential for process mining, as they provide crucial information such as case ID, activity, and timestamp. These attributes are necessary for analyzing processes and identifying key steps like approvals, rejections, and payments. Without events, process mining is impossible, making event logs a vital starting point for this type of analysis.