Your team is working on a data pipeline that processes data from a social media platform. You have been tasked with ensuring the data quality of the user engagement dataset. Describe the steps you would take to run data quality checks on the user engagement dataset and explain how you would define data quality rules to identify and filter out fake user engagements.