step,rule,n_before,n_after,n_removed,rationale 1,drop rows with missing firm_id/year/x/y,1200,1200,0,FE estimator needs complete cases 2,drop exact duplicate rows,1200,1200,0,duplicates carry no new information 3,drop non-finite x/y,1200,1200,0,non-numeric values invalid