step,rule,n_before,n_after,n_removed,rationale 1,drop rows with missing firm_id/year/x/y,1200,1200,0,cannot be used in regression 2,drop exact duplicate rows,1200,1200,0,duplicate records 3,drop conflicting duplicate firm-year keys,1200,1200,0,ambiguous observation