<result> <column_name>null_count</column_name> <family>additive</family> <subtype>real_additive</subtype> <confidence>0.98</confidence> <requires_user_confirmation>false</requires_user_confirmation> <sum_meaningful>true</sum_meaningful> <signed>false</signed> <reducers> <primary_reducer>sum</primary_reducer> <valid_reducers>sum, min, max, mean, median, count, distribution</valid_reducers> <excluded_reducers>product (not a ratio), geomean (not a ratio)</excluded_reducers> <average_semantics>arithmetic_mean</average_semantics> </reducers> <inner_outer_measure> <inner_measure_reducer>sum</inner_measure_reducer> <outer_measure_reducer>sum</outer_measure_reducer> </inner_outer_measure> <multiplicative_partner_derivable>false</multiplicative_partner_derivable> <reasoning> Gate prior: DIMENSION table with no sequence axis makes multiplicative highly implausible. Column name "null_count" contains the token "count", a strong real_additive signal. The data confirms: strictly non-negative with 73% zeros, unbounded upper range (max 14.2M), mean far from 1.0 (818.5), and median at 0.0. This is a classic extensive count quantity that accumulates under volume union. All signals align for real_additive with high confidence. </reasoning> <table_type_conflict>false</table_type_conflict> </result>