```xml <result> <column_name>Overall</column_name> <family>additive</family> <subtype>intensive_additive</subtype> <confidence>0.70</confidence> <requires_user_confirmation>true</requires_user_confirmation> <sum_meaningful>false</sum_meaningful> <signed>false</signed> <reducers> <primary_reducer>mean</primary_reducer> <valid_reducers>mean, min, max, median, distribution</valid_reducers> <excluded_reducers>sum (summing percentages across entities is meaningless), product (not a ratio measure)</excluded_reducers> <average_semantics>arithmetic_mean</average_semantics> </reducers> <inner_outer_measure> <inner_measure_reducer>min</inner_measure_reducer> <outer_measure_reducer>max</outer_measure_reducer> </inner_outer_measure> <multiplicative_partner_derivable>false</multiplicative_partner_derivable> <reasoning> Table type is DIMENSION with no sequence axis, making multiplicative highly implausible per the gate prior. The column is dtype object containing percentage strings (1.83%, 1.85%, etc.), representing what appears to be a rating, score, or proportion level for each entity. These are absolute intensity values where summing across entities is meaningless (you cannot add "1.83% + 1.85%" to get a meaningful combined percentage). The name "Overall" suggests an aggregate score or rating level. Classified as intensive_additive with mean as the natural rollup. Confidence reduced to 0.70 and user confirmation required because the object dtype prevents numeric analysis and the semantic meaning of "Overall" percentage is ambiguous without domain context. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```