```xml <result> <column_name>flavor</column_name> <family>additive</family> <subtype>intensive_additive</subtype> <confidence>0.85</confidence> <requires_user_confirmation>false</requires_user_confirmation> <sum_meaningful>false</sum_meaningful> <signed>false</signed> <reducers> <primary_reducer>mean</primary_reducer> <valid_reducers>mean, min, max, median, mode, distribution</valid_reducers> <excluded_reducers>sum (summing categorical/ordinal codes is meaningless), product (not a ratio)</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> DIMENSION table with no sequence axis strongly priors against multiplicative. The column name "flavor" indicates a categorical or ordinal code (likely an enumeration of flavor types), not a ratio or extensive quantity. The bounded integer range [0, 10] with very low distinct_fraction (11 unique values across 14M rows) confirms this is a discrete code. Center at 5.69 (median 7.0) is far from both 0 and 1, and the presence of zeros rules out multiplicative. This is an intensive categorical level where mean/mode are the natural aggregators; summing flavor codes is meaningless. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```