```xml <result> <column_name>H100 equivalents</column_name> <family>additive</family> <subtype>real_additive</subtype> <confidence>0.85</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> DIMENSION table with no sequence axis strongly priors against multiplicative. The column name "H100 equivalents" indicates a count or quantity measure (equivalents = standardized units), not a ratio. The data shows large unbounded magnitude (max ~275k), strictly positive values with no zeros, and wide range far from 1.0, all consistent with an extensive quantity that accumulates. This is a real_additive measure representing standardized compute capacity units that sum meaningfully across entities. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```