```xml <result> <column_name>Hardware quantity</column_name> <family>additive</family> <subtype>real_additive</subtype> <confidence>0.92</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> Table type is DIMENSION with no sequence axis, making multiplicative highly implausible (gate prior). Column name "Hardware quantity" contains the token "quantity," a strong real_additive signal. The data shows strictly positive values with large, unbounded magnitude (min=1.0, max=200,000), wide range, and no center near 1.0—all consistent with an extensive count/quantity measure. No multiplicative naming or ratio-like behavior present. Classification: real_additive with high confidence. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```