PHPMem v2.0.1
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1.6.45
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17 days 5 hours 34 minutes 15 seconds
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512MB
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12,72MB (2.48%)
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499,28MB
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14 060
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40 994
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760
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0
llm:41549e925576604d97004f4130567b05fe6e0e6e55d7199179ffdad35cf1ae99
Edit
<result>
<column_name>v2nd%</column_name>
<family>multiplicative</family>
<subtype>ratio_multiplicative</subtype>
<confidence>0.55</confidence>
<requires_user_confirmation>true</requires_user_confirmation>
<sum_meaningful>false</sum_meaningful>
<signed>true</signed>
<reducers>
<primary_reducer>product</primary_reducer>
<valid_reducers>product, geomean, min, max</valid_reducers>
<excluded_reducers>sum (meaningless for ratios/rates), arithmetic_mean (wrong average for compounding rates)</excluded_reducers>
<average_semantics>geometric_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>The table is PATH with a Date sequence axis, so a multiplicative measure is plausible. The name token "%" and the percent-formatted sample values (e.g. -61.4%, 0.0%) suggest a percent-change or rate column, which would compound along the sequence via the factor 1 + x/100. The column is VARCHAR with placeholder values ("-", empty), so there are no numeric statistics and no reconstruction evidence. Confidence is therefore moderate, and the column needs parsing before use. It could also be a non-compounding percentage share, so a human should confirm.</reasoning>
<table_type_conflict>false</table_type_conflict>
</result>