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The EES KS4 performance CSV uses breakdown_topic='Total' for the all-pupils aggregate, not 'All pupils' as the model assumed. This caused 0 rows to pass the filter despite 40k rows in raw. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>