{"entity":{"id":102036,"name":"Ua Union Plumbers & Pipefitters Vote! PAC (United Association Of Journeymen And Apprentices Of The Plumbing & Pipefitting Industry Of The United States And Canada)","slug":"fec-c00331918","type":"organization"},"generatedAt":"2026-10-16T05:56:08.871Z","distribution":{"total":2,"classified":0,"byTone":{"favourable":0,"neutral":0,"critical":0,"mixed":0,"primary_record":0},"percentByTone":{"favourable":0,"neutral":0,"critical":0,"mixed":0,"primary_record":0}},"methodology":{"description":"Per-source tone classification via LLM. Each source's title + first ~1500 chars of raw_content is read by the model and bucketed into one of: favourable, neutral, critical, mixed, primary_record.","caveat":"Tone classification is a heuristic, not ground truth. A high critical % suggests the coverage in the platform's archive is adversarial — it does NOT mean the entity has 'done something wrong'. Read the underlying sources before drawing conclusions."}}