{"schema_version":1,"page_version":"mp-office-page-v1","kind":"topics-index","generated":"2026-04-30","office_slug":"ben-obese-jecty-huntingdon","member_id":5089,"public_data_only":true,"source_note":"Deterministic topic directory for compact public MP office retrieval bundles.","coverage":{"start":"2026-02-02","end":"2026-04-28","scope":"current office-data window"},"topic_generation":{"method":"deterministic regex and source metadata matching","deterministic":true,"source_fields":["title","question","summary","department","vote","matched_terms"],"opaque_llm_topics_allowed":false,"matching_rules_version":"mp-office-topic-patterns-v1"},"topic_count":8,"topics":[{"slug":"young-people","label":"Young People","aliases":["young people","children","child","online safety"],"count":49,"source_counts":{"constituency-mentions":26,"spoken-contributions":3,"votes":15,"written-questions":5},"first_date":"2025-01-13","last_date":"2026-04-27","href":"topics/young-people.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: young people","source_terms":["young people","children","child","online safety"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"crime-and-policing-bill","label":"Crime And Policing Bill","aliases":["Crime and Policing Bill"],"count":26,"source_counts":{"constituency-mentions":15,"votes":11},"first_date":"2025-03-10","last_date":"2026-04-22","href":"topics/crime-and-policing-bill.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: crime and policing bill","source_terms":["Crime and Policing Bill"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"health","label":"Health","aliases":["health","NHS","dementia","brain tumour","cancer","dental","respiratory","endometriosis","social care","GP access","general practice"],"count":13,"source_counts":{"constituency-mentions":3,"spoken-contributions":1,"written-questions":9},"first_date":"2024-11-19","last_date":"2026-04-20","href":"topics/health.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: health","source_terms":["health","NHS","dementia","brain tumour","cancer","dental","respiratory","endometriosis","social care","GP access","general practice"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"send","label":"SEND","aliases":["SEND","special educational needs"],"count":10,"source_counts":{"constituency-mentions":5,"spoken-contributions":2,"written-questions":3},"first_date":"2024-10-08","last_date":"2026-04-10","href":"topics/send.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: send","source_terms":["SEND","special educational needs"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"social-care","label":"Social Care","aliases":["social care"],"count":7,"source_counts":{"written-questions":7},"first_date":"2026-04-10","last_date":"2026-04-20","href":"topics/social-care.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: social care","source_terms":["social care"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"artificial-intelligence","label":"Artificial Intelligence","aliases":["artificial intelligence","AI","chatbot","chatbots"],"count":3,"source_counts":{"written-questions":3},"first_date":"2026-03-26","last_date":"2026-04-20","href":"topics/artificial-intelligence.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: artificial intelligence","source_terms":["artificial intelligence","AI","chatbot","chatbots"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"heating-oil","label":"Heating Oil","aliases":["heating oil","fuel oil","rural heating","oil heating"],"count":3,"source_counts":{"constituency-mentions":1,"spoken-contributions":1,"written-questions":1},"first_date":"2026-03-16","last_date":"2026-04-21","href":"topics/heating-oil.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: heating oil","source_terms":["heating oil","fuel oil","rural heating","oil heating"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"registered-interests","label":"Registered Interests","aliases":["registered interests","donors","donation"],"count":1,"source_counts":{"interests":1},"first_date":"2026-01-06","last_date":"2026-01-06","href":"topics/registered-interests.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: registered interests","source_terms":["registered interests","donors","donation"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]}],"attribution_keys":["ons_wpc_2024","os_open_names_2026_04","uk_parliament"],"limitations":["Topic labels are deterministic routing aids and may include adjacent records; inspect why_matched before reuse.","Official Parliament URLs are required for richer detail and exact quotation."]}