Irene Campbell's MP Office Data Index for LLMs

What This Page Is For

This generated page is the office workflow hand-off for local LLMs such as Copilot or Claude. It is not an official MP website or an endorsement. The page explains the available sources, and the data links split votes, spoken contributions, written questions, EDMs, constituency mentions, geography terms, and current office reference data into smaller JSON files.

The intended use is: read llm.md, fetch data.json, then open only the source index and month file relevant to the user request.

Coverage Summary

5Written questions in own-activity scope

31Spoken contributions in own-activity scope

51Votes in own-activity scope

126Constituency mentions in local-evidence scope

Own MP activity covers 3 Feb 2026 to 28 Apr 2026 where available. Constituency mentions cover 4 Jul 2024 to 30 Apr 2026.

Coverage Scope

current office-data window. Own MP activity counts use the current office-data window, not a full since-2024 election total. Use date filters in the tracker or official source links for older own-MP activity.

For older own-MP votes, speeches, written questions, and EDMs, the tracker can run bounded live lookups against public Parliament sources.

Current Office Reference Data

Open current-snapshot/index.json for the underlying awaiting-answer written questions, registered interests summary, committee records, and bill records.

0Awaiting written-question answerscurrent office snapshot

2Registered interestslatest register snapshot

4Committee recordscurrent office snapshot

0Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open Irene Campbell in the broader tracker for profile panels, date filters, and tracker-backed older-history tools where available.

Open tracker profile

Build source-backed briefing

Use the tracker briefing builder for draft blocks from tracker-held speeches, written questions, votes, and EDMs. Constituency-mention JSON on this page is separate; open it from the LLM Data Map when local evidence is needed.

Open briefing builder

Votes differing from Labour majority

5 recorded votes where Irene Campbell's vote differed from the Labour majority in the tracker voting-pattern dataset. This does not mean zero votes; total votes in this page's own-activity scope: 51. This is descriptive context, not a score.

Check selected-party vote differences

LLM Data Map

Open this	Use it for	Records
Search manifest	Fast topic, status, source, and official-URL triage before opening source shards.	93 records
Topic bundles	Deterministic cross-source evidence bundles with official-source deepening guidance.	4 topics
Places index	Place-first routing for Constituency Mentions with ambiguity and confidence signals.	96 places
Open follow-ups	Canonical awaiting-answer written-question queue reconciled from current office data and generated own-activity records.Scope: current office snapshot reconciled against generated own-activity records. Coverage dates: 2026-01-30 to 2026-04-30.Canonical public follow-up queue for written questions still awaiting answer; open the official question URL for live status and answer text.	0 records
Written questions	Written questions tabled by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-03 to 2026-04-28.Compact records include question text, status, department, answer date/member where available, and official URL; full written answers are not embedded.	5 records
Spoken contributions	Hansard spoken contributions by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-03 to 2026-04-28.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text.	31 records
Votes	Commons divisions recorded for the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-03 to 2026-04-28.Compact division records show this MP's recorded vote and official division URL; open the official source for full division context.	51 records
Early Day Motions	Early Day Motions signed by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-03 to 2026-04-28.Compact EDM records include title, date, signature context where available, and official URL; open the official source for motion text.	1 record
Constituency mentions	Hansard contributions matched to the constituency name or mapped local places.Scope: post-2024-election constituency mention extract. Coverage dates: 2024-07-04 to 2026-04-30.Evidence-ranked Hansard matches include match basis, confidence, signals, matched terms, and official URL; check context before reuse.	126 records
Geography terms	Constituency name and source-derived place terms used for Constituency Mentions.Constituency name and public source-derived place terms used to find Constituency Mentions; no boundary geometry is embedded.	97 terms
Current office reference data	Awaiting written-question answers, registered interests, committee records, and bill records from the current office snapshot.Scope: current office snapshot. Coverage dates: 2026-01-30 to 2026-04-30.Current office reference data from the office snapshot. The count is the sum of component records: awaiting written-question answers, registered interests, committee records, and bill records.	6 records across components

Constituency Mentions

Constituency Mentions are not just searches for the constituency name. The generator also uses mapped place terms for North Ayrshire and Arran, keeps match evidence such as matched terms and confidence, and links back to the Hansard contribution so the office can check context before reuse.

Mapped place terms used for matching (96)

These constituency place terms are searched alongside the constituency name. Open geography/index.json for the machine-readable list with source metadata. Check matched mentions against the linked Hansard context before reuse.

Hamlet

Auchagallonhamlet
Auchencarhamlet
Auchentiberhamlet
Ballymichaelhamlet
Burnhousehamlet
Catacolhamlet
Corriecraviehamlet
Dalgarvenhamlet
Dippinhamlet
Drakemyrehamlet
Drimlabarrahamlet
Gortonallisterhamlet
Highfieldhamlet
Largybeghamlet
Levencorrochhamlet
Machriehamlet
Meiglehamlet
Munnochhamlet
North Corriegillshamlet
Pienhamlet
Sannoxhamlet
Shannochiehamlet
Slidderyhamlet
South Corriegillshamlet
The Denhamlet
Thundergayhamlet
West Bennanhamlet
Whitefarlandhamlet

Other Settlement

Auchenhewother settlement
East Bennanother settlement
Glenshurigother settlement
Imacharother settlement
Kildonanother settlement
Kilpatrickother settlement
North Feorlineother settlement
Portencrossother settlement
South Feorlineother settlement
South Houratother settlement
Todhill Walkother settlement
Tormoreother settlement

Suburban Area

Auchencairnsuburban area
Auchenharviesuburban area
Buttsuburban area
Coillemoresuburban area
High Kilmorysuburban area
Invercloysuburban area
Kingscrosssuburban area
Knockenkellysuburban area
Laggsuburban area
Laigh Kilmorysuburban area
Largymeanochsuburban area
Largymoresuburban area
Margnaheglishsuburban area
Margnaheglishsuburban area
Mayfieldsuburban area
Meadowfootsuburban area
Mid Kiscadalesuburban area
Millhillsuburban area
Narachansuburban area
North Kiscadalesuburban area
North Newtonsuburban area
Seamillsuburban area
South Kiscadalesuburban area
South Newtonsuburban area
Torrylinnsuburban area
Upper Skelmorliesuburban area
Urinbegsuburban area

Town

Ardrossantown
Kilwinningtown
Largstown
Millporttown
Saltcoatstown
Stevenstontown

Village

Barrmillvillage
Beithvillage
Birchburnvillage
Blackwaterfootvillage
Brodickvillage
Cordonvillage
Corrievillage
Dalryvillage
Fairlievillage
Gatesidevillage
Glengarnockvillage
Kilbirnievillage
Kilmoryvillage
Lamlashvillage
Lochranzavillage
Longbarvillage
Pirnmillvillage
Shiskinevillage
Skelmorlievillage
Strathwhillanvillage
Torbegvillage
West Kilbridevillage
Whiting Bayvillage

Facet counts overlap: one contribution can be counted in more than one match category.

10Contributions by this MP

116Contributions by other speakers

126Constituency-name matches

6Mapped-place term matches

104Lower-confidence matches to check

Recent Examples

These are not a separate date-range sample. Each panel shows up to four most recent records from that source index. Open the relevant source index for the full coverage dates and month files.

Written Questions

Pigs: Animal Welfare22 Apr 2026 | Answered | Department for Environment, Food and Rural Affairs
Animal Experiments22 Apr 2026 | Answered | Department for Science, Innovation and Technology
Government Departments: Animal Welfare23 Feb 2026 | Answered | Treasury
Animal Experiments20 Feb 2026 | Answered | Department for Environment, Food and Rural Affairs

Spoken Contributions

Animal Testing27 Apr 2026
Animal Testing27 Apr 2026
Animal Testing27 Apr 2026
Animal Testing27 Apr 2026

Constituency Mentions

Animal Testing27 Apr 2026
Animal Testing27 Apr 2026
Animal Testing27 Apr 2026
Animal Testing27 Apr 2026

Important Limits

This is descriptive public-data infrastructure for an office workflow. It is not a score, a ranking, or a judgement of parliamentary performance. Constituency Mention matches should be checked against the linked source before being used in casework, newsletters, or public copy.

Compact JSON records are retrieval pointers, not complete source transcripts. Open the official URLs before quoting written answers, Hansard wording, EDM motion text, or register details.