John Cooper'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

18Written questions in own-activity scope

37Spoken contributions in own-activity scope

77Votes in own-activity scope

155Constituency mentions in local-evidence scope

Own MP activity covers 2 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.

1Awaiting written-question answerscurrent office snapshot

2Registered interestslatest register snapshot

3Committee recordscurrent office snapshot

1Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open John Cooper 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 Conservative majority

0 recorded votes where John Cooper's vote differed from the Conservative majority in the tracker voting-pattern dataset. This does not mean zero votes; total votes in this page's own-activity scope: 77. 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.	139 records
Topic bundles	Deterministic cross-source evidence bundles with official-source deepening guidance.	5 topics
Places index	Place-first routing for Constituency Mentions with ambiguity and confidence signals.	198 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.	1 record
Written questions	Written questions tabled by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-02 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.	18 records
Spoken contributions	Hansard spoken contributions by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-02 to 2026-04-28.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text.	37 records
Votes	Commons divisions recorded for the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-02 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.	77 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: 2026-02-02 to 2026-04-28.Compact EDM records include title, date, signature context where available, and official URL; open the official source for motion text.	2 records
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.	155 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.	199 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.	7 records across components

Constituency Mentions

Constituency Mentions are not just searches for the constituency name. The generator also uses mapped place terms for Dumfries and Galloway, 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 (198)

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

Anwothhamlet
Auchenmalghamlet
Bankendhamlet
Barnbarrochhamlet
Barrachanhamlet
Blackshawhamlet
Braehamlet
Braeheadhamlet
Burnfoothamlet
Carty Porthamlet
Caulkerbushhamlet
Causeway Endhamlet
Challochhamlet
Clachanmorehamlet
Clanyardhamlet
Clarebrandhamlet
Damnaglaurhamlet
Dromorehamlet
Dundeughhamlet
East Cludenhamlet
Elrighamlet
Erviehamlet
Gatesidehamlet
Girthonhamlet
Glenlocharhamlet
Glenstockdalehamlet
Innermessanhamlet
Islestepshamlet
Keltonhamlet
Kendoonhamlet
Killywhanhamlet
Kirkandrewshamlet
Kirkmaidenhamlet
Knockbrexhamlet
Lamachan Viewhamlet
Lime Kilnhamlet
Loch Headhamlet
Mainsriddlehamlet
Mansegatehamlet
Mid Keltonhamlet
Millhallhamlet
Miltonhamlet
Miltonhamlet
Mossdalehamlet
Mutehillhamlet
Old Bridge of Urrhamlet
Overtonhamlet
Palnurehamlet
Partonhamlet
Penninghamehamlet
Port o' Warren Bayhamlet
Portyerrockhamlet
Prestonmillhamlet
Rerrick High Rowhamlet
Sandgreenhamlet
Shearingtonhamlet
Spittalhamlet
Squarepointhamlet
St Mary's Islehamlet
Stairhavenhamlet
Stronordhamlet
The Lakehamlet
Throughgatehamlet
Townheadhamlet
Townhead of Greenlawhamlet
Wallacetonhamlet

Other Settlement

Airdother settlement
Balmaeother settlement
Bargrennanother settlement
Cairngarrochother settlement
Craigengillanother settlement
Dinduffother settlement
Duncan Parkother settlement
Glassertonother settlement
Holmheadother settlement
Holy Croftother settlement
Kirkdaleother settlement
Kirklandother settlement
Knoweother settlement
Lochanheadother settlement
Mull of Gallowayother settlement
North Balfernother settlement
Penkiln Mewsother settlement
Sawmill Cottagesother settlement
Wierstonother settlement

Suburban Area

Bishop Burnsuburban area
Bloomfieldsuburban area
Creebridgesuburban area
Culhornsuburban area
Dick's Hillsuburban area
Dunreggansuburban area
Gasstownsuburban area
Gateside of Trenchsuburban area
Georgetownsuburban area
Greenbraesuburban area
Greystonesuburban area
Kingholm Quaysuburban area
Larchfieldsuburban area
Laurieknowesuburban area
Lincludensuburban area
Lochfieldsuburban area
Lochsidesuburban area
Marchmountsuburban area
Maxwelltownsuburban area
Milldamheadsuburban area
Minnigaffsuburban area
Nithsidesuburban area
Noblehillsuburban area
Ochtreluresuburban area
Sheuchan Parkssuburban area
Stoopsuburban area
Stranraer Townsuburban area
Suffolk Hillsuburban area
Summervillesuburban area
The Grovesuburban area
Troqueersuburban area
West Endsuburban area

Town

Castle Douglastown
Dalbeattietown
Dumfriestown
Gatehouse of Fleettown
Kirkcudbrighttown
New Gallowaytown
Newton Stewarttown
Stranraertown
Whithorntown
Wigtowntown

Village

Ardwellvillage
Auchencairnvillage
Balmaclellanvillage
Beeswingvillage
Bladnochvillage
Borguevillage
Bridge of Deevillage
Cairnryanvillage
Cargenbridgevillage
Carrick Shorevillage
Carsethornvillage
Carsluithvillage
Carsphairnvillage
Castle Kennedyvillage
Colvendvillage
Corsockvillage
Creetownvillage
Crocketfordvillage
Crossmichaelvillage
Drummorevillage
Dundrennanvillage
Dunragitvillage
Dunscorevillage
Garliestonvillage
Gelstonvillage
Glencaplevillage
Glenlucevillage
Glentrool Villagevillage
Hardgatevillage
Haugh of Urrvillage
Heathhallvillage
Holywoodvillage
Isle of Whithornvillage
Kelton Hillvillage
Kippfordvillage
Kirkbeanvillage
Kirkcolmvillage
Kirkcowanvillage
Kirkgunzeonvillage
Kirkinnervillage
Kirkpatrick Durhamvillage
Lauriestonvillage
Leswaltvillage
Lochansvillage
Locharbriggsvillage
Lochfootvillage
Mochrumvillage
Moniaivevillage
Monreithvillage
New Abbeyvillage
New Lucevillage
Newbridgevillage
Palnackievillage
Port Loganvillage
Port Williamvillage
Portlingvillage
Portpatrickvillage
Ringfordvillage
Rockcliffevillage
Sandheadvillage
Sandyhillsvillage
Shawheadvillage
Sorbievillage
Southernessvillage
Springholmvillage
St John's Town of Dalryvillage
Stoneykirkvillage
Terreglesvillage
Tonglandvillage
Twynholmvillage
Whauphillvillage

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

35Contributions by this MP

120Contributions by other speakers

153Constituency-name matches

35Mapped-place term matches

85Lower-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

Genetically Modified Organisms: Crops21 Apr 2026 | Answered | Department for Environment, Food and Rural Affairs
Genetically Modified Organisms: Crops21 Apr 2026 | Answered | Department for Environment, Food and Rural Affairs
Agriculture: UK Trade with EU21 Apr 2026 | Answered | Department for Environment, Food and Rural Affairs
Research: International Cooperation14 Apr 2026 | Answered | Department for Science, Innovation and Technology

Spoken Contributions

Draft Conservation of Habitats and Species (Offshore Wind) (Amendment etc.) Regulations 202627 Apr 2026
Topical Questions23 Apr 2026
Defence Sector22 Apr 2026
Apprenticeships20 Apr 2026

Constituency Mentions

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.