John Whitby'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

14Written questions in own-activity scope

17Spoken contributions in own-activity scope

89Votes in own-activity scope

51Constituency 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.

0Awaiting written-question answerscurrent office snapshot

2Registered interestslatest register snapshot

2Committee recordscurrent office snapshot

0Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open John Whitby 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

0 recorded votes where John Whitby'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: 89. 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.	128 records
Topic bundles	Deterministic cross-source evidence bundles with official-source deepening guidance.	7 topics
Places index	Place-first routing for Constituency Mentions with ambiguity and confidence signals.	235 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: 2026-02-02 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.	14 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.	17 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.	89 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.	5 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.	51 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.	237 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.	4 records across components

Constituency Mentions

Constituency Mentions are not just searches for the constituency name. The generator also uses mapped place terms for Derbyshire Dales, 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 (236)

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

Abneyhamlet
Aldwarkhamlet
Alkmontonhamlet
Alporthamlet
Alsop en le Dalehamlet
Ashleyhayhamlet
Astonhamlet
Aston Heathhamlet
Ballidonhamlet
Barton Blounthamlet
Bigginhamlet
Blackwellhamlet
Brightgatehamlet
Bubnellhamlet
Burntheathhamlet
Callowhamlet
Calton Leeshamlet
Commonsidehamlet
Congreavehamlet
Coplow Dalehamlet
Cross o' th' handshamlet
Crowdicotehamlet
Cubley Commonhamlet
Cullandhamlet
Dale Endhamlet
Dethickhamlet
Dunsahamlet
Edlastonhamlet
Farleyhamlet
Fridenhamlet
Godfreyholehamlet
Grangemillhamlet
Grindlowhamlet
Hales Greenhamlet
Harehillhamlet
Hassophamlet
Heathcotehamlet
Heathtophamlet
Hill Somersalhamlet
Hoptonhamlet
Iblehamlet
Ireton Woodhamlet
Lane Headhamlet
Leadmillhamlet
Little Cubleyhamlet
Little Hucklowhamlet
Longcliffehamlet
Lower Thurvastonhamlet
Marston on Dovehamlet
Mercastonhamlet
Millers Dalehamlet
Millers Greenhamlet
Millington Greenhamlet
Monsal Headhamlet
Moorendhamlet
Nether Sturstonhamlet
Norburyhamlet
Over Burrowshamlet
Park Headhamlet
Parsley Hayhamlet
Pikehallhamlet
Pilhoughhamlet
Plaistowhamlet
Plaistow Greenhamlet
Pomeroyhamlet
Priestcliffehamlet
Priestcliffe Ditchhamlet
Riberhamlet
Rowlandhamlet
Shottlehamlet
Shottlegatehamlet
Slaleyhamlet
Snittertonhamlet
Somersal Herberthamlet
Spouthamlet
Stanton Leeshamlet
Stokehamlet
Tinkersleyhamlet
Upper Bigginhamlet
Upper Townhamlet
Upper Townhamlet
Wakebridgehamlet
Waldleyhamlet
Warrencarrhamlet
West Broughtonhamlet
Wheatcrofthamlet
Whestonhamlet
Windmillhamlet
Yeldersleyhamlet

Other Settlement

Atlowother settlement
Brettonother settlement
Cliffsideother settlement
Conksburyother settlement
Hatton Fieldsother settlement
High Peak Junctionother settlement
Knockerdownother settlement
Nether Bigginother settlement
Newhavenother settlement
Offertonother settlement
Pilsburyother settlement
Robin Hoodother settlement
Rodsleyother settlement
Sappertonother settlement
Snelston Commonother settlement
Wardlow Miresother settlement

Suburban Area

Bellevuesuburban area
Bridge Endsuburban area
Calver Lowsuburban area
Calver Soughsuburban area
Churchtownsuburban area
Coddingtonsuburban area
Comptonsuburban area
Dimplesuburban area
Gorseybanksuburban area
Hathersage Boothssuburban area
Matlock Banksuburban area
Matlock Bridgesuburban area
Matlock Dalesuburban area
Matlock Greensuburban area
Nether Endsuburban area
Northwoodsuburban area
Old Matlocksuburban area
Over Endsuburban area
Smalldalesuburban area
Spitalhillsuburban area
Steeple Grangesuburban area
The Leyssuburban area
Thurvastonsuburban area
Two Dalessuburban area
Upper Townsuburban area
Upperwoodsuburban area
Warmbrooksuburban area
Washgreensuburban area
West Endsuburban area

Town

Ashbournetown
Bakewelltown
Darley Daletown
Matlocktown
Wirksworthtown

Village

Alderwasleyvillage
Ashford in the Watervillage
Baslowvillage
Beeleyvillage
Bigginvillage
Birchovervillage
Bolehillvillage
Bonsallvillage
Boylestonevillage
Bradbournevillage
Bradleyvillage
Bradwellvillage
Brailsfordvillage
Brassingtonvillage
Calvervillage
Carsingtonvillage
Chelmortonvillage
Church Broughtonvillage
Cliftonvillage
Cowers Lanevillage
Cressbrookvillage
Crichvillage
Cromfordvillage
Curbarvillage
Darley Bridgevillage
Doveridgevillage
Earl Sterndalevillage
Edensorvillage
Ednastonvillage
Eltonvillage
Eyamvillage
Fenny Bentleyvillage
Flaggvillage
Foolowvillage
Fostonvillage
Froggattvillage
Great Cubleyvillage
Great Hucklowvillage
Great Longstonevillage
Grindlefordvillage
Hangingbridgevillage
Hartingtonvillage
Hathersagevillage
Hattonvillage
Hazelwoodvillage
Hiltonvillage
Hognastonvillage
Hollingtonvillage
Hollowayvillage
Hulland Villagevillage
Hulland Wardvillage
Idridgehayvillage
Kirk Iretonvillage
Knivetonvillage
Leavillage
Little Longstonevillage
Littonvillage
Longfordvillage
Lumsdalevillage
Mapletonvillage
Marston Montgomeryvillage
Matlock Bathvillage
Middletonvillage
Middletonvillage
Monyashvillage
Nether Padleyvillage
Oakervillage
Oaks Greenvillage
Osmastonvillage
Over Haddonvillage
Parwichvillage
Pilsleyvillage
Rostonvillage
Rowsleyvillage
Scroptonvillage
Sheldonvillage
Shirleyvillage
Snelstonvillage
Stanton in Peakvillage
Starkholmesvillage
Stoney Middletonvillage
Sudburyvillage
Sutton on the Hillvillage
Taddingtonvillage
Tansleyvillage
Thorpevillage
Tideswellvillage
Tissingtonvillage
Upper Hackneyvillage
Upper Padleyvillage
Wardlowvillage
Wensleyvillage
Whatstandwellvillage
Winstervillage
Wyastonvillage
Yeaveleyvillage
Youlgreavevillage

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

21Contributions by this MP

30Contributions by other speakers

51Constituency-name matches

9Mapped-place term matches

15Lower-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

Asylum: Sponsorship13 Apr 2026 | Answered | Home Office
Asylum: Sponsorship13 Apr 2026 | Answered | Home Office
Fuel Oil: Small Businesses13 Apr 2026 | Answered | Department for Energy Security and Net Zero
Cerebral Palsy13 Apr 2026 | Answered | Department of Health and Social Care

Spoken Contributions

Middle East: Economic Update21 Apr 2026
Housing Needs: Young People16 Apr 2026
Housing Needs: Young People16 Apr 2026
Children’s Wellbeing and Schools Bill15 Apr 2026

Constituency Mentions

Middle East: Economic Update21 Apr 2026
Middle East: Economic Update21 Apr 2026
Housing Needs: Young People16 Apr 2026
Children’s Wellbeing and Schools Bill15 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.