Overview / MP office pages / Leigh Ingham

Leigh Ingham's MP Office Data Index for LLMs

A generated, source-linked public-data index for Stafford office workflows. It gives an LLM a small entry point first, then separate data indexes for the exact evidence it needs. For staff browsing and comparison, use the main tracker instead; it is structured for human review.

Labour Stafford Generated 2 Jul 2026

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

12Written questions in own-activity scope
29Spoken contributions in own-activity scope
54Votes in own-activity scope
313Local/geographic constituency mention records
82Member-reference phrase records

Own MP activity covers 13 Apr 2026 to 1 Jul 2026 where available. Constituency mention evidence covers 4 Jul 2024 to 2 Jul 2026.

Coverage Scope

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

Constituency mention evidence uses the separate full post-2024-election local-evidence window (4 Jul 2024 to 2 Jul 2026), so its counts should not be compared directly with shorter own-MP activity counts.

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.

2Awaiting written-question answerscurrent office snapshot
4Registered interestslatest register snapshot
9Committee recordscurrent office snapshot
0Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open Leigh Ingham 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

2 recorded votes where Leigh Ingham'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: 54. This is descriptive context, not a score.

Check selected-party vote differences

LLM Data Map

Open thisUse it forRecords
Search manifestFast topic, status, source, and official-URL triage before opening source shards.108 records
Topic bundlesDeterministic cross-source evidence bundles with official-source deepening guidance.7 topics
Places indexPlace-first routing for Constituency Mentions with ambiguity and confidence signals.153 displayed places
Open follow-upsCanonical 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: 2026-04-03 to 2026-07-02.Canonical public follow-up queue for written questions still awaiting answer; open the official question URL for live status and answer text.2 records
Written questionsWritten questions tabled by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-13 to 2026-07-01.Compact records include question text, status, department, answer date/member where available, and official URL; full written answers are not embedded.12 records
Spoken contributionsHansard spoken contributions by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-13 to 2026-07-01.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text.29 records
VotesCommons divisions recorded for the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-13 to 2026-07-01.Compact division records show this MP's recorded vote and official division URL; open the official source for full division context.54 records
Early Day MotionsEarly Day Motions signed by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-13 to 2026-07-01.Compact EDM records include title, date, signature context where available, and official URL; open the official source for motion text.1 record
Constituency mention evidenceHansard contributions matched to local/geographic terms, plus separately labelled parliamentary member-reference phrases.Scope: post-2024-election constituency mention extract. Coverage dates: 2024-07-04 to 2026-07-02.Evidence-ranked Hansard matches include mention category, match basis, confidence, signals, matched terms, and official URL; member-reference phrases are not ordinary local/geographic mentions.386 records (313 local/geographic, 82 member-reference)
Geography termsConstituency 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.156 terms
Current office reference dataAwaiting written-question answers, registered interests, committee records, and bill records from the current office snapshot.Scope: current office snapshot. Coverage dates: 2026-04-03 to 2026-07-02.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.15 records across components

Constituency Mentions

Constituency mention evidence separates local/geographic matches from parliamentary member-reference phrases such as references to the MP for Stafford. The generator keeps match evidence such as matched terms, mention category, confidence, and Hansard links so the office can check context before reuse.

Mapped place terms used for matching (155)

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

  • Allimore Greenhamlet
  • Almingtonhamlet
  • Apetonhamlet
  • Aspleyhamlet
  • Beffcotehamlet
  • Bowers Benthamlet
  • Brocktonhamlet
  • Bromsteadhamlet
  • Bromstead Commonhamlet
  • Bromstead Heathhamlet
  • Charneshamlet
  • Church Eaton Greenhamlet
  • Cold Nortonhamlet
  • Coteshamlet
  • Cotonhamlet
  • Coton Clanfordhamlet
  • Coton Endhamlet
  • Cotonwoodhamlet
  • Cowleyhamlet
  • Doleyhamlet
  • Elford Heathhamlet
  • Garmelowhamlet
  • High Onnhamlet
  • Knightley Dalehamlet
  • Little Bridgefordhamlet
  • Long Comptonhamlet
  • Lordsleyhamlet
  • Lower Knightleyhamlet
  • Loyntonhamlet
  • Marstonhamlet
  • Meretownhamlet
  • Mill Meecehamlet
  • Mucklestonehamlet
  • Napleyhamlet
  • Napley Heathhamlet
  • Norbury Junctionhamlet
  • Offleymarshhamlet
  • Offleyrockhamlet
  • Pershallhamlet
  • Podmorehamlet
  • Ranton Greenhamlet
  • Red Bullhamlet
  • Shallowfordhamlet
  • Shebdonhamlet
  • Shut Heathhamlet
  • Shutlaneheadhamlet
  • Sugnallhamlet
  • The Handfordshamlet
  • The Hollieshamlet
  • The Lymeshamlet
  • Tunstallhamlet
  • Walfordhamlet
  • Waltonhamlet
  • Weston Joneshamlet
  • Wetwoodhamlet
  • Whitecrosshamlet
  • Whitley Heathhamlet
  • Whittingtonhamlet
  • Winningtonhamlet

Multiple

  • Aston (Newcastle-under-Lyme, Staffordshire / Stafford, Staffordshire)multiple - 2 source places

Other Settlement

  • Billingtonother settlement
  • Blackbrookother settlement
  • Bloreother settlement
  • Chatcullother settlement
  • Lawnheadother settlement
  • Little Onnother settlement
  • Little Sugnallother settlement
  • Oakleyother settlement
  • Oultonother settlement
  • Outlandsother settlement
  • Slindonother settlement
  • Sturbridgeother settlement
  • Tadgedaleother settlement
  • Woottonother settlement

Suburban Area

  • Ashley Heathsuburban area
  • Baswichsuburban area
  • Beaconsidesuburban area
  • Blackwaterssuburban area
  • Broadeyesuburban area
  • Burton Manorsuburban area
  • Castlefieldssuburban area
  • Castletownsuburban area
  • Creswellsuburban area
  • Doxeysuburban area
  • Forebridgesuburban area
  • Highfieldssuburban area
  • Hillcroft Parksuburban area
  • Holmcroftsuburban area
  • Hookgatesuburban area
  • Kingston Hillsuburban area
  • Littleworthsuburban area
  • Moss Pitsuburban area
  • Parksidesuburban area
  • Queensvillesuburban area
  • Redhillsuburban area
  • Rickerscotesuburban area
  • Rising Brooksuburban area
  • Rowley Parksuburban area
  • Tillingtonsuburban area
  • Trinity Fieldssuburban area
  • Weeping Crosssuburban area
  • Western Downssuburban area
  • Wildwoodsuburban area

Town

  • Eccleshalltown
  • Staffordtown

Village

  • Actonvillage
  • Adbastonvillage
  • Ashleyvillage
  • Ashley Dalevillage
  • Baldwin's Gatevillage
  • Bishops Offleyvillage
  • Bowersvillage
  • Bradleyvillage
  • Broughtonvillage
  • Buttertonvillage
  • Chapel Chorltonvillage
  • Chebseyvillage
  • Church Eatonvillage
  • Coldmeecevillage
  • Cotes Heathvillage
  • Cranberryvillage
  • Croxtonvillage
  • Derringtonvillage
  • Ellenhallvillage
  • Fairoakvillage
  • Fortonvillage
  • Gnosallvillage
  • Gnosall Heathvillage
  • Great Bridgefordvillage
  • Halesvillage
  • Haughtonvillage
  • High Offleyvillage
  • Hill Chorltonvillage
  • Hyde Leavillage
  • Knightleyvillage
  • Knighton (Newcastle-under-Lyme, Staffordshire / Stafford, Staffordshire)village - 2 source places
  • Loggerheadsvillage
  • Madeley Parkvillage
  • Maervillage
  • Moretonvillage
  • Norburyvillage
  • Norton Bridgevillage
  • Offleyhayvillage
  • Outwoodsvillage
  • Rantonvillage
  • Seighfordvillage
  • Stablefordvillage
  • Standonvillage
  • Suttonvillage
  • Whitgreavevillage
  • Whitmorevillage
  • Willoughbridgevillage
  • Woodseavesvillage

Facet counts use the Constituency Mention evidence window. Scope: post-2024-election constituency mention extract. Coverage dates: 2024-07-04 to 2026-07-02. Facet counts overlap: one contribution can be counted in more than one match category. Member-reference phrases identify references to the MP for this seat and are not ordinary local/geographic mentions.

99Contributions by this MP
287Contributions by other speakers
313Local/geographic mention records
82Member-reference phrase records
308Direct constituency-name local matches
96Mapped-place term matches
73Lower-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

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 evidence 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.