Overview / MP office pages / Dr Ellie Chowns

Dr Ellie Chowns' MP Office Data Index for LLMs

A generated, source-linked public-data index for North Herefordshire 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.

Green Party North Herefordshire 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

55Written questions in own-activity scope
103Spoken contributions in own-activity scope
77Votes in own-activity scope
60Local/geographic constituency mention records
192Member-reference phrase records

Own MP activity covers 10 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.

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

Broader Tracker Workflows

Review date-filtered activity

Open Dr Ellie Chowns 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 Green Party majority

0 recorded votes where Dr Ellie Chowns' vote differed from the Green Party 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 thisUse it forRecords
Search manifestFast topic, status, source, and official-URL triage before opening source shards.391 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.436 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.4 records
Written questionsWritten questions tabled by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-10 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.55 records
Spoken contributionsHansard spoken contributions by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-10 to 2026-07-01.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text.103 records
VotesCommons divisions recorded for the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-10 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.77 records
Early Day MotionsEarly Day Motions signed by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-10 to 2026-07-01.Compact EDM records include title, date, signature context where available, and official URL; open the official source for motion text.147 records
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.242 records (60 local/geographic, 192 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.447 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.16 records across components

Constituency Mentions

Constituency mention evidence separates local/geographic matches from parliamentary member-reference phrases such as references to the MP for North Herefordshire. 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 (446)

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

  • Acton Beauchamphamlet
  • Acton Greenhamlet
  • Adley Moorhamlet
  • Ailscrofthamlet
  • Almeley Woottonhamlet
  • Ashley Moorhamlet
  • Ashtonhamlet
  • Astonhamlet
  • Auberrowhamlet
  • Auldenhamlet
  • Ayltonhamlet
  • Aymestreyhamlet
  • Ballsgate Commonhamlet
  • Barrelhill Greenhamlet
  • Becknellhamlet
  • Bictonhamlet
  • Birchallhamlet
  • Bircherhamlet
  • Birleyhamlet
  • Birtleyhamlet
  • Bradlowhamlet
  • Bradnor Greenhamlet
  • Bredwardhamlet
  • Brick Endhamlet
  • Brierleyhamlet
  • Brilleyhamlet
  • Brilley Mountainhamlet
  • Brimfieldcrosshamlet
  • Brinsophamlet
  • Broad Greenhamlet
  • Bucktonhamlet
  • Burcherhamlet
  • Burmarshhamlet
  • Bytonhamlet
  • Cabalhamlet
  • Calver Hillhamlet
  • Chickwardhamlet
  • Cock Gatehamlet
  • Coddingtonhamlet
  • Cold Greenhamlet
  • Coldharbourhamlet
  • Collingtonhamlet
  • Colwallhamlet
  • Combehamlet
  • Combe Moorhamlet
  • Combertonhamlet
  • Crick's Greenhamlet
  • Crosswayhamlet
  • Crowmoorhamlet
  • Crozenhamlet
  • Crumpton Hillhamlet
  • Deerfoldhamlet
  • Docklowhamlet
  • Dodmarshhamlet
  • Donningtonhamlet
  • Downton on the Rockhamlet
  • Durlow Commonhamlet
  • Easthamptonhamlet
  • Eastwoodhamlet
  • Eau Withingtonhamlet
  • Ebnallhamlet
  • Edvin Loachhamlet
  • Elms Greenhamlet
  • Elton's Marshhamlet
  • Even Pitshamlet
  • Evendinehamlet
  • Evesbatchhamlet
  • Eytonhamlet
  • Falconhamlet
  • Fawley Chapelhamlet
  • Feltonhamlet
  • Fiddler's Greenhamlet
  • Fordhamlet
  • Foxleyhamlet
  • Foyhamlet
  • Franklands Gatehamlet
  • Fromingtonhamlet
  • Grantsfieldhamlet
  • Green Lanehamlet
  • Greenhillhamlet
  • Grendon Greenhamlet
  • Grittlesendhamlet
  • Halmond's Fromehamlet
  • Ham Greenhamlet
  • Hamnish Cliffordhamlet
  • Hatfieldhamlet
  • Havenhamlet - 2 source places
  • Hawkersland Crosshamlet
  • Headlandhamlet
  • High Lanehamlet
  • Hill-fieldhamlet
  • Hillhamptonhamlet
  • Holme Marshhamlet
  • Horseway Headhamlet
  • How Caplehamlet
  • Humberhamlet
  • Huntingtonhamlet
  • Hurstleyhamlet
  • Isle of Rheahamlet
  • Kingswoodhamlet
  • Kintonhamlet
  • Knapton Greenhamlet
  • Knillhamlet
  • Kyminhamlet
  • Kynastonhamlet
  • Leinthall Earlshamlet
  • Leinthall Starkeshamlet
  • Lewis Wychhamlet
  • Linley Greenhamlet
  • Litmarshhamlet
  • Little Commonhamlet
  • Little Londonhamlet
  • Little Marclehamlet
  • Little Merthyrhamlet
  • Little Tarringtonhamlet
  • Logastonhamlet
  • Lower Bearwoodhamlet
  • Lower Breintonhamlet
  • Lower Broxwoodhamlet
  • Lower Buckenhillhamlet
  • Lower Egletonhamlet
  • Lower Greenhamlet
  • Lower Hardwickhamlet
  • Lower Harptonhamlet
  • Lower Hergesthamlet
  • Lower Kinshamhamlet
  • Lower Lyehamlet
  • Lower Townhamlet
  • Lower Welsonhamlet
  • Loxterhamlet
  • Luntleyhamlet
  • Lyde Crosshamlet
  • Lyne Downhamlet
  • Marlbrookhamlet
  • Marlowhamlet
  • Marstonhamlet
  • Mathonhamlet
  • Meer Commonhamlet
  • Middletonhamlet
  • Middleton on the Hillhamlet
  • Millhalfhamlet
  • Monkhidehamlet
  • Monnington on Wyehamlet
  • Moorcothamlet
  • Moorend Crosshamlet
  • Moorhamptonhamlet
  • Moretonhamlet
  • Moreton Jeffrieshamlet
  • Munderfield Rowhamlet
  • Munderfield Stockshamlet
  • Munsleyhamlet
  • Nashhamlet
  • Nethertonhamlet
  • New Streethamlet
  • Nextendhamlet
  • Nokelane Headhamlet
  • Norbridgehamlet
  • Norton Canonhamlet
  • Norton Woodhamlet
  • Nunningtonhamlet
  • Nutfieldhamlet
  • Old Gorehamlet
  • Ongar Streethamlet
  • Panks Bridgehamlet
  • Parkwayhamlet
  • Pen-allthamlet
  • Penrhoshamlet
  • Perrystone Hillhamlet
  • Pertonhamlet
  • Phocle Greenhamlet
  • Pikestyehamlet
  • Pipe Astonhamlet
  • Preston Marshhamlet
  • Pudlestonhamlet
  • Putleyhamlet
  • Putley Commonhamlet
  • Rhydspencehamlet
  • Ridgeway Crosshamlet
  • Rodd Hursthamlet
  • Rowland's Greenhamlet
  • Rudhallhamlet
  • Rushallhamlet
  • Rushockhamlet
  • Ryelandshamlet
  • Sallyshamlet
  • Sapey Bridgehamlet
  • Sapey Commonhamlet
  • Sarnesfieldhamlet
  • Shawlhamlet
  • Shelwickhamlet
  • Shelwick Greenhamlet
  • Sollers Dilwynhamlet
  • Stagbatchhamlet
  • Stanford Bishophamlet
  • Stansbatchhamlet
  • Stapletonhamlet
  • Staplowhamlet
  • Stockinghamlet
  • Stockingfieldhamlet
  • Stoke Edithhamlet
  • Stoke Lanehamlet
  • Stowehamlet
  • Streamfordhamlet
  • Stretfordhamlet - 2 source places
  • Sutton Lakeshamlet
  • Sutton Marshhamlet
  • Sutton St Michaelhamlet
  • The Broadhamlet
  • The Forgehamlet
  • The Heathhamlet
  • The Hundredhamlet
  • The Leyshamlet
  • The Parkshamlet
  • The Vauldhamlet
  • Tidnorhamlet
  • Toddinghamlet
  • Trumpethamlet
  • Ullingswickhamlet
  • Upcotthamlet
  • Uphamptonhamlet
  • Upper Dormingtonhamlet
  • Upper Egletonhamlet
  • Upper Hardwickhamlet
  • Upper Hergesthamlet
  • Upper Kinshamhamlet
  • Upper Lydehamlet
  • Upper Lyehamlet
  • Upper Marstonhamlet
  • Upper Wellingtonhamlet
  • Uppertonhamlet
  • Upton Crewshamlet
  • Urdimarshhamlet
  • Venn's Greenhamlet
  • Wactonhamlet
  • Walfordhamlet
  • Waller's Greenhamlet
  • Waterloohamlet
  • Wayend Streethamlet
  • Wellington Marshhamlet
  • Welshman's Lanehamlet
  • Weobley Marshhamlet
  • West Lydiatthamlet
  • Westmoorhamlet
  • Westonhamlet
  • Wetmorehamlet
  • Whartonhamlet
  • Whitechurch Maundhamlet
  • Whittonhamlet
  • Whylehamlet
  • Willersleyhamlet
  • Wolferlowhamlet
  • Wood Endhamlet
  • Woodbrookhamlet
  • Woods Eaveshamlet
  • Woolhope Cockshoothamlet
  • Woonton Ashhamlet
  • Woottonhamlet
  • Wormsleyhamlet
  • Yarkhillhamlet
  • Yarsophamlet
  • Yattonhamlet
  • Yazorhamlet

Multiple

  • Letton (County of Herefordshire; 2 source types)multiple - 2 source places
  • Newton (County of Herefordshire; 3 source types)multiple - 3 source places
  • Newtown (County of Herefordshire; 2 source types)multiple - 2 source places
  • Portway (County of Herefordshire; 3 source types)multiple - 3 source places
  • Stony Cross (County of Herefordshire; 2 source types)multiple - 3 source places
  • Woonton (County of Herefordshire; 2 source types)multiple - 2 source places

Other Settlement

  • Amberleyother settlement
  • Arrow Greenother settlement
  • Bearwoodother settlement
  • Broburyother settlement
  • Brockmantonother settlement
  • Burringtonother settlement
  • Catley Southfieldother settlement
  • Checkleyother settlement
  • Dorstoneother settlement
  • Dukesother settlement
  • Eastnorother settlement
  • Eatonother settlement
  • Eltonother settlement
  • Hegdon Hillother settlement
  • Hill Holeother settlement
  • Hill of Eatonother settlement
  • Hyde Ashother settlement
  • Jug's Greenother settlement
  • Kinnersleyother settlement
  • Lawtonother settlement
  • Leysters Poleother settlement
  • Limebrookother settlement
  • Lower Woottonother settlement
  • Ludstockother settlement
  • Mahollamother settlement
  • Maund Bryanother settlement
  • Munsley Greenother settlement
  • Nuptonother settlement
  • Orleton Commonother settlement
  • Park Gateother settlement
  • Pentre-Jackother settlement
  • Pixleyother settlement
  • Roddother settlement
  • Sollers Hopeother settlement
  • Tedstone Delamereother settlement
  • Tedstone Waferother settlement
  • Thornburyother settlement
  • Upper Woottonother settlement
  • Upton Bishopother settlement
  • Veldoother settlement

Suburban Area

  • Barons Crosssuburban area
  • Bodenham Moorsuburban area
  • Flaggoner's Greensuburban area
  • Hagleysuburban area
  • Newlandssuburban area
  • Pool Headsuburban area
  • The Knappsuburban area
  • The Marshsuburban area
  • Upper Colwallsuburban area
  • Walker's Greensuburban area
  • West Hillsuburban area
  • West Townsuburban area

Town

  • Bromyardtown
  • Kingtontown
  • Ledburytown
  • Leominstertown

Village

  • Adfortonvillage
  • Almeleyvillage
  • Ashpertonvillage
  • Bartestreevillage
  • Bishops Fromevillage
  • Bodenhamvillage
  • Bosburyvillage
  • Brampton Abbottsvillage
  • Brampton Bryanvillage
  • Bredenburyvillage
  • Breinton Commonvillage
  • Brimfieldvillage
  • Brockhamptonvillage
  • Bromyard Downsvillage
  • Burghillvillage
  • Burley Gatevillage
  • Bush Bankvillage
  • Canon Fromevillage
  • Canon Pyonvillage
  • Cobnashvillage
  • Colwall Stonevillage
  • Cradleyvillage
  • Credenhillvillage
  • Crow Hillvillage
  • Dilwynvillage
  • Dormingtonvillage
  • Eardislandvillage
  • Eardisleyvillage
  • Edwyn Ralphvillage
  • Fownhopevillage
  • Fromes Hillvillage
  • Hampton Bishopvillage
  • Holmervillage
  • Hope under Dinmorevillage
  • Ivingtonvillage
  • Kimboltonvillage
  • King's Acrevillage
  • King's Caplevillage
  • King's Pyonvillage
  • Kingslandvillage
  • Ledgemoorvillage
  • Leintwardinevillage
  • Leystersvillage
  • Lingenvillage
  • Little Cowarnevillage
  • Little Herefordvillage
  • Luctonvillage
  • Lugwardinevillage
  • Lustonvillage
  • Lyonshallvillage
  • Mansel Lacyvillage
  • Mardenvillage
  • Meadow Greenvillage
  • Monklandvillage
  • Mordifordvillage
  • Moreton on Luggvillage
  • Mortimer's Crossvillage
  • Much Cowarnevillage
  • Much Marclevillage
  • Munstonevillage
  • Ocle Pychardvillage
  • Orletonvillage
  • Pembridgevillage
  • Pencombevillage
  • Pipe and Lydevillage
  • Preston Wynnevillage
  • Prior's Fromevillage
  • Putley Greenvillage
  • Richards Castlevillage
  • Risburyvillage
  • Shirl Heathvillage
  • Shobdonvillage
  • Shucknallvillage
  • Staunton on Arrowvillage
  • Staunton on Wyevillage
  • Steen's Bridgevillage
  • Stocktonvillage
  • Stoke Crossvillage
  • Stoke Lacyvillage
  • Stoke Priorvillage
  • Storridgevillage
  • Stretton Grandisonvillage
  • Stretton Sugwasvillage
  • Sugwas Poolvillage
  • Sutton St Nicholasvillage
  • Swainshillvillage
  • Tarringtonvillage
  • Tillingtonvillage
  • Tillington Commonvillage
  • Titleyvillage
  • Upper Breintonvillage
  • Upper Hillvillage
  • Upper Sapeyvillage
  • Upper Townvillage
  • Wellingtonvillage
  • Wellington Heathvillage
  • Weobleyvillage
  • Westfieldvillage
  • Westhidevillage
  • Westhopevillage
  • Weston Beggardvillage
  • Whitbournevillage
  • White Stonevillage
  • Whitney-on-Wyevillage
  • Wigmorevillage
  • Winfortonvillage
  • Withingtonvillage
  • Withington Marshvillage
  • Woolhopevillage
  • Wysonvillage
  • Yarpolevillage

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.

33Contributions by this MP
209Contributions by other speakers
60Local/geographic mention records
192Member-reference phrase records
58Direct constituency-name local matches
15Mapped-place term matches
187Lower-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.