Overview / MP office pages / Carolyn Harris

Carolyn Harris' MP Office Data Index for LLMs

A generated, source-linked public-data index for Neath and Swansea East 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 Neath and Swansea East Generated 30 Apr 2026
LLM Markdown Machine JSON Open in tracker

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

8Written questions in own-activity scope
19Spoken contributions in own-activity scope
85Votes in own-activity scope
44Constituency mentions in local-evidence scope

Own MP activity covers 30 Jan 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
5Registered interestslatest register snapshot
10Committee recordscurrent office snapshot
3Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open Carolyn Harris 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 Carolyn Harris' 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: 85. 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.124 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.74 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: 2026-01-30 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 questionsWritten questions tabled by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-01-30 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.8 records
Spoken contributionsHansard spoken contributions by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-01-30 to 2026-04-28.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text.19 records
VotesCommons divisions recorded for the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-01-30 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.85 records
Early Day MotionsEarly Day Motions signed by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-01-30 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 mentionsHansard 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.44 records
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.74 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: 2026-01-30 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.18 records across components

Constituency Mentions

Constituency Mentions are not just searches for the constituency name. The generator also uses mapped place terms for Neath and Swansea East, 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 (73)

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

  • Pentreclwydauhamlet
  • Ty-drawhamlet

Other Settlement

  • Clydachother settlement

Suburban Area

  • Aber-Clydachsuburban area
  • Birchgrovesuburban area
  • Bon-y-maensuburban area
  • Bryn-cochsuburban area
  • Cae'r-graigsuburban area
  • Cae-maes-y-barsuburban area
  • Cae-mawrsuburban area
  • Cefn-hengoedsuburban area
  • Cimlasuburban area
  • Crymlyn Burrowssuburban area
  • Cwmsuburban area
  • Dan-y-graigsuburban area
  • Faerdresuburban area
  • Felin Newyddsuburban area
  • Foxholesuburban area
  • Graigfelensuburban area
  • Hanover Squaresuburban area
  • Heol Lassuburban area
  • Llangatwgsuburban area
  • Llansamletsuburban area
  • Llantwitsuburban area
  • Llwynbrwydrausuburban area
  • Lon-lassuburban area
  • Morfa Glassuburban area
  • Mount Pleasantsuburban area
  • Mount Pleasantsuburban area
  • Neath Abbeysuburban area
  • Pen-y-Bontsuburban area
  • Pencaerausuburban area
  • Peniel Greensuburban area
  • Penrhiwtynsuburban area
  • Pentre'r-Gasegsuburban area
  • Pentre-chwythsuburban area
  • Penydresuburban area
  • Pontwalbysuburban area
  • Port Tennantsuburban area
  • Pwllygrafelsuburban area
  • Rhyddingsuburban area
  • Skewensuburban area
  • St Thomassuburban area
  • Tai'r-ysgolsuburban area
  • Tir-Nestsuburban area
  • Trallwnsuburban area
  • Tregof Villagesuburban area
  • Ty'n-y-caeausuburban area
  • Tynewyddsuburban area
  • Upper Forgesuburban area
  • Winsh-wensuburban area

Town

  • Glyn-neathtown
  • Neathtown

Village

  • Aberdulaisvillage
  • Abergarwedvillage
  • Banwenvillage
  • Blaengwrachvillage
  • Cil-ffriwvillage
  • Clynevillage
  • Creunantvillage
  • Cwmgwrachvillage
  • Dyffryn Cellwenvillage
  • Dyffryn Clydachvillage
  • Glaisvillage
  • Jersey Marinevillage
  • Llandarcyvillage
  • Melincourtvillage
  • Nant-y-cafnvillage
  • Onllwynvillage
  • Resolfenvillage
  • Seven Sistersvillage
  • Tonnavillage
  • Tre-Forganvillage

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

6Contributions by this MP
38Contributions by other speakers
44Constituency-name matches
6Mapped-place term matches
37Lower-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

Spoken Contributions

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.