Overview / MP office pages / Mr Paul Kohler

Mr Paul Kohler's MP Office Data Index for LLMs

A generated, source-linked public-data index for Wimbledon 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.

Liberal Democrat Wimbledon Generated 30 Apr 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

155Written questions in own-activity scope
291Spoken contributions in own-activity scope
322Votes in own-activity scope
298Constituency mentions in local-evidence scope

Own MP activity covers 4 Jul 2024 to 30 Apr 2026 where available. Constituency mentions cover 4 Jul 2024 to 30 Apr 2026.

Coverage Scope

post-2024-election office-data history. Own MP activity counts use the available post-2024 election office-data history for this MP. They can be read as since-election counts for the stated coverage dates.

The static own-activity counts already cover the post-2024 election range; use official source links for full source text.

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
12Registered interestslatest register snapshot
7Committee recordscurrent office snapshot
0Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open Mr Paul Kohler 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 Liberal Democrat majority

13 recorded votes where Mr Paul Kohler's vote differed from the Liberal Democrat majority in the tracker voting-pattern dataset. This does not mean zero votes; total votes in this page's own-activity scope: 322. 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.927 records
Topic bundlesDeterministic cross-source evidence bundles with official-source deepening guidance.9 topics
Places indexPlace-first routing for Constituency Mentions with ambiguity and confidence signals.13 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: 2024-07-04 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: post-2024-election office-data history. Coverage dates: 2024-07-04 to 2026-04-30.Compact records include question text, status, department, answer date/member where available, and official URL; full written answers are not embedded.155 records
Spoken contributionsHansard spoken contributions by the MP in this page's own-activity coverage.Scope: post-2024-election office-data history. Coverage dates: 2024-07-04 to 2026-04-30.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text.291 records
VotesCommons divisions recorded for the MP in this page's own-activity coverage.Scope: post-2024-election office-data history. Coverage dates: 2024-07-04 to 2026-04-30.Compact division records show this MP's recorded vote and official division URL; open the official source for full division context.322 records
Early Day MotionsEarly Day Motions signed by the MP in this page's own-activity coverage.Scope: post-2024-election office-data history. Coverage dates: 2024-07-04 to 2026-04-30.Compact EDM records include title, date, signature context where available, and official URL; open the official source for motion text.151 records
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.298 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.13 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: 2024-07-04 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.19 records across components

Constituency Mentions

Constituency Mentions are not just searches for the constituency name. The generator also uses mapped place terms for Wimbledon, 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 (12)

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.

Other Settlement

  • Wimbledonother settlement

Suburban Area

  • Copse Hillsuburban area
  • Cottenham Parksuburban area
  • Crooked Billetsuburban area
  • Merton Parksuburban area
  • Motspur Parksuburban area
  • Old Maldensuburban area
  • Raynes Parksuburban area
  • South Wimbledonsuburban area
  • West Barnessuburban area
  • Wimbledon Commonsuburban area
  • Worcester Parksuburban area

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

39Contributions by this MP
259Contributions by other speakers
298Constituency-name matches
39Mapped-place term matches
126Lower-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 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.