Overview / MP office pages / Olivia Blake

Olivia Blake's MP Office Data Index for LLMs

A generated, source-linked public-data index for Sheffield Hallam 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 Sheffield Hallam 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

14Written questions in own-activity scope
5Spoken contributions in own-activity scope
76Votes in own-activity scope
51Local/geographic constituency mention records
40Member-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.

6Awaiting written-question answerscurrent office snapshot
6Registered interestslatest register snapshot
7Committee recordscurrent office snapshot
2Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open Olivia Blake 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

10 recorded votes where Olivia Blake'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: 76. 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.6 topics
Places indexPlace-first routing for Constituency Mentions with ambiguity and confidence signals.72 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.6 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.14 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.5 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.76 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.15 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.89 records (51 local/geographic, 40 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.73 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.21 records across components

Constituency Mentions

Constituency mention evidence separates local/geographic matches from parliamentary member-reference phrases such as references to the MP for Sheffield Hallam. 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 (72)

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

  • Holdworthhamlet
  • Load Brookhamlet
  • Low Holdworthhamlet
  • Ringinglowhamlet
  • Stacey Bankhamlet
  • Storrshamlet
  • Ughillhamlet

Multiple

  • Hill Top (Sheffield, England; 2 source types)multiple - 2 source places

Suburban Area

  • Abbeydale Parksuburban area
  • Banner Crosssuburban area
  • Bents Greensuburban area
  • Bradwaysuburban area
  • Bradway Banksuburban area
  • Brick Housessuburban area
  • Carsicksuburban area
  • Carsick Hillsuburban area
  • Carter Knowlesuburban area
  • Causeway Headsuburban area
  • Crookessuburban area
  • Crosspoolsuburban area
  • Den Banksuburban area
  • Doresuburban area
  • Ecclesallsuburban area
  • Endcliffe Crescentsuburban area
  • Endcliffe Edgesuburban area
  • Fulwoodsuburban area
  • Goole Greensuburban area
  • Greystonessuburban area
  • Greystones Cliffesuburban area
  • Hallam Headsuburban area
  • Hanging Watersuburban area
  • Knowle Topsuburban area
  • Liberty Hillsuburban area
  • Little Commonsuburban area
  • Lodge Moorsuburban area
  • Lower Bradwaysuburban area
  • Loxleysuburban area
  • Lydgatesuburban area
  • Malinbridgesuburban area
  • Middlewoodsuburban area
  • Millhousessuburban area
  • Nether Greensuburban area
  • Nethergatesuburban area
  • New Totleysuburban area
  • Normandalesuburban area
  • Park Headsuburban area
  • Park Sidesuburban area
  • Parkheadsuburban area
  • Ranmoorsuburban area
  • Rivelin Glensuburban area
  • Sandygatesuburban area
  • Stanningtonsuburban area
  • Steel Banksuburban area
  • Stephen Hillsuburban area
  • Stumperlowesuburban area
  • Tapton Hillsuburban area
  • Totleysuburban area
  • Totley Brooksuburban area
  • Totley Risesuburban area
  • Town Endsuburban area
  • Townheadsuburban area
  • Upper Bradwaysuburban area
  • Whirlowsuburban area
  • Wisewoodsuburban area
  • Woodland Viewsuburban area

Village

  • Dungworthvillage
  • High Bradfieldvillage
  • Hollow Meadowsvillage
  • Long Linevillage
  • Low Bradfieldvillage
  • Worrallvillage

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.

1Contributions by this MP
88Contributions by other speakers
51Local/geographic mention records
40Member-reference phrase records
51Direct constituency-name local matches
0Mapped-place term matches
38Lower-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

  • Untitled item1 Jul 2026 | Awaiting answer | Foreign, Commonwealth and Development Office
  • Untitled item1 Jul 2026 | Awaiting answer | Ministry of Housing, Communities and Local Government
  • Untitled item1 Jul 2026 | Awaiting answer | Home Office
  • Untitled item1 Jul 2026 | Awaiting answer | Department for Transport

Spoken Contributions

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.