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Record W6893522092 · doi:10.5281/zenodo.16805616

A new, comprehensive database of all proceedings of the Australian Parliamentary Debates (1998-2022)

2025· dataset· en· W6893522092 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typedataset
Languageen
FieldSocial Sciences
TopicCommonwealth, Australian Politics and Federalism
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsParliamentParsingXMLConsistency (knowledge bases)Government (linguistics)Disk formatting

Abstract

fetched live from OpenAlex

This database contains data on the proceedings from each sitting day in the Australian Parliament by the House of Representatives from 02 March 1998 to 08 September 2022, in both CSV and parquet forms. These data were parsed entirely from the XML Hansard transcripts available on the Australian Parliament website. The database is stored in the folder hansard-corpus.zip, which contains the full Hansard corpus in CSV form and in parquet form. Since the last version released on 6 July 2023, we have made the following updates: Standardized the formatting of the "name" column for consistency and completeness. Re-populated the "name.id", "uniqueID", and "gender" variables to correct for any errors due to parsing or Hansard transcription. The correct "name" and "name.id" mapping was identified using data from the ausPH R package. Added "member" and "senator" flag variables using data from the AustralianPoliticians R package. Manually fixed any cases where an MP was quoting someone else in their speech, and that quotation was incorrectly separated onto a new row.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.011
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0020.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0050.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.057
GPT teacher head0.315
Teacher spread0.258 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreDataset

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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