Datasets:
Add source: Studia BAS peer-reviewed policy articles
Add source: studia_bas — peer-reviewed Polish public-policy articles
Summary
Adds 112 full-length articles from Studia BAS, the peer-reviewed quarterly of the Bureau of Research (Biuro Analiz Sejmowych), Chancellery of the Sejm. The retained collection covers issues 2(66)/2021–82/2025 and contributes long-form academic Polish on economics, law and public policy.
| Documents | 112 |
| Tokens | 2,256,009 |
| Characters | 6,089,085 |
| Years | 2021–2025 |
| Issues | 66–82 |
| License | CC-BY-3.0-PL |
| OCR | No — born-digital PDF text layers |
Data samples
Real records with all canonical metadata fields. Text is truncated only at […].
Record 1
| id | source | added | created | token_count | license | author |
|---|---|---|---|---|---|---|
studia_bas_2021_15 |
studia_bas |
2026-07-19 |
2021 |
27079 | CC-BY-3.0-PL |
Anna Szelągowska |
Wyzwania współczesnej polskiej polityki mieszkaniowej
Streszczenie
The article presents the author's insights into the Polish housing policy in the context of the
country's current housing needs and challenges. Special attention is given to the role of housing
policy and citizens' right to adequate and affordable housing[…]
Wstęp
Problematyka potrzeb mieszkaniowych jest z jednej strony tematem ważnym i bardzo potrzebnym w
teorii i praktyce, z drugiej zaś należy do zagadnień niewdzięcznych do analizy. Wynika to m.in. z
faktu, że pod względem sytuacji mieszkaniowej obywateli Polska plasuje się w niechlubnej czołówce
państw członkowskich Unii Europejskiej[…]
Record 2
| id | source | added | created | token_count | license | author |
|---|---|---|---|---|---|---|
studia_bas_2023_12 |
studia_bas |
2026-07-19 |
2023 |
22504 | CC-BY-3.0-PL |
Agnieszka Paulina Smoleńska |
Zrównoważone banki? Czynniki ESG w unijnych regulacjach mikroostrożnościowych
Streszczenie
The financial sector is highly affected by the spectre of climate change and other
sustainability-related factors, as recognised by various global and EU policies.[…]
Wstęp
Ryzyko środowiskowe, a w szczególności ryzyko klimatyczne wiąże się z wymiernymi stratami
finansowymi dla przedsiębiorstw gospodarki realnej, a więc również instytucji finansowych.[…]
The English abstract present in each article is retained. It represents roughly 1–2% of a document; the article body is Polish.
Provenance and license
- Origin: official issue PDFs from the Studia BAS archive, published by Kancelaria Sejmu RP / Biuro Analiz Sejmowych.
- Collection:
src/fetch_studia_bas.pyenumerates eligible issues, downloads the PDFs and splits them into articles at DOI title pages using PyMuPDF layout data. No OCR, scraped HTML or third-party mirror is used. - Integrity:
studia_bas.license-evidence.jsonrecords the SHA-256 and byte size of all 17 input PDFs. The row-aligned attribution sidecar records each article's DOI, issue, publisher, attribution URL, license URL and modification flag. - License: Creative Commons Attribution 3.0 Poland.
The license is stated by the journal on its open-access page, in its author instructions, and inside every retained issue PDF. The journal explicitly permits users to read, download, copy, distribute, index and use the articles as software data under CC BY 3.0 PL.
The cutoff is enforced in code: issues before 2(66)/2021 say Wszelkie prawa zastrzeżone and are excluded. Only issues 66 onward, to which the journal applies CC BY 3.0 PL, are downloaded and built.
Normalization and filtering
Normalization runs in the committed fetcher before the intermediate JSONL is built. It includes NFKC Unicode normalization, typography and whitespace cleanup, PDF line-wrap repair, running-header removal, exclusion of author affiliation/contact blocks, terminal bibliography removal, and PII replacement for email addresses, ORCIDs, phone numbers, PESEL, NIP and REGON values. Paragraph boundaries are preserved. Bibliography removal is structure-aware: it removes terminal reference sections while preserving article body and post-bibliography annexes; seven annexes in the source collection are explicitly covered by regression checks.
Real examples:
soft line wrap: 'skut-\nki' → 'skutki'
compound wrap: 'program-\n-mieszkaniowy' → 'program-mieszkaniowy'
non-breaking space: 'w\xa0dniu 11\xa0marca' → 'w dniu 11 marca'
PII: 'jan.kowalski@sejm.gov.pl' → '[PII]'
Bibliography removal from studia_bas_2021_15:
before:
...umożliwiać im jednocześnie korzystanie ze wsparcia publicznego w sytuacji
uniemożliwiającej ponoszenie kosztów utrzymania mieszkania.
Bibliografia
Acocella N., Zasady polityki gospodarczej, PWN, Warszawa 2002. Bryx M., Rudzka I., ...
after:
...umożliwiać im jednocześnie korzystanie ze wsparcia publicznego w sytuacji
uniemożliwiającej ponoszenie kosztów utrzymania mieszkania.
Post-bibliography annex preservation in studia_bas_2021_23:
before:
...szacunkową wartość rynkową nieruchomości potencjalnego sprzedającego.
Bibliografia
Czerniak A., Housing Market [w:] Diversity of Patchwork Capitalism...
[bibliography removed]
Aneks
Ogółem Bydgoszcz Gdynia Katowice Kraków Olsztyn Poznań Warszawa Wrocław
after:
...szacunkową wartość rynkową nieruchomości potencjalnego sprzedającego.
Aneks
Ogółem Bydgoszcz Gdynia Katowice Kraków Olsztyn Poznań Warszawa Wrocław
The released corpus has no standalone Bibliografia, Bibiliografia orReferences paragraph. Contract tests separately pin every one of the seven
documents with substantive post-bibliography annexes.
Build results:
| Result | Count |
|---|---|
| Read | 115 |
| Kept | 112 |
| Dropped as non-Polish | 3 |
| Dropped as short | 0 |
| Exact duplicates | 0 |
| OCR-gate drops | 0 |
The three rejected records are English-only articles. All 112 retained rows have a non-empty author, uniform CC-BY-3.0-PL licensing, unique IDs and distinct text. The committed audit reports zero email, ORCID, PESEL, NIP or REGON matches across all 115 extracted records.
Why include it
The source adds 2.26M tokens of long-form, expert-written Polish on housing, public finance, labour, energy, demography, healthcare and EU regulation. Its formal academic register, legal/economic terminology and citation-dense argument differ materially from the parliamentary speech and institutional-web sources already present in DynaWord.
This source has zero exact-text overlap with the existing local corpus. All 112
retained texts were compared byte-for-byte with 4,366,651 documents across the
other 20 local Parquets; no match was found. A deeper audit of the released
DynaWord biblioteka_nauki shard also found no match by full-text SHA-1,
normalized attribution title, title n-grams in document text or DOI. The current
Biblioteka Nauki journal catalogue
does host 105 of these articles (issues 66–80), but they are absent from
DynaWord's released biblioteka_nauki.parquet; the remaining seven articles,
from issues 81–82/2025, are not present in that catalogue. Keeping a dedicated
source also preserves exact publisher provenance and the specificCC-BY-3.0-PL license rather than relying on the portal's generic cc-by
classification.
Known limitations:
- the collection is intentionally skewed toward socioeconomic policy and a legislative audience;
- English abstracts and non-Polish quotations embedded in the article body are retained;
- terminal bibliographies are removed, while citation-like material embedded in the article body is retained;
- extraction depends on the journal's post-2021 PDF layout and may require adjustment if that layout changes.
Implementation
data/studia_bas/: Parquet, statistics, datasheet, attribution sidecar, license evidence and attribution notice;src/fetch_studia_bas.py: download, article splitting and normalization;src/audit_studia_bas.pyandsrc/report_studia_bas_audit.py: PII and integrity audit;src/test_studia_bas_contract.py,src/test_audit_studia_bas.py: source contracts;src/sources.py: source registration;src/build_dynaword.py: opt-inpreserve_idandpreserve_createdflags, scoped to sources that request them; existing source behavior is unchanged.
src/test_build_dynaword_flags.py verifies the new flags and the unchanged default behavior. The compressed-input path also closes its input handle correctly.
Verification
- Studia BAS contract tests: 30 passed.
- Studia BAS PII/audit tests: 14 passed.
- Cross-source exact-text dedup: 0 matches against 4,366,651 documents
in all 20 other local Parquets. - Full
srcsuite: 73 passed, 1 failed out of 74 collected. The sole
failure is the unrelated Windows-onlytest_samorzad_gov_pl_contract.py::test_release_replacement_rolls_back_on_failure,
already reproducible onmain. git diff --checkpasses.- Rebuilding from the intermediate JSONL reproduces the released Parquet row-for-row and the statistics apart from the elapsed-time field.
Release files (README.md, CHANGELOG.md, version/date constants and phrase-frequency artifacts) are intentionally left for the maintainers.