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Article 31
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Article 2 02 Taxe de superficie Contrat de
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Article 2 Vu la Loi nr. 11/011 du 13 juillet 2011 relative aux
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Article 3 public sur le minerval
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Article 3 Ministre provincial de la Santé, Affaires Sociales
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Article 3 Urbanisme et Habitat
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Article 3 d’abattage sont à la charge du requérant.
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Article 3 morale physique forfaitaires
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Article 4 Gouvernorat de la Ville de Kinshasa
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Article 4 Ministre provincial des Finances, Economie,
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hf-graphrag-bm25-document/v1
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hf-graphrag-bm25-document/v1
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bafkreigkre3kfw2og7mxaxuvz5bwxnclsf53ubux6taz5aeu4nwtfoezqa
article
hf-graphrag-bm25-document/v1
Article 5
2
110f14f95bedbcf766d6c02e17bd92b146dd752572461cd6efb837261badfa22
non_authoritative
37
0e41353c2f1415931a361f506e0c76e29a444eec80e8ffc9c395e028d2840faa
99
44
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article
hf-graphrag-bm25-document/v1
Article 5 2. permis de coupe artisanale ;
7
ede31ccf1edecfef30895697f7674c34c22bb57bdf2ceec95e18d7930ba6bdf2
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Drc legislation IR (CID-keyed sparse GraphRAG)

Research retrieval release of endomorphosis/ipfs_drc_laws (revision 5199621203cd4965cb7647725b2444120749d6b2) packaged as country-laws-ir-graphrag/v1 (layout family skillcenter-huggingface-release/v3 / publicus-ir).

Not legal advice. This is a research snapshot. The official gazette / authentic source of Drc prevails over this corpus. Retrieved documents and graph edges are retrieval evidence only. No legal text was invented.

Primary key: entry_cid (CIDv1 raw sha2-256 of a canonical identity record). Integer document_index values are compact shard pointers, not identities.

Target Hub id (packaging metadata only): justicedao/ipfs_drc_laws_ir.

Counts

Field Value
Laws (corpus units) 211
Articles (corpus units) 8982
Canonical docs 10508
BM25 terms 126725
BM25 postings 1463734
Graph nodes 11149
Graph edges 73556
Vectors 10508 × 384-d thenlper/gte-small (embedded)

Canonical fields

entry_cid, law_cid, record_type, jurisdiction, language, instrument_id, instrument_title, article_number, article_title, title, body, source_url, snapshot_date, coverage, license, collector, source_dataset, source_revision.

Unit policy: prefer article/section rows; fall back to law-level when articles.parquet is empty.

Index layout

Zstandard parquet shards with at most 4,096 rows.

  • indexes/bm25_keyword_shards.parquet — lexical term ranges → BM25 posting shards
  • indexes/vector_chunks.parquet — semantic routing centroids (rows sorted by cosine to shard centroid)
  • indexes/corpus_chunks.parquet — document ranges → corpus shards
  • data/graph/nodes / data/graph/edges — property graph
  • data/graph/adjacency/{incoming,outgoing} — score-ordered neighbor pages

BM25: Okapi k1=1.2, b=0.75, title_weight=5, body_weight=1 (FTS5 unicode61-style tokenizer).

Graph: one node per entry_cid plus facet nodes (_facet_cid(kind, value) for jurisdiction, language, instrument, source, status). Neighbor edges BM25_NEIGHBOR_OF (k=8) carry score and matched terms. Structural edges: ARTICLE_OF (article → parent law) when articles exist, plus IDENTIFIED_BY_ELI / IDENTIFIED_BY only when those identifiers are present in the source.

Query

python scripts/query_country_laws_hf.py --local-dir . bm25 "constitution" --top-k 10
python scripts/query_country_laws_hf.py --local-dir . vector "money laundering" --top-k 10
python scripts/query_country_laws_hf.py --local-dir . graph neighbors <entry_cid>

Publish later (operator)

export HF_TOKEN=...   # never commit
hf upload-large-folder justicedao/ipfs_drc_laws_ir . \
  --repo-type dataset --no-private --num-workers 8 \
  --exclude "**/__pycache__/**" --exclude "**/*.pyc"

Provenance

Packaged by country-laws-ir. Upstream collector and official license remain those of endomorphosis/ipfs_drc_laws. CIDs identify local content; they do not prove public IPFS pinning.

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