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1. Local investor participation in commercial agriculture business
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PART 3A COMMERCIAL AGRICULTURE DEVELOPMENT FUND
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4. Establishment of the Commercial Agriculture Development Fund
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section 11C;
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1. A State Party shall not authorize any transfer of
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1. A Conference of States Parties shall be convened by the
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1. At the time of signature, ratification, acceptance,
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1. Each State Party shall implement this Treaty in a
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1. Each importing State Party shall take measures to ensure
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1. Each State Party involved in the transfer of conventional
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1. Each State Party shall maintain national records, pursuant
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1. Each State Party shall, within the first year after entry
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1. If the export is not prohibited under Article 6, each
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1. In implementing this Treaty, each State Party may seek
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1. States Parties shall consult and, by mutual consent,
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1. Six years after the entry into force of this Treaty, any
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1. This Treaty shall apply to all conventional arms within
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1. This Treaty hereby establishes a Secretariat to assist
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hf-graphrag-bm25-document/v1
1. This Treaty shall be open for signature at the United
11
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non_authoritative
27
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94
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article
hf-graphrag-bm25-document/v1
1. This Treaty shall enter into force ninety days following
10
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non_authoritative
8
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16
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article
hf-graphrag-bm25-document/v1
1. This Treaty shall be of unlimited duration.
8
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non_authoritative
35
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96
44
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article
hf-graphrag-bm25-document/v1
1. The implementation of this Treaty shall not prejudice
9
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non_authoritative
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97
88
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article
hf-graphrag-bm25-document/v1
Article 1 Object and Purpose
5
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non_authoritative
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98
69
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article
hf-graphrag-bm25-document/v1
2. A State Party shall not authorize any transfer of
10
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non_authoritative
98
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99
109
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article
hf-graphrag-bm25-document/v1
2. Any proposal to amend this Treaty shall be submitted in
11
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End of preview. Expand in Data Studio

Vanuatu legislation IR (CID-keyed sparse GraphRAG)

Research retrieval release of endomorphosis/ipfs_vanuatu_laws (revision 755173efca8c3d23ab196666274d042cc6c2478d) 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 Vanuatu 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_vanuatu_laws_ir.

Counts

Field Value
Laws (corpus units) 89
Articles (corpus units) 1141
Canonical docs 2412
BM25 terms 10464
BM25 postings 174224
Graph nodes 2685
Graph edges 16884
Vectors 2412 × 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_vanuatu_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_vanuatu_laws. CIDs identify local content; they do not prove public IPFS pinning.

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