Datasets:

justicedao
/

ipfs_thailand_laws_ir

entry_cid string	document_index int64	law_cid string	instrument_id string	law_id string	source_id string	title string	instrument_title string	record_type string	language string	jurisdiction string	body_length int64	document_length int64	schema_version string
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bafkreictbpsuwc66qvjmclmpnrk7r3hpntrqc5oe2wgtg6b5rsqgjai3ku	43	bafkreiad3phwopmsfkfo35ksvpse4kzfphrmdabaqic7lt3uxdprgcdmfy	th-ratchakitcha.soc.go.th__documents__10095.pdf	th-ratchakitcha.soc.go.th__documents__10095.pdf	th-ratchakitcha.soc.go.th__documents__10095.pdf	หนา ๙๔	หนา ๙๔	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreicuj2m6qenshudqtvchxqtjd2ivpqpb43ooryw2y3vp74ffvwztfi	171	bafkreid2ke5wch4ukfyo5znppsqsuamh5gjqftpkqpz5pvcggvpcvozzee	th-ratchakitcha.soc.go.th__documents__10361.pdf	th-ratchakitcha.soc.go.th__documents__10361.pdf	th-ratchakitcha.soc.go.th__documents__10361.pdf	หนา ๕๒	หนา ๕๒	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreicw7vio6k7h4rjpkabdc2l2bh5r4aqiggxqkmozm2klxgzgy72ofm	134	bafkreifcrfggcvukj4nj57uxs6iti7ctncekch4dpegklipj27tpby6tze	th-ratchakitcha.soc.go.th__documents__10281.pdf	th-ratchakitcha.soc.go.th__documents__10281.pdf	th-ratchakitcha.soc.go.th__documents__10281.pdf	หนา ๖๖	หนา ๖๖	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreicwjr7y7nkckndpygwr2wpj7sknpf4xqh6uc5yq5c6dmedspjxc6e	123	bafkreia7fvsmgz4hjk5ffc5q7grcqzg3q3l764b5w7cf55mqntffut6734	th-ratchakitcha.soc.go.th__documents__10269.pdf	th-ratchakitcha.soc.go.th__documents__10269.pdf	th-ratchakitcha.soc.go.th__documents__10269.pdf	หนา ๕๕	หนา ๕๕	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreicx6ngcmqonk7aflmfclyg23phom3eiecptizu7iqsto3zupgb7si	146	bafkreic5arnrugl4ipzkoowo6s3427ptmnvejzz3r3j6awuc3ctztabx3y	th-ratchakitcha.soc.go.th__documents__10300.pdf	th-ratchakitcha.soc.go.th__documents__10300.pdf	th-ratchakitcha.soc.go.th__documents__10300.pdf	หนา ๖๘	หนา ๖๘	law	th	TH	6	6	country-laws-ir-graphrag/v1
bafkreicxbjfomjvdny4xbbenp5huwve7nab7xy4pp3mtwegni6e6nguacu	15	bafkreib7aalfonnviojjp66gh6cq4ggr6ouv5somxgonlgftl6ilp2hpwm	th-ratchakitcha.soc.go.th__documents__10015.pdf	th-ratchakitcha.soc.go.th__documents__10015.pdf	th-ratchakitcha.soc.go.th__documents__10015.pdf	หนา ๕๗	หนา ๕๗	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreicxjcvmamlr3v6ef24yha7hknsf5l2ratwzci6y5kguz6jtjb55tu	103	bafkreiedo7vma5ssm3w76vvwifzsflsmq4uwxj4euxmv6ug5oelblhhrkq	th-ratchakitcha.soc.go.th__documents__10231.pdf	th-ratchakitcha.soc.go.th__documents__10231.pdf	th-ratchakitcha.soc.go.th__documents__10231.pdf	หนา ๑๕๐	หนา ๑๕๐	law	th	TH	9	9	country-laws-ir-graphrag/v1
bafkreicykkx6xvcpmij6kwqfeghbc2thivjci7p6vxjozsz65furzwudzu	201	bafkreibv42kuqf75tdo2krp5ffjka44jr7zaymd6ytnzquiweanb6vbp2u	th-ratchakitcha.soc.go.th__documents__10441.pdf	th-ratchakitcha.soc.go.th__documents__10441.pdf	th-ratchakitcha.soc.go.th__documents__10441.pdf	หนา ๑๐	หนา ๑๐	law	th	TH	15	15	country-laws-ir-graphrag/v1
bafkreicyldeiyty7typravc7ux43toxn2eqqbairskltebbr25smwzavtm	84	bafkreian3cjiciklq2zqqo3hapn5yna6u74br3yy3sgckmpkcqnxcxzism	th-ratchakitcha.soc.go.th__documents__10159.pdf	th-ratchakitcha.soc.go.th__documents__10159.pdf	th-ratchakitcha.soc.go.th__documents__10159.pdf	หนา ๔๔	หนา ๔๔	law	th	TH	187	187	country-laws-ir-graphrag/v1
bafkreiczfuixfotah2w3j2xwcjhhtzyopx5nbwcu4hvw5ztpddrqptcali	75	bafkreibojkkv5ibvnn2b4264w5qtubnjuyji4ssx42ulbe5v3jemdf7ljq	th-ratchakitcha.soc.go.th__documents__10148.pdf	th-ratchakitcha.soc.go.th__documents__10148.pdf	th-ratchakitcha.soc.go.th__documents__10148.pdf	หนา ๑๒	หนา ๑๒	law	th	TH	10	10	country-laws-ir-graphrag/v1
bafkreiczri4ljmevlprtcyym67hfqs4mplzpgfesqlqvjipafj5hznylpy	83	bafkreid2ctxotii3y3kyyd245ncute6ytofmmklwhzuyoj4p4pevoxycvm	th-ratchakitcha.soc.go.th__documents__10158.pdf	th-ratchakitcha.soc.go.th__documents__10158.pdf	th-ratchakitcha.soc.go.th__documents__10158.pdf	หนา ๔๒	หนา ๔๒	law	th	TH	24	24	country-laws-ir-graphrag/v1
bafkreid25xfc5jwbb2r3gbz7k6v3dwrhdxuqgfhkutezo2nzcwtkr5ss2e	45	bafkreiczcgp7lakzpshnaiuygpm5ymyprimvi4mosharhz7aln7xomvwou	th-ratchakitcha.soc.go.th__documents__10097.pdf	th-ratchakitcha.soc.go.th__documents__10097.pdf	th-ratchakitcha.soc.go.th__documents__10097.pdf	หนา ๙๖	หนา ๙๖	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreid2orvwdyltma25qlx3akh3cwndjngxqrtwgxzfn425ar6jqhqkpy	65	bafkreiejjndk7o5sncfl3nrgpc3iyjevxiw2bpdx3miiu2s6a5neuhit4i	th-ratchakitcha.soc.go.th__documents__10117.pdf	th-ratchakitcha.soc.go.th__documents__10117.pdf	th-ratchakitcha.soc.go.th__documents__10117.pdf	หนา ๑๑๖	หนา ๑๑๖	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreid35qzvyasfjt3cctogbtgen3wrwutknvimjf2psq2omk6khtccwa	256	bafkreibp55o34667kqxgefoydvkryuihbn5gmu4mr4dcd7rp3jr4qhwfby	th-ratchakitcha.soc.go.th__documents__10519.pdf	th-ratchakitcha.soc.go.th__documents__10519.pdf	th-ratchakitcha.soc.go.th__documents__10519.pdf	หนา ๘๐	หนา ๘๐	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreid3uw4w6mslcqtco4nozjb7umuij3hj5sgyyuqn67ogufptdirdda	154	bafkreiefiscknnfypbuqsheldjl7ttgg23aryityrs6jckgqwvejnawene	th-ratchakitcha.soc.go.th__documents__10313.pdf	th-ratchakitcha.soc.go.th__documents__10313.pdf	th-ratchakitcha.soc.go.th__documents__10313.pdf	หนา ๕๗	หนา ๕๗	law	th	TH	6	6	country-laws-ir-graphrag/v1
bafkreid4wnpf5cpn7gdyi4wcbcnwnjlahuezrytijurgx7z3egzburkfvm	41	bafkreidks72bdaef3ddny3z6ygn3ljfpyvbfkzg3jmgokwn6ycqk4hat3e	th-ratchakitcha.soc.go.th__documents__10093.pdf	th-ratchakitcha.soc.go.th__documents__10093.pdf	th-ratchakitcha.soc.go.th__documents__10093.pdf	หนา ๙๑	หนา ๙๑	law	th	TH	11	11	country-laws-ir-graphrag/v1
bafkreid56zitbepyk5q75ms2t7plvmqnn36lartzrbre2km7yk2tsg52eu	211	bafkreic2cx52lxismuffd6tq4a3sscy4gzahsqfust4cj56vhrdyy4tluu	th-ratchakitcha.soc.go.th__documents__10451.pdf	th-ratchakitcha.soc.go.th__documents__10451.pdf	th-ratchakitcha.soc.go.th__documents__10451.pdf	หนา ๑ (เลมที่ ๑)	หนา ๑ (เลมที่ ๑)	law	th	TH	437	437	country-laws-ir-graphrag/v1

End of preview. Expand in Data Studio

Thailand legislation IR (CID-keyed sparse GraphRAG)

Research retrieval release of endomorphosis/ipfs_thailand_laws (revision c61fae1d39adc40b5a2233d6b709cc634095754d) 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 Thailand 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_thailand_laws_ir.

Counts

Field	Value
Laws (corpus units)	281
Articles (corpus units)	0
Canonical docs	281
BM25 terms	587
BM25 postings	4605
Graph nodes	968
Graph edges	3671
Vectors	281 × 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_thailand_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_thailand_laws. CIDs identify local content; they do not prove public IPFS pinning.

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