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Datasets:
Azzindani
/
ID_REG_KG_2510

Tasks:
Text Retrieval
Question Answering
Modalities:
Tabular
Text
Formats:
parquet
Languages:
Indonesian
Size:
100K - 1M
Tags:
legal
indonesian-law
knowledge-graph
regulations
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
xet
 Community
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Auto-converted to Parquet Duplicate
global_id
int64
local_id
int64
regulation_type
string
enacting_body
string
regulation_number
string
year
string
about
string
effective_date
string
chapter
string
article
string
content
string
embedding
list
tfidf_vector
list
chunk_id
int64
kg_entities_json
string
kg_entity_count
int64
kg_cross_references_json
string
kg_cross_ref_count
int64
kg_legal_domains_json
string
kg_primary_domain
string
kg_domain_confidence
float64
kg_concept_clusters_json
string
kg_cluster_count
int64
kg_cluster_diversity
float64
kg_authority_score
float64
kg_hierarchy_level
int64
kg_temporal_score
float64
kg_years_old
int64
kg_legal_richness
float64
kg_legal_complexity
float64
kg_legal_actions_json
string
kg_action_types_json
string
kg_has_obligations
bool
kg_has_prohibitions
bool
kg_has_permissions
bool
kg_sanctions_json
string
kg_sanction_types_json
string
kg_concept_vector_json
string
kg_completeness_score
float64
kg_connectivity_score
float64
kg_pagerank
float64
kg_degree_centrality
float64
kg_citation_impact_json
string
0
0
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pembukaan
Menimbang : Mengingat : Menetapkan : PERATURAN PEMERINTAH REPUBLIK INDONESIA NOMOR 26 TAHUN 20092008 TENTANG TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI DENGAN RAHMAT TUHAN YANG MAHA ESA PRESIDEN REPUBLIK INDONESIA, bahwa untuk melaksanakan ketentuan Pasal 68 UndangUndang Nomor 11 Tahun 1995 tentang Cukai sebagaimana telah diubah dengan Undang-Undang Nomor 39 Tahun 2007 tentang Perubahan atas Undang-Undang Nomor 11 Tahun 1995 tentang Cukai, perlu menetapkan Peraturan Pemerintah tentang Tata Cara Pengenaan Sanksi Administrasi Berupa Denda di Bidang Cukai; 1. Pasal 5 ayat (2) Undang-Undang Dasar Negara Republik Indonesia Tahun 1945; 2. Undang-Undang Nomor 11 Tahun 1995 tentang Cukai (Lembaran Negara Republik Indonesia Tahun 1995 Nomor 76, Tambahan Lembaran Negara Republik Indonesia Nomor 3613) sebagaimana telah diubah dengan UndangUndang Nomor 39 Tahun 2007 tentang Perubahan atas Undang-Undang Nomor 11 Tahun 1995 tentang Cukai (Lembaran Negara Republik Indonesia Tahun 2007 Nomor 105, Tambahan Lembaran Negara Republik Indonesia Nomor 4755); MEMUTUSKAN: PERATURAN PEMERINTAH TENTANG TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI.
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1
[{"text": "Undang-Undang Nomor 39 Tahun 2007", "type": "regulation_reference", "metadata": {"regulation_type": "UNDANG-UNDANG", "number": "39", "year": "2007", "position": 364}}, {"text": "Undang-Undang Nomor 11 Tahun 1995", "type": "regulation_reference", "metadata": {"regulation_type": "UNDANG-UNDANG", "number": "11", "year": "1995", "position": 421}}, {"text": "Undang-Undang Nomor 11 Tahun 1995", "type": "regulation_reference", "metadata": {"regulation_type": "UNDANG-UNDANG", "number": "11", "year": "1995", "position": 667}}, {"text": "Undang-Undang Nomor 11 Tahun 1995", "type": "regulation_reference", "metadata": {"regulation_type": "UNDANG-UNDANG", "number": "11", "year": "1995", "position": 916}}, {"text": "Pasal 68", "type": "article", "metadata": {"position": 276}}, {"text": "Pasal 5 ayat (2)", "type": "article", "metadata": {"position": 589}}, {"text": "PRESIDEN", "type": "position", "metadata": {"position": 212}}, {"text": "republik indonesia", "type": "government_entity", "metadata": {"level": 5}}, {"text": "negara", "type": "government_entity", "metadata": {"level": 5}}, {"text": "presiden", "type": "government_entity", "metadata": {"level": 5}}, {"text": "ma", "type": "government_entity", "metadata": {"level": 5}}]
11
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1
1
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 1
"Dalam Peraturan Pemerintah ini yang dimaksud dengan:\n1. Undang-Undang adalah Undang-Undang Nomor 1(...TRUNCATED)
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2
2
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 2
"- (1) Sanksi administrasi berupa denda dikenakan hanya terhadap pelanggaran yang diatur dalam Undan(...TRUNCATED)
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1
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2
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3
3
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 3
"- (1) Besarnya sanksi administrasi berupa denda yang dinyatakan dalam nilai rupiah tertentu sebagai(...TRUNCATED)
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1
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6
[{"text": "sebagaimana dimaksud dalam Pasal 2", "position": 92, "groups": ["2"]}]
1
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4
4
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 4
"- (1) Besarnya sanksi administrasi berupa denda yang dinyatakan dalam kelipatan tertentu dari nilai(...TRUNCATED)
[-0.057464599609375,-0.0308074951171875,-0.0033054351806640625,-0.0228424072265625,-0.00950622558593(...TRUNCATED)
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1
"[{\"text\": \"Pasal 2 ayat (2)\", \"type\": \"article\", \"metadata\": {\"position\": 133}}, {\"tex(...TRUNCATED)
5
[{"text": "sebagaimana dimaksud dalam Pasal 2", "position": 106, "groups": ["2"]}]
1
"[{\"domain\": \"administrative\", \"confidence\": 0.2}, {\"domain\": \"tax\", \"confidence\": 0.166(...TRUNCATED)
administrative
0.2
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0.75
0.08
0
0
{"citations_made": 0, "citations_received": 0}
5
5
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 5
"- (1) Besarnya sanksi administrasi berupa denda yang dinyatakan dalam persentase tertentu dari nila(...TRUNCATED)
[-0.085693359375,-0.0203704833984375,-0.002819061279296875,-0.00847625732421875,-0.00010889768600463(...TRUNCATED)
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1
"[{\"text\": \"Pasal 2 ayat (2)\", \"type\": \"article\", \"metadata\": {\"position\": 134}}, {\"tex(...TRUNCATED)
4
[{"text": "sebagaimana dimaksud dalam Pasal 2", "position": 107, "groups": ["2"]}]
1
"[{\"domain\": \"administrative\", \"confidence\": 0.2}, {\"domain\": \"tax\", \"confidence\": 0.166(...TRUNCATED)
administrative
0.2
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0
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0.215
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false
false
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["administrative"]
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0.75
0.08
0
0
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6
6
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 6
"- (2) Ketentuan sebagaimana dimaksud pada ayat (1) berlaku untuk Pasal 7A ayat (7) dan ayat (8) Und(...TRUNCATED)
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1
"[{\"text\": \"Pasal 7\", \"type\": \"article\", \"metadata\": {\"position\": 65}}, {\"text\": \"ma\(...TRUNCATED)
2
[]
0
"[{\"domain\": \"administrative\", \"confidence\": 0.2}, {\"domain\": \"tax\", \"confidence\": 0.166(...TRUNCATED)
administrative
0.2
{}
0
0
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[]
false
false
false
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0
0
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7
7
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 7
"- (1) Besarnya sanksi administrasi berupa denda yang dinyatakan dalam nilai rupiah minimum sampai d(...TRUNCATED)
[-0.03741455078125,-0.02984619140625,-0.003643035888671875,-0.00795745849609375,0.0126495361328125,-(...TRUNCATED)
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1
"[{\"text\": \"Pasal 2 ayat (2)\", \"type\": \"article\", \"metadata\": {\"position\": 141}}, {\"tex(...TRUNCATED)
11
"[{\"text\": \"sebagaimana dimaksud dalam Pasal 2\", \"position\": 114, \"groups\": [\"2\"]}, {\"tex(...TRUNCATED)
2
"[{\"domain\": \"administrative\", \"confidence\": 0.2}, {\"domain\": \"tax\", \"confidence\": 0.166(...TRUNCATED)
administrative
0.2
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0
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false
false
false
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0.75
0.12
0
0
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8
8
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 8
"Pengusaha Pabrik atau Pengusaha Tempat Penyimpanan yang melakukan pelanggaran dan dikenai sanksi ad(...TRUNCATED)
[-0.0308074951171875,-0.033477783203125,-0.0036296844482421875,-0.025726318359375,-0.018905639648437(...TRUNCATED)
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1
"[{\"text\": \"Pasal 25\", \"type\": \"article\", \"metadata\": {\"position\": 262}}, {\"text\": \"R(...TRUNCATED)
10
[{"text": "sebagaimana dimaksud dalam Pasal 25", "position": 235, "groups": ["25"]}]
1
"[{\"domain\": \"administrative\", \"confidence\": 0.2}, {\"domain\": \"commercial\", \"confidence\"(...TRUNCATED)
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0.2
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0
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0.75
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9
9
PERATURAN PEMERINTAH
REPUBLIK INDONESIA
26
2009
TATA CARA PENGENAAN SANKSI ADMINISTRASI BERUPA DENDA DI BIDANG CUKAI
3 Maret 2009
N/A
Pasal 9
"Pengusaha Pabrik atau Pengusaha Tempat Penyimpanan yang melakukan pelanggaran dan dikenai sanksi ad(...TRUNCATED)
[-0.0318603515625,-0.03912353515625,-0.0032749176025390625,-0.0205078125,-0.0203094482421875,-0.0729(...TRUNCATED)
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1
"[{\"text\": \"Pasal 26 ayat (3)\", \"type\": \"article\", \"metadata\": {\"position\": 255}}, {\"te(...TRUNCATED)
10
[{"text": "sebagaimana dimaksud dalam Pasal 26", "position": 228, "groups": ["26"]}]
1
"[{\"domain\": \"administrative\", \"confidence\": 0.2}, {\"domain\": \"commercial\", \"confidence\"(...TRUNCATED)
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0.2
{}
0
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6
0.5
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0
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[]
false
false
false
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0.75
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0
{"citations_made": 0, "citations_received": 0}
End of preview. Expand in Data Studio

Indonesian Legal Regulations - Knowledge Graph Enhanced Dataset

Dataset Description

This dataset contains Indonesian legal regulations enhanced with advanced knowledge graph features for improved Retrieval-Augmented Generation (RAG) systems.

Features

Original Features (from embedding dataset)

  • global_id: Unique document identifier
  • local_id: Local chunk identifier
  • regulation_type: Type of regulation (UU, PP, Perpres, etc.)
  • enacting_body: Government body that enacted the regulation
  • regulation_number: Official regulation number
  • year: Year of enactment
  • about: Subject matter of the regulation
  • effective_date: Date when regulation became effective
  • chapter: Chapter/section information
  • article: Article number
  • content: Full text content
  • chunk_id: Chunk identifier for long documents
  • embedding: Semantic embedding vector
  • tfidf_vector: TF-IDF vector representation (20,000 dimensions)

Knowledge Graph Features

Entity & Structure Analysis

  • kg_entities_json: Extracted legal entities (regulations, organizations, positions)
  • kg_entity_count: Number of entities
  • kg_cross_references_json: Cross-references to other regulations
  • kg_cross_ref_count: Number of cross-references
  • kg_legal_domains_json: Legal domain classifications with confidence
  • kg_primary_domain: Primary legal domain
  • kg_domain_confidence: Confidence score for domain classification

Concept Analysis

  • kg_concept_clusters_json: Semantic concept groupings
  • kg_cluster_count: Number of concept clusters
  • kg_cluster_diversity: Diversity score of concepts
  • kg_concept_vector_json: Concept vector for similarity computations

Authority & Hierarchy

  • kg_authority_score: Regulatory authority score (0-1)
  • kg_hierarchy_level: Position in legal hierarchy (1-10)

Temporal Analysis

  • kg_temporal_score: Temporal relevance score with decay
  • kg_years_old: Age of regulation in years

Legal Content Analysis

  • kg_legal_richness: Density of legal terminology (0-1)
  • kg_legal_complexity: Complexity score based on structure (0-1)
  • kg_legal_actions_json: Extracted legal action types
  • kg_action_types_json: List of action categories
  • kg_has_obligations: Boolean - contains obligations
  • kg_has_prohibitions: Boolean - contains prohibitions
  • kg_has_permissions: Boolean - contains permissions
  • kg_sanctions_json: Extracted sanction information
  • kg_sanction_types_json: Types of sanctions present

Graph Analytics (if enabled)

  • kg_pagerank: PageRank score in citation network
  • kg_degree_centrality: Network degree centrality
  • kg_citation_impact_json: Citation impact metrics

Quality Metrics

  • kg_completeness_score: Information completeness (0-1)
  • kg_connectivity_score: Graph connectivity score (0-1)

Use Cases

  1. Enhanced RAG Systems: Use graph features for better retrieval ranking
  2. Legal Research: Navigate regulation networks via citations
  3. Compliance Analysis: Identify related regulations and requirements
  4. Temporal Analysis: Track regulation evolution over time
  5. Domain Classification: Filter by legal domains
  6. Citation Networks: Understand regulatory dependencies

Processing Details

  • Source Dataset: Azzindani/ID_REG_Embed_2510
  • Processing Method: Chunked streaming (100K rows per chunk)
  • Memory Optimization: Disk-based intermediate storage
  • Graph Analytics: Citation network with centrality measures
  • Entity Extraction: Regex-based NER for Indonesian legal text
  • Semantic Analysis: Concept clustering and similarity
  • Resume Capability: Checkpoint-based processing

Citation

If you use this dataset, please cite:

@dataset{indonesian_legal_kg_2024,
  author = {Azzindani},
  title = {Indonesian Legal Regulations - Knowledge Graph Enhanced},
  year = {2024},
  publisher = {HuggingFace},
  url = {https://huggingface.co/datasets/Azzindani/ID_REG_KG_Advanced_2510}
}

License

CC-BY-4.0

Contact

For questions or issues, please open an issue in the dataset repository.
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