Datasets:
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_entity_count int64 | authority_score float64 | temporal_score float64 | legal_richness float64 | cross_ref_strength float64 | kg_connectivity float64 | completeness_score float64 | kg_entities_json string | kg_concept_clusters_json string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 70 | 2008 | PEMBUBARAN PERUSAHAAN PERSEROAN (PERSERO) PT INDUSTRI SODA INDONESIA | 4 November 2008 | N/A | Preamble | Menimbang
Mengingat
PERATURAN PEMERINTAH REPUBLIK INDONESIA NOMOR 70 TAHUN 2008 TENTANG
PEMBUBARAN PERUSAHAAN PERSEROAN (PERSERO) PT INDUSTRI SODA INDONESIA
DENGAN RAHMAT TUHAN YANG MAHA ESA
PRESIDEN REPUBLIK INDONESIA,
- a. bahwa berdasarkan hasil penelitian dan kajian atas kinerja Perusahaan Perseroan (Persero) PT Industri Soda Indonesia, kelangsungan Perusahaan Perseroan (Persero) PT Industri Soda Indonesia tidak dapat dipertahankan lagi sehingga perlu untuk membubarkan Perusahaan Perseroan (Persero) PT Industri Soda Indonesia;
- b. bahwa berdasarkan keputusan Rapat Umum Pemegang Saham Luar Biasa Perusahaan Perseroan (Persero) PT Industri Soda Indonesia Nomor Ris-19/D2.MBU/2007 tanggal 9 Oktober 2007 telah ditetapkan pembubaran dan status Perusahaan Perseroan (Persero) PT Industri Soda Indonesia sebagai perusahaan dalam likuidasi, yang berlaku efektif terhitung sejak ditetapkannya pembubaran Perusahaan Perseroan (Persero) PT Industri Soda Indonesia dengan Peraturan Pemerintah;
- c. bahwa berdasarkan pertimbangan sebagaimana dimaksud dalam huruf a dan huruf b, perlu menetapkan Peraturan Pemerintah tentang Pembubaran Perusahaan Perseroan (Persero) PT Industri Soda Indonesia;
- 1. Pasal 5 ayat (2) Undang-Undang Dasar Negara Republik Indonesia Tahun 1945;
2. Undang-Undang Nomor 19 Tahun 2003 tentang Badan Usaha Milik Negara (Lembaran Negara Republik Indonesia Tahun 2003 Nomor 70, Tambahan Lembaran Negara Republik Indonesia Nomor 4297);
3. Peraturan Pemerintah Nomor 45 Tahun 2005 tentang Pendirian, Pengurusan, Pengawasan, Pembubaran Badan Usaha Milik Negara (Lembaran Negara Republik Indonesia tahun 2005 Nomor 117, Tambahan Lembaran Negara Republik Indonesia Nomor 4556);
MEMUTUSKAN:
Menetapkan :
PERATURAN PEMERINTAH TENTANG PEMBUBARAN PERUSAHAAN (PERSERO) PT INDUSTRI SODA INDONESIA. | [
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0... | 1 | 13 | 0.3 | 0.55 | 0.466667 | 0.8 | 0.85 | 0.65 | [["undang-undang nomor 19 tahun 2003", "regulation_reference"], ["peraturan pemerintah nomor 45 tahun 2005", "regulation_reference"], ["pasal 5 ayat (2)", "regulation_reference"], ["ayat", "legal_concept"], ["huruf", "legal_concept"], ["keputusan", "legal_concept"], ["perusahaan", "legal_concept"], ["dapat", "legal_concept"], ["pasal", "legal_concept"], ["peraturan", "legal_concept"], ["republik indonesia", "government_entity"], ["presiden", "government_entity"], ["rt", "government_entity"]] | {"structure": ["pasal 5 ayat (2)", "ayat", "huruf", "pasal"], "subjects": ["perusahaan"], "rights": ["dapat"]} |
1 | 1 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 70 | 2008 | PEMBUBARAN PERUSAHAAN PERSEROAN (PERSERO) PT INDUSTRI SODA INDONESIA | 4 November 2008 | N/A | Pasal 1 | Terhitung sejak berlakunya Peraturan Pemerintah ini, Perusahaan Negara Soda yang didirikan berdasarkan Peraturan Pemerintah Nomor 32 Tahun 1978 tentang Pengalihan Bentuk Perusahaan Negara Soda menjadi Perusahan Perseroan (Persero) (Lembaran Negara Republik Indonesia Tahun 1978 Nomor 47) dibubarkan. | [
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0... | 1 | 4 | 0.3 | 0.55 | 0.133333 | 0.2 | 0.25 | 0.65 | [["peraturan pemerintah nomor 32 tahun 1978", "regulation_reference"], ["perusahaan", "legal_concept"], ["peraturan", "legal_concept"], ["republik indonesia", "government_entity"]] | {"subjects": ["perusahaan"]} |
2 | 2 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 70 | 2008 | PEMBUBARAN PERUSAHAAN PERSEROAN (PERSERO) PT INDUSTRI SODA INDONESIA | 4 November 2008 | N/A | Pasal 2 | Pelaksanaan likuidasi dalam rangka pembubaran Perusahaan Perseroan (Persero) PT Industri Soda Indonesia sebagaimana dimaksud dalam Pasal 1 dilakukan oleh Menteri Negara Badan Usaha Milik Negara sesuai dengan ketentuan Undang-Undang Nomor 19 Tahun 2003 tentang Badan Usaha Milik Negara, Undang-Undang Nomor 40 Tahun 2007 tentang Perseroan Terbatas, dan peraturan perundang-undangan lainnya. | [
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0... | 1 | 8 | 0.3 | 0.55 | 0.266667 | 0.6 | 0.566667 | 0.65 | [["undang-undang nomor 19 tahun 2003", "regulation_reference"], ["undang-undang nomor 40 tahun 2007", "regulation_reference"], ["pasal 1", "regulation_reference"], ["pasal", "legal_concept"], ["perusahaan", "legal_concept"], ["ketentuan", "legal_concept"], ["peraturan", "legal_concept"], ["menteri", "government_entity"]] | {"structure": ["pasal 1", "pasal"], "subjects": ["perusahaan"]} |
3 | 3 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 70 | 2008 | PEMBUBARAN PERUSAHAAN PERSEROAN (PERSERO) PT INDUSTRI SODA INDONESIA | 4 November 2008 | N/A | Pasal 3 | Semua kekayaan sisa hasil likuidasi Perusahaan Perseroan (Persero) PT Industri Soda Indonesia sebagaimana dimaksud dalam Pasal 2, disetorkan ke Kas Negara. | [
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0... | 1 | 3 | 0.3 | 0.55 | 0.133333 | 0.4 | 0.316667 | 0.65 | [["pasal 2", "regulation_reference"], ["pasal", "legal_concept"], ["perusahaan", "legal_concept"]] | {"structure": ["pasal 2", "pasal"], "subjects": ["perusahaan"]} |
4 | 4 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 70 | 2008 | PEMBUBARAN PERUSAHAAN PERSEROAN (PERSERO) PT INDUSTRI SODA INDONESIA | 4 November 2008 | N/A | Pasal 4 | "Peraturan Pemerintah ini mulai berlaku pada tanggal diundangkan.\nAgar setiap orang mengetahuinya, (...TRUNCATED) | [-0.059677693992853165,-0.02977963164448738,-0.00025917956372722983,-0.04245529696345329,-0.05226325(...TRUNCATED) | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) | 1 | 6 | 0.3 | 0.55 | 0.133333 | 0 | 0.35 | 0.65 | "[[\"peraturan\", \"legal_concept\"], [\"republik indonesia\", \"government_entity\"], [\"presiden\"(...TRUNCATED) | {"subjects": ["perusahaan"]} |
5 | 5 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 63 | 2007 | "JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN(...TRUNCATED) | 16 Nopember 2007 | N/A | Preamble | "Menimbang :\nMengingat\n:\nPERATURAN PEMERINTAH REPUBLIK INDONESIA NOMOR 63 TAHUN 2007 TENTANG\nJEN(...TRUNCATED) | [-0.035948656499385834,-0.08525028824806213,-0.006462042219936848,-0.024773558601737022,0.0183979757(...TRUNCATED) | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) | 1 | 16 | 0.3 | 0.55 | 0.333333 | 0.8 | 0.55 | 0.65 | "[[\"undang-undang nomor 20 tahun 1997\", \"regulation_reference\"], [\"peraturan pemerintah nomor 3(...TRUNCATED) | "{\"structure\": [\"pasal 2 ayat (2)\", \"pasal 3 ayat (2)\", \"pasal 5 ayat (2)\", \"ayat\", \"huru(...TRUNCATED) |
6 | 6 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 63 | 2007 | "JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN(...TRUNCATED) | 16 Nopember 2007 | N/A | Pasal 1 | "- (1) Jenis Penerimaan Negara Bukan Pajak yang berlaku pada Departemen Perindustrian meliputi pener(...TRUNCATED) | [0.026578575372695923,-0.0969424843788147,-0.0066535258665680885,-0.03727922588586807,-0.00716566853(...TRUNCATED) | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) | 1 | 5 | 0.3 | 0.55 | 0.2 | 0.4 | 0.3 | 0.65 | "[[\"ayat\", \"legal_concept\"], [\"huruf\", \"legal_concept\"], [\"peraturan\", \"legal_concept\"],(...TRUNCATED) | {"structure": ["ayat", "huruf"]} |
7 | 7 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 63 | 2007 | "JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN(...TRUNCATED) | 16 Nopember 2007 | N/A | Pasal 2 | "Jenis Penerimaan Negara Bukan Pajak sebagaimana dimaksud dalam Pasal 1 mempunyai tarif dalam bentuk(...TRUNCATED) | [-0.041271667927503586,-0.07916407287120819,-0.0055550625547766685,-0.05486162751913071,0.0124251563(...TRUNCATED) | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) | 1 | 3 | 0.3 | 0.55 | 0.066667 | 0.4 | 0.2 | 0.65 | "[[\"pasal 1\", \"regulation_reference\"], [\"pasal\", \"legal_concept\"], [\"rt\", \"government_ent(...TRUNCATED) | {"structure": ["pasal 1", "pasal"]} |
8 | 8 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 63 | 2007 | "JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN(...TRUNCATED) | 16 Nopember 2007 | N/A | Pasal 3 | "Besarnya tarif Penerimaan Negara Bukan Pajak yang berupa jasa pengujian yang berasal dari Jasa Pela(...TRUNCATED) | [-0.008936886675655842,-0.10696934908628464,-0.006700332276523113,-0.028425034135580063,0.0339208990(...TRUNCATED) | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) | 1 | 6 | 0.3 | 0.55 | 0.266667 | 0.6 | 0.35 | 0.65 | "[[\"pasal 1 ayat (1)\", \"regulation_reference\"], [\"pasal\", \"legal_concept\"], [\"huruf\", \"le(...TRUNCATED) | {"structure": ["pasal 1 ayat (1)", "pasal", "huruf", "ayat"]} |
9 | 9 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 63 | 2007 | "JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN(...TRUNCATED) | 16 Nopember 2007 | N/A | Pasal 4 | "Seluruh Penerimaan Negara Bukan Pajak sebagaimana dimaksud dalam Pasal 1 wajib disetor langsung sec(...TRUNCATED) | [-0.04189793020486832,-0.10180347412824631,-0.004393402021378279,-0.08304204791784286,-0.01901007071(...TRUNCATED) | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) | 1 | 4 | 0.3 | 0.55 | 0.133333 | 0.4 | 0.366667 | 0.65 | "[[\"pasal 1\", \"regulation_reference\"], [\"pasal\", \"legal_concept\"], [\"wajib\", \"legal_conce(...TRUNCATED) | {"structure": ["pasal 1", "pasal"], "obligations": ["wajib"]} |
End of preview. Expand in Data Studio
🏛️ Indonesian Legal RAG Dataset with Knowledge Graph Enhancement
📖 What is this dataset?
This dataset contains Indonesian legal documents enhanced with Knowledge Graph features for building better RAG (Retrieval-Augmented Generation) systems. It includes regulations, laws, and legal documents from Indonesia with smart scoring and relationship mapping.
🎯 Perfect for: Legal AI, Indonesian NLP, RAG systems, legal research, and chatbots
✨ Key Features
- 📚 50,000+ Indonesian legal documents
- 🧠 Knowledge Graph with legal entity relationships
- ⚖️ Authority scores based on Indonesian legal hierarchy
- ⏰ Temporal scores for document freshness
- 🔗 Cross-reference analysis between documents
- 💎 Legal concept clustering (sanctions, rights, procedures, etc.)
- 🎯 Ready-to-use embeddings preserved from source
- 🚀 Optimized for RAG retrieval systems
📊 What's Enhanced?
Original Fields (Preserved)
- Document text and metadata
- Embeddings and TF-IDF vectors
- Regulation details and dates
🆕 New Knowledge Graph Fields
kg_entities- Extracted legal entities and referenceskg_concepts- Legal concepts with relationshipsauthority_score- Regulatory importance (0-1)temporal_score- Time-based relevance (0-1)legal_richness- Legal terminology density (0-1)cross_ref_strength- Citation connectivity (0-1)kg_connectivity- Graph relationship richness (0-1)
📋 Data Schema
| Field | Type | Description | Example |
|---|---|---|---|
🆔 global_id |
string | Unique document ID | "legal_doc_001" |
📜 regulation_type |
string | Type of regulation | "UU", "PP", "PERPRES" |
🏛️ enacting_body |
string | Government entity | "Kementerian Hukum" |
🔢 regulation_number |
string | Official number | "No. 8 Tahun 1999" |
📅 year |
string | Year enacted | "1999" |
📝 about |
string | Document topic | "Perlindungan Konsumen" |
📄 content |
string | Full document text | "Pasal 1..." |
🎯 embedding |
list | Dense vectors | [0.1, 0.2, ...] |
🏷️ kg_entities |
JSON string | Legal entities | See example above |
🧠 kg_concepts |
JSON string | Concept relationships | See example above |
⚖️ authority_score |
float | Legal importance (0-1) | 0.85 |
⏰ temporal_score |
float | Document freshness (0-1) | 0.72 |
📚 legal_richness |
float | Content quality (0-1) | 0.68 |
🏗️ How It Was Built
1. 🧠 Knowledge Graph Construction
- Legal Hierarchy: Indonesian regulatory levels (UUD → UU → PP → PERPRES...)
- Entity Extraction: Regex patterns for laws, articles, government entities
- Concept Clustering: Groups related legal terms (sanctions, rights, procedures)
- Relationship Mapping: Connects legal concepts through semantic similarity
2. 📊 Scoring Algorithms
- Authority Score: Based on Indonesian legal hierarchy (Constitution = highest)
- Temporal Score: Recent documents get higher scores
- Legal Richness: Density of legal terminology
- Cross-Reference: How often document is cited by others
- KG Connectivity: Richness of concept relationships
3. 💾 Memory-Efficient Processing
- Streaming data processing to handle large datasets
- Progressive saving to avoid memory issues
- Batch processing with cleanup
📈 Dataset Stats
- 📚 Documents: 50,000+
- 🏷️ Entities per doc: 12.4 average
- 🧠 Concepts per doc: 8.7 average
- ⚖️ Authority score: 0.72 ± 0.18
- ⏰ Temporal score: 0.68 ± 0.22
- 🎯 Processing success: 98.7%
⚠️ Important Notes
✅ What This Dataset Is Good For:
- 🤖 Building Indonesian legal RAG systems
- 🔍 Legal document search and retrieval
- 📊 Legal analytics and research
- 🎯 Training legal AI models
- 📚 Understanding Indonesian legal structure
❌ What This Dataset Is NOT:
- ⚖️ Not legal advice - for research only!
- 🎯 Not 100% accurate - always verify with official sources
- 🌍 Not for other legal systems - specific to Indonesia
- ⏰ Not always current - laws change over time
🚀 Happy Legal AI Building! 🏛️✨
Made with ❤️ for the Indonesian NLP and Legal AI community
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