Datasets:
global_id int64 | chunk_id int64 | regulation_type string | enacting_body string | regulation_number string | year string | about string | effective_date string | chapter string | article string | content string | authority_score float64 | temporal_score float64 | legal_richness float64 | cross_ref_strength float64 | completeness_score float64 | kg_connectivity float64 | tfidf_score float64 | tfidf_norm float64 | kg_entities list | kg_concepts list | embedding list | processing_timestamp string | embedding_model string | embedding_dim int64 | preprocessing_version string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1 | 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 In... | 0.3 | 0.55 | 0.55 | 0.2 | 0.65 | 0.078261 | 9.509996 | 0.320536 | [
[
"pasal",
"legal_concept"
],
[
"ayat",
"legal_concept"
],
[
"huruf",
"legal_concept"
],
[
"aturan",
"legal_concept"
],
[
"peraturan",
"legal_concept"
],
[
"undang-undang",
"legal_concept"
],
[
"keputusan",
"legal_concept"
],
[
... | [
{
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"related_count": 0,
"type": "legal_concept"
},
{
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},
{
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"type": "legal_concept"
},
{
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"related_count": 1,
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... | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
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. | 0.3 | 0.55 | 0.2 | 0.1 | 0.65 | 0.213333 | 6.469402 | 0.218052 | [
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],
[
"peraturan",
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],
[
"perusahaan",
"legal_concept"
],
[
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"government_entity"
],
[
"terhitung",
"named_entity"
],
[
"peraturan pemerintah",
"named_entity"
],
[
"perusahaan ne... | [
{
"concept": "aturan",
"related_count": 3,
"type": "legal_concept"
},
{
"concept": "peraturan",
"related_count": 2,
"type": "legal_concept"
},
{
"concept": "perusahaan",
"related_count": 2,
"type": "legal_concept"
},
{
"concept": "republik indonesia",
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-... | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
2 | 1 | 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 ... | 0.3 | 0.55 | 0.45 | 0.2 | 0.65 | 0.172727 | 9.251517 | 0.311824 | [
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],
[
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],
[
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],
[
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],
[
"peraturan",
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],
[
"undang-undang",
"legal_concept"
],
[
"pelaksanaan",
"legal_concept"
],
... | [
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{
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},
{
"concept": "ketentuan",
"related_count": 0,
"type": "legal_concept"
},
{
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"related_count": 2,
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... | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
3 | 1 | 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. | 0.3 | 0.55 | 0.15 | 0.1 | 0.65 | 0.088889 | 5.61273 | 0.189178 | [
[
"pasal",
"legal_concept"
],
[
"perusahaan",
"legal_concept"
],
[
"semua",
"named_entity"
],
[
"kekayaan sisa hasil likuidasi",
"named_entity"
],
[
"perusahaan perseroan",
"named_entity"
],
[
"industri soda",
"named_entity"
],
[
"indonesia... | [
{
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},
{
"concept": "perusahaan",
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},
{
"concept": "semua",
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"type": "other"
},
{
"concept": "kekayaan sisa hasil likuidasi",
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-0... | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
4 | 1 | 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.
Agar setiap orang mengetahuinya, memerintahkan pengundangan Peraturan Pemerintah ini dengan penempatannya dalam Lembaran Negara Republik Indonesia.
Ditetapkan di Jakarta pada tanggal 4 November 2008
PRESIDEN REPUBLIK INDONESIA,
DR. H. SUSILO BAMBANG YUDHO... | 0.3 | 0.55 | 0.2 | 0 | 0.65 | 0.13913 | 11.146286 | 0.375687 | [
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],
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[
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"governme... | [
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... | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
5 | 1 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 63 | 2007 | JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN | 16 Nopember 2007 | N/A | Preamble | Menimbang :
Mengingat
:
PERATURAN PEMERINTAH REPUBLIK INDONESIA NOMOR 63 TAHUN 2007 TENTANG
JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN
DENGAN RAHMAT TUHAN YANG MAHA ESA
PRESIDEN REPUBLIK INDONESIA, a. bahwa dengan adanya reorganisasi Kementerian Negara yang memis... | 0.3 | 0.55 | 0.4 | 0.3 | 0.65 | 0.104762 | 11.158418 | 0.376096 | [
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"pasal",
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],
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],
[
"aturan",
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],
[
"peraturan",
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],
[
"undang-undang",
"legal_concept"
],
[
... | [
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},
{
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{
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... | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
6 | 1 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 63 | 2007 | JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN | 16 Nopember 2007 | N/A | Pasal 1 | - (1) Jenis Penerimaan Negara Bukan Pajak yang berlaku pada Departemen Perindustrian meliputi penerimaan dari:
- a. Jasa Pelayanan Pelatihan dan Konsultasi;
- b. Jasa Pelayanan Penyelenggaraan Pendidikan;
- c. Jasa Pelayanan Teknis Pengujian dan Kalibrasi;
- d. Jasa Pelayanan Teknis Pelatihan;
- e. Jasa Pelayanan Tekni... | 0.3 | 0.55 | 0.25 | 0.2 | 0.65 | 0.071429 | 9.253313 | 0.311884 | [
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],
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],
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],
[
"rt",
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],
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{
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-0... | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
7 | 1 | PERATURAN PEMERINTAH | REPUBLIK INDONESIA | 63 | 2007 | JENIS DAN TARIF ATAS JENIS PENERIMAAN NEGARA BUKAN PAJAK YANG BERLAKU PADA DEPARTEMEN PERINDUSTRIAN | 16 Nopember 2007 | N/A | Pasal 2 | Jenis Penerimaan Negara Bukan Pajak sebagaimana dimaksud dalam Pasal 1 mempunyai tarif dalam bentuk satuan rupiah. | 0.3 | 0.55 | 0.05 | 0.1 | 0.65 | 0.057143 | 6.960106 | 0.234591 | [
[
"pasal",
"legal_concept"
],
[
"rt",
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],
[
"penerimaan",
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],
[
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],
[
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],
[
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],
[
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... | [
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{
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8 | 1 | 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) | 0.3 | 0.55 | 0.25 | 0.1 | 0.65 | 0.129412 | 9.388151 | 0.316429 | [["pasal","legal_concept"],["ayat","legal_concept"],["huruf","legal_concept"],["aturan","legal_conce(...TRUNCATED) | [{"concept":"pasal","related_count":1,"type":"legal_concept"},{"concept":"ayat","related_count":0,"t(...TRUNCATED) | [-0.008936886675655842,-0.10696934908628464,-0.006700332276523113,-0.028425034135580063,0.0339208990(...TRUNCATED) | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
9 | 1 | 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) | 0.3 | 0.55 | 0.1 | 0.1 | 0.65 | 0.025 | 7.609192 | 0.256469 | [["pasal","legal_concept"],["wajib","legal_concept"],["rt","government_entity"],["seluruh penerimaan(...TRUNCATED) | [{"concept":"pasal","related_count":0,"type":"legal_concept"},{"concept":"wajib","related_count":0,"(...TRUNCATED) | [-0.04189793020486832,-0.10180347412824631,-0.004393402021378279,-0.08304204791784286,-0.01901007071(...TRUNCATED) | 2025-08-23T10:25:59.869864 | Qwen/Qwen3-Embedding-0.6B | 1,024 | 1.0 |
End of preview. Expand in Data Studio
📑 Indonesian Regulation Markdown RAG Dataset (ID_REG_MD_RAG)
This repository contains a highly structured, Markdown-optimized collection of Indonesian Regulations (Peraturan Perundang-undangan). This dataset is specifically engineered to solve the "structure loss" problem often encountered when building Retrieval-Augmented Generation (RAG) systems for complex legal documents. 🏛️
💡 The Concept: Structural Integrity for RAG
Legal documents in Indonesia follow a strict hierarchy: Undang-Undang → Peraturan Pemerintah → Peraturan Menteri, subdivided into Bab (Chapters), Bagian (Parts), Paragraf (Paragraphs), and Pasal (Articles).
Standard text-stripping methods lose this hierarchy, causing RAG systems to retrieve "Pasal 1" without knowing which Chapter or Regulation it belongs to. This dataset solves that by:
- 🏗️ Markdown Conversion: All regulations are converted into clean Markdown, using headers (
#,##,###) to preserve the legal hierarchy. - 🔗 Contextual Anchoring: Each chunk maintains its structural relationship to the parent heading, allowing LLMs to "see" the full path of a regulation.
- ✂️ RAG-Ready Chunking: Optimized for semantic splitters that respect Markdown boundaries, ensuring that an Article is never cut in half during retrieval.
🛠️ Data Acquisition & Pipeline
This dataset was compiled using a systematic developer workflow:
- Source: Official Indonesian regulatory repositories and government gazettes. 🌐
- Transformation: Raw documents (PDF) were processed through a custom pipeline to extract structural elements and reformat them into consistent Markdown syntax. 🔄
- Methodology: Built using legitimate developer-sanctioned methods, ensuring clean data lineage and high-fidelity text extraction without the noise of typical web scraping. ✅
🧪 Use Cases
- Advanced RAG Pipelines: Powering legal assistants that can accurately identify the specific Bab or Bagian a statute belongs to. 🔍
- Semantic Search: Building search engines that understand the hierarchical importance of legal headers. 🚀
- Legal Knowledge Graphs: Using the Markdown structure to map relationships between different regulatory tiers. 🧠
- LLM Fine-Tuning: Training models to generate legal documents that follow the official Indonesian legislative format. 🎓
📂 Dataset Structure
Each entry is optimized for ingestion:
- filename: The official name of the regulation (e.g., UU Nomor 1 Tahun 2024).
- content_md: The full text of the regulation in structured Markdown format. 📑
- metadata: Includes the type of regulation, year of issuance, and original source references.
📜 License & Attribution
This dataset is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0). 📝
Attribution
- Dataset Curator: Azzindani (via Hugging Face Datasets).
- Original Source: Government of the Republic of Indonesia (Public Domain).
Disclaimer: This dataset is provided for research and development purposes. While formatted for high accuracy in AI applications, users should always verify the text against official government gazettes (Lembaran Negara) for formal legal activities. ⚠️
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