Datasets:
docs: update dataset card with 4 daily sources and full schema
Browse files
README.md
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- french-law
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- embeddings
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- legifrance
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- mistral
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size_categories:
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- 10K<n<100K
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# Open Codes
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Open dataset of French legal
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Chunked
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[Legifrance](https://www.legifrance.gouv.fr/) via the PISTE API,
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with 1024-dimensional embeddings generated by Mistral AI.
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## Dataset Description
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- **License**: [Licence Ouverte / Etalab 2.0](https://www.etalab.gouv.fr/licence-ouverte-open-licence/)
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- **Embeddings**: Mistral AI `mistral-embed` (1024 dimensions)
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- **Update frequency**: Daily (nightly sync at 02:00 UTC, dataset push at
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- **Codes**: Dynamically sourced from `LEX_codes_piste` (active codes only)
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- **Quality**: Dedup + stale-chunk filtering applied before every push
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### Legal codes included
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The list of legal codes is dynamic and managed in the `LEX_codes_piste` table.
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Adding a new code there (with `actif=true`) automatically includes it in the next sync and export.
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## Schema
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###
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| Column | Type | Description |
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|--------|------|-------------|
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| `chunk_text` | string | Text content of the chunk |
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| `etat` | string | Article status (VIGUEUR, ABROGE, etc.) |
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| `fullSectionsTitre` | string | Full hierarchy path in the code |
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### Article metadata fields (prefixed `article_`)
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#### Identifiers
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| Column | Type | Description |
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#### Dates & Status
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**Date format**: `article_dateDebut` and `article_dateFin` are stored as **Unix timestamps in milliseconds** (string type).
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To convert to a human-readable date in Python:
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```python
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from datetime import datetime, timezone
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timestamp_ms = "1301529600000"
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dt = datetime.fromtimestamp(int(timestamp_ms) / 1000, tz=timezone.utc)
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print(dt) # 2011-03-31 00:00:00+00:00
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```
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Special value: `32472144000000` (year 2999) means "no end date" — the article is in force indefinitely.
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| Column | Type | Description |
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|--------|------|-------------|
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| `article_dateDebut` | string | Effective start date (Unix ms) |
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| `article_dateFin` | string | Effective end date (Unix ms, `32472144000000` = indefinite) |
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| `article_dateDebutExtension` | string | Extension start date (Unix ms) |
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| `article_dateFinExtension` | string | Extension end date (Unix ms) |
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| `article_etat` | string | Status: `VIGUEUR` (in force), `ABROGE` (repealed), etc. |
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| `article_type_article` | string | Article type |
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| `article_nature` | string | Legal nature |
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| `article_origine` | string | Origin (e.g. `LEGI`) |
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| `article_version_article` | string | Version identifier |
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| `article_versionPrecedente` | string | Previous version ID |
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| `article_multipleVersions` | bool | Has multiple versions |
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#### Hierarchy
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| Column | Type | Description |
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|--------|------|-------------|
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| `article_sectionParentId` | string | Parent section ID |
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| `article_sectionParentCid` | string | Parent section consolidated ID |
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| `article_sectionParentTitre` | string | Parent section title |
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| `article_fullSectionsTitre` | string | Full hierarchy path |
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| `article_ordre` | int32 | Sort order within the code |
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| `article_partie` | string | Partie (e.g. "Partie legislative") |
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| `article_livre` | string | Livre |
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| `article_titre` | string | Titre |
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| `article_chapitre` | string | Chapitre |
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| `article_section` | string | Section |
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| `article_sous_section` | string | Sous-section |
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| `article_paragraphe` | string | Paragraphe |
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###
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| Column | Type | Description |
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|--------|------|-------------|
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print(row["chunk_text"][:200])
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print(len(row["embedding"])) # 1024
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# Convert dates from Unix ms to datetime
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date_debut = datetime.fromtimestamp(int(row["article_dateDebut"]) / 1000, tz=timezone.utc)
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print(date_debut) # e.g. 2011-03-31 00:00:00+00:00
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# Filter by legal code
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code_civil = ds.filter(lambda x: x["code_name"] == "Code civil")
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# Filter active articles only
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en_vigueur = ds.filter(lambda x: x["article_etat"] == "VIGUEUR")
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# Use embeddings for semantic search
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import numpy as np
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query_emb = np.array(ds[0]["embedding"])
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```
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## Provenance
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Built by the [marIAnne](https://github.com/ArthurSrz/open_codes) project.
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- french-law
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- embeddings
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- legifrance
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- judilibre
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- circulaires
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- mistral
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size_categories:
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- 10K<n<100K
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# Open Codes
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Open dataset of French legal texts with semantic embeddings, updated daily from 4 official sources.
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Chunked texts from French legal codes, court decisions, government circulars, and parliamentary Q&A,
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with 1024-dimensional embeddings generated by Mistral AI.
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## Sources updated daily
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| Source | Description | Config | Volume |
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|--------|-------------|--------|--------|
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| **Codes** | 5 major legal codes from Legifrance | `default` | ~26K chunks |
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| **Decisions de justice** | Court decisions from Judilibre | `jurisprudence` | ~82K decisions |
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| **Circulaires** | Government circulars | `circulaires` | ~10K circulaires |
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| **Questions & Reponses** | Parliamentary Q&A (reponses ministerielles) | `reponses_legis` | ~40K reponses |
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## Dataset Description
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- **Sources**: [PISTE Legifrance API](https://piste.gouv.fr/), [Judilibre API](https://www.courdecassation.fr/acces-rapide-judilibre), [DILA JORF](https://journal-officiel.gouv.fr/)
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- **License**: [Licence Ouverte / Etalab 2.0](https://www.etalab.gouv.fr/licence-ouverte-open-licence/)
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- **Embeddings**: Mistral AI `mistral-embed` (1024 dimensions)
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- **Update frequency**: Daily (nightly sync at 02:00 UTC, dataset push at 07:00 UTC)
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- **Quality**: Dedup + stale-chunk filtering applied before every push
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### Legal codes included (default config)
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| Code | Domain |
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|------|--------|
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| Code civil | Core private law |
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| Code de l'urbanisme | Urban planning |
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| Code electoral | Electoral law |
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| Code general des collectivites territoriales | Local government |
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| Code des communes | Municipal law |
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The list of legal codes is dynamic and managed in the `LEX_codes_piste` table.
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Adding a new code there (with `actif=true`) automatically includes it in the next sync and export.
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## Usage
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```python
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from datasets import load_dataset
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# Load code articles (default config)
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codes = load_dataset("ArthurSrz/open_codes", split="train")
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# Load other sources
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jurisprudence = load_dataset("ArthurSrz/open_codes", "jurisprudence", split="train")
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circulaires = load_dataset("ArthurSrz/open_codes", "circulaires", split="train")
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reponses = load_dataset("ArthurSrz/open_codes", "reponses_legis", split="train")
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# Browse a chunk
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row = codes[0]
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print(row["code_name"]) # e.g. "Code civil"
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print(row["chunk_text"][:200])
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print(len(row["embedding"])) # 1024
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# Convert dates from Unix ms to datetime
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from datetime import datetime, timezone
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date_debut = datetime.fromtimestamp(int(row["article_dateDebut"]) / 1000, tz=timezone.utc)
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print(date_debut) # e.g. 2011-03-31 00:00:00+00:00
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# Use embeddings for semantic search
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import numpy as np
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query_emb = get_embedding("responsabilite civile") # your embedding function
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scores = np.dot(np.array(codes["embedding"]), query_emb)
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top_k = np.argsort(scores)[-5:][::-1]
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for i in top_k:
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print(f"{codes[i]['code_name']} {codes[i]['num']}: {codes[i]['chunk_text'][:100]}")
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```
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## Schema
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### Configs
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| Config | Description | Source |
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|--------|-------------|--------|
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| `default` | Code articles + chunks from Legifrance PISTE API | `REF_codes_legifrance` + `REF_article_chunks` |
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| `jurisprudence` | Court decisions from Judilibre API | `REF_decisions_judilibre` + `REF_legal_chunks` |
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| `circulaires` | Government circulars | `REF_circulaires` + `REF_legal_chunks` |
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| `reponses_legis` | Parliamentary written answers | `REF_reponses_ministerial` + `REF_legal_chunks` |
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### Default config — Chunk fields
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| Column | Type | Description |
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|--------|------|-------------|
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| `chunk_text` | string | Text content of the chunk |
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| `etat` | string | Article status (VIGUEUR, ABROGE, etc.) |
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| `fullSectionsTitre` | string | Full hierarchy path in the code |
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### Default config — Article metadata fields (prefixed `article_`)
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#### Identifiers
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| Column | Type | Description |
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#### Dates & Status
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**Date format**: `article_dateDebut` and `article_dateFin` are stored as **Unix timestamps in milliseconds** (string type). Special value: `32472144000000` (year 2999) means "no end date" — the article is in force indefinitely.
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| Column | Type | Description |
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|--------|------|-------------|
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| `article_dateDebut` | string | Effective start date (Unix ms) |
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| `article_dateFin` | string | Effective end date (Unix ms, `32472144000000` = indefinite) |
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| `article_etat` | string | Status: `VIGUEUR` (in force), `ABROGE` (repealed), etc. |
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#### Hierarchy
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| Column | Type | Description |
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|--------|------|-------------|
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| `article_fullSectionsTitre` | string | Full hierarchy path |
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| `article_partie` | string | Partie (e.g. "Partie legislative") |
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| `article_livre` | string | Livre |
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| `article_titre` | string | Titre |
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| `article_chapitre` | string | Chapitre |
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| `article_section` | string | Section |
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| `article_sous_section` | string | Sous-section |
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### Jurisprudence config
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| Column | Type | Description |
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|--------|------|-------------|
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| `chunk_text` | string | Decision text chunk |
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| `embedding` | float32[1024] | Mistral AI embedding vector |
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| `source_id` | string | Judilibre decision ID |
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| `chunk_index` | int32 | Chunk position |
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| `jurisdiction` | string | Court (e.g. Cour de cassation) |
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| `chamber` | string | Chamber |
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| `date_decision` | string | Decision date |
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| `solution` | string | Decision outcome |
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| `fiche_arret` | string | Case summary |
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| `url_judilibre` | string | Judilibre URL |
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### Circulaires config
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| Column | Type | Description |
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|--------|------|-------------|
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| `chunk_text` | string | Circular text chunk |
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| `embedding` | float32[1024] | Mistral AI embedding vector |
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| `source_id` | string | Circulaire ID |
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| `chunk_index` | int32 | Chunk position |
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| `numero` | string | Circular number |
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| `date_parution` | string | Publication date |
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| `ministere` | string | Issuing ministry |
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| `objet` | string | Subject |
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| `url_legifrance` | string | Legifrance URL |
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### Reponses legis config
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| Column | Type | Description |
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|--------|------|-------------|
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| `chunk_text` | string | Answer text chunk |
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| `embedding` | float32[1024] | Mistral AI embedding vector |
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| `source_id` | string | Reponse ID |
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| `chunk_index` | int32 | Chunk position |
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| `numero_question` | string | Question number |
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| `date_reponse` | string | Answer date |
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| `ministere` | string | Answering ministry |
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| `question_text` | string | Original question |
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| `url_legifrance` | string | Legifrance URL |
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## Provenance
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Built by the [marIAnne](https://github.com/ArthurSrz/open_codes) project.
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- Legal codes & circulaires: [PISTE / Legifrance](https://piste.gouv.fr/)
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- Jurisprudence: [Judilibre / Cour de cassation](https://www.courdecassation.fr/acces-rapide-judilibre)
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- Reponses ministerielles: [DILA / Journal officiel](https://journal-officiel.gouv.fr/)
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- Embeddings: [Mistral AI](https://mistral.ai/)
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- Backend: [Xano](https://www.xano.com/)
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- Dataset hosting: [HuggingFace Hub](https://huggingface.co/)
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