| ---
|
| license: mit
|
| tags:
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| - oil-gas
|
| - petrochemical
|
| - hse
|
| - permit-to-work
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| - control-of-work
|
| - simops
|
| - risk-classification
|
| - text-classification
|
| - persian
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| - bilingual
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| - synthetic
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| - aria-ai
|
| pretty_name: PermitGuard PTW Samples (Synthetic Bilingual)
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| size_categories:
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| - n<1K
|
| ---
|
|
|
| # PermitGuard — Synthetic Bilingual Permit-to-Work Samples
|
|
|
| Part of the [Aria AI](https://aria-ai.ir) oil, gas & petrochemical technical-validation portfolio
|
| (`Aria SafeOps` → Control of Work / PTW). Companion model:
|
| [`alirezaaminzadeh/permitguard-risk-classifier`](https://huggingface.co/alirezaaminzadeh/permitguard-risk-classifier)
|
| and Space:
|
| [`alirezaaminzadeh/permitguard-ptw-risk-classifier`](https://huggingface.co/spaces/alirezaaminzadeh/permitguard-ptw-risk-classifier).
|
|
|
| ## Data honesty
|
|
|
| **This corpus is 100% synthetic.** There are no real permits, incidents, PII, contractors, or named
|
| facilities. Equipment tags such as `T-402` / `V-101` / `P-205B` are fictional placeholders reused from
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| the sibling PetroSafe RAG demo unit for portfolio consistency. About **19.2%** of permits deliberately
|
| mismatch free text vs structured flags (the text claims a precaution that the form did not actually
|
| complete, or vice versa) — this is a designed documentation-gap feature, not a generator bug.
|
|
|
| ## Files
|
|
|
| | File | Rows | Description |
|
| |---|---|---|
|
| | `permits.parquet` | 620 | Structured PTW fields + bilingual free text + rule-derived `risk_level` / `fired_rules` |
|
| | `simops_pairs.parquet` | 260 | Balanced conflict / no-conflict pairs (5 SIMOPS rules), with JSON of both permit records |
|
| | `eval_results.json` | — | Held-out text-classifier metrics + SIMOPS distribution |
|
| | `benchmark_report.json` | — | Headline KPIs + methodology note |
|
| | `manifest.json` | — | Split IDs, work types, risk levels |
|
|
|
| **Split:** 495 train / 125 test, stratified by `risk_level`. **Non-compliant (at least one risk rule fired):** 34.2%.
|
|
|
| ## Related
|
|
|
| - Model: [`alirezaaminzadeh/permitguard-risk-classifier`](https://huggingface.co/alirezaaminzadeh/permitguard-risk-classifier)
|
| - Space: [`alirezaaminzadeh/permitguard-ptw-risk-classifier`](https://huggingface.co/spaces/alirezaaminzadeh/permitguard-ptw-risk-classifier)
|
| - Architectural sibling: ContractGuard (`contractguard-clause-analyzer`)
|
| - Product: [aria-ai.ir](https://aria-ai.ir)
|
|
|
| MIT · Aria AI Engineering Team
|
|
|
