| ---
|
| license: mit
|
| tags:
|
| - ueba
|
| - behavior-analytics
|
| - cybersecurity
|
| - synthetic
|
| - enterprise
|
| - iam
|
| ---
|
|
|
| # Security Behavior Analytics — Synthetic IAM Behavior Dataset
|
|
|
| 100% synthetic anonymized enterprise IAM/access behavior events for UEBA cohort and peer analysis research.
|
|
|
| ## Schema
|
|
|
| | Field | Type | Description |
|
| |-------|------|-------------|
|
| | `user_id` | string | Synthetic user identifier (USR-XXXXX) |
|
| | `department` | string | Organizational department |
|
| | `timestamp` | string | ISO 8601 event timestamp |
|
| | `event_type` | string | login, file_download, resource_access, etc. |
|
| | `device` | string | Windows Laptop, MacBook, VDI, Mobile |
|
| | `location` | string | HQ, office, remote, VPN |
|
| | `resource` | string | SharePoint, GitHub, SAP, AWS, etc. |
|
| | `authentication_result` | string | success, failure, mfa_required, blocked |
|
| | `file_download_size_mb` | float | Download volume in MB |
|
| | `privilege_level` | string | Standard, Elevated, Admin |
|
| | `session_duration_min` | float | Session length in minutes |
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| | `job_role` | string | Job title/role |
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| | `seniority` | string | Junior through Director |
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| | `work_mode` | string | Remote, On-site, Hybrid |
|
|
|
| ## Splits
|
|
|
| | Split | Description |
|
| |-------|-------------|
|
| | `train.jsonl` | First 75% chronological |
|
| | `validation.jsonl` | Next 15% |
|
| | `test.jsonl` | Final 10% |
|
| | `user_profiles.jsonl` | User metadata registry |
|
|
|
| ## Generation
|
|
|
| Deterministic with `seed=42`. ~493K events, 320 users, 90-day window.
|
|
|
| ```bash
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| python scripts/export_publish_artifacts.py
|
| ```
|
|
|
| ## Privacy
|
|
|
| No real user data. No PII. No production IAM exports.
|
|
|
| ## Related
|
|
|
| - [Space Dashboard](https://huggingface.co/spaces/alirezaaminzadeh/security-behavior-analytics)
|
| - [Model Parameters](https://huggingface.co/alirezaaminzadeh/security-behavior-analytics-models)
|
|
|
