| --- |
| gated: true |
| license: other |
| license_name: proprietary-commercial |
| language: |
| - en |
| tags: |
| - cybersecurity |
| - synthetic |
| - soc |
| - siem |
| - threat-detection |
| - network-security |
| - mitre-attack |
| - pci-dss |
| - incident-response |
| task_categories: |
| - tabular-classification |
| - tabular-regression |
| - text-classification |
| size_categories: |
| - 100M<n<1B |
| extra_gated_heading: Access Verification Required |
| extra_gated_description: >- |
| To access this 200M row dataset, you must first complete the $20.00 access fee |
| via PayPal and provide your payment details below. |
| extra_gated_button_content: Request Access |
| extra_gated_fields: |
| PayPal Transaction ID or Payer Email: text |
| --- |
| |
| # Zia SOC Events — 200M Synthetic Records |
|
|
| ## Dataset Description |
|
|
| A production-grade dataset containing over 200,000,000 rows of high-fidelity Security Operations Center (SOC) event logs. Built specifically for training ML-driven threat detection and triage models, stress-testing SIEM pipelines, and benchmarking SOC analyst workflows — without exposing real credentials, IP infrastructure, or PII. |
|
|
| - **Massive Scale:** 200M+ rows delivered in Parquet format |
| - **Rich Schema:** 23 core columns covering the full SOC event lifecycle |
| - **Realistic Distribution:** IDS Alerts, Malware Detection, Ransomware Indicators, Lateral Movement, Privilege Escalation, and Data Exfiltration Attempts |
| - **MITRE ATT&CK Mapped:** Every event tagged with tactic and technique |
| - **PCI-DSS Aware:** Includes cardholder data environment scoping |
| - **Network Layer Detail:** Source/destination IPs, ports, and protocols included for every event |
|
|
| --- |
|
|
| ## Instant Free Sample |
|
|
| Test the data quality immediately. No account or signup required. |
|
|
| [Download 50-Row Free Sample (CSV)](https://huggingface.co/datasets/Zia-Data-Labs/ZiaSyntheticDataSocEvents200M/resolve/main/soc_events_sample.csv) |
|
|
| ## Access & Pricing |
|
|
| ### 1. Full Dataset Access — $20.00 |
|
|
| All 200,000,000 rows on Hugging Face. |
|
|
| - Pay securely via PayPal: [Click Here to Pay](https://www.paypal.com/ncp/payment/TRY8ADZTN2ETN) |
| - Email your Hugging Face username to: zia.data.team@protonmail.com |
| - Your account will be whitelisted within 24 hours. |
|
|
| ### 2. Custom 1 Billion Row Dataset — $999.99 |
|
|
| Built to your exact specifications. Contact zia.data.team@protonmail.com for details. |
|
|
| ## How to Load |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("Zia-Data-Labs/ZiaSyntheticDataSocEvents200M") |
| print(ds['train'][0]) |
| ``` |
|
|
| ## Data Schema & Fields |
|
|
| | Field Name | Data Type | Description | |
| | ---------------- | --------- | --------------------------------------- | |
| | EVENT_ID | string | Unique event tracking identifier | |
| | TIMESTAMP | string | Date and time the event was captured | |
| | EVENT_TYPE | string | Category of security event | |
| | SEVERITY | string | Critical, High, Medium, Low | |
| | PRIORITY | int | Numeric priority level (1=highest) | |
| | SRC_IP | string | Source IP address | |
| | DST_IP | string | Destination IP address | |
| | SRC_PORT | int | Source port number | |
| | DST_PORT | int | Destination port number | |
| | PROTOCOL | string | Network protocol used | |
| | HOSTNAME | string | Hostname of the affected asset | |
| | USERNAME | string | Username associated with the event | |
| | ASSET_TYPE | string | Type of corporate asset targeted | |
| | ASSET_ZONE | string | Network zone of the targeted asset | |
| | ALERT_NAME | string | Human-readable alert rule name | |
| | MITRE_TACTIC | string | MITRE ATT&CK tactic category | |
| | MITRE_TECHNIQUE | string | MITRE ATT&CK technique ID | |
| | ACTION_TAKEN | string | Analyst or automated response action | |
| | ANALYST_SCORE | float32 | Risk score (0.00–10.00) | |
| | FALSE_POSITIVE | string | Whether the alert was benign | |
| | TICKET_ID | string | Associated incident ticket identifier | |
| | ENVIRONMENT | string | Infrastructure environment | |
| | PCI_SCOPE | string | Whether asset is in PCI-DSS scope | |
|
|
| ## Technical Specifications |
|
|
| - **Format:** Apache Parquet |
| - **Total Records:** 200,000,000 rows |
| - **Total Columns:** 23 |
| - **License:** Proprietary / Custom Commercial |
| - **Producer:** Zia Data Labs (2026) |
| - **Strictly Prohibited:** Public redistribution, resale, or mirroring of the raw Parquet files is forbidden under our commercial terms. |
|
|
| ## Citation |
|
|
| Zia Data Labs, 2026. https://huggingface.co/datasets/Zia-Data-Labs/ZiaSyntheticDataSocEvents200M |
|
|
