| --- |
| license: other |
| license_name: proprietary-commercial |
| task_categories: |
| - tabular-classification |
| - tabular-regression |
| - text-classification |
| language: |
| - en |
| tags: |
| - cybersecurity |
| - synthetic |
| - vulnerability-scanning |
| - soc |
| - siem |
| - mitre-attack |
| - cve |
| - patch-management |
| - threat-detection |
| - penetration-testing |
| - parquet |
| - large-scale |
| - security-logs |
| - synthetic-data |
| size_categories: |
| - 200M<n<500M |
| 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 |
| pretty_name: Zia Vulnerability Scanning — 200M Synthetic Records |
|
|
| --- |
| |
| Zia Vulnerability Scanning — 200M Synthetic Records |
|
|
| ## Dataset Description |
|
|
| A production-grade synthetic dataset containing **200,000,000 rows** of high-fidelity vulnerability scanning telemetry. Generated by Zia Data Labs for machine learning engineers, SOC analysts, and cybersecurity researchers building next-generation vulnerability management and patch prioritization models. |
|
|
| - **Massive Scale:** 200M rows pre-sharded into 40 Parquet files. Simulates continuous vulnerability scanning operations at enterprise production scale. |
| - **Rich Schema:** 9 core columns covering the full vulnerability lifecycle — from raw CVE ingestion and scan results through to patch status tracking and scanner behavior profiling. |
| - **MITRE ATT&CK Aligned:** Every CVE row semantically bound to its correct exploitation tactic. Critical CVEs strictly mapped to Initial Access and Privilege Escalation — no random tactic assignment. |
| - **Realistic Distribution:** 40% CVE Data / 30% Scan Results / 20% Patch Status / 10% Scan Behavior — mirrors real-world enterprise vulnerability pipeline ratios. |
| - **Cryptographic Integrity:** SHA-256 per-row integrity hash computed over all fields for pipeline validation. |
|
|
| --- |
|
|
|
|
|
|
| --- |
|
|
| ## 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/ZiaSyntheticVulnerabilityScanning/resolve/main/data/ZiaSyntheticDataVulnerabilityScanning_sample_50rows_v2.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/KC4ZY2BPAF3CW)** |
| - 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 |
| |
| # Load the dataset |
| ds = load_dataset("Zia-Data-Labs/ZiaSyntheticVulnerabilityScanning") |
| |
| # Print the first row |
| print(ds['train'][0]) |
| ``` |
|
|
| --- |
|
|
| ## Data Schema & Fields |
|
|
| | Field Name | Data Type | Description | |
| |---|---|---| |
| | **row_id** | string | Unique record identifier (e.g., ZIA_VS_00000001) | |
| | **timestamp** | string | ISO-8601 UTC timestamp (YYYY-MM-DDTHH:MM:SSZ) | |
| | **scan_category** | string | Scan type: CVE Data, Scan Result, Patch Status, or Scan Behavior | |
| | **affected_asset** | string | Enterprise asset identifier (e.g., SRV-PROD-042, WRK-CORP-017) | |
| | **indicator_value** | string | The actual indicator — CVE-YYYY-XXXX, open port/service, KB patch ID, or scanner profile name | |
| | **mitre_mapping** | string | Semantically bound MITRE ATT&CK tactic (e.g., TA0004 - Privilege Escalation) | |
| | **severity_score** | int64 | Risk score 0–100. Critical: 90–100. High: 70–89. Medium: 40–69. Low: 0–39 | |
| | **patch_status** | string | Remediation state: Patched, Unpatched, In Progress, Deferred, or N/A | |
| | **sha256_hash** | string | Per-row SHA-256 integrity hash for pipeline validation | |
|
|
| --- |
|
|
| ## Technical Specifications |
|
|
| | Property | Value | |
| |---|---| |
| | Format | Apache Parquet (40 Shards) | |
| | Sample Format | CSV | |
| | Total Records | 200,000,000 rows | |
| | Total Columns | 9 | |
| | License | Proprietary / Custom Commercial | |
| | Producer | Zia Data Labs (2026) | |
|
|
| > **Strictly Prohibited:** Public redistribution, resale, or mirroring of the raw Parquet shards is forbidden under our commercial terms. |
|
|
| --- |
|
|
| ## Citation |
|
|
| Zia Data Labs, 2026. https://huggingface.co/datasets/Zia-Data-Labs/ZiaSyntheticVulnerabilityScanning |
|
|
