A production-grade dataset containing over 20,000,000 rows of high-fidelity enterprise incident response logs. Built specifically for training ML-driven triage and response models, stress-testing SIEM/SOC pipelines, and benchmarking incident lifecycle workflows — without exposing real credentials or PII.

Massive Scale: 20M+ rows delivered in Parquet format
Rich Schema: 17 core columns covering the full incident lifecycle from detection to resolution
Realistic Distribution: Spans 12 incident categories with true-to-life severity weighting
Incident Lifecycle Coverage: From initial alert trigger through containment, eradication, and closure

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/ZiaSyntheticDataSecurityIncidentResponse/resolve/main/sample_

Access & Pricing

1. Full Dataset Access — $20.00

All 20,000,000 rows on Hugging Face.

Pay securely via PayPal: Click Here to Pay
Email your Hugging Face username to: zia.data.team@protonmail.com
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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("ziadatalabs/Zia-Synthetic-Data_Security-Incident-Response") print(ds['train'][0]) ```

Data Schema & Fields

Field Name	Data Type	Description
Incident_ID	string	Unique incident tracking identifier
Timestamp_Detected	string	Date and time the incident was captured
Incident_Type	string	Category of attack (Ransomware, Phishing, etc.)
Severity	string	Critical, High, Medium, Low
Affected_System	string	Corporate asset targeted
Region	string	Geographic location of targeted infrastructure
Responding_Team	string	Internal security cell handling mitigation
MTTD_Hours	float32	Mean Time to Detect (fractional hours)
MTTR_Hours	float32	Mean Time to Respond (fractional hours)
Contained	string	Whether threat was successfully isolated
Compliance_Check	string	Post-incident evaluation status
Playbook_Followed	string	Whether SOPs were adhered to
Status	string	Final lifecycle state of the ticket
False_Positive	string	Whether the alert was a benign event
Escalated_To_CISO	string	Executive leadership visibility required
IR_Score	float32	Incident response performance score (81-100)
WM_TAG	string	Synthetic generation watermarking tag

Technical Specifications

Format: Apache Parquet
Total Records: 20,000,000 rows
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/ziadatalabs/Zia-Synthetic-Data_Security-Incident-Response

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