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Zia Threat Intelligence — 200M Synthetic Records

Dataset Description

A production-grade dataset containing over 200,000,000 rows of high-fidelity synthetic threat intelligence telemetry. Built for machine learning engineers, SOC analysts, and cybersecurity researchers building next-generation threat detection and actor attribution models.

  • Massive Scale: 200M+ rows delivered in Parquet format
  • Rich Schema: 8 core columns covering the full threat intelligence lifecycle — from actor profiling and TTP mapping through to IOC tracking and severity scoring
  • MITRE ATT&CK Aligned: Every row semantically bound to its correct MITRE tactic, with TTPs strictly mapped to their accurate attack phases
  • Realistic Distribution: Actor Profiles / TTPs / IOCs / Campaigns — mirrors real-world enterprise threat intelligence 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)

Access & Pricing

1. Full Dataset Access — $20.00

All 200,000,000 rows on Hugging Face.

2. Custom 1 Billion Row Dataset — $999.99

Built to your exact specifications. Contact zia.data.team@protonmail.com for details.

How to Load

from datasets import load_dataset

ds = load_dataset("Zia-Data-Labs/ThreatIntelligence200M")
print(ds['train'][0])

Data Schema & Fields

Field Name Data Type Description
row_id string Unique record identifier
timestamp string ISO-8601 UTC timestamp
intel_category string Actor Profile, TTP, IOC, or Campaign
indicator_value string Threat actor name, MITRE technique ID, IOC value, or campaign identifier
mitre_mapping string MITRE ATT&CK tactic (e.g., TA0001 - Initial Access)
actor_attribution string Attributed threat actor (e.g., LockBit, Lazarus, FIN7)
severity_score int64 Risk score 0–100
sha256_hash string Per-row SHA-256 integrity hash

Technical Specifications

  • Format: Apache Parquet
  • Total Records: 200,000,000 rows
  • Total Columns: 8
  • 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/ThreatIntelligence200M

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