| --- |
| gated: true |
| license: other |
| license_name: proprietary-commercial |
| language: |
| - en |
| tags: |
| - cybersecurity |
| - synthetic |
| - malware |
| - malware-detection |
| - endpoint-security |
| - threat-detection |
| task_categories: |
| - tabular-classification |
| - tabular-regression |
| 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 |
| --- |
| |
| # Zia Malware Detection — 200M Synthetic Records |
|
|
| ## Dataset Description |
|
|
| A production-grade dataset containing over 200,000,000 rows of high-fidelity synthetic malware analysis events. Built specifically for training binary malware classifiers, multi-class family attribution models, and behavioral anomaly detectors — without exposing real binaries, live telemetry, or proprietary threat intelligence. |
|
|
| - **Massive Scale:** 200M+ rows delivered in Parquet format |
| - **Rich Schema:** 23 columns covering static, behavioral, and contextual malware signals |
| - **Realistic Distribution:** 80% malicious / 20% benign — consistent with enterprise endpoint telemetry |
| - **Multi-Vendor Validation:** Detection events span 8 industry-standard scan engines |
| - **Family Coverage:** 8 malware families including Ransomware, Rootkit, Trojan, Backdoor, Worm, Spyware, Dropper, and Adware |
|
|
| --- |
|
|
|
|
|
|
| --- |
|
|
| ## 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/ZiaSyntheticDataMalware/resolve/main/malware_sample_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/69VYMASZ3KW4L) |
| - 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/ZiaSyntheticDataMalware200M") |
| print(ds['train'][0]) |
| ``` |
|
|
| --- |
|
|
| ## Data Schema & Fields |
|
|
| | Field Name | Data Type | Description | |
| |---|---|---| |
| | `sample_id` | string | Unique record identifier (SID-XXXXXXXX) | |
| | `file_name` | string | Synthetic filename with realistic naming conventions | |
| | `file_size_bytes` | int32 | File size in bytes | |
| | `file_type` | string | Detected MIME/container type | |
| | `file_extension` | string | File extension as submitted | |
| | `file_hash_md5` | string | MD5 hash (synthetic) | |
| | `file_hash_sha256` | string | SHA-256 hash (synthetic) | |
| | `label` | string | Ground truth: `malware` or `benign` | |
| | `malware_family` | string | Family classification (Trojan, Rootkit, Ransomware, etc.) | |
| | `malware_name` | string | Specific malware variant name | |
| | `confidence_score` | float32 | Detection confidence score [0.0–1.0] | |
| | `registry_modifications` | boolean | Registry write activity detected | |
| | `network_activity` | boolean | Outbound or C2 network activity detected | |
| | `obfuscation_detected` | boolean | Code obfuscation or packing layer identified | |
| | `sandbox_triggered` | boolean | Behavioral sandbox alert triggered | |
| | `signature_match` | boolean | Known signature database match | |
| | `file_entropy` | float32 | Shannon entropy of file contents | |
| | `is_packed` | boolean | Packer detected | |
| | `imported_api_count` | int32 | Number of imported API calls | |
| | `first_seen_date` | date | Date the sample type was first observed (YYYY-MM-DD) | |
| | `execution_timestamp` | timestamp | Execution event timestamp (ISO 8601, UTC) | |
| | `source_country` | string | ISO 3166-1 alpha-2 country code of origin | |
| | `scan_engine` | string | Detection engine that processed the sample | |
|
|
| --- |
|
|
| ## Technical Specifications |
|
|
| - **Format:** Apache Parquet |
| - **Total Records:** 200,000,000 rows |
| - **Malicious / Benign Split:** 80% / 20% |
| - **Scan Engines:** Bitdefender, CrowdStrike, Kaspersky, SentinelOne, Sophos, Malwarebytes, ESET, Microsoft Defender |
| - **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/ZiaSyntheticDataMalware |
|
|
