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README.md
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@@ -46,7 +46,7 @@ A large-scale, labeled cybersecurity dataset derived from production Security Op
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**Available in two sizes:**
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- [`witfoo/precinct6-cybersecurity`](https://huggingface.co/datasets/witfoo/precinct6-cybersecurity) — 2M signals (this dataset)
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- [`witfoo/precinct6-cybersecurity-100m`](https://huggingface.co/datasets/witfoo/precinct6-cybersecurity-100m) —
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**Generate your own:** WitFoo Precinct 6.x customers can create datasets from their own data using the open-source pipeline: [`witfoo/dataset-from-precinct6`](https://github.com/witfoo/dataset-from-precinct6)
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| `malicious` | 125,780 | 6.1% |
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| `suspicious` | 45,420 | 2.2% |
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**
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| Label | Count | Percentage |
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|-------|-------|------------|
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| `benign` |
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| `malicious` | 125,780 | 0.
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| `suspicious` |
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The imbalanced distribution reflects the reality of production SOC environments where the vast majority of events are benign, consistent with published IDS datasets (DARPA TC, LANL).
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- **Organization diversity**: Data from 5 organizations, each with different security tool deployments
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- **Sanitization trade-offs**: Some log message detail is reduced by PII replacement, particularly in free-text fields
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- **Label derivation**: Labels depend on WitFoo's automated detection and 261 rules; some attacks may be unlabeled (false negatives) and some benign events may be incorrectly flagged
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- **Incident coverage**: The same 10,442 incidents appear in both the 2M and
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## Ethical Considerations
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**Available in two sizes:**
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- [`witfoo/precinct6-cybersecurity`](https://huggingface.co/datasets/witfoo/precinct6-cybersecurity) — 2M signals (this dataset)
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- [`witfoo/precinct6-cybersecurity-100m`](https://huggingface.co/datasets/witfoo/precinct6-cybersecurity-100m) — 114M signals (same methodology, larger extraction)
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**Generate your own:** WitFoo Precinct 6.x customers can create datasets from their own data using the open-source pipeline: [`witfoo/dataset-from-precinct6`](https://github.com/witfoo/dataset-from-precinct6)
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| `malicious` | 125,780 | 6.1% |
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| `suspicious` | 45,420 | 2.2% |
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**114M Dataset (`witfoo/precinct6-cybersecurity-100m`):**
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| Label | Count | Percentage |
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|-------|-------|------------|
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| `benign` | 113,326,050 | 99.34% |
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| `malicious` | 125,780 | 0.11% |
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| `suspicious` | 622,700 | 0.55% |
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The imbalanced distribution reflects the reality of production SOC environments where the vast majority of events are benign, consistent with published IDS datasets (DARPA TC, LANL).
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- **Organization diversity**: Data from 5 organizations, each with different security tool deployments
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- **Sanitization trade-offs**: Some log message detail is reduced by PII replacement, particularly in free-text fields
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| 494 |
- **Label derivation**: Labels depend on WitFoo's automated detection and 261 rules; some attacks may be unlabeled (false negatives) and some benign events may be incorrectly flagged
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- **Incident coverage**: The same 10,442 incidents appear in both the 2M and 114M datasets since incidents are stored separately from signal data
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## Ethical Considerations
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