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README.md

@@ -1,17 +1,40 @@
+---
+language:
+  - en
+license: mit
+task_categories:
+  - text-classification
+tags:
+  - code-security
+  - vulnerability-detection
+  - codeql
+---
+
 # CSCAN-CodeQL
 
-Consolidated CodeQL vulnerability detection dataset across variants.
+Code Security Audit Nomenclature - CodeQL. Consolidated CodeQL vulnerability detection dataset across variants.
 
-## Category
-Code Security Audit Nomenclature
+## How to Use
 
-## Documentation
-Full methodology and data schema coming soon.
+```python
+from datasets import load_dataset
+dataset = load_dataset('euisuh/cscan-codeql')
+```
 
 ## Attribution
-Author: Euisuh Jeong  
-Affiliation: Artificial Intelligence Technology Company, Republic of Korea Air Force  
-License: MIT
 
-## Access
-https://huggingface.co/datasets/euisuh/CSCAN-CodeQL
+**Author:** Euisuh Jeong  
+**Affiliation:** Artificial Intelligence Technology Company, Republic of Korea Air Force  
+**License:** MIT
+
+## Citation
+
+```bibtex
+@dataset{cscan_codeql,
+  title={CSCAN-CodeQL},
+  author={Jeong, Euisuh},
+  year={2026},
+  publisher={Hugging Face},
+  howpublished={\url{https://huggingface.co/datasets/euisuh/CSCAN-CodeQL}}
+}
+```