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OWASP Top 10 (2021) - Complete Dataset EN

Complete OWASP Top 10 (2021) dataset on Hugging Face. Comprehensive reference for web application security.

Description

This dataset covers all OWASP Top 10 2021 vulnerabilities:

10 vulnerabilities documented with detailed descriptions, examples, detection and mitigation
50 CWE mappings linking CWEs to OWASP categories
30 attack scenarios with concrete steps, code examples and impact analysis
60+ Q&A pairs covering all aspects of web security

Structure

1. `vulnerabilities.json` (10 entries)

id, name, description, category, cwe_ids, severity, examples, detection, mitigation, references_url, source_url

Categories: access_control, cryptography, injection, design, configuration, dependencies, authentication, integrity, monitoring, ssrf

2. `cwe_mapping.json` (50 entries)

id, cwe_id, name, description, owasp_category, examples, source_url

3. `attack_scenarios.json` (30 entries)

id, name, description, owasp_category, steps, impact, code_example, mitigation, source_url

4. `qa_dataset.json` (60+ entries)

id, question, answer, category, reference, difficulty, keywords, source_url

Vulnerabilities Covered

#	Vulnerability	Severity
OWASP-01	Broken Access Control	Critical
OWASP-02	Cryptographic Failures	Critical
OWASP-03	Injection (SQL, XSS, Command)	Critical
OWASP-04	Insecure Design	High
OWASP-05	Security Misconfiguration	High
OWASP-06	Vulnerable and Outdated Components	High
OWASP-07	Identification and Authentication Failures	Critical
OWASP-08	Software and Data Integrity Failures	High
OWASP-09	Security Logging and Monitoring Failures	Medium
OWASP-10	Server-Side Request Forgery (SSRF)	High

Usage

from datasets import load_dataset

# Load vulnerabilities
ds = load_dataset("AYI-NEDJIMI/owasp-top10-en", data_files="data/vulnerabilities.json")
for vuln in ds["train"]:
    print(f"{vuln['id']} - {vuln['name']} ({vuln['severity']})")

# Load attack scenarios
ds = load_dataset("AYI-NEDJIMI/owasp-top10-en", data_files="data/attack_scenarios.json")
for scenario in ds["train"]:
    print(f"{scenario['name']} - {scenario['owasp_category']}")

Use Cases

DevSecOps: Reference for code reviews and security audits
AppSec: Training material for developers
Pentest: Attack scenarios for web penetration testing
Training: Q&A for security certifications (CEH, OSCP, etc.)
RAG / Fine-tuning: Training AI models specialized in web security

Other Datasets

Dataset	Description	Link
OWASP Top 10 FR	OWASP Top 10 in French	owasp-top10-fr
ISO 27001:2022 FR	ISO 27001 in French	iso27001
ISO 27001:2022 EN	ISO 27001 in English	iso27001-en
MITRE ATT&CK FR	ATT&CK in French	mitre-attack-fr
MITRE ATT&CK EN	ATT&CK in English	mitre-attack-en
AD Attacks FR	AD Attacks in French	ad-attacks-fr
AD Attacks EN	AD Attacks in English	ad-attacks-en

Interactive Explorer

Explore this dataset interactively: OWASP Top 10 Explorer

Full Collection

This dataset is part of the Cybersecurity Datasets & Tools collection on HuggingFace.

Sources

OWASP Top 10: owasp.org/Top10
CWE: cwe.mitre.org

License

Apache 2.0

Citation

@dataset{owasp_top10_en_2025,
  title={OWASP Top 10 (2021) - Complete Dataset EN},
  author={AYI-NEDJIMI},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/AYI-NEDJIMI/owasp-top10-en}
}

Author & Resources

Ayi NEDJIMI - Senior Offensive Cybersecurity & AI Consultant

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Author

Ayi NEDJIMI - Cybersecurity Consultant & Trainer | AI Expert

Free Cybersecurity Resources

Part of the Collection

This dataset is part of the Cybersecurity Datasets & Tools Collection by AYI-NEDJIMI Consultants.

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