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--- |
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pretty_name: OffSec RedTeam Codes |
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license: other |
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language: |
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- en |
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size_categories: |
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- 10M<n<100M |
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tags: |
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- code |
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- security |
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- penetration-testing |
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- pentesting |
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- offensive-security |
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- red-team |
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- osint |
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- bug-bounty |
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- ctf |
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- forensics |
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- reverse-engineering |
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- malware-analysis |
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- threat-hunting |
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- adversary-emulation |
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- dataset |
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- jsonl |
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- github |
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- cybersecurity |
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- cyber-security |
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task_categories: |
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- text-generation |
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- fill-mask |
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- text-retrieval |
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- text-ranking |
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- feature-extraction |
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- sentence-similarity |
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- question-answering |
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- document-question-answering |
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- summarization |
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- text-classification |
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configs: |
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- config_name: adversary-emulation |
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data_files: |
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- split: train |
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path: adversary-emulation/train-* |
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- config_name: adversary-simulation |
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data_files: |
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- split: train |
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path: adversary-simulation/train-* |
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- config_name: binary-exploitation |
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data_files: |
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- split: train |
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path: binary-exploitation/train-* |
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- config_name: bug-bounty |
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data_files: |
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- split: train |
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path: bug-bounty/train-* |
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- config_name: bugbounty |
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data_files: |
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- split: train |
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path: bugbounty/train-* |
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- config_name: c2 |
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data_files: |
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- split: train |
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path: c2/train-* |
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- config_name: command-and-control |
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data_files: |
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- split: train |
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path: command-and-control/train-* |
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- config_name: ctf |
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data_files: |
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- split: train |
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path: ctf/train-* |
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- config_name: ethical-hacking |
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data_files: |
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- split: train |
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path: ethical-hacking/train-* |
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- config_name: exploit |
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data_files: |
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- split: train |
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path: exploit/train-* |
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- config_name: exploitation |
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data_files: |
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- split: train |
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path: exploitation/train-* |
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- config_name: forensics |
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data_files: |
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- split: train |
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path: forensics/train-* |
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- config_name: lateral-movement |
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data_files: |
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- split: train |
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path: lateral-movement/train-* |
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- config_name: malware-analysis |
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data_files: |
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- split: train |
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path: malware-analysis/train-* |
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- config_name: offensive-security |
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data_files: |
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- split: train |
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path: offensive-security/train-* |
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- config_name: osint |
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data_files: |
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- split: train |
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path: osint/train-* |
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- config_name: penetration-testing |
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data_files: |
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- split: train |
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path: penetration-testing/train-* |
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- config_name: pentesting |
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data_files: |
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- split: train |
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path: pentesting/train-* |
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- config_name: persistence |
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data_files: |
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- split: train |
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path: persistence/train-* |
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- config_name: post-exploitation |
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data_files: |
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- split: train |
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path: post-exploitation/train-* |
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- config_name: privilege-escalation |
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data_files: |
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- split: train |
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path: privilege-escalation/train-* |
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- config_name: pwn |
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data_files: |
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- split: train |
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path: pwn/train-* |
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- config_name: recon |
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data_files: |
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- split: train |
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path: recon/train-* |
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- config_name: reconnaissance |
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data_files: |
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- split: train |
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path: reconnaissance/train-* |
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- config_name: red-team |
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data_files: |
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- split: train |
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path: red-team/train-* |
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- config_name: redteam |
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data_files: |
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- split: train |
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path: redteam/train-* |
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- config_name: reverse-engineering |
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data_files: |
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- split: train |
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path: reverse-engineering/train-* |
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- config_name: security |
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data_files: |
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- split: train |
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path: security/train-* |
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- config_name: threat-hunting |
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data_files: |
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- split: train |
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path: threat-hunting/train-* |
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- config_name: webhacking |
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data_files: |
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- split: train |
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path: webhacking/train-* |
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dataset_info: |
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- config_name: adversary-emulation |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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- name: repo_id |
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dtype: int64 |
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- name: path |
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dtype: string |
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- name: branch |
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dtype: string |
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- name: license |
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dtype: string |
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- name: lang |
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dtype: string |
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- name: stargazers |
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dtype: int64 |
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- name: pushed_at |
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dtype: timestamp[s] |
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- name: topics_matched |
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list: string |
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- name: size |
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dtype: int64 |
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- name: topic |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 69714885 |
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num_examples: 6686 |
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download_size: 21753502 |
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dataset_size: 69714885 |
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- config_name: adversary-simulation |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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dtype: int64 |
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dtype: string |
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- name: branch |
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dtype: string |
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- name: license |
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dtype: string |
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- name: lang |
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dtype: string |
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- name: stargazers |
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dtype: int64 |
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- name: pushed_at |
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dtype: timestamp[s] |
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- name: topics_matched |
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list: string |
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- name: size |
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dtype: int64 |
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- name: topic |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 3972883 |
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num_examples: 297 |
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download_size: 1218234 |
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dataset_size: 3972883 |
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- config_name: binary-exploitation |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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- name: repo_id |
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dtype: int64 |
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- name: path |
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dtype: string |
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- name: branch |
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dtype: string |
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- name: license |
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dtype: string |
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- name: lang |
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dtype: string |
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- name: stargazers |
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dtype: int64 |
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|
- name: pushed_at |
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|
dtype: timestamp[s] |
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- name: topics_matched |
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list: string |
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- name: size |
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dtype: int64 |
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- name: topic |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 31168730 |
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num_examples: 3760 |
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download_size: 10962879 |
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dataset_size: 31168730 |
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- config_name: bug-bounty |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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- name: repo_id |
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dtype: int64 |
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dtype: string |
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dtype: string |
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- name: license |
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dtype: string |
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- name: lang |
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dtype: string |
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- name: stargazers |
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dtype: int64 |
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- name: pushed_at |
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dtype: timestamp[s] |
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- name: topics_matched |
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list: string |
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- name: size |
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dtype: int64 |
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- name: topic |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 92074181 |
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num_examples: 14020 |
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download_size: 29239227 |
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dataset_size: 92074181 |
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- config_name: bugbounty |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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dtype: string |
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- name: license |
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dtype: string |
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dtype: string |
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- name: stargazers |
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dtype: int64 |
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- name: pushed_at |
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dtype: timestamp[s] |
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- name: topics_matched |
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list: string |
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- name: size |
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dtype: int64 |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 913466117 |
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num_examples: 283694 |
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download_size: 229449923 |
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dataset_size: 913466117 |
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- config_name: c2 |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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splits: |
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- name: train |
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num_bytes: 79200496 |
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num_examples: 6075 |
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download_size: 26367428 |
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dataset_size: 79200496 |
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- config_name: command-and-control |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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- name: stargazers |
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dtype: int64 |
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- name: size |
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splits: |
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- name: train |
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num_bytes: 20567644 |
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num_examples: 2864 |
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download_size: 6138607 |
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dataset_size: 20567644 |
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- config_name: ctf |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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- name: stargazers |
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- name: size |
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splits: |
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- name: train |
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num_bytes: 2483736478 |
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num_examples: 288417 |
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download_size: 782529947 |
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dataset_size: 2483736478 |
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- config_name: ethical-hacking |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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dtype: timestamp[s] |
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- name: size |
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dtype: int64 |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 188840514 |
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num_examples: 20317 |
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download_size: 65000701 |
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dataset_size: 188840514 |
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- config_name: exploit |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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- name: repo_id |
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dtype: int64 |
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- name: path |
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|
dtype: string |
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- name: branch |
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dtype: string |
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- name: license |
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dtype: string |
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- name: lang |
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dtype: string |
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- name: stargazers |
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dtype: int64 |
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|
- name: pushed_at |
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dtype: timestamp[s] |
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|
- name: topics_matched |
|
|
list: string |
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|
- name: size |
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|
dtype: int64 |
|
|
- name: topic |
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|
dtype: string |
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splits: |
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- name: train |
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|
num_bytes: 1935718615 |
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num_examples: 530182 |
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download_size: 426593667 |
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dataset_size: 1935718615 |
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- config_name: exploitation |
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|
features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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|
dtype: string |
|
|
- name: repo_id |
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|
dtype: int64 |
|
|
- name: path |
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|
dtype: string |
|
|
- name: branch |
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dtype: string |
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- name: license |
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|
dtype: string |
|
|
- name: lang |
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|
dtype: string |
|
|
- name: stargazers |
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|
dtype: int64 |
|
|
- name: pushed_at |
|
|
dtype: timestamp[s] |
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|
- name: topics_matched |
|
|
list: string |
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|
- name: size |
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|
dtype: int64 |
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- name: topic |
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dtype: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 189985279 |
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|
num_examples: 25221 |
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|
download_size: 66156344 |
|
|
dataset_size: 189985279 |
|
|
- config_name: forensics |
|
|
features: |
|
|
- name: content |
|
|
dtype: string |
|
|
- name: repo_name |
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|
dtype: string |
|
|
- name: repo_id |
|
|
dtype: int64 |
|
|
- name: path |
|
|
dtype: string |
|
|
- name: branch |
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dtype: string |
|
|
- name: license |
|
|
dtype: string |
|
|
- name: lang |
|
|
dtype: string |
|
|
- name: stargazers |
|
|
dtype: int64 |
|
|
- name: pushed_at |
|
|
dtype: timestamp[s] |
|
|
- name: topics_matched |
|
|
list: string |
|
|
- name: size |
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|
dtype: int64 |
|
|
- name: topic |
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dtype: string |
|
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splits: |
|
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- name: train |
|
|
num_bytes: 522859432 |
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num_examples: 49299 |
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download_size: 159641323 |
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dataset_size: 522859432 |
|
|
- config_name: lateral-movement |
|
|
features: |
|
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- name: content |
|
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dtype: string |
|
|
- name: repo_name |
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|
dtype: string |
|
|
- name: repo_id |
|
|
dtype: int64 |
|
|
- name: path |
|
|
dtype: string |
|
|
- name: branch |
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dtype: string |
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- name: license |
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|
dtype: string |
|
|
- name: lang |
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|
dtype: string |
|
|
- name: stargazers |
|
|
dtype: int64 |
|
|
- name: pushed_at |
|
|
dtype: timestamp[s] |
|
|
- name: topics_matched |
|
|
list: string |
|
|
- name: size |
|
|
dtype: int64 |
|
|
- name: topic |
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|
dtype: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 4977001 |
|
|
num_examples: 357 |
|
|
download_size: 3048593 |
|
|
dataset_size: 4977001 |
|
|
- config_name: malware-analysis |
|
|
features: |
|
|
- name: content |
|
|
dtype: string |
|
|
- name: repo_name |
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|
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num_examples: 74275 |
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download_size: 338929688 |
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dataset_size: 2038409393 |
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- config_name: offensive-security |
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features: |
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dtype: string |
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num_bytes: 141214094 |
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num_examples: 18641 |
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download_size: 42515409 |
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dataset_size: 141214094 |
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- config_name: osint |
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features: |
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dtype: string |
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- config_name: penetration-testing |
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- config_name: persistence |
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- config_name: post-exploitation |
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features: |
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- name: content |
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num_bytes: 72623626 |
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num_examples: 6984 |
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download_size: 22998469 |
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dataset_size: 72623626 |
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- config_name: privilege-escalation |
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features: |
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- name: content |
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dtype: string |
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num_bytes: 41482462 |
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num_examples: 3436 |
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download_size: 13246705 |
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dataset_size: 41482462 |
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- config_name: pwn |
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features: |
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dtype: string |
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splits: |
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num_bytes: 112730343 |
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num_examples: 10070 |
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download_size: 29878447 |
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dataset_size: 112730343 |
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- config_name: recon |
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features: |
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- name: content |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 96680697 |
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num_examples: 20041 |
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download_size: 29096306 |
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- config_name: reconnaissance |
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features: |
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- name: content |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 940800571 |
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num_examples: 233813 |
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download_size: 191199541 |
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dataset_size: 940800571 |
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- config_name: red-team |
|
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features: |
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splits: |
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- name: train |
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num_bytes: 430501779 |
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num_examples: 30587 |
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download_size: 139717741 |
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dataset_size: 430501779 |
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- config_name: redteam |
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features: |
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- name: content |
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dtype: string |
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splits: |
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- name: train |
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num_examples: 46864 |
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download_size: 126638695 |
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dataset_size: 427756229 |
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- config_name: reverse-engineering |
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features: |
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- name: content |
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dtype: string |
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- name: repo_name |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 10645596862 |
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num_examples: 787940 |
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download_size: 2764044510 |
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dataset_size: 10645596862 |
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- config_name: security |
|
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features: |
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- config_name: threat-hunting |
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features: |
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features: |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 33528261 |
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download_size: 12228192 |
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dataset_size: 33528261 |
|
|
--- |
|
|
|
|
|
# OffSec RedTeam Codes |
|
|
|
|
|
**Token count:** ~30B tokens. |
|
|
|
|
|
**OffSec RedTeam Codes** is a curated corpus of code (and some auxiliary text) extracted from popular GitHub repositories related to offensive security / red teaming (pentesting, OSINT, C2, privilege escalation, exploitation, forensics, etc.). It is also the largest open-source dataset of red-team and offensive-security code ever compiled. |
|
|
|
|
|
> ⚠️ **Ethical use only.** This dataset is for research, education, and defensive security testing in lawful environments with proper authorization. Do **not** use it to harm systems, violate terms of service, or break the law. |
|
|
|
|
|
--- |
|
|
|
|
|
## What’s new (Nov 2025) |
|
|
|
|
|
* **Parquet per‑topic configs** are now published for fast loading with `datasets.load_dataset(...)`. |
|
|
* **`raw/` folder** added: original JSON/JSONL/NDJSON sources moved under `raw/` (e.g. `raw/github_topic_code-<topic>.jsonl`). |
|
|
* All Parquet splits include a constant **`topic`** column. |
|
|
* Shards are sized at **≈256–512 MB** to balance memory, upload speed, and downstream streaming. |
|
|
|
|
|
--- |
|
|
|
|
|
## Repository layout |
|
|
|
|
|
``` |
|
|
/ # root |
|
|
README.md # this card |
|
|
raw/ # original source JSON/JSONL/NDJSON (one file per topic) |
|
|
<topic>/ # per-topic Parquet config folder produced by HF Datasets |
|
|
train-0000X-of-00N.parquet |
|
|
``` |
|
|
|
|
|
--- |
|
|
|
|
|
## Schema |
|
|
|
|
|
All examples share the same columns (Parquet + raw JSON): |
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* **content** *(string)* — full file text (notebook outputs stripped; `execution_count` cleared) |
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* **repo_name** *(string)* — `owner/name` |
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* **repo_id** *(int)* — GitHub repo id |
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* **path** *(string)* — file path in repo |
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* **branch** *(string)* — default branch at fetch time |
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* **license** *(string|null)* — SPDX id or GitHub license key |
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* **lang** *(string)* — approx language/extension |
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* **stargazers** *(int)* — star snapshot |
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* **pushed_at** *(string, ISO‑8601)* — last push timestamp |
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* **topics_matched** *(list[string])* — discovery topics that matched this repo |
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* **size** *(int)* — character length of `content` |
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* **topic** *(string)* — added during build, equals the topic/config name |
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--- |
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## Load the Parquet configs (recommended) |
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### Single topic |
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```python |
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from datasets import load_dataset |
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# Loads Parquet for the selected topic (config name) |
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ds = load_dataset( |
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"tandevllc/offsec_redteam_codes", |
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name="pentesting", # pick any topic listed above |
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split="train", |
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) |
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print(len(ds), ds.column_names) |
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``` |
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### Multiple topics (interleaved) |
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```python |
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from datasets import load_dataset, interleave_datasets |
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names = ["osint", "pentesting", "reverse-engineering"] |
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parts = [load_dataset("tandevllc/offsec_redteam_codes", name=n, split="train") for n in names] |
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# Optionally balance by size: |
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probs = [1/len(parts)]*len(parts) |
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ds = interleave_datasets(parts, probabilities=probs, seed=42) |
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``` |
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### Filter by language or license |
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```python |
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py = ds.filter(lambda r: r.get("lang") == "py") |
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permissive = ds.filter(lambda r: (r.get("license") or "").lower() in {"mit","apache-2.0","bsd-3-clause"}) |
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``` |
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--- |
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## Load the **raw** JSON/JSONL sources (optional) |
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If you prefer the original line-delimited JSON: |
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```python |
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from datasets import load_dataset |
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raw = load_dataset( |
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"json", |
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data_files="raw/github_topic_code-pentesting.jsonl", |
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split="train", |
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repo_id="tandevllc/offsec_redteam_codes", |
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) |
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``` |
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--- |
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## Content selection and filtering |
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* **File types:** code-like extensions only (`py`, `pyw`, `pyi`, `js`, `mjs`, `cjs`, `ts`, `tsx`, `jsx`, `java`, `kt`, `kts`, `groovy`, `scala`, `c`, `h`, `cpp`, `cc`, `cxx`, `hpp`, `hh`, `hxx`, `ino`, `rs`, `go`, `rb`, `php`, `phtml`, `cs`, `fs`, `vb`, `swift`, `m`, `mm`, `sh`, `bash`, `zsh`, `ksh`, `fish`, `ps1`, `psd1`, `psm1`, `sql`, `pl`, `pm`, `r`, `jl`, `lua`, `dart`, `zig`, `nim`, `yaml`, `yml`, `toml`, `ini`, `cfg`, `conf`, `env`, `properties`, `gradle`, `cmake`, `make`, `mk`, `mkfile`, `json`, `ipynb`). |
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* **Excluded paths**: build outputs, vendored folders, caches, VCS dirs, virtualenvs |
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* **Binaries/archives/media**: filtered by extension + text heuristics |
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* **Large files**: default cap ≈2 MB (configurable) |
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* **Minified blobs**: excluded by average line-length heuristics |
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* **Secrets**: basic regex heuristics (keys, private certs) excluded where detected |
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--- |
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## Intended uses |
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* Pretraining / continued pretraining of **code LMs** in the security domain |
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* **RAG / retrieval** with metadata filters (language, topics, license, stars) |
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* **Code search** / similarity tasks |
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* Curriculum sampling by `lang`, `stargazers`, `topic`, or recency (`pushed_at`) |
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> This dataset is **not** an instruction set for unauthorized intrusion. Use defensively and ethically. |
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--- |
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## Limitations & caveats |
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* **Licenses vary per file.** The compilation license does **not** replace upstream licenses. |
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* **Heuristics** can omit useful files or miss some undesirable ones. |
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* **Time-varying metadata** (stars, topics, default branch) reflect the crawl moment. |
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--- |
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## License & Access |
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**License:** "TanDev Proprietary License — All Rights Reserved" |
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**Upstream Licenses:** Each record includes `source_repo` and `source_license`. Rights in the original repositories remain with their owners. This compilation license does not limit rights you already have in the upstream sources. |
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If you are a repository author and would like your content removed, please open an issue or contact the maintainer. |
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--- |
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## Citation |
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```bibtex |
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@dataset{tandevllc_2025_offsec_redteam_codes, |
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author = {Gupta, Smridh}, |
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title = {OffSec RedTeam Codes}, |
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year = {2025}, |
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url = {https://huggingface.co/datasets/tandevllc/offsec_redteam_codes} |
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} |
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``` |
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--- |
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## Maintainer |
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**Smridh Gupta** — [[email protected]](mailto:[email protected]) |