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Dataset Transformation

Category: Security  ·  Sub-category: threat-hunting  ·  Last updated:
Generates a Jupyter notebook that transforms datasets between ML schemas for model training or evaluation. Use when the user says "transform", "convert", "reformat", "change the format", or when a dataset's schema needs to change to match the target format — always use this skill for format changes rather than writing inline transformation code. Supports OpenAI chat, SageMaker SFT/DPO/RLVR, HuggingFace preference, Bedrock Nova, VERL, and custom JSONL formats from local files or S3.

From the source SKILL.md

Transforms a data set provided by the user into their desired format. All transformation code is delivered as a Jupyter notebook.

What this skill does

Dataset Transformation is a community-contributed Claude Code skill in the threat-hunting sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/dataset-transformation/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user says "transform", "convert", "reformat", "change the format", or when a dataset's schema needs to change to match the target format — always use this skill for format changes rather than writing inline transformation code. Supports OpenAI chat, SageMaker SFT/DPO/RLVR, HuggingFace preference, Bedrock Nova, VERL, and custom JSONL formats from local files or S3.

Who uses this skill

The Dataset Transformation Claude Code skill is built for security engineers, penetration testers, DevSecOps practitioners, and development teams hardening codebases and infrastructure. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 73,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/dataset-transformation
curl -L https://claudskills.com/skills/dataset-transformation/SKILL.md \
  -o ~/.claude/skills/dataset-transformation/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/dataset-transformation/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/dataset-transformation/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\dataset-transformation\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
awslabs. (2026). Dataset Transformation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/dataset-transformation/
BibTeX
@misc{dataset-transformation-2026,
  author    = {awslabs},
  title     = {Dataset Transformation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/dataset-transformation/}
}

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