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ClaudSkills / Science & Research / math-stats

Synthdata Anonymize

Category: Science & Research  ·  Sub-category: math-stats  ·  Last updated:
Replace real PII in a dataset with realistic synthetic equivalents while preserving row counts, column types, and statistical distributions. Detects names, emails, phones, SSNs, addresses, credit cards, and user-identifying columns via name heuristics + value patterns. Use this skill when the user wants to "anonymize this dataset", "scrub PII", "make this data safe to share", "de-identify real data", "create a synthetic copy", or needs a sharable version of production data without exposing individuals.

From the source SKILL.md

Turn a real dataset into a safe synthetic equivalent: original PII is replaced with Faker-generated values, while row counts, column types, numeric distributions, and categorical frequencies are preserved.

What this skill does

Synthdata Anonymize is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/synthdata-anonymize/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Synthdata Anonymize Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 117,000+ 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/synthdata-anonymize
curl -L https://claudskills.com/skills/synthdata-anonymize/SKILL.md \
  -o ~/.claude/skills/synthdata-anonymize/SKILL.md

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

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

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Synthdata Anonymize Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/synthdata-anonymize/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Synthdata Anonymize skill do?
Replace real PII in a dataset with realistic synthetic equivalents while preserving row counts, column types, and statistical distributions. Detects names, emails, phones, SSNs, addresses, credit cards, and user-identifying columns via name heuristics + value patterns. Use this skill when the user wants to "anonymize this dataset", "scrub PII", "make this data safe to share", "de-identify real data", "create a synthetic copy", or needs a sharable version of production data without exposing individuals.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Synthdata Anonymize skill?
Use Synthdata Anonymize when your Claude Code task falls under the Science & Research category — specifically in the math stats area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Synthdata Anonymize" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Synthdata Anonymize skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Synthdata Anonymize is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

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

APA
rappdw. (2026). Synthdata Anonymize [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/synthdata-anonymize/
BibTeX
@misc{synthdata-anonymize-2026,
  author    = {rappdw},
  title     = {Synthdata Anonymize [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/synthdata-anonymize/}
}

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