Programmatic Eda

Profiles a dataset's structure, nulls, outliers, distributions, and correlations.

Test report

Verdict
In test queue
Tested
Environment
Pending

In the test queue — machine-screened (validator 85/100, 215★ repo), full install/trigger/output test scheduled.

What Programmatic Eda does

Systematic exploratory data analysis. Activate when a dataset needs profiling — structure check, nulls, outliers, distributions, correlations — before deeper analysis begins.

How to install Programmatic Eda

git clone https://github.com/nimrodfisher/data-analytics-skills
cp -r data-analytics-skills/01-data-quality-validation/programmatic-eda ~/.claude/skills/programmatic-eda

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Programmatic Eda

  • /programmatic-eda Profiles a dataset's structure, nulls, outliers, distributions, and correlations.

It also activates on plain-language prompts like these:

  • Run exploratory analysis on this dataset
  • Profile the nulls and outliers in this table
  • Check correlations before deeper analysis

Frequently asked questions

Is the Programmatic Eda skill free?
Yes. The skill itself is free from nimrodfisher/data-analytics-skills. SkillProof publishes the install command and an independent test verdict at no cost.
Does Programmatic Eda work with Claude Code?
It is in our test queue — we run every skill on real work before issuing a verdict, and this one is scheduled.
How do I install Programmatic Eda?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Programmatic Eda with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.