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jupyter-pro

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Jupyter guidance — notebook best practices, kernels, nbconvert, widgets, reproducibility, and JupyterLab workflows.

skills/jupyter-pro/SKILL.md

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Oct 10, 2026
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## Overview

Jupyter notebooks are the interactive medium of data science: code, output, and narrative in one document, perfect for exploration and communication. They're also notorious for hidden-state bugs, unreproducible results, and version-control pain. The difference is discipline — notebooks are great when treated as documents with standards, terrible as unreviewed scratchpads.

This skill covers professional notebook practice: reproducibility, clean structure, kernels and environments, nbconvert for sharing, widgets for interactivity, and JupyterLab workflows.

## When to use

- Writing maintainable notebooks.
- Fixing hidden-state / out-of-order execution bugs.
- Setting up kernels and environments.
- Converting notebooks (HTML, PDF, scripts, slides).
- Building interactive widgets.
- Reviewing notebooks in version control.
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