# Jupyter

> Creates and manages Jupyter notebooks for data analysis, visualization, and reproducible research.

- Skill: `ssrjkk/jupyter` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds add ssrjkk/jupyter`
- Raw SKILL.md: https://api.skillmd.com/api/skills/ssrjkk/jupyter/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Research & Search
- Author: ssrjkk (https://skillmd.com/u/ssrjkk)
- Updated: 2026-08-19
- Page: https://skillmd.com/skills/ssrjkk/jupyter

---

# Jupyter

> Interactive computing environment for data science and research.

## Quick Start
```bash
pip install jupyterlab
jupyter lab
```

## Magic Commands
```python
%matplotlib inline           # Show plots inline
%timeit df.groupby('col').sum()  # Time execution
%load_ext autoreload         # Auto-reload modules
%autoreload 2
%%bash                      # Run bash commands
echo "Hello from shell"
```

## When to Use
- Exploratory data analysis
- Reproducible research
- Data storytelling
- Model prototyping

## Validation
1. JupyterLab UI loads correctly
2. Kernels execute code successfully
3. Plots render inline