GitHub - CausalInferenceLab/causal-studio: A studio for learning causal inference through Jupyter notebooks and videos.

A repository for managing a causal inference codebook (Jupyter Book) and Manim educational videos together.

Project working rules: CONTRIBUTING.md | 한국어

Repository Structure

causal_studio/
├── book/
│   └── why_causal_inference/        Korean & English notebooks
├── videos/
│   └── why_causal_inference/
│       └── src/                     Scene code + narration scripts
├── .codex/skills/                   Codex skills
├── .claude/skills/                  Claude Code skills
├── requirements.txt                 Full dependencies (book + video)
└── requirements-book.txt            Book-only (CI/deploy)

Setup

On a fresh clone:

Set up Python environment      → python-setup skill
Install local video assets     → video-assets-setup skill

video-assets-setup clones the following repos locally (not git-tracked):

3b1b/ — 3b1b/videos reference
videos/assets/tabler-icons/ — Tabler Icons

Skills

Skill	Description
`python-setup`	Create `.venv` and install initial dependencies
`video-assets-setup`	Install/update `3b1b/` and `tabler-icons/` local assets
`pip-install`	Install package in `.venv` and sync `requirements.txt`
`book-serve`	Run Jupyter Book local server
`book-publish`	Add notebook to book TOC and verify build
`ipynb-to-english`	Translate Korean notebook to English `_en.ipynb`
`ipynb-youtube-embed`	Embed a YouTube iframe into a notebook (with pre-stored output for Jupyter Book)
`manim-video-pipeline`	Scene design / script / render / audio / mux / concat
`manim-thumbnail`	Generate a 3b1b-style YouTube thumbnail PNG with Manim
`git-commit`	Analyze changes and commit
`git-pr`	Create pull request
`skill-creator`	Create or update project skills
`deep-research`	Multi-source deep research → cited brief saved to `research/<slug>/`
`literature-review`	Systematic literature survey with evidence table → `research/<slug>/`
`peer-review`	Peer review simulation with FATAL/MAJOR/MINOR severity → `research/<slug>-review/`
`source-comparison`	Comparison matrix across sources, methods, or tools → `research/<slug>/`

CI/CD

Pushing changes under book/** to main triggers GitHub Actions to automatically deploy to GitHub Pages.

Deploy dependencies: requirements-book.txt

License

MIT. External assets (3b1b, Tabler Icons) follow their respective upstream licenses.