Short excerpts illustrating a specific concept, embedded in the chapter text. 2. **Full examples** — Complete, runnable scripts in `code/example-XX-{name}.py` within each chapter folder. 3. **Case study code** — Longer implementations tied to the chapter case studies, in `code/case-study-code.py`.