python_advanced_features#

Series: lecture-python-programming
File: lectures/python_advanced_features.md
Audit date: 2026-05-28
Categories audited: writing, math, code, figures, references, links, admonitions (JAX out of scope)
Overall score: 9.0 / 10
Priority: NONE

Score breakdown#

Category	Score	One-line note
Writing	8/10	Headings mostly sentence case; minor stragglers.
Math	N/A	No math content.
Code	9/10	Only Anaconda packages used (no install needed); PEP8 clean; demonstrates type hints, decorators, descriptors, generators idiomatically; no benchmarking patterns.
JAX	out of scope	—
Figures	N/A	No figures.
References	N/A	No citations.
Links	10/10	Uses {doc}`earlier discussion <need_for_speed>` and {doc}`need for speed <need_for_speed>` correctly per qe-link-001.
Admonitions	9/10	One `{exercise-start}` / `{solution-start}` pair (advanced exercises) correctly gated; `:class: dropdown` on solution; `:label:` matched per qe-admon-005; `{note}` admonitions used.

None found.

None found.

[qe-writing-006] — Several H3/H4 headings use Title Case. Clear violations: line 579 ### Decorators, line 737 ### Descriptors, line 1166 ## Exercises. Count: 3–4 occurrences.

[qe-writing-001] — A few multi-sentence paragraphs (e.g., lines 473–474 combine two thoughts).

Lecture title “More Language Features” follows qe-writing-006.
H2 headings consistently use sentence case (“Iterables and iterators”, “Type hints”, “Decorators and descriptors”, “Generators”, “* and ** operators”).
Most H3/H4 already use sentence case (“Basic syntax”, “Common types”, “Hints don’t enforce types”, “Why use type hints?”, “Type hints in scientific Python”, “An example”).
Bold used for definitions per qe-writing-005 (“type hints”); italic for emphasis.
No qe-code-* violations: PEP8 idiomatic; no time.time(), no %timeit, no non-Anaconda imports.
Exercise/solution pair fully compliant per qe-admon-001/qe-admon-002/qe-admon-005.

Convert remaining Title Case headings to sentence case (“Decorators”, “Descriptors” are single-word so naturally sentence case once typed; only need to verify “Exercises” matches the series convention).