hansen_richard_1987#

  • Series: lecture-python-advanced.myst

  • File: lectures/hansen_richard_1987.md

  • Audit date: 2026-05-28

  • Categories audited: writing, math, code, figures, references, links, admonitions

  • Overall score: 7.4 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

9/10

Title in Title Case; sentence-case headings; one-sentence paragraphs.

Math

6/10

58 bare E(/E[; \mathbb{R} used; no transpose primes detected.

Code

6/10

Spelled Greek (6); no install cell (uses numpy/scipy — OK).

JAX

N/A

not a JAX lecture

Figures

7/10

1 figsize=; modern figure metadata with captions and names.

References

9/10

8 {cite} and 8 {cite:t} correctly distinguished.

Links

8/10

3 {doc} references; no raw cross-series URLs.

Admonitions

10/10

26 {prf:...} directives — exemplary proof-family use (qe-admon-004); 1 gated exercise and 1 solution.

Issues#

Critical#

None found.

High severity#

  • [qe-math-010 (proposed)] — 58 bare E(/E[ instead of \mathbb{E}. Count: 58 occurrences.

Medium severity#

  • [qe-code-002] — Spelled-out Greek (6 occurrences) in code parameters.

Low severity#

  • [qe-fig-001] — 1 figsize= setting.

Strengths#

  • Title in Title Case (qe-writing-006).

  • Sentence-case headings (qe-writing-006).

  • One-sentence paragraph rule followed (qe-writing-001).

  • Heavy correct use of {cite:t} and {cite} (qe-ref-001) — both 8 occurrences.

  • Heavy correct use of {prf:theorem}, {prf:lemma}, {prf:definition}, etc. (qe-admon-004) — 26 occurrences total, exemplary.

  • Modern figure metadata with captions and name: fig-... (qe-fig-005).

  • Exercise gated; solution with :class: dropdown (qe-admon-001, qe-admon-002).

  • {doc} for cross-series references (qe-link-002).