amss3#

  • Series: lecture-python-advanced.myst

  • File: lectures/amss3.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

8.5/10

Sentence-case headings; one-sentence paragraphs.

Math

6.5/10

A few bare E_t mixed with \mathbb E_t.

Code

7/10

Spelled Greek (alpha, beta); install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

7/10

3 {figure} directives reference static PNGs; 2 figsize=; no :name: fields.

References

7/10

21 {cite}; a couple of narrative refs would benefit from {cite:t}.

Links

8/10

Heavy {doc} use (12 occurrences); no raw cross-series URLs.

Admonitions

N/A

no exercises or proof-family directives.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-math-010 (proposed)] — A handful of bare E_t / E. *Example:* lectures/amss3.md:294, :349, :361, :516`. Count: 4 occurrences.

Low severity#

  • [qe-fig-002] — 3 {figure} directives reference static PNGs which could be code-generated.

  • [qe-fig-005] — Figures lack :name: fig-... fields.

  • [qe-code-002] — Spelled-out Greek in code parameters.

Strengths#

  • Title in Title Case (qe-writing-006); sentence-case headings (qe-writing-006).

  • \begin{bmatrix} used consistently (qe-math-003).

  • Sequences in curly brackets (qe-math-005).

  • Heavy {doc} cross-series linking (qe-link-002).

  • Install cell at top with hide-output (qe-code-003).