amss#

  • Series: lecture-python-advanced.myst

  • File: lectures/amss.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

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

Math

6.5/10

pmatrix and matrix used for two equations; otherwise clean.

Code

8/10

Mixed unicode/spelled Greek; install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

7/10

figsize= used 3 times; no :name: fields.

References

7/10

{cite} used 6 times; one narrative reference (“Lucas and Stokey (1983)”) would benefit from {cite:t}.

Links

8/10

Heavy {doc} use (11 occurrences); no raw cross-series URLs.

Admonitions

7/10

1 exercise; no associated solution dropdown.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-math-003] — \begin{pmatrix} and \begin{matrix} used for two matrices instead of \begin{bmatrix}. Example: lectures/amss.md:802, :815. Count: 2 occurrences.

  • [qe-ref-001] — Narrative author references followed by {cite} (e.g. “Lucas and Stokey (1983) ”) should use {cite:t}. Example: lectures/amss.md:191, :321. Count: 2 occurrences.

Low severity#

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

  • [qe-fig-001] — figsize= set 3 times without justification.

Strengths#

  • \mathbb E_0, \mathbb E_t used consistently (qe-math-010, proposed) at L302, L313, L335, L524, L534, L543, L551.

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

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

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

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

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