stationary_densities#

  • Series: lecture-python-advanced.myst

  • File: lectures/stationary_densities.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; clean one-sentence paragraphs.

Math

8/10

\mathbf 1 for indicator; otherwise compliant.

Code

7/10

Mixed spelled/unicode Greek (7 vs 10); install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

6/10

1 ax.set_title; 4 figsize=; 1 {figure} static image; no :name: fields.

References

8/10

5 {cite} used; never {cite:t}.

Links

4/10

6 raw python.quantecon.org/finite_markov.html URLs (qe-link-002).

Admonitions

8/10

3 gated exercises and 3 solutions with :class: dropdown.

Issues#

Critical#

None found.

High severity#

  • [qe-link-002] — 6 raw python.quantecon.org/finite_markov.html and python-programming.quantecon.org/python_oop.html URLs. Example: lectures/stationary_densities.md:281, :290, :331, :445, :514. Count: 6 occurrences.

Medium severity#

  • [qe-fig-003] — 1 ax.set_title occurrence.

Low severity#

  • [qe-math-008] — \mathbf 1 used for indicator. Example: lectures/stationary_densities.md:551. Count: 2 occurrences.

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

  • [qe-code-002] — Mixed unicode/spelled Greek in code.

Strengths#

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

  • Subheadings sentence case (qe-writing-006).

  • Distribution names use plain letters: \sim N(0,1), \sim LN(0,1) (qe-math-011, proposed) at L813, L941.

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

  • Exercises gated; solutions use :class: dropdown (qe-admon-001, qe-admon-002).

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