chang_credible#

  • Series: lecture-python-advanced.myst

  • File: lectures/chang_credible.md

  • Audit date: 2026-05-28

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

  • Overall score: 8.2 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

9/10

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

Math

8/10

Clean — primes are derivatives or next-period, not transpose.

Code

7/10

Mixed unicode/spelled Greek (5 spelled vs 2 unicode); install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

8/10

1 figsize=; no :name: fields.

References

8/10

6 {cite} used; two narrative refs would benefit from {cite:t}.

Links

9/10

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

Admonitions

N/A

no exercises, solutions, or proof-family directives.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

None found.

Low severity#

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

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

  • [qe-ref-001] — Two narrative author references could use {cite:t}.

Strengths#

  • Primes in this file are derivatives (u', f', v') and next-period state notation (\theta', w'), not transpose — no qe-math-002 violation.

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

  • \begin{bmatrix} used where matrices appear; no array violations (qe-math-003).

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

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

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