rob_markov_perf#

  • Series: lecture-python-advanced.myst

  • File: lectures/rob_markov_perf.md

  • Audit date: 2026-05-28

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

  • Overall score: 6.4 / 10

  • Priority: MEDIUM

Score breakdown#

Category

Score

One-line note

Writing

8/10

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

Math

4/10

Primes used as transpose; one pmatrix.

Code

5/10

Heavy spelled Greek (22 occurrences); install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

7/10

3 figsize=; no :name: fields.

References

8/10

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

Links

8/10

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

Admonitions

N/A

no exercises, solutions, or proof-family directives.

Issues#

Critical#

None found.

High severity#

  • [qe-math-002] — Prime ' used systematically as transpose. Example: \Gamma_{it} := W_i' - M_i' F_{-it}, B_i' P A, x_t' R x_t. Count: ~27 occurrences.

  • [qe-code-002] — Spelled-out Greek heavily used (22 occurrences).

Medium severity#

  • [qe-math-003]\begin{pmatrix} used instead of \begin{bmatrix}. Example: lectures/rob_markov_perf.md:778. Count: 1 occurrence.

Low severity#

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

  • [qe-fig-001] — 3 figsize= settings.

Strengths#

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

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

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

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

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

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