dovis_accounting_mf#

  • Series: lecture-python-advanced.myst

  • File: lectures/dovis_accounting_mf.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; one-sentence paragraphs.

Math

7/10

Some \mathcal{N} use; \top used correctly.

Code

7/10

Mixed unicode Greek (12 spelled vs 20 unicode); install cell with hide-output. JAX-related (out-of-scope per instructions).

JAX

N/A

JAX is out of scope per series instructions.

Figures

5/10

7 figsize=; 1 ax.set_title; 2 spines.set_visible(False) (qe-fig-007).

References

9/10

20 {cite} and 18 {cite:t} correctly distinguished.

Links

8/10

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

Admonitions

8/10

2 gated exercises and 2 solutions with :class: dropdown; GPU warning admonition correctly tagged.

Issues#

Critical#

None found.

High severity#

  • [qe-fig-001] — 7 figsize= settings without justification.

  • [qe-fig-007] — 2 ax.spines[...].set_visible(False) removing default box.

Medium severity#

  • [qe-math-011 (proposed)] — \mathcal{N} used as Normal distribution. Count: 1 occurrence.

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

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

Low severity#

None found.

Strengths#

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

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

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

  • Heavy correct use of {cite:t} (qe-ref-001) — 18 occurrences.

  • \top used for transpose (qe-math-002).

  • Modern figure metadata with captions and names (qe-fig-005).

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

  • GPU warning admonition (qe-code-006).

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