un_insure#

  • Series: lecture-python-advanced.myst

  • File: lectures/un_insure.md

  • Audit date: 2026-05-28

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

  • Overall score: 7.9 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

8.5/10

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

Math

7.5/10

One bare E for expectation; otherwise clean.

Code

8/10

Unicode Greek used (4 occurrences); no install cell (scipy/numpy only — OK).

JAX

N/A

not a JAX lecture

Figures

7/10

1 figsize=; no :name: fields.

References

8/10

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

Links

9/10

No cross-series URL links; self-contained.

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-math-010 (proposed)] — Bare E for expectation. Example: lectures/un_insure.md:34. Count: 1 occurrence.

  • A stray %\EQN hugo1 comment at L36 is harmless but should be removed.

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

Strengths#

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

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

  • All primes are derivatives (C', p') — no qe-math-002 violation.

  • Sequences in curly brackets (qe-math-005) at L30.

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

  • Equation labels via $$ ... $$ (label) (qe-math-007).

  • Unicode Greek used in code (qe-code-002).