smoothing#

  • Series: lecture-python-advanced.myst

  • File: lectures/smoothing.md

  • Audit date: 2026-05-28

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

  • Overall score: 6.6 / 10

  • Priority: MEDIUM

Score breakdown#

Category

Score

One-line note

Writing

8/10

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

Math

6/10

Mixed E_t and \mathbb E_t; primes used as transpose.

Code

7/10

Mixed unicode/spelled Greek (4 spelled vs 3 unicode); install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

7/10

2 figsize=; no :name: fields.

References

8/10

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

Links

8/10

2 {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#

  • [qe-math-002] — Prime ' used as transpose in several formulas. Example: lectures/smoothing.md:190. Count: ~10 occurrences (mixed with derivative u').

  • [qe-math-010 (proposed)] — Bare E_t mixed with \mathbb E_t. Example: lectures/smoothing.md:190, :196, :199. Count: ~3 occurrences (vs ~12 correct).

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

Low severity#

  • [qe-writing-005] — **complete markets**, **incomplete markets** borderline definitional bold.

  • [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).

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

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

  • 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).