smoothing_tax#

  • Series: lecture-python-advanced.myst

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

Math

5/10

Primes used as transpose; bare E_t; ^T for transpose.

Code

7/10

Mixed unicode/spelled Greek (4 vs 8); install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

6/10

1 ax.set_title; 2 figsize=; no :name: fields.

References

7/10

10 {cite} used; never {cite:t} despite some narrative refs.

Links

8/10

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

Admonitions

7/10

1 gated exercise but no associated solution.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-math-002] — Prime ' used as transpose. Example: \sum_{j'=1}^N Q_{ij'} b(j'); plus ^T transpose at one location. Count: ~7 occurrences (mixed primes; some next-period).

  • [qe-math-010 (proposed)] — Bare E_t for expectation. Count: 5 occurrences.

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

Low severity#

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

  • [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).

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

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

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