money_inflation_nonlinear#

  • Series: lecture-python-intro

  • File: lectures/money_inflation_nonlinear.md

  • Audit date: 2026-05-28

  • Categories audited: writing, math, code, figures, references, links, admonitions (JAX out of scope)

  • Overall score: 6.6 / 10

  • Priority: MEDIUM

Score breakdown#

Category

Score

One-line note

Writing

5/10

Most H2 section headings use Title Case (W3 violation).

Math

6/10

No transpose; equations clean; minor stylistic issues only.

Code

8/10

Unicode Greek (α, π) used throughout (qe-code-002 OK); standard Anaconda imports.

JAX

out of scope

—

Figures

7/10

figsize= on line 348 only; no ax.set_title violations outside exercises; no figures use {figure} directive.

References

8/10

2 {cite} usages; parenthetical, no clear in-text mis-use.

Links

9/10

{doc} cross-references used (11 occurrences).

Admonitions

9/10

{prf:example} used (qe-admon-004 OK); solutions gated, dropdown, exercise-linked.

Issues#

Critical#

None found.

High severity#

  • W3 — Section headings systematically use Title Case where sentence case is required. Examples: “## The Model” (48), “## Limiting Values of Inflation Rate” (78), “## Steady State Laffer curve” (162), “## Initial Price Levels” (206), “## Computing an Equilibrium Sequence” (278), “## Slippery Side of Laffer Curve Dynamics” (339). Count: 6+ headings.

Medium severity#

  • W1 — Multi-sentence paragraphs in Overview (lines 33–40, 42–46).

Low severity#

  • W7 — Inconsistent quoting style with double single-quotes (e.g. ‘‘method 2’’ line 27) instead of double quotes.

  • [qe-fig-001] — figsize= on line 348. Count: 1 occurrence.

  • [qe-fig-005] — No figures use {figure} directive with :name:.

Strengths#

  • H1 title is correct Title Case.

  • Equation labelling and {eq} references are clean.

  • Math notation consistent.

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

  • {doc} cross-references used (qe-link-002 OK).

  • {prf:example} directive (qe-admon-004 OK).

  • Solutions all gated, dropdown, linked.