input_output#
Series: lecture-python-intro
File:
lectures/input_output.mdAudit date: 2026-05-28
Categories audited: writing, math, code, figures, references, links, admonitions (JAX out of scope)
Overall score: 8.4 / 10
Priority: LOW
Score breakdown#
Category |
Score |
One-line note |
|---|---|---|
Writing |
9/10 |
H1 Title Case OK; H2/H3 sentence case; clean one-sentence paragraphs. |
Math |
9/10 |
|
Code |
8/10 |
3 |
JAX |
out of scope |
— |
Figures |
7/10 |
One |
References |
8/10 |
2 |
Links |
9/10 |
|
Admonitions |
9/10 |
|
Issues#
Critical#
None found.
High severity#
None found.
Medium severity#
None found.
Low severity#
W1 — A few short two-sentence paragraphs.
[qe-fig-001] —
figsize=on line 89. Count: 1 occurrence.[qe-fig-006] — Axis label “Output multipliers” (line 597) starts uppercase; should be lowercase.
[qe-fig-005] — No figures use
{figure}directive with:name:.
Strengths#
Transpose
^\topused consistently throughout (M2 OK).Equation labels and
{eq}references used.Bold for definitions (Leontief, conjugate pair, primal, dual).
!pip installblock at top withhide-output(qe-code-003 OK).{prf:theorem}directives used (qe-admon-004 OK).{doc}cross-references used (qe-link-002 OK).Solutions gated, dropdown, linked.
Recommended actions#
Lowercase axis label “Output multipliers” → “output multipliers”.
Remove
figsize=on line 89.