wald_friedman#

Series: lecture-python.myst
File: lectures/wald_friedman.md
Audit date: 2026-05-28
Categories audited: writing, math, code, figures, references, links, admonitions
Overall score: 8.9 / 10
Priority: NONE

Score breakdown#

Category	Score	One-line note
Writing	9/10	One section heading uses Title Case.
Math	9.5/10	Normal distribution as `\mathcal{N}` rather than `N`.
Code	8.5/10	Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms…
JAX	out of scope	not a JAX lecture
Figures	7/10	`figsize=` set in 5 places — usually unnecessary.
References	9/10	Citation style follows conventions.
Links	9/10	1 full URL(s) to same series.
Admonitions	10/10	Exercise/solution structure clean.

None found.

None found.

[qe-code-002] — Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms (word=17, uni=16).
[qe-fig-003] — ax.set_title() used 2 times outside exercise blocks. Examples: line 655, line 889.

[qe-math-011 (proposed)] — Normal distribution as \mathcal{N} rather than N. Example: line 1206.
[qe-writing-006] — One section heading uses Title Case. Example: line 81 Source of the Problem.
[qe-fig-001] — figsize= set in 5 places — usually unnecessary.
[qe-fig-005] — Figures lack descriptive name: fields for cross-referencing (4 plot calls, 0 named).
[qe-fig-006] — One capitalised axis label (line 780).
[qe-fig-008] — lw=2 parameter missing from 4 .plot() calls.
[qe-link-001] — 1 full URL(s) to same series. Examples: line 348.

Address qe-code-002: Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms (word=17, uni=16).
Address qe-fig-003: ax.set_title() used 2 times outside exercise blocks.
Address qe-math-011 (proposed): Normal distribution as \mathcal{N} rather than N.
Address qe-writing-006: One section heading uses Title Case.
Address qe-fig-001: figsize= set in 5 places — usually unnecessary.