likelihood_ratio_process_2#

  • Series: lecture-python.myst

  • File: lectures/likelihood_ratio_process_2.md

  • Audit date: 2026-05-28

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

  • Overall score: 8.8 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

8/10

Uses “i.i.d.” or “iid” in text rather than “IID”.

Math

10/10

No math issues.

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

6/10

figsize= set in 14 places — usually unnecessary (defaults from _config.yml).

References

9/10

Citation style follows conventions.

Links

10/10

Link style follows conventions.

Admonitions

10/10

Exercise/solution structure clean.

Issues#

Critical#

None found.

High severity#

  • [qe-fig-003] — ax.set_title() / fig.suptitle() used 6 times outside exercise blocks. Examples: line 649, line 786, line 1169.

Medium severity#

  • [qe-writing-009 (proposed)] — Uses “i.i.d.” or “iid” in text rather than “IID”. Examples: lines 184, 200. Count: 4 occurrences.

  • [qe-code-002] — Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms (word=18, uni=12).

  • [qe-fig-001] — figsize= set in 14 places — usually unnecessary (defaults from _config.yml).

  • [qe-fig-006] — Axis labels capitalised in 4 places. Examples: line 648, line 657, line 717.

Low severity#

  • [qe-writing-006] — One section heading uses Title Case. Example: line 169 Blume and Easley's setting.

  • [qe-fig-005] — Figures lack descriptive name: fields for cross-referencing (11 plot calls, 0 named).

Strengths#

  • Transpose notation uses \top consistently (no prime/^T).

  • No bold vectors/matrices.

  • Normal distribution written as plain N.

  • aligned (not align) used in $$ math.

  • Solutions use :class: dropdown consistently.