imp_sample#

  • Series: lecture-python.myst

  • File: lectures/imp_sample.md

  • Audit date: 2026-05-28

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

  • Overall score: 9.1 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

9.5/10

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

Math

10/10

No math issues.

Code

8.5/10

Greek letters spelled out in code; spec prefers unicode (α, β).

JAX

out of scope

not a JAX lecture

Figures

7.5/10

figsize= set in 3 places — usually unnecessary.

References

N/A

No citations.

Links

10/10

Link style follows conventions.

Admonitions

N/A

No admonitions.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-code-002] — Greek letters spelled out in code; spec prefers unicode (α, β). Count: 8.

  • [qe-fig-003] — ax.set_title() used 4 times outside exercise blocks. Examples: line 94, line 106, line 174.

Low severity#

  • [qe-writing-009 (proposed)] — Uses “i.i.d.” or “iid” in text rather than “IID”. Example: line 49.

  • [qe-fig-001] — figsize= set in 3 places — usually unnecessary.

  • [qe-fig-005] — Figures lack descriptive name: fields for cross-referencing (9 plot calls, 0 named).

  • [qe-fig-008] — lw=2 parameter missing from 9 .plot() calls.

Strengths#

  • Headings use sentence case consistently.

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

  • No bold vectors/matrices.

  • Normal distribution written as plain N.

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

  • Axis labels lowercase.