theil_1#

  • Series: lecture-python.myst

  • File: lectures/theil_1.md

  • Audit date: 2026-05-28

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

  • Overall score: 9.3 / 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

Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms…

JAX

out of scope

not a JAX lecture

Figures

9/10

figsize= set in 2 place(s).

References

9/10

Citation style follows conventions.

Links

N/A

No external links.

Admonitions

10/10

Exercise/solution structure clean.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-code-002] — Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms (word=3, uni=1).

Low severity#

  • [qe-writing-009 (proposed)] — Uses “i.i.d.” or “iid” in text rather than “IID”. Example: line 103.

  • [qe-fig-001] — figsize= set in 2 place(s).

  • [qe-fig-003] — ax.set_title() used once outside exercise blocks (line 366).

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.

  • Solutions use :class: dropdown consistently.

  • Axis labels lowercase.