endogenous_lake#

  • Series: lecture-python.myst

  • File: lectures/endogenous_lake.md

  • Audit date: 2026-05-28

  • Categories audited: writing, math, code, figures, references, links, admonitions (JAX out of scope)

  • Overall score: 9.4 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

9/10

One section heading uses Title Case.

Math

10/10

No math issues.

Code

9.5/10

Mixed Greek conventions in code (word=5, uni=31).

JAX

out of scope

JAX lecture — JAX rules not audited per scope.

Figures

8.5/10

figsize= set in 2 place(s).

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#

None found.

Medium severity#

  • [qe-fig-003] — ax.set_title() used 2 times outside exercise blocks. Examples: line 579, line 658.

Low severity#

  • [qe-writing-006] — One section heading uses Title Case. Example: line 71 Set Up.

  • [qe-code-002] — Mixed Greek conventions in code (word=5, uni=31).

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

  • [qe-fig-006] — One capitalised axis label (line 657).

Strengths#

  • Uses “IID” or no IID terminology.

  • 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.