kesten_processes#

  • Series: lecture-python.myst

  • File: lectures/kesten_processes.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

7/10

Section/subsection headings use Title Case rather than sentence case.

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

9.5/10

lw=2 parameter missing from 3 .plot() calls.

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-writing-006] — Section/subsection headings use Title Case rather than sentence case. Examples: line 74, line 100, line 153. Count: 10 headings affected.

Medium severity#

  • [qe-code-002] — Spelled-out Greek (alpha/beta/etc.) used predominantly in code; mixed with unicode forms (word=8, uni=4).

Low severity#

  • [qe-fig-008] — lw=2 parameter missing from 3 .plot() calls.

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.

  • Figures use default sizing.

  • Solutions use :class: dropdown consistently.

  • No ax.set_title() in main figures.

  • Axis labels lowercase.

  • Cross-series links use {doc} intersphinx form.