lln_clt#

  • Series: lecture-python-intro

  • File: lectures/lln_clt.md

  • Audit date: 2026-05-28

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

  • Overall score: 7.6 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

9/10

H1 acronyms OK; H2/H3 sentence case; clean one-sentence paragraphs.

Math

8/10

\mathbb P / \mathbb E; \mathbf 1 used for indicator (M5/M3 concern).

Code

8/10

Unicode Greek (μ, σ) used (qe-code-002 OK); standard Anaconda imports.

JAX

out of scope

—

Figures

6/10

figsize= on lines 490, 541, 685; no ax.set_title violations outside exercise; no figures use {figure} directive.

References

N/A

no {cite} citations

Links

6/10

Same-series link uses full URL on line 298 (intro.quantecon.org/prob_dist.html#violin-plots); cross-series direct URL on line 31 (python.quantecon.org/lln_clt.html#the-multivariate-case).

Admonitions

9/10

{prf:theorem} × 4 (qe-admon-004 OK); solutions gated, dropdown, exercise-linked.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • M5/M3 — \mathbf 1\{U < p\} (lines 578, 588) — uses bold for indicator; should be \mathbb{1} per M3.

  • [qe-fig-001] — figsize= overrides on lines 490, 541, 685. Count: 3 occurrences.

  • [qe-link-002] — Cross-series link uses direct URL. Example: lectures/lln_clt.md:31 ([in a more advanced lecture](https://python.quantecon.org/lln_clt.html#the-multivariate-case)). Should be {doc}\intermediate:lln_clt``.

  • [qe-link-001] — Same-series link uses full URL. Example: lectures/lln_clt.md:298 ([violin plot](https://intro.quantecon.org/prob_dist.html#violin-plots)). Should be [violin plot](prob_dist.html#violin-plots) or [](prob_dist).

Low severity#

  • W1 — A few short two-sentence paragraphs.

  • [qe-fig-005] — No figures use {figure} directive with :name:.

Strengths#

  • \mathbb P, \mathbb E consistently (M7 OK).

  • IID correctly written (line 176, 187).

  • Density f lowercase (M10 OK).

  • Equation labels with {math} :label:.

  • {prf:theorem} used (qe-admon-004 OK).

  • Solutions all gated, dropdown, linked.