Malayalam translation: numpy — native-speaker calibration review

[mmcky]

Machine translation of numpy for native-speaker review — Phase 2 of QuantEcon/action-translation#189. Merging this PR lands the translation including any fixes committed during review, so review comments here improve the real site directly.

For the reviewer: please comment on any line you would change — English that should be Malayalam, Malayalam that should be English, a wrong case-suffix, awkward phrasing, or the same term handled differently in two places. Headings, code cells and transliteration are already machine-verified (all headings byte-identical, code untouched, zero transliterations) — no need to proofread those. Every comment resolves to exactly one of: a glossary entry, a rule change in the translation tool, or accepted-as-is with our reasoning replied on the thread.

Provenance: source QuantEcon/lecture-python-programming@5816589 · model claude-sonnet-5 · action-translation@main with the register rules + glossary v0.2.0 derived from the reviewer packet · produced by harness run https://github.com/QuantEcon/test-translation-sync/actions/runs/30783367296 and adopted here byte-exact.

🤖 Generated with Claude Code

[Copilot]

Pull request overview

Adds the Malayalam translation of the NumPy lecture (lectures/numpy.md) for native-speaker calibration review, as part of the translation pipeline (Phase 2 of QuantEcon/action-translation#189).

Changes:

• Introduces a full MyST/Jupytext Markdown lecture file for NumPy in Malayalam.
• Preserves code cells and headings while translating the surrounding instructional prose.
• Includes exercises and solutions sections in translated form.

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[mmcky]

A note on the automated comments above — they are not from our translation tool, and none of them needs your attention.

GitHub Copilot reviews every pull request in this organisation automatically. It is a general-purpose code reviewer with no knowledge of this edition's translation policy, so on a Malayalam lecture it mostly argues against the policy — repeatedly suggesting that technical terms kept in English should be rendered in Malayalam. That is exactly the over-translation this edition is designed to avoid, and in one case it proposed replacing recommend ചെയ്യുന്നു with ശുപാർശ ചെയ്യുന്നു, which inverts the light-verb rule you specified.

We have checked every one of its comments against the English source and replied to each on its own thread, then marked them resolved so they collapse out of your view. The breakdown for this lecture:

Copilot's comments	What we found
4 comments	Genuine typography and naming issues (“Numpy”, **Part1**, discreteRV vs the class DiscreteRV, em-dash spacing), all present verbatim in the English source — filed upstream as QuantEcon/lecture-python-programming#602
1 comment	A link to need_for_speed that dangles only because this edition currently carries 5 of 21 lectures. It clears when the rest land
2 comments, plus part of a third	Ask for retained English (“numerical”, “first-rate”, systematic, discussion) to be translated — contrary to the keep-English policy
1 comment left open for you	The one exception, on line 52. It is policy-compatible — it keeps Anaconda in English and asks only about the case-suffix attachment, suggesting Anaconda-ൽ ഉള്ളതിനുപുറമെ over Anaconda-യിലുള്ളതിന്. Morphology attachment is one of the axes we are calibrating, so we have deliberately left that thread unresolved for your judgement

None of its comments identified a translation defect.

What we are asking you for is unchanged: comment on any line you would change — English that should be Malayalam, Malayalam that should be English, a wrong case-suffix, awkward phrasing, or the same term handled differently in two places. Yours is the review that counts here; please disregard the collapsed automated threads entirely.

[github-actions]

📖 HTML build - view preview (1be1561)

Translated pages in this PR:

• numpy.html