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Machine translation of numpy for native-speaker review — round 4 of the calibration programme. Produced locally with translate init --localize none at action-translation v0.29.0 (a6fda54), model claude-sonnet-5, from lecture-python-programming@1706cea. The cleanest of three draws by the ml lints (bare endings 37 / 34 / 3); no hand edits. Exercise-family blocks 8/8 byte-identical to source; headings 20/20 byte-identical. Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
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A note on any automated Copilot comments, @adisankarmt — none need your attention. As on the earlier rounds, Copilot does not know this edition's keep-English policy: anything it says about code cells is a source-side matter (they are byte-identical to the English), and anything arguing to translate retained English is against the policy you set. If you ever agree with something it says about the Malayalam, write your own comment and that is the one we encode. |
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🟡 Changes recommended
There are a few concrete content/markup issues in the added lecture (including a duplicated index directive and untranslated/mixed-language phrasing) that should be corrected before approval.
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Pull request overview
Adds the Malayalam translation of the numpy lecture (MyST/Jupytext markdown) for native-speaker review as part of the translation calibration program.
Changes:
- Introduces a new translated lecture file
lectures/numpy.md. - Includes Malayalam prose translation while preserving code cells/exercises structure for notebook rendering.
File summaries
| File | Description |
|---|---|
| lectures/numpy.md | Adds the full Malayalam translation of the NumPy lecture content in MyST markdown format. |
Review details
- Files reviewed: 1/1 changed files
- Comments generated: 3
- Review effort level: Lite
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📖 HTML build - view preview (3cac85f) Translated pages in this PR: |
Machine translation of
numpyfor native-speaker review — round 4 of the calibration programme (Phase 2 of QuantEcon/action-translation#189). Produced by the production engine released today, v0.29.0, which carries everything yourmatplotlibreview taught it (QuantEcon/action-translation#311): the clause-boundary comma rule, verb forms by meaning (-തിരിക്കുന്ന,-ഇട്ടുണ്ട്,-ആൽ), idioms rendered by plain meaning, Further Reading lists kept in English, and the word choices you settled — multiple → ഒന്നിലധികം, explicit → വ്യക്തമായ, remove / label as light verbs. The questions still open on #22 are not encoded yet; they ride the next release.For the reviewer (@adisankarmt): as before — comment or suggest on any line you would change (English that should be Malayalam, Malayalam that should be English, a wrong case-suffix, awkward phrasing, the same term handled two ways). Suggestion blocks work perfectly and you can push directly to this branch. Headings, code cells and the whole Exercises section are machine-verified byte-identical to the English and need no proofreading. Every comment resolves to a glossary entry, a rule change in the tool, or accepted-as-is with our reasoning. No deadline.
Provenance: source QuantEcon/lecture-python-programming@1706cea (current main) · model
claude-sonnet-5· engine v0.29.0 (a6fda54), glossary v0.6.0 + the 27-rule set ·translate init --localize none, produced locally · commit3cac85f.Machine verification and one disclosure: headings 20/20 byte-identical · exercise-family blocks 8/8 byte-identical · zero transliterations, casing variants 0 · round-2/3 lints: 3 bare endings, 3 banned renderings, 1 hortative watch — all left as generated for you to call (the two we would flag ourselves: line 900 In fact rendered വാസ്തവത്തിൽ, line 955 explicit ആയ). The disclosure: this is the cleanest of three draws of the same engine on the same source, chosen by the deterministic lints (the other two left 37 and 34 Malayalam lines unpunctuated before code cells, a known engine miss now tracked as QuantEcon/action-translation#260); nothing in the text was hand-edited, and all three draws are archived in the engine repo.
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