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Fix multiple bugs across pandas, data_analysis, and SunHot modules#4
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…rs, error handling, pipeline Co-authored-by: ItsAyaya <79414931+ItsAyaya@users.noreply.github.com>
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[WIP] Analyze project and enhance prediction accuracy
Fix multiple bugs across pandas, data_analysis, and SunHot modules
Mar 11, 2026
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Several correctness bugs across the notebook lessons and Scrapy project: broken sort logic, wrong variable printed, resource leaks, silent crash on network failure, and a disabled pipeline.
Bug Fixes
pandas/ch2.ipynbCell 26 — silent no-op sort: Trailing comma aftersort_values([...])turnedascendingandinplaceinto standalone tuple expressions; the sort never executed.pandas/ch3.ipynbCells 21 & 22 —KeyErroron column access: Cell 20 renames columns with(万元)suffix viainplace=True; subsequent cells still referenced the original names. Updated to销售收入(万元)etc.data_analysis/Ch5.ipynbCell 98 — wrong variable printed:print(books)dumped the entire source object instead of the filteredtitlesresult.data_analysis/Ch5.ipynbCells 91, 92, 94, 100, 104 — file handle leaks: Bareopen()calls never closed. Replaced withwithcontext managers.data_analysis/Ch4.ipynb— uncaught network errors:load_page()propagatedURLErrordirectly; addedtry/exceptreturningNone.write_page()now guards againstNoneinput instead of raisingAttributeError.SunHot/settings.py— pipeline never ran:ITEM_PIPELINESwas commented out; scraped items were never processed. EnabledSunhotPipeline.Original prompt
创建自 VS Code。
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