自从微软在Excel中引入Python后，我一直把它当作“迟早要做”的项目。我知道Python集成是实现更好自动化和更深入洞察的关键，但从传统公式转向数据框的过程却充满了陡峭的学习曲线。直到我把文档和凌乱的笔记喂给NotebookLM，这一切才改变。

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Microsoft Excel is practically synonymous with spreadsheets, but the cost, along with being trapped in Microsoft's ecosystem, ...

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每逢考试结束，老师们最头疼的不是阅卷，而是如何把成绩准确、安全地传达给每位家长。传统的微信群发、QQ群公告、Excel表格群发等方式看似简单，实则隐患重重。一方面，公开发布成绩单极易造成学生隐私泄露，引发家长间的比较与焦虑；另一方面，信息容易被误删、 ...

每逢考试结束，老师们最头疼的不是阅卷，而是如何安全、高效地将成绩传达给家长。传统的微信群发、Excel表格群发、QQ群上传等方式看似便捷，实则隐患重重。一旦操作不慎，全班学生的姓名、学号、各科分数甚至排名被公开，极易引发家长不满，甚至造成舆情事件。