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用 Pandas 替代 Excel,解锁数据处理新效率

  • 2026-11-08 22:38:08
用 Pandas 替代 Excel,解锁数据处理新效率

在日常数据处理中，Excel 虽常用，但面对大量数据时易卡顿、重复操作繁琐。Pandas 简洁高效，能轻松搞定数据清洗、分析与计算，大幅提升工作效率。本文带你用 Pandas 替代 Excel，快速实现高效数据处理。

工具的价值在于解放双手，而真正的成长，是用更高效的方式解决更复杂的问题。从今天起，用 Pandas 替代 Excel，让每一次数据处理都成为效率的跃升。
本文来自网友投稿或网络内容，如有侵犯您的权益请联系我们删除，联系邮箱：wyl860211@qq.com 。

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基本 文件 流程 错误 SQL 调试
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  1. CONNECT:[ UseTime:0.000427s ] mysql:host=172.18.0.4;port=3306;dbname=h_sjds;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000599s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000336s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000372s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000535s ]
  6. SELECT * FROM `set` [ RunTime:0.000267s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000628s ]
  8. SELECT * FROM `article` WHERE `id` = 481906 LIMIT 1 [ RunTime:0.000543s ]
  9. UPDATE `article` SET `lasttime` = 1794493710 WHERE `id` = 481906 [ RunTime:0.001243s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 65 LIMIT 1 [ RunTime:0.000390s ]
  11. SELECT * FROM `article` WHERE `id` < 481906 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000500s ]
  12. SELECT * FROM `article` WHERE `id` > 481906 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000505s ]
  13. SELECT * FROM `article` WHERE `id` < 481906 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000625s ]
  14. SELECT * FROM `article` WHERE `id` < 481906 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.000737s ]
  15. SELECT * FROM `article` WHERE `id` < 481906 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.001189s ]
0.092665s