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Agent 时代,Python 做计量已经强得可怕

  • 2026-06-29 12:56:36
Agent 时代,Python 做计量已经强得可怕

Agent 时代，Python 做计量已经强得可怕

StasPAI 一个包 -- DiD/IV/RDD/SCM/分解分析，一个函数跑完。

机器学习+因果推断，正是 Python 的拿手好戏，StatsPAI 明显领先。

表格和图片导出到 Word/Excel/PDF，比 Stata 和 R 还方便！

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#实证分析 #计量经济学 #机器学习 #agent #工具变量 #合成控制 #空间计量 #SCM #StatsPAI #CoPaperAI

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  1. CONNECT:[ UseTime:0.000643s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000954s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000291s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000298s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000458s ]
  6. SELECT * FROM `set` [ RunTime:0.000203s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000529s ]
  8. SELECT * FROM `article` WHERE `id` = 489662 LIMIT 1 [ RunTime:0.000456s ]
  9. UPDATE `article` SET `lasttime` = 1783053054 WHERE `id` = 489662 [ RunTime:0.005324s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000350s ]
  11. SELECT * FROM `article` WHERE `id` < 489662 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000642s ]
  12. SELECT * FROM `article` WHERE `id` > 489662 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000405s ]
  13. SELECT * FROM `article` WHERE `id` < 489662 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000995s ]
  14. SELECT * FROM `article` WHERE `id` < 489662 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.004223s ]
  15. SELECT * FROM `article` WHERE `id` < 489662 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.000842s ]
0.087138s