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30个Python数据分析可视化项目

  • 2026-01-27 17:52:52
30个Python数据分析可视化项目

30个Python数据分析可视化项目

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数据分析可视化项目对个人而言：从理论到实践的桥梁
巩固技术栈： 单纯看书、看教程学到的Pandas, NumPy, Matplotlib, Seaborn, Plotly等库的知识是零散的。只有通过项目，你才能深刻理解如何将它们组合起来解决一个完整的问题。
培养数据思维： 项目迫使你思考：我的业务目标是什么？需要哪些数据？如何清洗和整理这些“脏数据”？用什么图表最能表达我的发现？这个过程就是数据思维的形成过程。
提升解决问题的能力： 项目中你会遇到各种坑：数据缺失、格式错误、代码报错、图表不美观、分析结论有偏差。解决这些问题的过程，是你最宝贵的财富。
打造你的“能力证明”： 一个部署在GitHub上、有清晰README和漂亮图表的项目，是你简历上最闪亮的点。它比“精通Python数据分析”这种苍白的话语有力一万倍。
#数据分析 #Python #python数据分析 #数据分析项目 #数据可视化 #数据分析实战 #数据分析实战项目 #实战项目 #源码 #代码 #自学

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湖南,2026年1月10日 17:19,
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  140. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/vendor/topthink/think-trace/src/Html.php ( 4.42 KB )
  1. CONNECT:[ UseTime:0.000521s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000718s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.002281s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.002826s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000539s ]
  6. SELECT * FROM `set` [ RunTime:0.001868s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000648s ]
  8. SELECT * FROM `article` WHERE `id` = 461999 LIMIT 1 [ RunTime:0.006517s ]
  9. UPDATE `article` SET `lasttime` = 1770550869 WHERE `id` = 461999 [ RunTime:0.009178s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000769s ]
  11. SELECT * FROM `article` WHERE `id` < 461999 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.012464s ]
  12. SELECT * FROM `article` WHERE `id` > 461999 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.010350s ]
  13. SELECT * FROM `article` WHERE `id` < 461999 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.017814s ]
  14. SELECT * FROM `article` WHERE `id` < 461999 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.027048s ]
  15. SELECT * FROM `article` WHERE `id` < 461999 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.082323s ]
0.245704s