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基于Python+Kmeans聚类算法的电商客户分析系统

  • 2026-06-29 22:55:12
基于Python+Kmeans聚类算法的电商客户分析系统

技术栈：Python + Flask框架 + pyecharts可视化 + 机器学习 + Kmeans聚类算法 + MySQL数据库（全套完整源码，可直接运行）

（1）客户数据管理：自动同步存储至MySQL数据库，数据持久化不丢失，可自定义修改数据库配置。

（2）数据可视化分析：基于pyecharts绘制折线图、柱状图、饼图、热力图等4种+核心图表，直观展示客户消费信息。

（3）客户聚类分析：集成机器学习Kmeans算法，对电商客户进行精准分群（如高价值客户、潜力客户、流失预警客户）。

（4）系统功能：采用Flask实现前后端系统，支持登录注册等会基础功能以及数据展示和分析。

源码获取

加微信获取（biye090）有偿获取，源码已经过本人亲自测试，可完美运行

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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  1. CONNECT:[ UseTime:0.000663s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000828s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000425s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000278s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000507s ]
  6. SELECT * FROM `set` [ RunTime:0.000230s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000563s ]
  8. SELECT * FROM `article` WHERE `id` = 489792 LIMIT 1 [ RunTime:0.001150s ]
  9. UPDATE `article` SET `lasttime` = 1783038459 WHERE `id` = 489792 [ RunTime:0.005967s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000259s ]
  11. SELECT * FROM `article` WHERE `id` < 489792 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000581s ]
  12. SELECT * FROM `article` WHERE `id` > 489792 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000861s ]
  13. SELECT * FROM `article` WHERE `id` < 489792 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.008314s ]
  14. SELECT * FROM `article` WHERE `id` < 489792 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.008418s ]
  15. SELECT * FROM `article` WHERE `id` < 489792 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.015325s ]
0.116256s