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零基础练手项目!Python+MySQL 优衣库销售可视化

  • 2026-08-22 13:12:03
零基础练手项目!Python+MySQL 优衣库销售可视化
很多人学数据分析，最容易卡在一个地方：Python、Pandas、可视化工具都学过，但拿到一份真实业务数据，还是不知道应该从哪里开始。

真正的数据分析，并不是把代码跑通、把柱状图画出来就结束了，而是要沿着一条完整的分析链路，把原始数据逐步变成可以解释业务的问题和结论。

这次以一份Python+MySQL优衣库销售可视化为例，从数据导入、去重、缺失值检查、字段类型确认和描述性统计开始，再进一步从城市、销售渠道、性别、年龄以及产品类别等维度拆解顾客的购买行为。

如果你正在学 Excel、SQL、Python 或 BI，这类项目比单独记函数和语法更重要，因为它能让你开始真正建立“拿到数据以后，我该怎么分析”的思路。

📌整理完毕，完整版已经上传至知识库，需要的朋友丝我“666”~
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:0.001018s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001560s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.016835s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.005163s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001850s ]
  6. SELECT * FROM `set` [ RunTime:0.000621s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001609s ]
  8. SELECT * FROM `article` WHERE `id` = 511821 LIMIT 1 [ RunTime:0.004300s ]
  9. UPDATE `article` SET `lasttime` = 1787394057 WHERE `id` = 511821 [ RunTime:0.028116s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000585s ]
  11. SELECT * FROM `article` WHERE `id` < 511821 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.003268s ]
  12. SELECT * FROM `article` WHERE `id` > 511821 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.002217s ]
  13. SELECT * FROM `article` WHERE `id` < 511821 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.010509s ]
  14. SELECT * FROM `article` WHERE `id` < 511821 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.023479s ]
  15. SELECT * FROM `article` WHERE `id` < 511821 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.007089s ]
0.292430s