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基于Python+MySQL海底捞门店数据可视化分析

  • 2026-02-27 13:54:40
基于Python+MySQL海底捞门店数据可视化分析

基于Python+MySQL海底捞门店数据可视化分析

海底捞相信大家都很熟悉，今天就给大家简单分享下海底捞门店的可视化分析
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我们本次的分析目标是针对海底捞门店布局不均、运营效率差异大、客户服务精细化不足、区域策略适配性待提升等问题，通过直观的数据去优化店铺，可从以下几点入手：

[一]优化门店布局：明确分布特征，为选址和区域扩张提供数据支撑
[二]提升运营效率：分析门店类型、季节因素等对业绩的影响，优化成本与排班
[三]优化客户体验：挖掘评价数据，针对性解决痛点、提升满意度
[四]构建数据驱动体系：形成可视化决策支持，推动从经验驱动到数据驱动转型
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这个项目不是很难，可以跟着练下，希望能帮到大家（开源）

完整版Python/数据分析 给大家整理好了，有需要的小伙伴按以下步骤获取领取方式
1、点赞+推荐
2、后台回复：学习
#数据分析项目 #python #pandas #numpy #pyecharts #数据分析我在行  #数据可视化 #项目实战 #数据分析  #数据分析学习

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  138. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/vendor/topthink/think-template/src/template/contract/DriverInterface.php ( 0.86 KB )
  139. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/runtime/temp/067d451b9a0c665040f3f1bdd3293d68.php ( 11.98 KB )
  140. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/vendor/topthink/think-trace/src/Html.php ( 4.42 KB )
  1. CONNECT:[ UseTime:0.000985s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001495s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000676s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000619s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001331s ]
  6. SELECT * FROM `set` [ RunTime:0.000540s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001405s ]
  8. SELECT * FROM `article` WHERE `id` = 476601 LIMIT 1 [ RunTime:0.000999s ]
  9. UPDATE `article` SET `lasttime` = 1772240537 WHERE `id` = 476601 [ RunTime:0.021859s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000581s ]
  11. SELECT * FROM `article` WHERE `id` < 476601 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001096s ]
  12. SELECT * FROM `article` WHERE `id` > 476601 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.006700s ]
  13. SELECT * FROM `article` WHERE `id` < 476601 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.008256s ]
  14. SELECT * FROM `article` WHERE `id` < 476601 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.002608s ]
  15. SELECT * FROM `article` WHERE `id` < 476601 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.008753s ]
0.148498s