当前位置：首页>python>【Python毕设选题】基于Spark+Django的皮肤病数据分析系统,2026年计算机毕设推荐 毕业设计 选题推荐 毕设选题 数据分析 机器学习

【Python毕设选题】基于Spark+Django的皮肤病数据分析系统,2026年计算机毕设推荐 毕业设计 选题推荐 毕设选题 数据分析 机器学习

  • 2026-01-30 03:07:00
【Python毕设选题】基于Spark+Django的皮肤病数据分析系统,2026年计算机毕设推荐 毕业设计 选题推荐 毕设选题 数据分析 机器学习
我们使用Spark SQL执行结构化数据查询，对包含患者性别、年龄、肤色、疾病类型、严重程度、患病部位、病程及治疗效果等多维度信息的原始数据进行清洗、转换与聚合分析，完成了包括不同年龄段患病分布、皮肤病类型与性别关联性、病程对治疗效果影响等在内的16项核心分析需求。处理后的分析结果存储于MySQL数据库中，通过Django框架构建RESTful API接口，为前端提供稳定、高效的数据支持。前端界面则采用Vue.js结合ElementUI组件库，并利用Echarts强大的图表渲染能力，将复杂的分析结果以直观的动态图表形式呈现，如柱状图、饼图、折线图等，最终形成一个集数据采集、大数据分析、交互式可视化于一体的综合性皮肤病症状数据分析平台。
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  1. CONNECT:[ UseTime:0.000971s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001474s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000713s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000677s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001216s ]
  6. SELECT * FROM `set` [ RunTime:0.000602s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001491s ]
  8. SELECT * FROM `article` WHERE `id` = 466490 LIMIT 1 [ RunTime:0.001463s ]
  9. UPDATE `article` SET `lasttime` = 1770507561 WHERE `id` = 466490 [ RunTime:0.027466s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000688s ]
  11. SELECT * FROM `article` WHERE `id` < 466490 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001112s ]
  12. SELECT * FROM `article` WHERE `id` > 466490 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.003243s ]
  13. SELECT * FROM `article` WHERE `id` < 466490 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.004239s ]
  14. SELECT * FROM `article` WHERE `id` < 466490 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.003468s ]
  15. SELECT * FROM `article` WHERE `id` < 466490 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.003490s ]
0.173488s