当前位置：首页>python>【Python毕设】Hadoop+Django脑肿瘤数据可视化分析系统源码+教程 毕业设计 选题推荐 毕设选题 数据分析 机器学习

【Python毕设】Hadoop+Django脑肿瘤数据可视化分析系统源码+教程 毕业设计 选题推荐 毕设选题 数据分析 机器学习

  • 2026-02-07 03:43:19
【Python毕设】Hadoop+Django脑肿瘤数据可视化分析系统源码+教程 毕业设计 选题推荐 毕设选题 数据分析 机器学习
系统技术核心采用Hadoop作为分布式存储基础，利用Spark进行高效的大规模数据清洗、转换与计算分析，充分发挥了其内存计算的优势。后端服务则由Python语言的Django框架支撑，负责响应前端请求、调度Spark任务并返回分析结果。前端界面采用Vue与ElementUI构建，通过Echarts组件库将复杂的分析结果以直观的图表形式呈现。在功能层面，系统实现了从患者人口学特征、肿瘤临床特征、治疗方案与预后效果、临床症状关联性到高风险因素探索的五大维度分析。具体功能包括对患者性别、年龄段的分布统计，对不同肿瘤位置、组织学类型的深度挖掘，量化评估不同治疗方案对生存率的影响，构建症状与肿瘤特征的关联模型。
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  1. CONNECT:[ UseTime:0.000583s ] 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:0.000296s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000588s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000588s ]
  6. SELECT * FROM `set` [ RunTime:0.000235s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000669s ]
  8. SELECT * FROM `article` WHERE `id` = 464649 LIMIT 1 [ RunTime:0.000380s ]
  9. UPDATE `article` SET `lasttime` = 1770513637 WHERE `id` = 464649 [ RunTime:0.002049s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000263s ]
  11. SELECT * FROM `article` WHERE `id` < 464649 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000808s ]
  12. SELECT * FROM `article` WHERE `id` > 464649 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.006659s ]
  13. SELECT * FROM `article` WHERE `id` < 464649 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.003490s ]
  14. SELECT * FROM `article` WHERE `id` < 464649 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.013281s ]
  15. SELECT * FROM `article` WHERE `id` < 464649 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.003802s ]
0.101588s