当前位置：首页>python>【Python大数据项目:】基于Spark+Django的心脏病分析系统全解源码 毕业设计 选题推荐 毕设选题 数据分析 机器学习 深度学习

【Python大数据项目:】基于Spark+Django的心脏病分析系统全解源码 毕业设计 选题推荐 毕设选题 数据分析 机器学习 深度学习

  • 2026-08-18 23:12:11
【Python大数据项目:】基于Spark+Django的心脏病分析系统全解源码 毕业设计 选题推荐 毕设选题 数据分析 机器学习 深度学习
本系统基于Python语言开发，采用前后端分离架构，后端核心框架选用Django负责业务逻辑处理与接口服务，大数据处理层则深度集成Apache Spark与Hadoop HDFS，专门用于应对海量医疗数据的分布式存储与高效计算。系统利用Spark SQL对心脏病数据集进行清洗、转换与聚合分析，通过Pandas与NumPy辅助进行特征工程处理，能够精准执行人口统计学特征分析、生理指标相关性计算以及多维度的风险评估。前端界面使用Vue结合ElementUI与Echarts，将Spark计算后的复杂分析结果以动态图表形式直观展示。功能涵盖了从数据源读取、Spark分布式任务调度、多因素风险评分模型构建到最终可视化数据渲染的全过程，旨在通过大数据技术挖掘心脏病潜在风险因素。
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  1. CONNECT:[ UseTime:0.001166s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001476s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000749s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000759s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001427s ]
  6. SELECT * FROM `set` [ RunTime:0.000690s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001573s ]
  8. SELECT * FROM `article` WHERE `id` = 510765 LIMIT 1 [ RunTime:0.001026s ]
  9. UPDATE `article` SET `lasttime` = 1787298657 WHERE `id` = 510765 [ RunTime:0.015946s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000600s ]
  11. SELECT * FROM `article` WHERE `id` < 510765 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001184s ]
  12. SELECT * FROM `article` WHERE `id` > 510765 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.001150s ]
  13. SELECT * FROM `article` WHERE `id` < 510765 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.001907s ]
  14. SELECT * FROM `article` WHERE `id` < 510765 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.008802s ]
  15. SELECT * FROM `article` WHERE `id` < 510765 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.001819s ]
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