当前位置：首页>python>【Python毕设】基于Spark的强迫症特征与影响因素数据分析系统 毕业设计 选题推荐 毕设选题 数据分析 机器学习

【Python毕设】基于Spark的强迫症特征与影响因素数据分析系统 毕业设计 选题推荐 毕设选题 数据分析 机器学习

  • 2026-02-03 02:58:41
【Python毕设】基于Spark的强迫症特征与影响因素数据分析系统 毕业设计 选题推荐 毕设选题 数据分析 机器学习
核心的数据处理引擎采用Hadoop与Spark，利用HDFS进行海量数据的分布式存储，并通过Spark SQL及MLlib库对大规模患者数据进行高效的清洗、转换、统计分析与机器学习建模。前端则采用Vue框架结合ElementUI组件库，构建了用户友好的交互界面，并借助Echarts强大的可视化能力，将复杂的分析结果以直观的图表形式呈现。系统功能全面，涵盖了四大核心模块：一是通过多维度交叉分析描绘强迫症患者的人口学画像；二是深入探究临床指标与病情严重程度的内在关联；三是评估诊断与治疗的现状及效果；四是运用K-Means聚类算法对患者进行分群，挖掘潜在的强迫症亚型，为精细化研究提供新的视角。
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  1. CONNECT:[ UseTime:0.000444s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000768s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000643s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000228s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000492s ]
  6. SELECT * FROM `set` [ RunTime:0.000204s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000594s ]
  8. SELECT * FROM `article` WHERE `id` = 465567 LIMIT 1 [ RunTime:0.000869s ]
  9. UPDATE `article` SET `lasttime` = 1770507570 WHERE `id` = 465567 [ RunTime:0.008348s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000253s ]
  11. SELECT * FROM `article` WHERE `id` < 465567 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001450s ]
  12. SELECT * FROM `article` WHERE `id` > 465567 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.003308s ]
  13. SELECT * FROM `article` WHERE `id` < 465567 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.011313s ]
  14. SELECT * FROM `article` WHERE `id` < 465567 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.003794s ]
  15. SELECT * FROM `article` WHERE `id` < 465567 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.017848s ]
0.118322s